Repository: Exploratorio-DCC-PUC/Syllabus Branch: master Commit: 811c9980e3a7 Files: 13 Total size: 184.5 KB Directory structure: gitextract_14hh8y01/ ├── .gitignore ├── Ayudantías/ │ ├── .keep │ ├── AyudantiaTG1 - Pandas/ │ │ ├── Ayudantía TG1.ipynb │ │ └── books.csv │ └── README.md ├── Clases/ │ ├── .keep │ ├── Clase 11 - Algoritmos.ppt │ └── README.md ├── Controles/ │ └── .keep ├── Lecturas/ │ └── .keep ├── Pautas/ │ └── .keep ├── README.md └── Tareas/ └── .keep ================================================ FILE CONTENTS ================================================ ================================================ FILE: .gitignore ================================================ # Created by https://www.gitignore.io/api/macos,linux,python,windows,sublimetext,jupyternotebook,visualstudiocode ### JupyterNotebook ### .ipynb_checkpoints */.ipynb_checkpoints/* # Remove previous ipynb_checkpoints # git rm -r .ipynb_checkpoints/ # ### Linux ### *~ # temporary files which can be created if a process still has a handle open of a deleted file .fuse_hidden* # KDE directory preferences .directory # Linux trash folder which might appear on any partition or disk .Trash-* # .nfs files are created when an open file is removed but is still being accessed .nfs* ### macOS ### # General .DS_Store .AppleDouble .LSOverride # Icon must end with two \r Icon # Thumbnails ._* # Files that might appear in the root of a volume .DocumentRevisions-V100 .fseventsd .Spotlight-V100 .TemporaryItems .Trashes .VolumeIcon.icns .com.apple.timemachine.donotpresent # Directories potentially created on remote AFP share .AppleDB .AppleDesktop Network Trash Folder Temporary Items .apdisk ### Python ### # Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] *$py.class # C extensions *.so # Distribution / packaging .Python build/ develop-eggs/ dist/ downloads/ eggs/ .eggs/ lib/ lib64/ parts/ sdist/ var/ wheels/ *.egg-info/ .installed.cfg *.egg MANIFEST # PyInstaller # Usually these files are written by a python script from a template # before PyInstaller builds the exe, so as to inject date/other infos into it. *.manifest *.spec # Installer logs pip-log.txt pip-delete-this-directory.txt # Unit test / coverage reports htmlcov/ .tox/ .coverage .coverage.* .cache nosetests.xml coverage.xml *.cover .hypothesis/ .pytest_cache/ # Translations *.mo *.pot # Django stuff: *.log local_settings.py db.sqlite3 # Flask stuff: instance/ .webassets-cache # Scrapy stuff: .scrapy # Sphinx documentation docs/_build/ # PyBuilder target/ # Jupyter Notebook # pyenv .python-version # celery beat schedule file celerybeat-schedule # SageMath parsed files *.sage.py # Environments .env .venv env/ venv/ ENV/ env.bak/ venv.bak/ # Spyder project settings .spyderproject .spyproject # Rope project settings .ropeproject # mkdocs documentation /site # mypy .mypy_cache/ ### Python Patch ### .venv/ ### Python.VirtualEnv Stack ### # Virtualenv # http://iamzed.com/2009/05/07/a-primer-on-virtualenv/ [Bb]in [Ii]nclude [Ll]ib [Ll]ib64 [Ll]ocal [Ss]cripts pyvenv.cfg pip-selfcheck.json ### SublimeText ### # Cache files for Sublime Text *.tmlanguage.cache *.tmPreferences.cache *.stTheme.cache # Workspace files are user-specific *.sublime-workspace # Project files should be checked into the repository, unless a significant # proportion of contributors will probably not be using Sublime Text # *.sublime-project # SFTP configuration file sftp-config.json # Package control specific files Package Control.last-run Package Control.ca-list Package Control.ca-bundle Package Control.system-ca-bundle Package Control.cache/ Package Control.ca-certs/ Package Control.merged-ca-bundle Package Control.user-ca-bundle oscrypto-ca-bundle.crt bh_unicode_properties.cache # Sublime-github package stores a github token in this file # https://packagecontrol.io/packages/sublime-github GitHub.sublime-settings ### VisualStudioCode ### .vscode/* !.vscode/settings.json !.vscode/tasks.json !.vscode/launch.json !.vscode/extensions.json ### Windows ### # Windows thumbnail cache files Thumbs.db ehthumbs.db ehthumbs_vista.db # Dump file *.stackdump # Folder config file [Dd]esktop.ini # Recycle Bin used on file shares $RECYCLE.BIN/ # Windows Installer files *.cab *.msi *.msix *.msm *.msp # Windows shortcuts *.lnk # End of https://www.gitignore.io/api/macos,linux,python,windows,sublimetext,jupyternotebook,visualstudiocode ================================================ FILE: Ayudantías/.keep ================================================ ================================================ FILE: Ayudantías/AyudantiaTG1 - Pandas/Ayudantía TG1.ipynb ================================================ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ayudantía TG1 Pandas - Seaborn\n", "\n", "\n", "La idea de esta ayudantía es ver algunos conceptos básicos sobre pandas y aprender cómo visualizar datos con seaborn." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I. Pandas\n", "---\n", "\n", "Primero estudiaremos la herramienta de análisis de datos pandas, una librería que permite hacer análisis y limpieza de datos en Python. También es utilizada en conjunto con otras herramientas para hacer Data Science como NumPy, SciPy, matplotlib y scikit-learn" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Series\n", "Vamos a partir instanciando objetos de tipo `Series`. Estos objetos son como arreglos **unidimensionales**, solo que su índice es más explícito." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 1\n", "1 3\n", "2 -4\n", "3 7\n", "dtype: int64" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obj = pd.Series([1, 3, -4, 7])\n", "obj" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos acceder a sus elementos al igual como lo hacemos con las listas de python." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obj[0]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2 -4\n", "3 7\n", "dtype: int64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obj[2:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos tener distintos tipos de datos." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 string\n", "1 3\n", "2 -4\n", "3 7\n", "dtype: object" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obj = pd.Series(['string', 3, -4, 7])\n", "obj" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Para un objeto de tipo `Series` podemos agregar un label a sus índices." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "d 1\n", "c 3\n", "b -4\n", "a 7\n", "dtype: int64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obj = pd.Series([1, 3, -4, 7], index=['d', 'c', 'b', 'a'])\n", "obj" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obj['c']" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obj[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos seleccionar varios elementos según el label de su índice o su posición." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "c 3\n", "a 7\n", "dtype: int64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obj[['c', 'a']]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "d 1\n", "b -4\n", "dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obj[[0, 2]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos hacer filtros pasando un arreglo de booleanos:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "c 3\n", "a 7\n", "dtype: int64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obj[obj > 2]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "d False\n", "c True\n", "b False\n", "a True\n", "dtype: bool" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obj > 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finalmente, podemos crear un objeto Series a partir de un diccionario. Supongamos el siguiente diccionario de personas junto a su edad." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Alice 20\n", "Bob 17\n", "Charles 23\n", "Dino 50\n", "dtype: int64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "people = {'Alice': 20, 'Bob': 17, 'Charles': 23, 'Dino': 50}\n", "people_series = pd.Series(people)\n", "people_series" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Dataframes\n", "\n", "Un objeto de tipo `DataFrame` representa una tabla, en que cada una de sus columnas representa un tipo. Vamos a construir una tabla a partir de un diccionario." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameAuthorUser RatingReviewsPriceYearGenre
010-Day Green Smoothie CleanseJJ Smith4.71735082016Non Fiction
111/22/63: A NovelStephen King4.62052222011Fiction
212 Rules for Life: An Antidote to ChaosJordan B. Peterson4.718979152018Non Fiction
31984 (Signet Classics)George Orwell4.72142462017Fiction
45,000 Awesome Facts (About Everything!) (Natio...National Geographic Kids4.87665122019Non Fiction
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" ], "text/plain": [ " Name \\\n", "0 10-Day Green Smoothie Cleanse \n", "1 11/22/63: A Novel \n", "2 12 Rules for Life: An Antidote to Chaos \n", "3 1984 (Signet Classics) \n", "4 5,000 Awesome Facts (About Everything!) (Natio... \n", "\n", " Author User Rating Reviews Price Year Genre \n", "0 JJ Smith 4.7 17350 8 2016 Non Fiction \n", "1 Stephen King 4.6 2052 22 2011 Fiction \n", "2 Jordan B. Peterson 4.7 18979 15 2018 Non Fiction \n", "3 George Orwell 4.7 21424 6 2017 Fiction \n", "4 National Geographic Kids 4.8 7665 12 2019 Non Fiction " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('books.csv') \n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Puedes pasarle como argumento `sep=algun_string` para cambiar el separador del csv. Por ejemplo si el archivo tuviera separación con `;`, podrías hacer algo como:\n", "\n", "```py\n", "df = pd.read_csv('books.csv', sep=';') \n", "```\n", "\n", "También podrías querer especificar el tipo de encoding:\n", "\n", "```py\n", "df = pd.read_csv('books.csv', sep=';', encoding='UTF-8') \n", "```\n", "Para saber más sobre este tema, puedes ir directamente a la [documentación](https://pandas.pydata.org/pandas-docs/dev/reference/api/pandas.read_csv.html).\n", "\n", "Podríamos cargar el archivo csv, utilizando urls:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameAuthorUser RatingReviewsPriceYearGenre
010-Day Green Smoothie CleanseJJ Smith4.71735082016Non Fiction
111/22/63: A NovelStephen King4.62052222011Fiction
212 Rules for Life: An Antidote to ChaosJordan B. Peterson4.718979152018Non Fiction
31984 (Signet Classics)George Orwell4.72142462017Fiction
45,000 Awesome Facts (About Everything!) (Natio...National Geographic Kids4.87665122019Non Fiction
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" ], "text/plain": [ " Name \\\n", "0 10-Day Green Smoothie Cleanse \n", "1 11/22/63: A Novel \n", "2 12 Rules for Life: An Antidote to Chaos \n", "3 1984 (Signet Classics) \n", "4 5,000 Awesome Facts (About Everything!) (Natio... \n", "\n", " Author User Rating Reviews Price Year Genre \n", "0 JJ Smith 4.7 17350 8 2016 Non Fiction \n", "1 Stephen King 4.6 2052 22 2011 Fiction \n", "2 Jordan B. Peterson 4.7 18979 15 2018 Non Fiction \n", "3 George Orwell 4.7 21424 6 2017 Fiction \n", "4 National Geographic Kids 4.8 7665 12 2019 Non Fiction " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url = 'https://raw.githubusercontent.com/Exploratorio-DCC-PUC/Syllabus/master/Ayudant%C3%ADas/AyudantiaTG1%20-%20Pandas/books.csv'\n", "df_url = pd.read_csv(url, encoding='UTF-8') \n", "df_url.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "También podríamos querer usar solo algunas columnas del df, aquí tenemos algunas opciones:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameAuthorUser RatingPriceYear
010-Day Green Smoothie CleanseJJ Smith4.782016
111/22/63: A NovelStephen King4.6222011
212 Rules for Life: An Antidote to ChaosJordan B. Peterson4.7152018
31984 (Signet Classics)George Orwell4.762017
45,000 Awesome Facts (About Everything!) (Natio...National Geographic Kids4.8122019
..................
545Wrecking Ball (Diary of a Wimpy Kid Book 14)Jeff Kinney4.982019
546You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.782016
547You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.782017
548You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.782018
549You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.782019
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" ], "text/plain": [ " Name \\\n", "0 10-Day Green Smoothie Cleanse \n", "1 11/22/63: A Novel \n", "2 12 Rules for Life: An Antidote to Chaos \n", "3 1984 (Signet Classics) \n", "4 5,000 Awesome Facts (About Everything!) (Natio... \n", ".. ... \n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14) \n", "546 You Are a Badass: How to Stop Doubting Your Gr... \n", "547 You Are a Badass: How to Stop Doubting Your Gr... \n", "548 You Are a Badass: How to Stop Doubting Your Gr... \n", "549 You Are a Badass: How to Stop Doubting Your Gr... \n", "\n", " Author User Rating Price Year \n", "0 JJ Smith 4.7 8 2016 \n", "1 Stephen King 4.6 22 2011 \n", "2 Jordan B. Peterson 4.7 15 2018 \n", "3 George Orwell 4.7 6 2017 \n", "4 National Geographic Kids 4.8 12 2019 \n", ".. ... ... ... ... \n", "545 Jeff Kinney 4.9 8 2019 \n", "546 Jen Sincero 4.7 8 2016 \n", "547 Jen Sincero 4.7 8 2017 \n", "548 Jen Sincero 4.7 8 2018 \n", "549 Jen Sincero 4.7 8 2019 \n", "\n", "[550 rows x 5 columns]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1 = df.drop(columns=['Reviews', 'Genre'])\n", "df1" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameAuthorPrice
010-Day Green Smoothie CleanseJJ Smith8
111/22/63: A NovelStephen King22
212 Rules for Life: An Antidote to ChaosJordan B. Peterson15
31984 (Signet Classics)George Orwell6
45,000 Awesome Facts (About Everything!) (Natio...National Geographic Kids12
............
545Wrecking Ball (Diary of a Wimpy Kid Book 14)Jeff Kinney8
546You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero8
547You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero8
548You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero8
549You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero8
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550 rows × 3 columns

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" ], "text/plain": [ " Name \\\n", "0 10-Day Green Smoothie Cleanse \n", "1 11/22/63: A Novel \n", "2 12 Rules for Life: An Antidote to Chaos \n", "3 1984 (Signet Classics) \n", "4 5,000 Awesome Facts (About Everything!) (Natio... \n", ".. ... \n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14) \n", "546 You Are a Badass: How to Stop Doubting Your Gr... \n", "547 You Are a Badass: How to Stop Doubting Your Gr... \n", "548 You Are a Badass: How to Stop Doubting Your Gr... \n", "549 You Are a Badass: How to Stop Doubting Your Gr... \n", "\n", " Author Price \n", "0 JJ Smith 8 \n", "1 Stephen King 22 \n", "2 Jordan B. Peterson 15 \n", "3 George Orwell 6 \n", "4 National Geographic Kids 12 \n", ".. ... ... \n", "545 Jeff Kinney 8 \n", "546 Jen Sincero 8 \n", "547 Jen Sincero 8 \n", "548 Jen Sincero 8 \n", "549 Jen Sincero 8 \n", "\n", "[550 rows x 3 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2 = df[['Name', 'Author', 'Price']]\n", "df2" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameAuthorPrice
010-Day Green Smoothie CleanseJJ Smith8
111/22/63: A NovelStephen King22
212 Rules for Life: An Antidote to ChaosJordan B. Peterson15
31984 (Signet Classics)George Orwell6
45,000 Awesome Facts (About Everything!) (Natio...National Geographic Kids12
............
545Wrecking Ball (Diary of a Wimpy Kid Book 14)Jeff Kinney8
546You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero8
547You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero8
548You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero8
549You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero8
\n", "

550 rows × 3 columns

\n", "
" ], "text/plain": [ " Name \\\n", "0 10-Day Green Smoothie Cleanse \n", "1 11/22/63: A Novel \n", "2 12 Rules for Life: An Antidote to Chaos \n", "3 1984 (Signet Classics) \n", "4 5,000 Awesome Facts (About Everything!) (Natio... \n", ".. ... \n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14) \n", "546 You Are a Badass: How to Stop Doubting Your Gr... \n", "547 You Are a Badass: How to Stop Doubting Your Gr... \n", "548 You Are a Badass: How to Stop Doubting Your Gr... \n", "549 You Are a Badass: How to Stop Doubting Your Gr... \n", "\n", " Author Price \n", "0 JJ Smith 8 \n", "1 Stephen King 22 \n", "2 Jordan B. Peterson 15 \n", "3 George Orwell 6 \n", "4 National Geographic Kids 12 \n", ".. ... ... \n", "545 Jeff Kinney 8 \n", "546 Jen Sincero 8 \n", "547 Jen Sincero 8 \n", "548 Jen Sincero 8 \n", "549 Jen Sincero 8 \n", "\n", "[550 rows x 3 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df3 = pd.read_csv('books.csv', usecols=['Name', 'Author', 'Price']) \n", "df3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4. Filas y columnas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos proyectar valores pasando el nombre de las columnas que deseamos dejar." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 10-Day Green Smoothie Cleanse\n", "1 11/22/63: A Novel\n", "2 12 Rules for Life: An Antidote to Chaos\n", "3 1984 (Signet Classics)\n", "4 5,000 Awesome Facts (About Everything!) (Natio...\n", " ... \n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14)\n", "546 You Are a Badass: How to Stop Doubting Your Gr...\n", "547 You Are a Badass: How to Stop Doubting Your Gr...\n", "548 You Are a Badass: How to Stop Doubting Your Gr...\n", "549 You Are a Badass: How to Stop Doubting Your Gr...\n", "Name: Name, Length: 550, dtype: object" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Name']" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Name
010-Day Green Smoothie Cleanse
111/22/63: A Novel
212 Rules for Life: An Antidote to Chaos
31984 (Signet Classics)
45,000 Awesome Facts (About Everything!) (Natio...
......
545Wrecking Ball (Diary of a Wimpy Kid Book 14)
546You Are a Badass: How to Stop Doubting Your Gr...
547You Are a Badass: How to Stop Doubting Your Gr...
548You Are a Badass: How to Stop Doubting Your Gr...
549You Are a Badass: How to Stop Doubting Your Gr...
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" ], "text/plain": [ " Name\n", "0 10-Day Green Smoothie Cleanse\n", "1 11/22/63: A Novel\n", "2 12 Rules for Life: An Antidote to Chaos\n", "3 1984 (Signet Classics)\n", "4 5,000 Awesome Facts (About Everything!) (Natio...\n", ".. ...\n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14)\n", "546 You Are a Badass: How to Stop Doubting Your Gr...\n", "547 You Are a Badass: How to Stop Doubting Your Gr...\n", "548 You Are a Badass: How to Stop Doubting Your Gr...\n", "549 You Are a Badass: How to Stop Doubting Your Gr...\n", "\n", "[550 rows x 1 columns]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['Name']]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NamePrice
010-Day Green Smoothie Cleanse8
111/22/63: A Novel22
212 Rules for Life: An Antidote to Chaos15
31984 (Signet Classics)6
45,000 Awesome Facts (About Everything!) (Natio...12
.........
545Wrecking Ball (Diary of a Wimpy Kid Book 14)8
546You Are a Badass: How to Stop Doubting Your Gr...8
547You Are a Badass: How to Stop Doubting Your Gr...8
548You Are a Badass: How to Stop Doubting Your Gr...8
549You Are a Badass: How to Stop Doubting Your Gr...8
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550 rows × 2 columns

\n", "
" ], "text/plain": [ " Name Price\n", "0 10-Day Green Smoothie Cleanse 8\n", "1 11/22/63: A Novel 22\n", "2 12 Rules for Life: An Antidote to Chaos 15\n", "3 1984 (Signet Classics) 6\n", "4 5,000 Awesome Facts (About Everything!) (Natio... 12\n", ".. ... ...\n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14) 8\n", "546 You Are a Badass: How to Stop Doubting Your Gr... 8\n", "547 You Are a Badass: How to Stop Doubting Your Gr... 8\n", "548 You Are a Badass: How to Stop Doubting Your Gr... 8\n", "549 You Are a Badass: How to Stop Doubting Your Gr... 8\n", "\n", "[550 rows x 2 columns]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['Name', 'Price']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos seleccionar una determinada fila con la función iloc." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Name 12 Rules for Life: An Antidote to Chaos\n", "Author Jordan B. Peterson\n", "User Rating 4.7\n", "Reviews 18979\n", "Price 15\n", "Year 2018\n", "Genre Non Fiction\n", "Name: 2, dtype: object" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.iloc[2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5. Funciones de pandas\n", "\n", "La librería pandas tiene varias funciones que nos permiten obtener descripciones y resúmenes de los datos. Vamos a ver algunos ejemplos. Recordemos primero como se ven los datos:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameAuthorUser RatingReviewsPriceYearGenre
010-Day Green Smoothie CleanseJJ Smith4.71735082016Non Fiction
111/22/63: A NovelStephen King4.62052222011Fiction
212 Rules for Life: An Antidote to ChaosJordan B. Peterson4.718979152018Non Fiction
31984 (Signet Classics)George Orwell4.72142462017Fiction
45,000 Awesome Facts (About Everything!) (Natio...National Geographic Kids4.87665122019Non Fiction
........................
545Wrecking Ball (Diary of a Wimpy Kid Book 14)Jeff Kinney4.9941382019Fiction
546You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182016Non Fiction
547You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182017Non Fiction
548You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182018Non Fiction
549You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182019Non Fiction
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550 rows × 7 columns

\n", "
" ], "text/plain": [ " Name \\\n", "0 10-Day Green Smoothie Cleanse \n", "1 11/22/63: A Novel \n", "2 12 Rules for Life: An Antidote to Chaos \n", "3 1984 (Signet Classics) \n", "4 5,000 Awesome Facts (About Everything!) (Natio... \n", ".. ... \n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14) \n", "546 You Are a Badass: How to Stop Doubting Your Gr... \n", "547 You Are a Badass: How to Stop Doubting Your Gr... \n", "548 You Are a Badass: How to Stop Doubting Your Gr... \n", "549 You Are a Badass: How to Stop Doubting Your Gr... \n", "\n", " Author User Rating Reviews Price Year Genre \n", "0 JJ Smith 4.7 17350 8 2016 Non Fiction \n", "1 Stephen King 4.6 2052 22 2011 Fiction \n", "2 Jordan B. Peterson 4.7 18979 15 2018 Non Fiction \n", "3 George Orwell 4.7 21424 6 2017 Fiction \n", "4 National Geographic Kids 4.8 7665 12 2019 Non Fiction \n", ".. ... ... ... ... ... ... \n", "545 Jeff Kinney 4.9 9413 8 2019 Fiction \n", "546 Jen Sincero 4.7 14331 8 2016 Non Fiction \n", "547 Jen Sincero 4.7 14331 8 2017 Non Fiction \n", "548 Jen Sincero 4.7 14331 8 2018 Non Fiction \n", "549 Jen Sincero 4.7 14331 8 2019 Non Fiction \n", "\n", "[550 rows x 7 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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User RatingReviewsPriceYear
count550.000000550.000000550.000000550.000000
mean4.61836411953.28181813.1000002014.000000
std0.22698011731.13201710.8422623.165156
min3.30000037.0000000.0000002009.000000
25%4.5000004058.0000007.0000002011.000000
50%4.7000008580.00000011.0000002014.000000
75%4.80000017253.25000016.0000002017.000000
max4.90000087841.000000105.0000002019.000000
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" ], "text/plain": [ " User Rating Reviews Price Year\n", "count 550.000000 550.000000 550.000000 550.000000\n", "mean 4.618364 11953.281818 13.100000 2014.000000\n", "std 0.226980 11731.132017 10.842262 3.165156\n", "min 3.300000 37.000000 0.000000 2009.000000\n", "25% 4.500000 4058.000000 7.000000 2011.000000\n", "50% 4.700000 8580.000000 11.000000 2014.000000\n", "75% 4.800000 17253.250000 16.000000 2017.000000\n", "max 4.900000 87841.000000 105.000000 2019.000000" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.618363636363637" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['User Rating'].mean()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4.9" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['User Rating'].max()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.3" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['User Rating'].min()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameAuthorUser RatingReviewsPriceYearGenre
40Brown Bear, Brown Bear, What Do You See?Bill Martin Jr.4.91434452017Fiction
41Brown Bear, Brown Bear, What Do You See?Bill Martin Jr.4.91434452019Fiction
81Dog Man and Cat Kid: From the Creator of Capta...Dav Pilkey4.9506262018Fiction
82Dog Man: A Tale of Two Kitties: From the Creat...Dav Pilkey4.9478682017Fiction
83Dog Man: Brawl of the Wild: From the Creator o...Dav Pilkey4.9723542018Fiction
84Dog Man: Brawl of the Wild: From the Creator o...Dav Pilkey4.9723542019Fiction
85Dog Man: Fetch-22: From the Creator of Captain...Dav Pilkey4.91261982019Fiction
86Dog Man: For Whom the Ball Rolls: From the Cre...Dav Pilkey4.9908982019Fiction
87Dog Man: Lord of the Fleas: From the Creator o...Dav Pilkey4.9547062018Fiction
146Goodnight, Goodnight Construction Site (Hardco...Sherri Duskey Rinker4.9703872012Fiction
\n", "
" ], "text/plain": [ " Name Author \\\n", "40 Brown Bear, Brown Bear, What Do You See? Bill Martin Jr. \n", "41 Brown Bear, Brown Bear, What Do You See? Bill Martin Jr. \n", "81 Dog Man and Cat Kid: From the Creator of Capta... Dav Pilkey \n", "82 Dog Man: A Tale of Two Kitties: From the Creat... Dav Pilkey \n", "83 Dog Man: Brawl of the Wild: From the Creator o... Dav Pilkey \n", "84 Dog Man: Brawl of the Wild: From the Creator o... Dav Pilkey \n", "85 Dog Man: Fetch-22: From the Creator of Captain... Dav Pilkey \n", "86 Dog Man: For Whom the Ball Rolls: From the Cre... Dav Pilkey \n", "87 Dog Man: Lord of the Fleas: From the Creator o... Dav Pilkey \n", "146 Goodnight, Goodnight Construction Site (Hardco... Sherri Duskey Rinker \n", "\n", " User Rating Reviews Price Year Genre \n", "40 4.9 14344 5 2017 Fiction \n", "41 4.9 14344 5 2019 Fiction \n", "81 4.9 5062 6 2018 Fiction \n", "82 4.9 4786 8 2017 Fiction \n", "83 4.9 7235 4 2018 Fiction \n", "84 4.9 7235 4 2019 Fiction \n", "85 4.9 12619 8 2019 Fiction \n", "86 4.9 9089 8 2019 Fiction \n", "87 4.9 5470 6 2018 Fiction \n", "146 4.9 7038 7 2012 Fiction " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.nlargest(10, 'User Rating')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6. Métodos pandas vs for" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "La función sum de pandas se ha demorado 0.37360191345214844\n", "La suma es: 6574305\n", "Iteración con for se ha demorado 0.43892860412597656\n", "La suma es: 6574305\n" ] } ], "source": [ "import time\n", "t1 = time.time()\n", "suma_1 = df['Reviews'].sum()\n", "tiempo_1 = (time.time() - t1) * 1000\n", "print('La función sum de pandas se ha demorado {}'.format(tiempo_1))\n", "print('La suma es: {}'.format(suma_1))\n", "\n", "t2 = time.time()\n", "suma_2 = 0\n", "for review in df['Reviews']:\n", " if not pd.isnull(review):\n", " suma_2 += review\n", "tiempo_2 = (time.time() - t2) * 1000\n", "print('Iteración con for se ha demorado {}'.format(tiempo_2))\n", "print('La suma es: {}'.format(suma_2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7. Agrupar" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameAuthorUser RatingReviewsPriceYearGenre
010-Day Green Smoothie CleanseJJ Smith4.71735082016Non Fiction
111/22/63: A NovelStephen King4.62052222011Fiction
212 Rules for Life: An Antidote to ChaosJordan B. Peterson4.718979152018Non Fiction
31984 (Signet Classics)George Orwell4.72142462017Fiction
45,000 Awesome Facts (About Everything!) (Natio...National Geographic Kids4.87665122019Non Fiction
........................
545Wrecking Ball (Diary of a Wimpy Kid Book 14)Jeff Kinney4.9941382019Fiction
546You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182016Non Fiction
547You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182017Non Fiction
548You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182018Non Fiction
549You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182019Non Fiction
\n", "

550 rows × 7 columns

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" ], "text/plain": [ " Name \\\n", "0 10-Day Green Smoothie Cleanse \n", "1 11/22/63: A Novel \n", "2 12 Rules for Life: An Antidote to Chaos \n", "3 1984 (Signet Classics) \n", "4 5,000 Awesome Facts (About Everything!) (Natio... \n", ".. ... \n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14) \n", "546 You Are a Badass: How to Stop Doubting Your Gr... \n", "547 You Are a Badass: How to Stop Doubting Your Gr... \n", "548 You Are a Badass: How to Stop Doubting Your Gr... \n", "549 You Are a Badass: How to Stop Doubting Your Gr... \n", "\n", " Author User Rating Reviews Price Year Genre \n", "0 JJ Smith 4.7 17350 8 2016 Non Fiction \n", "1 Stephen King 4.6 2052 22 2011 Fiction \n", "2 Jordan B. Peterson 4.7 18979 15 2018 Non Fiction \n", "3 George Orwell 4.7 21424 6 2017 Fiction \n", "4 National Geographic Kids 4.8 7665 12 2019 Non Fiction \n", ".. ... ... ... ... ... ... \n", "545 Jeff Kinney 4.9 9413 8 2019 Fiction \n", "546 Jen Sincero 4.7 14331 8 2016 Non Fiction \n", "547 Jen Sincero 4.7 14331 8 2017 Non Fiction \n", "548 Jen Sincero 4.7 14331 8 2018 Non Fiction \n", "549 Jen Sincero 4.7 14331 8 2019 Non Fiction \n", "\n", "[550 rows x 7 columns]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Non Fiction', 'Fiction'], dtype=object)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.unique(df['Genre'])" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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User RatingReviewsPriceYear
Genre
Fiction4.64833315683.79166710.8500002013.925000
Non Fiction4.5951619065.14516114.8419352014.058065
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" ], "text/plain": [ " User Rating Reviews Price Year\n", "Genre \n", "Fiction 4.648333 15683.791667 10.850000 2013.925000\n", "Non Fiction 4.595161 9065.145161 14.841935 2014.058065" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby(by='Genre').mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8. Filtrar" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podemos querer filtrar nuestros datos de acuerdo a alguna condición, por ejemplo, queremos crear un dataframe solo para los libros de género ficción:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 Non Fiction\n", "1 Fiction\n", "2 Non Fiction\n", "3 Fiction\n", "4 Non Fiction\n", " ... \n", "545 Fiction\n", "546 Non Fiction\n", "547 Non Fiction\n", "548 Non Fiction\n", "549 Non Fiction\n", "Name: Genre, Length: 550, dtype: object" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Genre']" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 False\n", "1 True\n", "2 False\n", "3 True\n", "4 False\n", " ... \n", "545 True\n", "546 False\n", "547 False\n", "548 False\n", "549 False\n", "Name: Genre, Length: 550, dtype: bool" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Genre'] == 'Fiction'" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameAuthorUser RatingReviewsPriceYearGenre
111/22/63: A NovelStephen King4.62052222011Fiction
31984 (Signet Classics)George Orwell4.72142462017Fiction
5A Dance with Dragons (A Song of Ice and Fire)George R. R. Martin4.412643112011Fiction
6A Game of Thrones / A Clash of Kings / A Storm...George R. R. Martin4.719735302014Fiction
7A Gentleman in Moscow: A NovelAmor Towles4.719699152017Fiction
........................
541WonderR. J. Palacio4.82162592014Fiction
542WonderR. J. Palacio4.82162592015Fiction
543WonderR. J. Palacio4.82162592016Fiction
544WonderR. J. Palacio4.82162592017Fiction
545Wrecking Ball (Diary of a Wimpy Kid Book 14)Jeff Kinney4.9941382019Fiction
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240 rows × 7 columns

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" ], "text/plain": [ " Name Author \\\n", "1 11/22/63: A Novel Stephen King \n", "3 1984 (Signet Classics) George Orwell \n", "5 A Dance with Dragons (A Song of Ice and Fire) George R. R. Martin \n", "6 A Game of Thrones / A Clash of Kings / A Storm... George R. R. Martin \n", "7 A Gentleman in Moscow: A Novel Amor Towles \n", ".. ... ... \n", "541 Wonder R. J. Palacio \n", "542 Wonder R. J. Palacio \n", "543 Wonder R. J. Palacio \n", "544 Wonder R. J. Palacio \n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14) Jeff Kinney \n", "\n", " User Rating Reviews Price Year Genre \n", "1 4.6 2052 22 2011 Fiction \n", "3 4.7 21424 6 2017 Fiction \n", "5 4.4 12643 11 2011 Fiction \n", "6 4.7 19735 30 2014 Fiction \n", "7 4.7 19699 15 2017 Fiction \n", ".. ... ... ... ... ... \n", "541 4.8 21625 9 2014 Fiction \n", "542 4.8 21625 9 2015 Fiction \n", "543 4.8 21625 9 2016 Fiction \n", "544 4.8 21625 9 2017 Fiction \n", "545 4.9 9413 8 2019 Fiction \n", "\n", "[240 rows x 7 columns]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df['Genre'] == 'Fiction']" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameAuthorUser RatingReviewsPriceYearGenre
111/22/63: A NovelStephen King4.62052222011Fiction
31984 (Signet Classics)George Orwell4.72142462017Fiction
5A Dance with Dragons (A Song of Ice and Fire)George R. R. Martin4.412643112011Fiction
6A Game of Thrones / A Clash of Kings / A Storm...George R. R. Martin4.719735302014Fiction
7A Gentleman in Moscow: A NovelAmor Towles4.719699152017Fiction
........................
541WonderR. J. Palacio4.82162592014Fiction
542WonderR. J. Palacio4.82162592015Fiction
543WonderR. J. Palacio4.82162592016Fiction
544WonderR. J. Palacio4.82162592017Fiction
545Wrecking Ball (Diary of a Wimpy Kid Book 14)Jeff Kinney4.9941382019Fiction
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240 rows × 7 columns

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" ], "text/plain": [ " Name Author \\\n", "1 11/22/63: A Novel Stephen King \n", "3 1984 (Signet Classics) George Orwell \n", "5 A Dance with Dragons (A Song of Ice and Fire) George R. R. Martin \n", "6 A Game of Thrones / A Clash of Kings / A Storm... George R. R. Martin \n", "7 A Gentleman in Moscow: A Novel Amor Towles \n", ".. ... ... \n", "541 Wonder R. J. Palacio \n", "542 Wonder R. J. Palacio \n", "543 Wonder R. J. Palacio \n", "544 Wonder R. J. Palacio \n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14) Jeff Kinney \n", "\n", " User Rating Reviews Price Year Genre \n", "1 4.6 2052 22 2011 Fiction \n", "3 4.7 21424 6 2017 Fiction \n", "5 4.4 12643 11 2011 Fiction \n", "6 4.7 19735 30 2014 Fiction \n", "7 4.7 19699 15 2017 Fiction \n", ".. ... ... ... ... ... \n", "541 4.8 21625 9 2014 Fiction \n", "542 4.8 21625 9 2015 Fiction \n", "543 4.8 21625 9 2016 Fiction \n", "544 4.8 21625 9 2017 Fiction \n", "545 4.9 9413 8 2019 Fiction \n", "\n", "[240 rows x 7 columns]" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_fiction = df[df['Genre'] == 'Fiction']\n", "df_fiction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Otro ejemplo, que incluye más de una condición, son los libros con precio menor a 10 y con rating mayor o igual a 4.5" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 True\n", "1 False\n", "2 False\n", "3 True\n", "4 False\n", " ... \n", "545 True\n", "546 True\n", "547 True\n", "548 True\n", "549 True\n", "Name: Price, Length: 550, dtype: bool" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Price'] < 10" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 True\n", "1 True\n", "2 True\n", "3 True\n", "4 True\n", " ... \n", "545 True\n", "546 True\n", "547 True\n", "548 True\n", "549 True\n", "Name: User Rating, Length: 550, dtype: bool" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['User Rating'] >= 4.5" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameAuthorUser RatingReviewsPriceYearGenre
010-Day Green Smoothie CleanseJJ Smith4.71735082016Non Fiction
31984 (Signet Classics)George Orwell4.72142462017Fiction
8A Higher Loyalty: Truth, Lies, and LeadershipJames Comey4.7598332018Non Fiction
9A Man Called Ove: A NovelFredrik Backman4.62384882016Fiction
10A Man Called Ove: A NovelFredrik Backman4.62384882017Fiction
........................
545Wrecking Ball (Diary of a Wimpy Kid Book 14)Jeff Kinney4.9941382019Fiction
546You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182016Non Fiction
547You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182017Non Fiction
548You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182018Non Fiction
549You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182019Non Fiction
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208 rows × 7 columns

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" ], "text/plain": [ " Name Author \\\n", "0 10-Day Green Smoothie Cleanse JJ Smith \n", "3 1984 (Signet Classics) George Orwell \n", "8 A Higher Loyalty: Truth, Lies, and Leadership James Comey \n", "9 A Man Called Ove: A Novel Fredrik Backman \n", "10 A Man Called Ove: A Novel Fredrik Backman \n", ".. ... ... \n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14) Jeff Kinney \n", "546 You Are a Badass: How to Stop Doubting Your Gr... Jen Sincero \n", "547 You Are a Badass: How to Stop Doubting Your Gr... Jen Sincero \n", "548 You Are a Badass: How to Stop Doubting Your Gr... Jen Sincero \n", "549 You Are a Badass: How to Stop Doubting Your Gr... Jen Sincero \n", "\n", " User Rating Reviews Price Year Genre \n", "0 4.7 17350 8 2016 Non Fiction \n", "3 4.7 21424 6 2017 Fiction \n", "8 4.7 5983 3 2018 Non Fiction \n", "9 4.6 23848 8 2016 Fiction \n", "10 4.6 23848 8 2017 Fiction \n", ".. ... ... ... ... ... \n", "545 4.9 9413 8 2019 Fiction \n", "546 4.7 14331 8 2016 Non Fiction \n", "547 4.7 14331 8 2017 Non Fiction \n", "548 4.7 14331 8 2018 Non Fiction \n", "549 4.7 14331 8 2019 Non Fiction \n", "\n", "[208 rows x 7 columns]" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[(df['Price'] < 10) & (df['User Rating'] >= 4.5)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notar que aquí en vez de `or` y `and`, usamos `|` y `&` respectivamente." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II. Seaborn\n", "---\n", "\n", "Seaborn es una libería de visualización de datos de Python, basada en matplotlib. Provee una interfaz de alto nivel para realizar atractivos e informativos gráficos estadísticos (o por lo menos así lo describen ellos).\n", "\n", "En este notebook solo veremos un par de ejemplos de lo que pueden realizar con esta librería. Para más información y detalles, dirigirse a la documentación." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Por ejemplo, para realizar un [histograma](https://seaborn.pydata.org/generated/seaborn.histplot.html) para los precios de los libros:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.histplot(data=df, x=\"Price\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Para realizar un [gráfico de dispersión](https://seaborn.pydata.org/generated/seaborn.regplot.html) donde en el eje x tenemos el precio y en el eje y tenemos el rating:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.regplot(x='Price', y=\"User Rating\", data=df)" ] } ], "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 } ================================================ FILE: Ayudantías/AyudantiaTG1 - Pandas/books.csv ================================================ Name,Author,User Rating,Reviews,Price,Year,Genre 10-Day Green Smoothie Cleanse,JJ Smith,4.7,17350,8,2016,Non Fiction 11/22/63: A Novel,Stephen King,4.6,2052,22,2011,Fiction 12 Rules for Life: An Antidote to Chaos,Jordan B. Peterson,4.7,18979,15,2018,Non Fiction 1984 (Signet Classics),George Orwell,4.7,21424,6,2017,Fiction "5,000 Awesome Facts (About Everything!) (National Geographic Kids)",National Geographic Kids,4.8,7665,12,2019,Non Fiction A Dance with Dragons (A Song of Ice and Fire),George R. R. Martin,4.4,12643,11,2011,Fiction A Game of Thrones / A Clash of Kings / A Storm of Swords / A Feast of Crows / A Dance with Dragons,George R. R. Martin,4.7,19735,30,2014,Fiction A Gentleman in Moscow: A Novel,Amor Towles,4.7,19699,15,2017,Fiction "A Higher Loyalty: Truth, Lies, and Leadership",James Comey,4.7,5983,3,2018,Non Fiction A Man Called Ove: A Novel,Fredrik Backman,4.6,23848,8,2016,Fiction A Man Called Ove: A Novel,Fredrik Backman,4.6,23848,8,2017,Fiction A Patriot's History of the United States: From Columbus's Great Discovery to the War on Terror,Larry Schweikart,4.6,460,2,2010,Non Fiction A Stolen Life: A Memoir,Jaycee Dugard,4.6,4149,32,2011,Non Fiction A Wrinkle in Time (Time Quintet),Madeleine L'Engle,4.5,5153,5,2018,Fiction "Act Like a Lady, Think Like a Man: What Men Really Think About Love, Relationships, Intimacy, and Commitment",Steve Harvey,4.6,5013,17,2009,Non Fiction "Adult Coloring Book Designs: Stress Relief Coloring Book: Garden Designs, Mandalas, Animals, and Paisley Patterns",Adult Coloring Book Designs,4.5,2313,4,2016,Non Fiction Adult Coloring Book: Stress Relieving Animal Designs,Blue Star Coloring,4.6,2925,6,2015,Non Fiction Adult Coloring Book: Stress Relieving Patterns,Blue Star Coloring,4.4,2951,6,2015,Non Fiction "Adult Coloring Books: A Coloring Book for Adults Featuring Mandalas and Henna Inspired Flowers, Animals, and Paisley…",Coloring Books for Adults,4.5,2426,8,2015,Non Fiction Alexander Hamilton,Ron Chernow,4.8,9198,13,2016,Non Fiction All the Light We Cannot See,Anthony Doerr,4.6,36348,14,2014,Fiction All the Light We Cannot See,Anthony Doerr,4.6,36348,14,2015,Fiction Allegiant,Veronica Roth,3.9,6310,13,2013,Fiction American Sniper: The Autobiography of the Most Lethal Sniper in U.S. Military History,Chris Kyle,4.6,15921,9,2015,Non Fiction And the Mountains Echoed,Khaled Hosseini,4.3,12159,13,2013,Fiction Arguing with Idiots: How to Stop Small Minds and Big Government,Glenn Beck,4.6,798,5,2009,Non Fiction Astrophysics for People in a Hurry,Neil deGrasse Tyson,4.7,9374,9,2017,Non Fiction "Autobiography of Mark Twain, Vol. 1",Mark Twain,4.2,491,14,2010,Non Fiction Baby Touch and Feel: Animals,DK,4.6,5360,5,2015,Non Fiction Balance (Angie's Extreme Stress Menders),Angie Grace,4.6,1909,11,2015,Non Fiction Barefoot Contessa Foolproof: Recipes You Can Trust: A Cookbook,Ina Garten,4.8,1296,24,2012,Non Fiction "Barefoot Contessa, How Easy Is That?: Fabulous Recipes & Easy Tips",Ina Garten,4.7,615,21,2010,Non Fiction Becoming,Michelle Obama,4.8,61133,11,2018,Non Fiction Becoming,Michelle Obama,4.8,61133,11,2019,Non Fiction Being Mortal: Medicine and What Matters in the End,Atul Gawande,4.8,11113,15,2015,Non Fiction Between the World and Me,Ta-Nehisi Coates,4.7,10070,13,2015,Non Fiction Between the World and Me,Ta-Nehisi Coates,4.7,10070,13,2016,Non Fiction Born to Run,Bruce Springsteen,4.7,3729,18,2016,Non Fiction "Breaking Dawn (The Twilight Saga, Book 4)",Stephenie Meyer,4.6,9769,13,2009,Fiction "Broke: The Plan to Restore Our Trust, Truth and Treasure",Glenn Beck,4.5,471,8,2010,Non Fiction "Brown Bear, Brown Bear, What Do You See?",Bill Martin Jr.,4.9,14344,5,2017,Fiction "Brown Bear, Brown Bear, What Do You See?",Bill Martin Jr.,4.9,14344,5,2019,Fiction "Cabin Fever (Diary of a Wimpy Kid, Book 6)",Jeff Kinney,4.8,4505,0,2011,Fiction Calm the F*ck Down: An Irreverent Adult Coloring Book (Irreverent Book Series),Sasha O'Hara,4.6,10369,4,2016,Non Fiction Can't Hurt Me: Master Your Mind and Defy the Odds,David Goggins,4.8,16244,18,2019,Non Fiction Capital in the Twenty First Century,Thomas Piketty,4.5,2884,28,2014,Non Fiction Catching Fire (The Hunger Games),Suzanne Collins,4.7,22614,11,2010,Fiction Catching Fire (The Hunger Games),Suzanne Collins,4.7,22614,11,2011,Fiction Catching Fire (The Hunger Games),Suzanne Collins,4.7,22614,11,2012,Fiction Cravings: Recipes for All the Food You Want to Eat: A Cookbook,Chrissy Teigen,4.7,4761,16,2016,Non Fiction Crazy Love: Overwhelmed by a Relentless God,Francis Chan,4.7,1542,14,2009,Non Fiction Crazy Love: Overwhelmed by a Relentless God,Francis Chan,4.7,1542,14,2010,Non Fiction Crazy Love: Overwhelmed by a Relentless God,Francis Chan,4.7,1542,14,2011,Non Fiction Crazy Rich Asians (Crazy Rich Asians Trilogy),Kevin Kwan,4.3,6143,8,2018,Fiction Creative Haven Creative Cats Coloring Book (Adult Coloring),Marjorie Sarnat,4.8,4022,4,2015,Non Fiction Creative Haven Owls Coloring Book (Adult Coloring),Marjorie Sarnat,4.8,3871,5,2015,Non Fiction Cutting for Stone,Abraham Verghese,4.6,4866,11,2010,Fiction Cutting for Stone,Abraham Verghese,4.6,4866,11,2011,Fiction "Daring Greatly: How the Courage to Be Vulnerable Transforms the Way We Live, Love, Parent, and Lead",Brené Brown,4.8,1329,10,2013,Non Fiction "David and Goliath: Underdogs, Misfits, and the Art of Battling Giants",Malcolm Gladwell,4.4,4642,13,2013,Non Fiction Dead And Gone: A Sookie Stackhouse Novel (Sookie Stackhouse/True Blood),Charlaine Harris,4.6,1541,4,2009,Fiction "Dead in the Family (Sookie Stackhouse/True Blood, Book 10)",Charlaine Harris,4.3,1924,8,2010,Fiction "Dead Reckoning (Sookie Stackhouse/True Blood, Book 11)",Charlaine Harris,4.2,2094,4,2011,Fiction Dear Zoo: A Lift-the-Flap Book,Rod Campbell,4.8,10922,5,2015,Fiction Dear Zoo: A Lift-the-Flap Book,Rod Campbell,4.8,10922,5,2016,Fiction Dear Zoo: A Lift-the-Flap Book,Rod Campbell,4.8,10922,5,2017,Fiction Dear Zoo: A Lift-the-Flap Book,Rod Campbell,4.8,10922,5,2018,Fiction Decision Points,George W. Bush,4.6,2137,17,2010,Non Fiction "Delivering Happiness: A Path to Profits, Passion, and Purpose",Tony Hsieh,4.6,1651,15,2010,Non Fiction "Diagnostic and Statistical Manual of Mental Disorders, 5th Edition: DSM-5",American Psychiatric Association,4.5,6679,105,2013,Non Fiction "Diagnostic and Statistical Manual of Mental Disorders, 5th Edition: DSM-5",American Psychiatric Association,4.5,6679,105,2014,Non Fiction "Diary of a Wimpy Kid: Hard Luck, Book 8",Jeff Kinney,4.8,6812,0,2013,Fiction Diary of a Wimpy Kid: The Last Straw (Book 3),Jeff Kinney,4.8,3837,15,2009,Fiction Diary of a Wimpy Kid: The Long Haul,Jeff Kinney,4.8,6540,22,2014,Fiction Difficult Riddles For Smart Kids: 300 Difficult Riddles And Brain Teasers Families Will Love (Books for Smart Kids),M Prefontaine,4.6,7955,5,2019,Non Fiction Divergent,Veronica Roth,4.6,27098,15,2013,Fiction Divergent,Veronica Roth,4.6,27098,15,2014,Fiction Divergent / Insurgent,Veronica Roth,4.5,17684,6,2014,Fiction "Divine Soul Mind Body Healing and Transmission System: The Divine Way to Heal You, Humanity, Mother Earth, and All…",Zhi Gang Sha,4.6,37,6,2009,Non Fiction Doctor Sleep: A Novel,Stephen King,4.7,15845,13,2013,Fiction "Dog Days (Diary of a Wimpy Kid, Book 4) (Volume 4)",Jeff Kinney,4.8,3181,12,2009,Fiction Dog Man and Cat Kid: From the Creator of Captain Underpants (Dog Man #4),Dav Pilkey,4.9,5062,6,2018,Fiction Dog Man: A Tale of Two Kitties: From the Creator of Captain Underpants (Dog Man #3),Dav Pilkey,4.9,4786,8,2017,Fiction Dog Man: Brawl of the Wild: From the Creator of Captain Underpants (Dog Man #6),Dav Pilkey,4.9,7235,4,2018,Fiction Dog Man: Brawl of the Wild: From the Creator of Captain Underpants (Dog Man #6),Dav Pilkey,4.9,7235,4,2019,Fiction Dog Man: Fetch-22: From the Creator of Captain Underpants (Dog Man #8),Dav Pilkey,4.9,12619,8,2019,Fiction Dog Man: For Whom the Ball Rolls: From the Creator of Captain Underpants (Dog Man #7),Dav Pilkey,4.9,9089,8,2019,Fiction Dog Man: Lord of the Fleas: From the Creator of Captain Underpants (Dog Man #5),Dav Pilkey,4.9,5470,6,2018,Fiction Double Down (Diary of a Wimpy Kid #11),Jeff Kinney,4.8,5118,20,2016,Fiction Dover Creative Haven Art Nouveau Animal Designs Coloring Book (Creative Haven Coloring Books),Marty Noble,4.6,2134,5,2015,Non Fiction Drive: The Surprising Truth About What Motivates Us,Daniel H. Pink,4.5,2525,16,2010,Non Fiction Eat This Not That! Supermarket Survival Guide: The No-Diet Weight Loss Solution,David Zinczenko,4.5,720,1,2009,Non Fiction "Eat This, Not That! Thousands of Simple Food Swaps that Can Save You 10, 20, 30 Pounds--or More!",David Zinczenko,4.3,956,14,2009,Non Fiction "Eat to Live: The Amazing Nutrient-Rich Program for Fast and Sustained Weight Loss, Revised Edition",Joel Fuhrman MD,4.5,6346,9,2011,Non Fiction "Eat to Live: The Amazing Nutrient-Rich Program for Fast and Sustained Weight Loss, Revised Edition",Joel Fuhrman MD,4.5,6346,9,2012,Non Fiction Eclipse (Twilight Sagas),Stephenie Meyer,4.7,5505,7,2009,Fiction Eclipse (Twilight),Stephenie Meyer,4.7,5505,18,2009,Fiction Educated: A Memoir,Tara Westover,4.7,28729,15,2018,Non Fiction Educated: A Memoir,Tara Westover,4.7,28729,15,2019,Non Fiction "Enchanted Forest: An Inky Quest and Coloring book (Activity Books, Mindfulness and Meditation, Illustrated Floral Prints…",Johanna Basford,4.7,5413,9,2015,Non Fiction Fahrenheit 451,Ray Bradbury,4.6,10721,8,2016,Fiction Fahrenheit 451,Ray Bradbury,4.6,10721,8,2018,Fiction Fantastic Beasts and Where to Find Them: The Original Screenplay (Harry Potter),J.K. Rowling,4.7,4370,15,2016,Fiction Fear: Trump in the White House,Bob Woodward,4.4,6042,2,2018,Non Fiction Fifty Shades Darker,E L James,4.4,23631,7,2012,Fiction Fifty Shades Freed: Book Three of the Fifty Shades Trilogy (Fifty Shades of Grey Series) (English Edition),E L James,4.5,20262,11,2012,Fiction Fifty Shades of Grey: Book One of the Fifty Shades Trilogy (Fifty Shades of Grey Series),E L James,3.8,47265,14,2012,Fiction Fifty Shades of Grey: Book One of the Fifty Shades Trilogy (Fifty Shades of Grey Series),E L James,3.8,47265,14,2013,Fiction Fifty Shades Trilogy (Fifty Shades of Grey / Fifty Shades Darker / Fifty Shades Freed),E L James,4.5,13964,32,2012,Fiction Fire and Fury: Inside the Trump White House,Michael Wolff,4.2,13677,6,2018,Non Fiction First 100 Words,Roger Priddy,4.7,17323,4,2014,Non Fiction First 100 Words,Roger Priddy,4.7,17323,4,2015,Non Fiction First 100 Words,Roger Priddy,4.7,17323,4,2016,Non Fiction First 100 Words,Roger Priddy,4.7,17323,4,2017,Non Fiction First 100 Words,Roger Priddy,4.7,17323,4,2018,Non Fiction Food Rules: An Eater's Manual,Michael Pollan,4.4,1555,9,2010,Non Fiction Frozen (Little Golden Book),RH Disney,4.7,3642,0,2014,Fiction "Game Change: Obama and the Clintons, McCain and Palin, and the Race of a Lifetime",John Heilemann,4.4,1215,9,2010,Non Fiction Game of Thrones Boxed Set: A Game of Thrones/A Clash of Kings/A Storm of Swords/A Feast for Crows,George R.R. Martin,4.6,5594,5,2011,Fiction Game of Thrones Boxed Set: A Game of Thrones/A Clash of Kings/A Storm of Swords/A Feast for Crows,George R.R. Martin,4.6,5594,5,2012,Fiction Game of Thrones Boxed Set: A Game of Thrones/A Clash of Kings/A Storm of Swords/A Feast for Crows,George R.R. Martin,4.6,5594,5,2013,Fiction George Washington's Sacred Fire,Peter A. Lillback,4.5,408,20,2010,Non Fiction George Washington's Secret Six: The Spy Ring That Saved the American Revolution,Brian Kilmeade,4.6,4799,16,2013,Non Fiction Giraffes Can't Dance,Giles Andreae,4.8,14038,4,2015,Fiction Giraffes Can't Dance,Giles Andreae,4.8,14038,4,2016,Fiction Giraffes Can't Dance,Giles Andreae,4.8,14038,4,2017,Fiction Giraffes Can't Dance,Giles Andreae,4.8,14038,4,2018,Fiction Giraffes Can't Dance,Giles Andreae,4.8,14038,4,2019,Fiction "Girl, Stop Apologizing: A Shame-Free Plan for Embracing and Achieving Your Goals",Rachel Hollis,4.6,7660,12,2019,Non Fiction "Girl, Wash Your Face: Stop Believing the Lies About Who You Are So You Can Become Who You Were Meant to Be",Rachel Hollis,4.6,22288,12,2018,Non Fiction "Girl, Wash Your Face: Stop Believing the Lies About Who You Are So You Can Become Who You Were Meant to Be",Rachel Hollis,4.6,22288,12,2019,Non Fiction "Glenn Beck's Common Sense: The Case Against an Out-of-Control Government, Inspired by Thomas Paine",Glenn Beck,4.6,1365,11,2009,Non Fiction Go Set a Watchman: A Novel,Harper Lee,3.6,14982,19,2015,Fiction Go the F**k to Sleep,Adam Mansbach,4.8,9568,9,2011,Fiction Going Rogue: An American Life,Sarah Palin,4.6,1636,6,2009,Non Fiction Gone Girl,Gillian Flynn,4,57271,10,2012,Fiction Gone Girl,Gillian Flynn,4,57271,10,2013,Fiction Gone Girl,Gillian Flynn,4,57271,9,2014,Fiction Good Days Start With Gratitude: A 52 Week Guide To Cultivate An Attitude Of Gratitude: Gratitude Journal,Pretty Simple Press,4.6,10141,6,2019,Non Fiction Good to Great: Why Some Companies Make the Leap and Others Don't,Jim Collins,4.5,3457,14,2009,Non Fiction Good to Great: Why Some Companies Make the Leap and Others Don't,Jim Collins,4.5,3457,14,2010,Non Fiction Good to Great: Why Some Companies Make the Leap and Others Don't,Jim Collins,4.5,3457,14,2011,Non Fiction Good to Great: Why Some Companies Make the Leap and Others Don't,Jim Collins,4.5,3457,14,2012,Non Fiction Goodnight Moon,Margaret Wise Brown,4.8,8837,5,2017,Fiction Goodnight Moon,Margaret Wise Brown,4.8,8837,5,2018,Fiction Goodnight Moon,Margaret Wise Brown,4.8,8837,5,2019,Fiction "Goodnight, Goodnight Construction Site (Hardcover Books for Toddlers, Preschool Books for Kids)",Sherri Duskey Rinker,4.9,7038,7,2012,Fiction "Goodnight, Goodnight Construction Site (Hardcover Books for Toddlers, Preschool Books for Kids)",Sherri Duskey Rinker,4.9,7038,7,2013,Fiction "Grain Brain: The Surprising Truth about Wheat, Carbs, and Sugar--Your Brain's Silent Killers",David Perlmutter MD,4.6,5972,10,2014,Non Fiction Grey: Fifty Shades of Grey as Told by Christian (Fifty Shades of Grey Series),E L James,4.4,25624,14,2015,Fiction Guts,Raina Telgemeier,4.8,5476,7,2019,Non Fiction Hamilton: The Revolution,Lin-Manuel Miranda,4.9,5867,54,2016,Non Fiction "Happy, Happy, Happy: My Life and Legacy as the Duck Commander",Phil Robertson,4.8,4148,11,2013,Non Fiction "Harry Potter and the Chamber of Secrets: The Illustrated Edition (Harry Potter, Book 2)",J.K. Rowling,4.9,19622,30,2016,Fiction "Harry Potter and the Cursed Child, Parts 1 & 2, Special Rehearsal Edition Script",J.K. Rowling,4,23973,12,2016,Fiction "Harry Potter and the Goblet of Fire: The Illustrated Edition (Harry Potter, Book 4) (4)",J. K. Rowling,4.9,7758,18,2019,Fiction "Harry Potter and the Prisoner of Azkaban: The Illustrated Edition (Harry Potter, Book 3)",J.K. Rowling,4.9,3146,30,2017,Fiction "Harry Potter and the Sorcerer's Stone: The Illustrated Edition (Harry Potter, Book 1)",J.K. Rowling,4.9,10052,22,2016,Fiction Harry Potter Coloring Book,Scholastic,4.7,3564,9,2015,Non Fiction Harry Potter Paperback Box Set (Books 1-7),J. K. Rowling,4.8,13471,52,2016,Fiction Have a Little Faith: A True Story,Mitch Albom,4.8,1930,4,2009,Non Fiction Heaven is for Real: A Little Boy's Astounding Story of His Trip to Heaven and Back,Todd Burpo,4.7,15779,10,2011,Non Fiction Heaven is for Real: A Little Boy's Astounding Story of His Trip to Heaven and Back,Todd Burpo,4.7,15779,10,2012,Non Fiction Hillbilly Elegy: A Memoir of a Family and Culture in Crisis,J. D. Vance,4.4,15526,14,2016,Non Fiction Hillbilly Elegy: A Memoir of a Family and Culture in Crisis,J. D. Vance,4.4,15526,14,2017,Non Fiction Homebody: A Guide to Creating Spaces You Never Want to Leave,Joanna Gaines,4.8,3776,22,2018,Non Fiction How to Win Friends & Influence People,Dale Carnegie,4.7,25001,11,2014,Non Fiction How to Win Friends & Influence People,Dale Carnegie,4.7,25001,11,2015,Non Fiction How to Win Friends & Influence People,Dale Carnegie,4.7,25001,11,2016,Non Fiction How to Win Friends & Influence People,Dale Carnegie,4.7,25001,11,2017,Non Fiction How to Win Friends & Influence People,Dale Carnegie,4.7,25001,11,2018,Non Fiction Howard Stern Comes Again,Howard Stern,4.3,5272,16,2019,Non Fiction Humans of New York,Brandon Stanton,4.8,3490,15,2013,Non Fiction Humans of New York,Brandon Stanton,4.8,3490,15,2014,Non Fiction Humans of New York : Stories,Brandon Stanton,4.9,2812,17,2015,Non Fiction "Hyperbole and a Half: Unfortunate Situations, Flawed Coping Mechanisms, Mayhem, and Other Things That Happened",Allie Brosh,4.7,4896,17,2013,Non Fiction "I Am Confident, Brave & Beautiful: A Coloring Book for Girls",Hopscotch Girls,4.8,9737,7,2019,Non Fiction "I, Alex Cross",James Patterson,4.6,1320,7,2009,Fiction If Animals Kissed Good Night,Ann Whitford Paul,4.8,16643,4,2017,Fiction If Animals Kissed Good Night,Ann Whitford Paul,4.8,16643,4,2019,Fiction If I Stay,Gayle Forman,4.3,7153,9,2014,Fiction "In the Garden of Beasts: Love, Terror, and an American Family in Hitler's Berlin",Eric Larson,4.4,4571,21,2011,Non Fiction Inferno,Dan Brown,4.1,29651,14,2013,Fiction Inheritance: Book IV (Inheritance Cycle),Christopher Paolini,4.6,5299,20,2011,Fiction Instant Pot Pressure Cooker Cookbook: 500 Everyday Recipes for Beginners and Advanced Users. Try Easy and Healthy…,Jennifer Smith,4.4,7396,13,2019,Non Fiction Instant Pot Pressure Cooker Cookbook: 500 Everyday Recipes for Beginners and Advanced Users. Try Easy and Healthy…,Jennifer Smith,4.4,7396,13,2018,Non Fiction It's Not Supposed to Be This Way: Finding Unexpected Strength When Disappointments Leave You Shattered,Lysa TerKeurst,4.8,7062,12,2019,Non Fiction Jesus Calling: Enjoying Peace in His Presence (with Scripture References),Sarah Young,4.9,19576,8,2011,Non Fiction Jesus Calling: Enjoying Peace in His Presence (with Scripture References),Sarah Young,4.9,19576,8,2012,Non Fiction Jesus Calling: Enjoying Peace in His Presence (with Scripture References),Sarah Young,4.9,19576,8,2013,Non Fiction Jesus Calling: Enjoying Peace in His Presence (with Scripture References),Sarah Young,4.9,19576,8,2014,Non Fiction Jesus Calling: Enjoying Peace in His Presence (with Scripture References),Sarah Young,4.9,19576,8,2015,Non Fiction Jesus Calling: Enjoying Peace in His Presence (with Scripture References),Sarah Young,4.9,19576,8,2016,Non Fiction JOURNEY TO THE ICE P,RH Disney,4.6,978,0,2014,Fiction Joyland (Hard Case Crime),Stephen King,4.5,4748,12,2013,Fiction Killers of the Flower Moon: The Osage Murders and the Birth of the FBI,David Grann,4.6,8393,17,2017,Non Fiction Killing Jesus (Bill O'Reilly's Killing Series),Bill O'Reilly,4.5,11391,12,2013,Non Fiction Killing Kennedy: The End of Camelot,Bill O'Reilly,4.6,8634,25,2012,Non Fiction Killing Lincoln: The Shocking Assassination that Changed America Forever (Bill O'Reilly's Killing Series),Bill O'Reilly,4.7,9342,10,2011,Non Fiction Killing Lincoln: The Shocking Assassination that Changed America Forever (Bill O'Reilly's Killing Series),Bill O'Reilly,4.7,9342,10,2012,Non Fiction Killing Patton: The Strange Death of World War II's Most Audacious General (Bill O'Reilly's Killing Series),Bill O'Reilly,4.6,10927,6,2014,Non Fiction Killing Reagan: The Violent Assault That Changed a Presidency (Bill O'Reilly's Killing Series),Bill O'Reilly,4.6,5235,5,2015,Non Fiction Killing the Rising Sun: How America Vanquished World War II Japan (Bill O'Reilly's Killing Series),Bill O'Reilly,4.8,8916,6,2016,Non Fiction Kitchen Confidential Updated Edition: Adventures in the Culinary Underbelly (P.S.),Anthony Bourdain,4.8,2507,8,2018,Non Fiction Knock-Knock Jokes for Kids,Rob Elliott,4.5,3673,4,2013,Non Fiction Knock-Knock Jokes for Kids,Rob Elliott,4.5,3673,4,2014,Non Fiction Knock-Knock Jokes for Kids,Rob Elliott,4.5,3673,4,2015,Non Fiction "Last Week Tonight with John Oliver Presents A Day in the Life of Marlon Bundo (Better Bundo Book, LGBT Children’s Book)",Jill Twiss,4.9,11881,13,2018,Fiction Laugh-Out-Loud Jokes for Kids,Rob Elliott,4.6,6990,4,2013,Non Fiction Laugh-Out-Loud Jokes for Kids,Rob Elliott,4.6,6990,4,2014,Non Fiction Laugh-Out-Loud Jokes for Kids,Rob Elliott,4.6,6990,4,2015,Non Fiction Laugh-Out-Loud Jokes for Kids,Rob Elliott,4.6,6990,4,2016,Non Fiction Laugh-Out-Loud Jokes for Kids,Rob Elliott,4.6,6990,4,2017,Non Fiction "Lean In: Women, Work, and the Will to Lead",Sheryl Sandberg,4.5,6132,13,2013,Non Fiction Leonardo da Vinci,Walter Isaacson,4.5,3014,21,2017,Non Fiction Lettering and Modern Calligraphy: A Beginner's Guide: Learn Hand Lettering and Brush Lettering,Paper Peony Press,4.4,7550,6,2018,Non Fiction Liberty and Tyranny: A Conservative Manifesto,Mark R. Levin,4.8,3828,15,2009,Non Fiction Life,Keith Richards,4.5,2752,18,2010,Non Fiction Little Bee: A Novel,Chris Cleave,4.1,1467,10,2010,Fiction Little Blue Truck,Alice Schertle,4.9,1884,0,2014,Fiction Little Fires Everywhere,Celeste Ng,4.5,25706,12,2018,Fiction Looking for Alaska,John Green,4.5,8491,7,2014,Fiction "Love Wins: A Book About Heaven, Hell, and the Fate of Every Person Who Ever Lived",Rob Bell,4.2,1649,13,2011,Non Fiction Love You Forever,Robert Munsch,4.8,18613,5,2014,Fiction Love You Forever,Robert Munsch,4.8,18613,5,2015,Fiction Magnolia Table: A Collection of Recipes for Gathering,Joanna Gaines,4.8,9867,16,2018,Non Fiction Make It Ahead: A Barefoot Contessa Cookbook,Ina Garten,4.5,1386,20,2014,Non Fiction Make Your Bed: Little Things That Can Change Your Life...And Maybe the World,Admiral William H. McRaven,4.7,10199,11,2017,Non Fiction "Mastering the Art of French Cooking, Vol. 2",Julia Child,4.8,2926,27,2009,Non Fiction Milk and Honey,Rupi Kaur,4.7,17739,8,2016,Non Fiction Milk and Honey,Rupi Kaur,4.7,17739,8,2017,Non Fiction Milk and Honey,Rupi Kaur,4.7,17739,8,2018,Non Fiction Milk and Vine: Inspirational Quotes From Classic Vines,Adam Gasiewski,4.4,3113,6,2017,Non Fiction Mindset: The New Psychology of Success,Carol S. Dweck,4.6,5542,10,2014,Non Fiction Mindset: The New Psychology of Success,Carol S. Dweck,4.6,5542,10,2015,Non Fiction Mindset: The New Psychology of Success,Carol S. Dweck,4.6,5542,10,2016,Non Fiction Mockingjay (The Hunger Games),Suzanne Collins,4.5,26741,8,2010,Fiction Mockingjay (The Hunger Games),Suzanne Collins,4.5,26741,8,2011,Fiction Mockingjay (The Hunger Games),Suzanne Collins,4.5,26741,8,2012,Fiction "National Geographic Kids Why?: Over 1,111 Answers to Everything",Crispin Boyer,4.8,5347,16,2019,Non Fiction National Geographic Little Kids First Big Book of Why (National Geographic Little Kids First Big Books),Amy Shields,4.8,7866,11,2019,Non Fiction New Moon (The Twilight Saga),Stephenie Meyer,4.6,5680,10,2009,Fiction Night (Night),Elie Wiesel,4.7,5178,9,2016,Non Fiction No Easy Day: The Autobiography of a Navy Seal: The Firsthand Account of the Mission That Killed Osama Bin Laden,Mark Owen,4.6,8093,14,2012,Non Fiction Obama: An Intimate Portrait,Pete Souza,4.9,3192,22,2017,Non Fiction "Oh, the Places You'll Go!",Dr. Seuss,4.9,21834,8,2012,Fiction "Oh, the Places You'll Go!",Dr. Seuss,4.9,21834,8,2013,Fiction "Oh, the Places You'll Go!",Dr. Seuss,4.9,21834,8,2014,Fiction "Oh, the Places You'll Go!",Dr. Seuss,4.9,21834,8,2015,Fiction "Oh, the Places You'll Go!",Dr. Seuss,4.9,21834,8,2016,Fiction "Oh, the Places You'll Go!",Dr. Seuss,4.9,21834,8,2017,Fiction "Oh, the Places You'll Go!",Dr. Seuss,4.9,21834,8,2018,Fiction "Oh, the Places You'll Go!",Dr. Seuss,4.9,21834,8,2019,Fiction Old School (Diary of a Wimpy Kid #10),Jeff Kinney,4.8,6169,7,2015,Fiction Olive Kitteridge,Elizabeth Strout,4.2,4519,12,2009,Fiction One Thousand Gifts: A Dare to Live Fully Right Where You Are,Ann Voskamp,4.6,3163,13,2011,Non Fiction One Thousand Gifts: A Dare to Live Fully Right Where You Are,Ann Voskamp,4.6,3163,13,2012,Non Fiction "Option B: Facing Adversity, Building Resilience, and Finding Joy",Sheryl Sandberg,4.5,1831,9,2017,Non Fiction Origin: A Novel (Robert Langdon),Dan Brown,4.3,18904,13,2017,Fiction Orphan Train,Christina Baker Kline,4.6,21930,11,2014,Fiction Outliers: The Story of Success,Malcolm Gladwell,4.6,10426,20,2009,Non Fiction Outliers: The Story of Success,Malcolm Gladwell,4.6,10426,20,2010,Non Fiction P is for Potty! (Sesame Street) (Lift-the-Flap),Naomi Kleinberg,4.7,10820,5,2018,Non Fiction P is for Potty! (Sesame Street) (Lift-the-Flap),Naomi Kleinberg,4.7,10820,5,2019,Non Fiction Percy Jackson and the Olympians Paperback Boxed Set (Books 1-3),Rick Riordan,4.8,548,2,2010,Fiction Player's Handbook (Dungeons & Dragons),Wizards RPG Team,4.8,16990,27,2017,Fiction Player's Handbook (Dungeons & Dragons),Wizards RPG Team,4.8,16990,27,2018,Fiction Player's Handbook (Dungeons & Dragons),Wizards RPG Team,4.8,16990,27,2019,Fiction Pokémon Deluxe Essential Handbook: The Need-to-Know Stats and Facts on Over 700 Pokémon,Scholastic,4.7,3503,9,2016,Fiction Proof of Heaven: A Neurosurgeon's Journey into the Afterlife,Eben Alexander,4.3,13616,10,2012,Non Fiction Proof of Heaven: A Neurosurgeon's Journey into the Afterlife,Eben Alexander,4.3,13616,10,2013,Non Fiction "Publication Manual of the American Psychological Association, 6th Edition",American Psychological Association,4.5,8580,46,2009,Non Fiction "Publication Manual of the American Psychological Association, 6th Edition",American Psychological Association,4.5,8580,46,2010,Non Fiction "Publication Manual of the American Psychological Association, 6th Edition",American Psychological Association,4.5,8580,46,2011,Non Fiction "Publication Manual of the American Psychological Association, 6th Edition",American Psychological Association,4.5,8580,46,2012,Non Fiction "Publication Manual of the American Psychological Association, 6th Edition",American Psychological Association,4.5,8580,46,2013,Non Fiction "Publication Manual of the American Psychological Association, 6th Edition",American Psychological Association,4.5,8580,46,2014,Non Fiction "Publication Manual of the American Psychological Association, 6th Edition",American Psychological Association,4.5,8580,46,2015,Non Fiction "Publication Manual of the American Psychological Association, 6th Edition",American Psychological Association,4.5,8580,46,2016,Non Fiction "Publication Manual of the American Psychological Association, 6th Edition",American Psychological Association,4.5,8580,46,2017,Non Fiction "Publication Manual of the American Psychological Association, 6th Edition",American Psychological Association,4.5,8580,46,2018,Non Fiction Puppy Birthday to You! (Paw Patrol) (Little Golden Book),Golden Books,4.8,4757,4,2017,Fiction Quiet: The Power of Introverts in a World That Can't Stop Talking,Susan Cain,4.6,10009,20,2012,Non Fiction Quiet: The Power of Introverts in a World That Can't Stop Talking,Susan Cain,4.6,10009,7,2013,Non Fiction Radical: Taking Back Your Faith from the American Dream,David Platt,4.7,1985,9,2010,Non Fiction Radical: Taking Back Your Faith from the American Dream,David Platt,4.7,1985,9,2011,Non Fiction Ready Player One: A Novel,Ernest Cline,4.6,22536,12,2017,Fiction Ready Player One: A Novel,Ernest Cline,4.6,22536,12,2018,Fiction Rush Revere and the Brave Pilgrims: Time-Travel Adventures with Exceptional Americans (1),Rush Limbaugh,4.9,7150,12,2013,Fiction Rush Revere and the First Patriots: Time-Travel Adventures With Exceptional Americans (2),Rush Limbaugh,4.9,3836,12,2014,Fiction "Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking",Samin Nosrat,4.8,7802,20,2018,Non Fiction "Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking",Samin Nosrat,4.8,7802,20,2019,Non Fiction Sarah's Key,Tatiana de Rosnay,4.6,3619,10,2010,Fiction "School Zone - Big Preschool Workbook - Ages 4 and Up, Colors, Shapes, Numbers 1-10, Alphabet, Pre-Writing, Pre-Reading…",School Zone,4.8,23047,6,2018,Non Fiction "School Zone - Big Preschool Workbook - Ages 4 and Up, Colors, Shapes, Numbers 1-10, Alphabet, Pre-Writing, Pre-Reading…",School Zone,4.8,23047,6,2019,Non Fiction "Secret Garden: An Inky Treasure Hunt and Coloring Book (For Adults, mindfulness coloring)",Johanna Basford,4.7,9366,9,2015,Non Fiction Sh*t My Dad Says,Justin Halpern,4.7,1265,11,2010,Non Fiction Ship of Fools: How a Selfish Ruling Class Is Bringing America to the Brink of Revolution,Tucker Carlson,4.8,3923,16,2018,Non Fiction Shred: The Revolutionary Diet: 6 Weeks 4 Inches 2 Sizes,Ian K. Smith M.D.,4.1,2272,6,2013,Non Fiction Sookie Stackhouse,Charlaine Harris,4.7,973,25,2009,Fiction "Soul Healing Miracles: Ancient and New Sacred Wisdom, Knowledge, and Practical Techniques for Healing the Spiritual…",Zhi Gang Sha,4.6,220,17,2013,Non Fiction Steve Jobs,Walter Isaacson,4.6,7827,20,2011,Non Fiction Steve Jobs,Walter Isaacson,4.6,7827,20,2012,Non Fiction Strange Planet (Strange Planet Series),Nathan W. Pyle,4.9,9382,6,2019,Fiction StrengthsFinder 2.0,Gallup,4,5069,17,2009,Non Fiction StrengthsFinder 2.0,Gallup,4,5069,17,2010,Non Fiction StrengthsFinder 2.0,Gallup,4,5069,17,2011,Non Fiction StrengthsFinder 2.0,Gallup,4,5069,17,2012,Non Fiction StrengthsFinder 2.0,Gallup,4,5069,17,2013,Non Fiction StrengthsFinder 2.0,Gallup,4,5069,17,2014,Non Fiction StrengthsFinder 2.0,Gallup,4,5069,17,2015,Non Fiction StrengthsFinder 2.0,Gallup,4,5069,17,2016,Non Fiction StrengthsFinder 2.0,Gallup,4,5069,17,2017,Non Fiction "Super Freakonomics: Global Cooling, Patriotic Prostitutes, and Why Suicide Bombers Should Buy Life Insurance",Steven D. Levitt,4.5,1583,18,2009,Non Fiction Switch: How to Change Things When Change Is Hard,Chip Heath,4.6,1907,13,2010,Non Fiction Sycamore Row (Jake Brigance),John Grisham,4.5,23114,18,2013,Fiction Teach Like a Champion: 49 Techniques that Put Students on the Path to College,Doug Lemov,4.4,637,20,2010,Non Fiction Teach Like a Champion: 49 Techniques that Put Students on the Path to College,Doug Lemov,4.4,637,20,2011,Non Fiction The 17 Day Diet: A Doctor's Plan Designed for Rapid Results,Mike Moreno,4.3,2314,22,2011,Non Fiction "The 4 Hour Body: An Uncommon Guide to Rapid Fat Loss, Incredible Sex and Becoming Superhuman",Timothy Ferriss,4.3,4587,21,2011,Non Fiction The 5 Love Languages: The Secret to Love That Lasts,Gary Chapman,4.7,3477,28,2010,Non Fiction The 5 Love Languages: The Secret to Love That Lasts,Gary Chapman,4.7,3477,28,2011,Non Fiction The 5 Love Languages: The Secret to Love That Lasts,Gary Chapman,4.7,3477,28,2012,Non Fiction The 5 Love Languages: The Secret to Love That Lasts,Gary Chapman,4.7,3477,28,2013,Non Fiction The 5 Love Languages: The Secret to Love That Lasts,Gary Chapman,4.7,3477,28,2014,Non Fiction The 5 Love Languages: The Secret to Love that Lasts,Gary Chapman,4.8,25554,8,2015,Non Fiction The 5 Love Languages: The Secret to Love that Lasts,Gary Chapman,4.8,25554,8,2016,Non Fiction The 5 Love Languages: The Secret to Love that Lasts,Gary Chapman,4.8,25554,8,2017,Non Fiction The 5 Love Languages: The Secret to Love that Lasts,Gary Chapman,4.8,25554,8,2018,Non Fiction The 5 Love Languages: The Secret to Love that Lasts,Gary Chapman,4.8,25554,8,2019,Non Fiction The 5000 Year Leap,W. Cleon Skousen,4.8,1680,12,2009,Non Fiction The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change,Stephen R. Covey,4.6,9325,24,2009,Non Fiction The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change,Stephen R. Covey,4.6,9325,24,2011,Non Fiction The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change,Stephen R. Covey,4.6,9325,24,2012,Non Fiction The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change,Stephen R. Covey,4.6,9325,24,2013,Non Fiction The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change,Stephen R. Covey,4.7,4725,16,2015,Non Fiction The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change,Stephen R. Covey,4.7,4725,16,2016,Non Fiction The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change,Stephen R. Covey,4.7,4725,16,2017,Non Fiction The Alchemist,Paulo Coelho,4.7,35799,39,2014,Fiction The Amateur,Edward Klein,4.6,2580,9,2012,Non Fiction The Art of Racing in the Rain: A Novel,Garth Stein,4.7,11813,10,2010,Fiction The Art of Racing in the Rain: A Novel,Garth Stein,4.7,11813,10,2011,Fiction The Big Short: Inside the Doomsday Machine,Michael Lewis,4.7,3536,17,2010,Non Fiction The Blood of Olympus (The Heroes of Olympus (5)),Rick Riordan,4.8,6600,11,2014,Fiction "The Blood Sugar Solution: The UltraHealthy Program for Losing Weight, Preventing Disease, and Feeling Great Now!",Mark Hyman M.D.,4.2,1789,14,2012,Non Fiction "The Body Keeps the Score: Brain, Mind, and Body in the Healing of Trauma",Bessel van der Kolk M.D.,4.8,12361,12,2019,Non Fiction The Book of Basketball: The NBA According to The Sports Guy,Bill Simmons,4.7,858,53,2009,Non Fiction The Book Thief,Markus Zusak,4.6,23148,6,2013,Fiction The Book Thief,Markus Zusak,4.6,23148,6,2014,Fiction The Book with No Pictures,B. J. Novak,4.8,8081,8,2014,Fiction The Book with No Pictures,B. J. Novak,4.8,8081,8,2015,Fiction The Boys in the Boat: Nine Americans and Their Epic Quest for Gold at the 1936 Berlin Olympics,Daniel James Brown,4.8,23358,12,2014,Non Fiction The Boys in the Boat: Nine Americans and Their Epic Quest for Gold at the 1936 Berlin Olympics,Daniel James Brown,4.8,23358,12,2015,Non Fiction The Casual Vacancy,J.K. Rowling,3.3,9372,12,2012,Fiction The China Study: The Most Comprehensive Study of Nutrition Ever Conducted And the Startling Implications for Diet…,Thomas Campbell,4.7,4633,21,2011,Non Fiction The Complete Ketogenic Diet for Beginners: Your Essential Guide to Living the Keto Lifestyle,Amy Ramos,4.3,13061,6,2018,Non Fiction The Complete Ketogenic Diet for Beginners: Your Essential Guide to Living the Keto Lifestyle,Amy Ramos,4.3,13061,6,2019,Non Fiction The Confession: A Novel,John Grisham,4.3,3523,13,2010,Fiction The Constitution of the United States,Delegates of the Constitutional…,4.8,2774,0,2016,Non Fiction The Daily Show with Jon Stewart Presents Earth (The Book): A Visitor's Guide to the Human Race,Jon Stewart,4.4,440,11,2010,Non Fiction The Day the Crayons Quit,Drew Daywalt,4.8,8922,9,2013,Fiction The Day the Crayons Quit,Drew Daywalt,4.8,8922,9,2014,Fiction The Day the Crayons Quit,Drew Daywalt,4.8,8922,9,2015,Fiction "The Dukan Diet: 2 Steps to Lose the Weight, 2 Steps to Keep It Off Forever",Pierre Dukan,4.1,2023,15,2011,Non Fiction The Elegance of the Hedgehog,Muriel Barbery,4,1859,11,2009,Fiction The Fault in Our Stars,John Green,4.7,50482,13,2012,Fiction The Fault in Our Stars,John Green,4.7,50482,13,2013,Fiction The Fault in Our Stars,John Green,4.7,50482,7,2014,Fiction The Fault in Our Stars,John Green,4.7,50482,13,2014,Fiction The Five Dysfunctions of a Team: A Leadership Fable,Patrick Lencioni,4.6,3207,6,2009,Non Fiction The Five Dysfunctions of a Team: A Leadership Fable,Patrick Lencioni,4.6,3207,6,2010,Non Fiction The Five Dysfunctions of a Team: A Leadership Fable,Patrick Lencioni,4.6,3207,6,2011,Non Fiction The Five Dysfunctions of a Team: A Leadership Fable,Patrick Lencioni,4.6,3207,6,2012,Non Fiction The Five Dysfunctions of a Team: A Leadership Fable,Patrick Lencioni,4.6,3207,6,2013,Non Fiction The Five Love Languages: How to Express Heartfelt Commitment to Your Mate,Gary Chapman,4.6,803,9,2009,Non Fiction The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book),Don Miguel Ruiz,4.7,23308,6,2013,Non Fiction The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book),Don Miguel Ruiz,4.7,23308,6,2015,Non Fiction The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book),Don Miguel Ruiz,4.7,23308,6,2016,Non Fiction The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book),Don Miguel Ruiz,4.7,23308,6,2017,Non Fiction The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book),Don Miguel Ruiz,4.7,23308,6,2018,Non Fiction The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book),Don Miguel Ruiz,4.7,23308,6,2019,Non Fiction The Getaway,Jeff Kinney,4.8,5836,0,2017,Fiction The Girl on the Train,Paula Hawkins,4.1,79446,18,2015,Fiction The Girl on the Train,Paula Hawkins,4.1,79446,7,2016,Fiction The Girl Who Kicked the Hornet's Nest (Millennium Trilogy),Stieg Larsson,4.7,7747,14,2010,Fiction The Girl Who Kicked the Hornet's Nest (Millennium Trilogy),Stieg Larsson,4.7,7747,14,2011,Fiction The Girl Who Played with Fire (Millennium Series),Stieg Larsson,4.7,7251,9,2010,Fiction The Girl Who Played with Fire (Millennium),Stieg Larsson,4.7,7251,16,2009,Fiction The Girl with the Dragon Tattoo (Millennium Series),Stieg Larsson,4.4,10559,2,2009,Fiction The Girl with the Dragon Tattoo (Millennium Series),Stieg Larsson,4.4,10559,2,2010,Fiction The Going-To-Bed Book,Sandra Boynton,4.8,5249,5,2016,Fiction The Going-To-Bed Book,Sandra Boynton,4.8,5249,5,2017,Fiction The Goldfinch: A Novel (Pulitzer Prize for Fiction),Donna Tartt,3.9,33844,20,2013,Fiction The Goldfinch: A Novel (Pulitzer Prize for Fiction),Donna Tartt,3.9,33844,20,2014,Fiction The Great Gatsby,F. Scott Fitzgerald,4.4,11616,7,2012,Fiction The Great Gatsby,F. Scott Fitzgerald,4.4,11616,7,2013,Fiction The Great Gatsby,F. Scott Fitzgerald,4.4,11616,7,2014,Fiction The Guardians: A Novel,John Grisham,4.5,13609,14,2019,Fiction The Guernsey Literary and Potato Peel Pie Society,Mary Ann Shaffer,4.7,8587,10,2009,Fiction The Handmaid's Tale,Margaret Atwood,4.3,29442,7,2017,Fiction The Harbinger: The Ancient Mystery that Holds the Secret of America's Future,Jonathan Cahn,4.6,11098,13,2012,Fiction The Hate U Give,Angie Thomas,4.8,9947,11,2018,Fiction The Help,Kathryn Stockett,4.8,13871,6,2009,Fiction The Help,Kathryn Stockett,4.8,13871,6,2010,Fiction The Help,Kathryn Stockett,4.8,13871,8,2011,Fiction The Help,Kathryn Stockett,4.8,13871,7,2011,Fiction "The House of Hades (Heroes of Olympus, Book 4)",Rick Riordan,4.8,6982,14,2013,Fiction The Hunger Games,Suzanne Collins,4.7,32122,14,2010,Fiction The Hunger Games (Book 1),Suzanne Collins,4.7,32122,8,2011,Fiction The Hunger Games (Book 1),Suzanne Collins,4.7,32122,8,2012,Fiction The Hunger Games Trilogy Boxed Set (1),Suzanne Collins,4.8,16949,30,2011,Fiction The Hunger Games Trilogy Boxed Set (1),Suzanne Collins,4.8,16949,30,2012,Fiction The Immortal Life of Henrietta Lacks,Rebecca Skloot,4.7,9289,13,2010,Non Fiction The Immortal Life of Henrietta Lacks,Rebecca Skloot,4.7,9289,9,2011,Non Fiction The Immortal Life of Henrietta Lacks,Rebecca Skloot,4.7,9289,9,2012,Non Fiction The Instant Pot Electric Pressure Cooker Cookbook: Easy Recipes for Fast & Healthy Meals,Laurel Randolph,4.3,7368,7,2017,Non Fiction The Instant Pot Electric Pressure Cooker Cookbook: Easy Recipes for Fast & Healthy Meals,Laurel Randolph,4.3,7368,7,2018,Non Fiction The Last Lecture,Randy Pausch,4.7,4028,9,2009,Non Fiction "The Last Olympian (Percy Jackson and the Olympians, Book 5)",Rick Riordan,4.8,4628,7,2009,Fiction "The Last Olympian (Percy Jackson and the Olympians, Book 5)",Rick Riordan,4.8,4628,7,2010,Fiction The Legend of Zelda: Hyrule Historia,Patrick Thorpe,4.9,5396,20,2013,Fiction The Lego Ideas Book: Unlock Your Imagination,Daniel Lipkowitz,4.4,4247,13,2011,Non Fiction The Lego Ideas Book: Unlock Your Imagination,Daniel Lipkowitz,4.4,4247,13,2012,Non Fiction The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing,Marie Kondō,4.5,22641,11,2015,Non Fiction The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing,Marie Kondō,4.5,22641,11,2016,Non Fiction The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing,Marie Kondō,4.5,22641,11,2017,Non Fiction The Life-Changing Magic of Tidying Up: The Japanese Art of Decluttering and Organizing,Marie Kondō,4.5,22641,11,2019,Non Fiction The Litigators,John Grisham,4.4,6222,18,2011,Fiction "The Lost Hero (Heroes of Olympus, Book 1)",Rick Riordan,4.8,4506,14,2010,Fiction The Lost Symbol,Dan Brown,4.2,8747,19,2009,Fiction The Love Dare,Stephen Kendrick,4.8,1655,13,2009,Non Fiction The Magnolia Story,Chip Gaines,4.9,7861,5,2016,Non Fiction "The Mark of Athena (Heroes of Olympus, Book 3)",Rick Riordan,4.8,6247,10,2012,Fiction The Martian,Andy Weir,4.7,39459,9,2015,Fiction The Maze Runner (Book 1),James Dashner,4.5,10101,8,2014,Fiction The Meltdown (Diary of a Wimpy Kid Book 13),Jeff Kinney,4.8,5898,8,2018,Fiction The Mueller Report,The Washington Post,4.6,2744,12,2019,Non Fiction The Nightingale: A Novel,Kristin Hannah,4.8,49288,11,2015,Fiction The Nightingale: A Novel,Kristin Hannah,4.8,49288,11,2016,Fiction The Official SAT Study Guide,The College Board,4.4,1201,40,2010,Non Fiction The Official SAT Study Guide,The College Board,4.4,1201,40,2011,Non Fiction The Official SAT Study Guide,The College Board,4.4,1201,40,2012,Non Fiction The Official SAT Study Guide,The College Board,4.4,1201,40,2013,Non Fiction The Official SAT Study Guide,The College Board,4.4,1201,40,2014,Non Fiction "The Official SAT Study Guide, 2016 Edition (Official Study Guide for the New Sat)",The College Board,4.3,807,36,2016,Non Fiction The Paris Wife: A Novel,Paula McLain,4.3,3759,16,2011,Fiction "The Pioneer Woman Cooks: A Year of Holidays: 140 Step-by-Step Recipes for Simple, Scrumptious Celebrations",Ree Drummond,4.8,2663,17,2013,Non Fiction "The Pioneer Woman Cooks: Dinnertime - Comfort Classics, Freezer Food, 16-minute Meals, and Other Delicious Ways to Solve…",Ree Drummond,4.8,3428,14,2015,Non Fiction The Pioneer Woman Cooks: Food from My Frontier,Ree Drummond,4.8,2876,21,2012,Non Fiction "The Plant Paradox Cookbook: 100 Delicious Recipes to Help You Lose Weight, Heal Your Gut, and Live Lectin-Free",Dr. Steven R Gundry MD,4.5,3601,18,2018,Non Fiction "The Plant Paradox: The Hidden Dangers in ""Healthy"" Foods That Cause Disease and Weight Gain",Dr. Steven R Gundry MD,4.4,7058,17,2018,Non Fiction The Pout-Pout Fish,Deborah Diesen,4.8,9784,5,2017,Fiction The Pout-Pout Fish,Deborah Diesen,4.8,9784,5,2018,Fiction The Power of Habit: Why We Do What We Do in Life and Business,Charles Duhigg,4.6,10795,21,2012,Non Fiction The President Is Missing: A Novel,James Patterson,4.3,10191,18,2018,Fiction The Racketeer,John Grisham,4.3,14493,18,2012,Fiction "The Red Pyramid (The Kane Chronicles, Book 1)",Rick Riordan,4.6,2186,12,2010,Fiction "The Road to Serfdom: Text and Documents--The Definitive Edition (The Collected Works of F. A. Hayek, Volume 2)",F. A. Hayek,4.6,1204,14,2010,Non Fiction "The Serpent's Shadow (The Kane Chronicles, Book 3)",Rick Riordan,4.8,2091,12,2012,Fiction The Shack: Where Tragedy Confronts Eternity,William P. Young,4.6,19720,8,2009,Fiction The Shack: Where Tragedy Confronts Eternity,William P. Young,4.6,19720,8,2017,Fiction The Short Second Life of Bree Tanner: An Eclipse Novella (The Twilight Saga),Stephenie Meyer,4.6,2122,0,2010,Fiction The Silent Patient,Alex Michaelides,4.5,27536,14,2019,Fiction "The Son of Neptune (Heroes of Olympus, Book 2)",Rick Riordan,4.8,4290,10,2011,Fiction The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life,Mark Manson,4.6,26490,15,2017,Non Fiction The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life,Mark Manson,4.6,26490,15,2018,Non Fiction The Subtle Art of Not Giving a F*ck: A Counterintuitive Approach to Living a Good Life,Mark Manson,4.6,26490,15,2019,Non Fiction The Sun and Her Flowers,Rupi Kaur,4.7,5487,9,2017,Non Fiction "The Third Wheel (Diary of a Wimpy Kid, Book 7)",Jeff Kinney,4.7,6377,7,2012,Fiction "The Throne of Fire (The Kane Chronicles, Book 2)",Rick Riordan,4.7,1463,10,2011,Fiction The Time Traveler's Wife,Audrey Niffenegger,4.4,3759,6,2009,Fiction The Tipping Point: How Little Things Can Make a Big Difference,Malcolm Gladwell,4.4,3503,9,2009,Non Fiction The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,Dave Ramsey,4.7,11550,10,2019,Non Fiction The Twilight Saga Collection,Stephenie Meyer,4.7,3801,82,2009,Fiction "The Ugly Truth (Diary of a Wimpy Kid, Book 5)",Jeff Kinney,4.8,3796,12,2010,Fiction The Unofficial Harry Potter Cookbook: From Cauldron Cakes to Knickerbocker Glory--More Than 150 Magical Recipes for…,Dinah Bucholz,4.7,9030,10,2019,Non Fiction The Very Hungry Caterpillar,Eric Carle,4.9,19546,5,2013,Fiction The Very Hungry Caterpillar,Eric Carle,4.9,19546,5,2014,Fiction The Very Hungry Caterpillar,Eric Carle,4.9,19546,5,2015,Fiction The Very Hungry Caterpillar,Eric Carle,4.9,19546,5,2016,Fiction The Very Hungry Caterpillar,Eric Carle,4.9,19546,5,2017,Fiction The Very Hungry Caterpillar,Eric Carle,4.9,19546,5,2018,Fiction The Very Hungry Caterpillar,Eric Carle,4.9,19546,5,2019,Fiction The Whole30: The 30-Day Guide to Total Health and Food Freedom,Melissa Hartwig Urban,4.6,7508,16,2015,Non Fiction The Whole30: The 30-Day Guide to Total Health and Food Freedom,Melissa Hartwig Urban,4.6,7508,16,2016,Non Fiction The Whole30: The 30-Day Guide to Total Health and Food Freedom,Melissa Hartwig Urban,4.6,7508,16,2017,Non Fiction The Wonderful Things You Will Be,Emily Winfield Martin,4.9,8842,10,2016,Fiction The Wonderful Things You Will Be,Emily Winfield Martin,4.9,8842,10,2017,Fiction The Wonderful Things You Will Be,Emily Winfield Martin,4.9,8842,10,2018,Fiction The Wonderful Things You Will Be,Emily Winfield Martin,4.9,8842,10,2019,Fiction The Wonky Donkey,Craig Smith,4.8,30183,4,2018,Fiction The Wonky Donkey,Craig Smith,4.8,30183,4,2019,Fiction The Wright Brothers,David McCullough,4.7,6169,16,2015,Non Fiction "Things That Matter: Three Decades of Passions, Pastimes and Politics [Deckled Edge]",Charles Krauthammer,4.7,7034,15,2013,Non Fiction "Thinking, Fast and Slow",Daniel Kahneman,4.6,11034,19,2011,Non Fiction "Thinking, Fast and Slow",Daniel Kahneman,4.6,11034,19,2012,Non Fiction Thirteen Reasons Why,Jay Asher,4.5,7932,9,2017,Fiction Thomas Jefferson: The Art of Power,Jon Meacham,4.5,1904,23,2012,Non Fiction Three Cups of Tea: One Man's Mission to Promote Peace - One School at a Time,Greg Mortenson,4.3,3319,11,2009,Non Fiction Three Cups of Tea: One Man's Mission to Promote Peace - One School at a Time,Greg Mortenson,4.3,3319,11,2010,Non Fiction Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks),Thug Kitchen,4.6,11128,23,2014,Non Fiction Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks),Thug Kitchen,4.6,11128,23,2015,Non Fiction Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks),Thug Kitchen,4.6,11128,23,2016,Non Fiction Thug Kitchen: The Official Cookbook: Eat Like You Give a F*ck (Thug Kitchen Cookbooks),Thug Kitchen,4.6,11128,23,2017,Non Fiction Tina Fey: Bossypants,Tina Fey,4.3,5977,12,2011,Non Fiction To Kill a Mockingbird,Harper Lee,4.8,26234,0,2013,Fiction To Kill a Mockingbird,Harper Lee,4.8,26234,0,2014,Fiction To Kill a Mockingbird,Harper Lee,4.8,26234,0,2015,Fiction To Kill a Mockingbird,Harper Lee,4.8,26234,0,2016,Fiction To Kill a Mockingbird,Harper Lee,4.8,26234,7,2019,Fiction "Tools of Titans: The Tactics, Routines, and Habits of Billionaires, Icons, and World-Class Performers",Timothy Ferriss,4.6,4360,21,2017,Non Fiction "Towers of Midnight (Wheel of Time, Book Thirteen)",Robert Jordan,4.8,2282,21,2010,Fiction True Compass: A Memoir,Edward M. Kennedy,4.5,438,15,2009,Non Fiction "Twilight (The Twilight Saga, Book 1)",Stephenie Meyer,4.7,11676,9,2009,Fiction Ultimate Sticker Book: Frozen: More Than 60 Reusable Full-Color Stickers,DK,4.5,2586,5,2014,Fiction "Unbroken: A World War II Story of Survival, Resilience, and Redemption",Laura Hillenbrand,4.8,29673,16,2010,Non Fiction "Unbroken: A World War II Story of Survival, Resilience, and Redemption",Laura Hillenbrand,4.8,29673,16,2011,Non Fiction "Unbroken: A World War II Story of Survival, Resilience, and Redemption",Laura Hillenbrand,4.8,29673,16,2012,Non Fiction "Unbroken: A World War II Story of Survival, Resilience, and Redemption",Laura Hillenbrand,4.8,29673,13,2014,Non Fiction "Unbroken: A World War II Story of Survival, Resilience, and Redemption",Laura Hillenbrand,4.8,29673,16,2014,Non Fiction Under the Dome: A Novel,Stephen King,4.3,6740,20,2009,Fiction Unfreedom of the Press,Mark R. Levin,4.9,5956,11,2019,Non Fiction Unicorn Coloring Book: For Kids Ages 4-8 (US Edition) (Silly Bear Coloring Books),Silly Bear,4.8,6108,4,2019,Non Fiction "Uninvited: Living Loved When You Feel Less Than, Left Out, and Lonely",Lysa TerKeurst,4.7,4585,9,2016,Non Fiction Watchmen,Alan Moore,4.8,3829,42,2009,Fiction Water for Elephants: A Novel,Sara Gruen,4.5,8958,12,2011,Fiction What Happened,Hillary Rodham Clinton,4.6,5492,18,2017,Non Fiction What If?: Serious Scientific Answers to Absurd Hypothetical Questions,Randall Munroe,4.7,9292,17,2014,Non Fiction What Pet Should I Get? (Classic Seuss),Dr. Seuss,4.7,1873,14,2015,Fiction What Should Danny Do? (The Power to Choose Series),Adir Levy,4.8,8170,13,2019,Fiction What to Expect When You're Expecting,Heidi Murkoff,4.4,3341,9,2011,Non Fiction "Wheat Belly: Lose the Wheat, Lose the Weight, and Find Your Path Back to Health",William Davis,4.4,7497,6,2012,Non Fiction "Wheat Belly: Lose the Wheat, Lose the Weight, and Find Your Path Back to Health",William Davis,4.4,7497,6,2013,Non Fiction When Breath Becomes Air,Paul Kalanithi,4.8,13779,14,2016,Non Fiction Where the Crawdads Sing,Delia Owens,4.8,87841,15,2019,Fiction Where the Wild Things Are,Maurice Sendak,4.8,9967,13,2009,Fiction Whose Boat Is This Boat?: Comments That Don't Help in the Aftermath of a Hurricane,The Staff of The Late Show with…,4.6,6669,12,2018,Non Fiction Wild: From Lost to Found on the Pacific Crest Trail,Cheryl Strayed,4.4,17044,18,2012,Non Fiction Winter of the World: Book Two of the Century Trilogy,Ken Follett,4.5,10760,15,2012,Fiction Women Food and God: An Unexpected Path to Almost Everything,Geneen Roth,4.2,1302,11,2010,Non Fiction Wonder,R. J. Palacio,4.8,21625,9,2013,Fiction Wonder,R. J. Palacio,4.8,21625,9,2014,Fiction Wonder,R. J. Palacio,4.8,21625,9,2015,Fiction Wonder,R. J. Palacio,4.8,21625,9,2016,Fiction Wonder,R. J. Palacio,4.8,21625,9,2017,Fiction Wrecking Ball (Diary of a Wimpy Kid Book 14),Jeff Kinney,4.9,9413,8,2019,Fiction You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life,Jen Sincero,4.7,14331,8,2016,Non Fiction You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life,Jen Sincero,4.7,14331,8,2017,Non Fiction You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life,Jen Sincero,4.7,14331,8,2018,Non Fiction You Are a Badass: How to Stop Doubting Your Greatness and Start Living an Awesome Life,Jen Sincero,4.7,14331,8,2019,Non Fiction ================================================ FILE: Ayudantías/README.md ================================================ # Ayudantias grabaciones | Tarea| Tema | link | |------|------|------| | TC1 | Git |[video](https://drive.google.com/file/d/1vEUQEzzxuYuqzC_Ue6hniktcRs-cU51d/view?usp=sharing)| | TC1 | (Dudas) |[video](https://drive.google.com/file/d/1xWq2TH1Sj_ZCwDqvTTZxk8HJdq22z7wn/view?usp=sharing)| | TG1 | Pandas y Seaborn |[video](https://drive.google.com/file/d/1NjcYounPXQYozcsxivA5vn05h0GrPSUB/view?usp=sharing)| | TG1 | HTML CSS JS |[video](https://drive.google.com/file/d/1VB8yZR12UaGrB8ONh6f-4PUe_x0AN8Cr/view?usp=sharing)| | TC2 | Diagrama ER y SQL |[video](https://drive.google.com/file/d/1_0T1CAuq04DHqGctfuXYe2KQTD8RXQVx/view?usp=sharing)| | TG2 | Machine Learning| [video](https://drive.google.com/file/d/1wX9B4OW-K-SyISLr6WgKEOvbHVTsxDo4/view?usp=sharing)| | TG2 | scikit-learn | [video](https://drive.google.com/file/d/1PoWoeriaiXdHTOhH_hlmZnrenkRd7YA2/view?usp=sharing)| | TC3 | Maquinas de Turing| [video](https://drive.google.com/file/d/1RSP-3KN4C1_9s8e_rXQBwZ-CZlQMgCR5/view?usp=sharing)| | TC4 | BPMN | [video](https://drive.google.com/file/d/1atlPJhoDVqn9-eE43d0GUsXTJxvjzta0/view?usp=sharing)| ================================================ FILE: Clases/.keep ================================================ ================================================ FILE: Clases/README.md ================================================ # Clases grabadas | Nro | Tema | Link | | --- | ---- | ---- | | 1 | Introducción | [video](https://drive.google.com/file/d/1S9ggFeUP-b5uns46_C9ps_iD4nFblc41/view) | | 2 | Lenguajes de programación | [video](https://drive.google.com/file/d/1VFHRPmtMAPdxrCota3R34LMbOpi3Nayh/view) | | 3 | Visualización de información | [video](https://drive.google.com/file/d/1YCbVlVLZw6aUm1wpYkTtX4S_bMcGGNIZ/view) | | 4 | Recuperación de información | [video](https://drive.google.com/file/d/1krFipOT5C9XS7AwAjN0zNw0VprH8yY3q/view?usp=sharing)| | 5 | Tecnologias Web HTML/CSS | [video](https://drive.google.com/file/d/1poJEOCYXpvDvSugaOOUiveGj8B-s4N-D/view?usp=sharing) - [Issue #689](https://github.com/Exploratorio-DCC-PUC/Syllabus/issues/689)| | 6 | Tecnologias Web JS |[video](https://drive.google.com/file/d/16EMTxuwDQkRlnbXCxlNYxrhSiSmHPMz2/view?usp=sharing)| | 7 | Arquitectura de Computadores|[video](https://drive.google.com/file/d/1-pSwnvoqsOkYRGTJhejutH9AGVBm-Tsr/view?usp=sharing)| | 8 | Sistemas operativos |[video](https://drive.google.com/file/d/1nba-9XKHaAGIWwG0JvsShLRlnzRerjj_/view?usp=sharing) - [slides](http://iic2333.ing.puc.cl/slides/exploratorio-os.html#/)| | 9 | Bases de Datos 1| [video](https://drive.google.com/file/d/1ERDoX4uhc7deYPnKgKmRC_SvsnO3AGS0/view?usp=sharing) | | 10| Bases de Datos 2|[video](https://drive.google.com/file/d/17oFxnBjyoNKiQ9f3YMKp85-X-7c7RSWq/view?usp=sharing) | | 11| Algoritmos |[video](https://drive.google.com/file/d/19dZ9laIxWMUEdgGwdDG34gxn2LQBCPpJ/view?usp=sharing)| | 12| Ingeniería de Software | [video](https://drive.google.com/file/d/1xeo4WtBRU-x68zHtixJFkvBg7C1UUJtM/view?usp=sharing)| | 13| Leer un paper | [video](https://drive.google.com/file/d/1e5MnxuPl-JOtmPAHjCs3FbHNdMvpeQnX/view?usp=sharing)| | 14| IA/ML | [video](https://drive.google.com/file/d/1oysyR22IFwn0GKrXb6SKyzxTAPC7DAfg/view?usp=sharing)| | 15| IA/ML | [video](https://drive.google.com/file/d/1NK686_AbXoPMTBqmEDg5ErJSFhbttAXt/view?usp=sharing)| | 16| Deep Learning | [video](https://drive.google.com/file/d/17D-hXbgQh9PKebc7xE6qeKFcCt9RWeFc/view?usp=sharing)| | 17| Deep Learning | [video](https://drive.google.com/file/d/17D-hXbgQh9PKebc7xE6qeKFcCt9RWeFc/view?usp=sharing)| | 18| Algoritmos y computabilidad| [video](https://drive.google.com/file/d/17ckUSjrqIksKErIEvUpFV5yVRCnR2vnJ/view?usp=sharing)| | 19| Programación en lógica| [video](https://drive.google.com/file/d/1XL7tV2rGW2mottT2i9P5Qy2ipSxZz7Vs/view?usp=sharing)| | 20| Prolog | [video](https://cursos.canvas.uc.cl/courses/32403/files/4712129?module_item_id=992540)| | 21| BPM| [video](https://drive.google.com/file/d/1AhFSYZguYLh5rEh2ScWvbeAJ8Tx6sMet/view?usp=sharing)| | 22| BPM| [video](https://cursos.canvas.uc.cl/courses/32403/files/4712131?module_item_id=992542)| | 23| BitCoin| [video](https://drive.google.com/file/d/1MfGEdO7ubpUQzzGSEQwYGR7_fm2TROWA/view?usp=sharing)| | 24| Programación competitiva| [parte1](https://drive.google.com/file/d/1jjzaw3V29azDeXR0SjdChlJcXiBJhS2z/view?usp=sharing) - [parte2](https://drive.google.com/file/d/1l0CC94NBvsH99uxBZKXTlkiTysRzyEgR/view?usp=sharing)| | 25| Transformacion digital| [video](https://drive.google.com/file/d/1Vc93wTJCF7mOE_wUcgrE0O6C8sXURfcy/view?usp=sharing)| # Material Adicional | Tema | Link | | ------------- | ------------- | | Setear ssh con GitHub | [link a youtube](https://www.youtube.com/watch?v=-cWJ7EQPuvc)| ================================================ FILE: Controles/.keep ================================================ ================================================ FILE: Lecturas/.keep ================================================ ================================================ FILE: Pautas/.keep ================================================ ================================================ FILE: README.md ================================================ # Syllabus Página principal del curso **IIC1005 - Computación: Ciencia y** **Tecnología del Mundo Digital**. Para dudas sobre la materia o enunciados de tareas puedes preguntar en las issues. ## Equipo Docente ### Profesor | Nombre | Correo | | ----------------------- | ----------------------------- | | Denis Parra | dparras@uc.cl | ### Ayudantes | Nombre | Correo | Tarea | | ------------------- | -----------------------|-----------| | Juan Pablo Olivares | jpolivares3@uc.cl | TC1 | | Jose Quintana | josemiguelquinta@uc.cl | TC1 | | Valentina Álvarez | vjalvarez@uc.cl | TG1 y TC2 | | Michelle Madrid | msmadrid@uc.cl | TG1 y TC3 | | Constanza Olate | clolate@uc.cl | TC2 | | Ricardo Schilling | reschilling@uc.cl | TG2 | | Astrid San Martín | aesanmar@uc.cl | TG2 | | Sofía Olmedo | sofia.olmedo.s@uc.cl | TC4 | | Maite Madalosso | maite.madalosso@uc.cl | TC3 y TC4 | ## Contenidos - Visualización de información. - Recuperación de información. - Tecnologías web. - Arquitectura de computadores y sistemas operativos. - Introducción a las bases de datos. - Algoritmos. - Ingeniería de Software. - Aprendizaje de máquina. - Sistemas Recomendadores - Computabilidad y complejidad. - Programación en lógica. - Otros temas: Criptomonedas, Educación TI, Mobile & Cloud. ## Evaluación La **nota de presentación** se calculará como 30% notas de controles y 70% notas de tareas. Las actividades evaluadas del curso son las siguientes: - 2 controles de lectura sobre algunos de los tópicos vistos en el semestre y artículos en inglés. - 2 tareas grandes. - 4 tareas chicas. La **nota final** del curso se calcula como 30% el examen y 70% la nota de presentación. Se podrán **eximir** del examen si: - No tienen notas bajo 4.0 y promedio >= 5.5; o - Con máximo una nota roja y promedio >= 6.0. ### Fechas de evaluaciones escritas - Control 1: 5 de Octubre. - Control 2: 25 de Noviembre. - Exámen: 14 de Diciembre. ### Planificación del curso: ![exploratorio](https://user-images.githubusercontent.com/26393051/140791687-adcbc523-82e3-4718-8a4b-9240c4f9c6d7.png) ================================================ FILE: Tareas/.keep ================================================