SYMBOL INDEX (49 symbols across 4 files)

FILE: classifiers.py
  class xgboostClassifier (line 6) | class xgboostClassifier():
    method __init__ (line 7) | def __init__(self, **params):
    method fit (line 12) | def fit(self, X, y):
    method fit_CV (line 16) | def fit_CV(self, X_train, X_val, y_train, y_val):
    method get_eval_res (line 23) | def get_eval_res(self):
    method score (line 26) | def score(self, X, y):
    method predict_proba (line 30) | def predict_proba(self, X_test):
    method predict (line 34) | def predict(self, X_test):
    method get_params (line 38) | def get_params(self, **params):
    method set_params (line 41) | def set_params(self, **params):
    method getSortedImportance (line 44) | def getSortedImportance(self, features):
  class BaseClassifier (line 53) | class BaseClassifier(object):
    method __init__ (line 54) | def __init__(self, clf, seed=0, params=None):
    method train (line 58) | def train(self, x_train, y_train):
    method predict (line 61) | def predict(self, x):
    method predict_proba (line 64) | def predict_proba(self, x):
    method fit (line 67) | def fit(self,x,y):
    method set_params (line 70) | def set_params(self, **params):

FILE: modelTraining.py
  function validation_score (line 25) | def validation_score(early_stop=False):
  function validation_avg_score (line 67) | def validation_avg_score(clfs):
  function paramSearch (line 107) | def paramSearch(clf, param_dict):
  function gen_sub (line 162) | def gen_sub():
  function genAvgSub (line 197) | def genAvgSub(clfs):
  function validate (line 222) | def validate(clfs):
  function search (line 227) | def search():
  function write2file (line 253) | def write2file(cv_scores, val_desc=None):
  function stacking (line 266) | def stacking(clfs):

FILE: preprocess.py
  function bedroomProcess (line 29) | def bedroomProcess(data, train_idx, test_idx):
  function bathroomProcess (line 47) | def bathroomProcess(data, train_idx, test_idx):
  function buildingIdProcess (line 67) | def buildingIdProcess(data, y, train_idx, test_idx):
  function createdProcess (line 72) | def createdProcess(data):
  function descriptionProcess (line 116) | def descriptionProcess(data, train_idx, test_idx):
  function displayAddrProcess (line 138) | def displayAddrProcess(data):
  function featuresProcess (line 145) | def featuresProcess(data, train_idx, test_idx):
  function locationProcess (line 442) | def locationProcess(data, train_idx, test_idx):
  function managerIdProcess (line 462) | def managerIdProcess(data, y, train_idx, test_idx):
  function photoProcess (line 480) | def photoProcess(data):
  function priceProcess (line 485) | def priceProcess(data):
  function streetAddrProcess (line 513) | def streetAddrProcess(data):
  function listingIdProcess (line 520) | def listingIdProcess(data):
  function coreProcess (line 526) | def coreProcess(data, y_train, train_idx, test_idx):
  function convert_dataset_to_avg (line 578) | def convert_dataset_to_avg(xc,yc,xt, rounding=2,cols=None):
  function convert_to_avg (line 615) | def convert_to_avg(X,y, Xt, seed=1, cvals=5, roundings=2, columns=None):
  function group_with_time_features (line 659) | def group_with_time_features(data, g_feat):
  function group_with_img_time_features (line 680) | def group_with_img_time_features(data, g_feat):

FILE: stack/utils.py
  function getAvgSub (line 5) | def getAvgSub(subs_in):
  function getWeightedAvgSub (line 23) | def getWeightedAvgSub(subs_in, weights):
  function generateStackSub (line 42) | def generateStackSub(test_file_name, sub_file_name):
  function correct (line 54) | def correct(df):