{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "center"
   },
   "source": [
    "# Introducción a la Visualización en Python\n",
    "\n",
    "> Francisco Palm\n",
    "\n",
    "Visualizar es mucho más que hacer dibujitos, usualmente despreciada en los entornos académicos ya que es vista como relleno en los documentos, es una herramienta de valor indiscutible en el ejercicio profesional para comunicar resultados e generar intercambios entre puntos de vista.\n",
    "\n",
    "En el marco de la ciencia de datos nos interesamos obviamente en la visualización de datos, aunque escalando en la llamada [pirámide del conocimiento](https://en.wikipedia.org/wiki/DIKW_pyramid) nos interesa igualmente la visualización de la información y del conocimiento.\n",
    "\n",
    "![Pirámide del Conocimiento](pyramid.png)\n",
    "\n",
    "Aunque parece no haber tal cosa como la visualización de la sabiduría, todo indica que surge de la interacción entre la visualización y el observador.\n",
    "\n",
    "Es especialmente notable la crítica que hace Edward Tufte del uso de presentaciones de PowerPoint en general, y del uso en particular que se le dio en la NASA como [uno de los factores que provocaron el accidente del Transbordador Espacial Columbia](http://www.edwardtufte.com/bboard/q-and-a-fetch-msg?msg_id=0001yB&topic_id=1), donde una muy importante acotación se perdió dentro de una lámina plagada de texto.\n",
    "\n",
    "El presente cuaderno de Jupter no realiza una explicación detallada de los conceptos y los elementos técnicos involucrados. En realidad, tiene como finalidad servir de motivación y generar expectativas para las personas que desean adentrarse en el ámbito de la visualización. Tampoco se pretende dar una revisión amplia de las herramientas de visualización disponibles en Python, que son muchas, y tampoco de todos los tipos de gráficos disponibles, la estrategia consiste en realizar un recorrido en base a un estudio de caso que sirva de demostración.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparemos el escenario\n",
    "\n",
    "La intención será mostrar los conceptos a través de ejemplos con código, si algunos dicen que una imagen vale más que mil palabras en contra de la opinión de Sartori, podemos afirmar que un ejemplo vale generalmente más que una definición, y si además viene acompañado de código fuente, ¡mucho mejor!.\n",
    "\n",
    "Empecemos introduciendo al entorno los sospechosos habituales de cualquier cuaderno de jupyter para ciencia de datos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Solamente recordemos que:\n",
    "\n",
    "* `numpy` implementa arreglos numéricos optimizados.\n",
    "* `pandas` implementa dataframes, tablas de datos indexadas formadas por series de datos de un mismo tipo. Funciona en base a `numpy`.\n",
    "* `matplotlib` es una herramienta *clásica* para graficación en Python.\n",
    "* `seaborn` es una herramienta de gráficos de alto nivel para estadística, basada en `matplotlib`.\n",
    "\n",
    "Y que no falte:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pensando en utilizar un conjunto de datos divertido, sin caer en el ya trillado [iris](https://en.wikipedia.org/wiki/Iris_flower_data_set), usemos un conjunto de datos relativamente pequeño que se ha hecho muy popular en Kaggle: [Pokemon- Weedle's Cave](https://www.kaggle.com/terminus7/pokemon-challenge).\n",
    "\n",
    "Este conjunto contiene dos archivos: `pokemon.csv` con estadísticas de los pokemons hasta la sexta generación y `combats.csv` con los resultados de cincuenta mil batallas. No se pongan quisquillosos, sabemos que cada tipo de pokemon aparece con un valor fijo en sus estadísticas, que no se considera el estado inicial del pokemon en el combate y otros elementos de una batalla pokemon real, como la relación con su entrenador.\n",
    "\n",
    "![Pokemon Logo](International_Pokémon_logo.png)\n",
    "\n",
    "Asumamos que todas son batallas individuales y que los pokemon son utilizados con sus estadísticas base."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "pokemon = pd.read_csv('pokemon-challenge/pokemon.csv', index_col=\"#\")\n",
    "combats = pd.read_csv('pokemon-challenge/combats.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Nótese que establecemos el número de pokemon como índice.\n",
    "\n",
    "Siempre es conveniente verificar si los datos fueron leídos correctamente y tomar nota de sus campos, tipos de datos y rangos de valores."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  Speed  \\\n",
       "#                                                                               \n",
       "1      Bulbasaur  Grass  Poison  45      49       49       65       65     45   \n",
       "2        Ivysaur  Grass  Poison  60      62       63       80       80     60   \n",
       "3       Venusaur  Grass  Poison  80      82       83      100      100     80   \n",
       "4  Mega Venusaur  Grass  Poison  80     100      123      122      120     80   \n",
       "5     Charmander   Fire     NaN  39      52       43       60       50     65   \n",
       "\n",
       "   Generation  Legendary  \n",
       "#                         \n",
       "1           1      False  \n",
       "2           1      False  \n",
       "3           1      False  \n",
       "4           1      False  \n",
       "5           1      False  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>69.258750</td>\n",
       "      <td>79.001250</td>\n",
       "      <td>73.842500</td>\n",
       "      <td>72.820000</td>\n",
       "      <td>71.902500</td>\n",
       "      <td>68.277500</td>\n",
       "      <td>3.32375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>25.534669</td>\n",
       "      <td>32.457366</td>\n",
       "      <td>31.183501</td>\n",
       "      <td>32.722294</td>\n",
       "      <td>27.828916</td>\n",
       "      <td>29.060474</td>\n",
       "      <td>1.66129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>49.750000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>2.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>65.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>3.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>80.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>5.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>255.000000</td>\n",
       "      <td>190.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>6.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               HP      Attack     Defense     Sp. Atk     Sp. Def       Speed  \\\n",
       "count  800.000000  800.000000  800.000000  800.000000  800.000000  800.000000   \n",
       "mean    69.258750   79.001250   73.842500   72.820000   71.902500   68.277500   \n",
       "std     25.534669   32.457366   31.183501   32.722294   27.828916   29.060474   \n",
       "min      1.000000    5.000000    5.000000   10.000000   20.000000    5.000000   \n",
       "25%     50.000000   55.000000   50.000000   49.750000   50.000000   45.000000   \n",
       "50%     65.000000   75.000000   70.000000   65.000000   70.000000   65.000000   \n",
       "75%     80.000000  100.000000   90.000000   95.000000   90.000000   90.000000   \n",
       "max    255.000000  190.000000  230.000000  194.000000  230.000000  180.000000   \n",
       "\n",
       "       Generation  \n",
       "count   800.00000  \n",
       "mean      3.32375  \n",
       "std       1.66129  \n",
       "min       1.00000  \n",
       "25%       2.00000  \n",
       "50%       3.00000  \n",
       "75%       5.00000  \n",
       "max       6.00000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 800 entries, 1 to 800\n",
      "Data columns (total 11 columns):\n",
      "Name          799 non-null object\n",
      "Type 1        800 non-null object\n",
      "Type 2        414 non-null object\n",
      "HP            800 non-null int64\n",
      "Attack        800 non-null int64\n",
      "Defense       800 non-null int64\n",
      "Sp. Atk       800 non-null int64\n",
      "Sp. Def       800 non-null int64\n",
      "Speed         800 non-null int64\n",
      "Generation    800 non-null int64\n",
      "Legendary     800 non-null bool\n",
      "dtypes: bool(1), int64(7), object(3)\n",
      "memory usage: 69.5+ KB\n"
     ]
    }
   ],
   "source": [
    "pokemon.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>First_pokemon</th>\n",
       "      <th>Second_pokemon</th>\n",
       "      <th>Winner</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>266</td>\n",
       "      <td>298</td>\n",
       "      <td>298</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>702</td>\n",
       "      <td>701</td>\n",
       "      <td>701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>191</td>\n",
       "      <td>668</td>\n",
       "      <td>668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>237</td>\n",
       "      <td>683</td>\n",
       "      <td>683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>151</td>\n",
       "      <td>231</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "   First_pokemon  Second_pokemon  Winner\n",
       "0            266             298     298\n",
       "1            702             701     701\n",
       "2            191             668     668\n",
       "3            237             683     683\n",
       "4            151             231     151"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>First_pokemon</th>\n",
       "      <th>Second_pokemon</th>\n",
       "      <th>Winner</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>50000.000000</td>\n",
       "      <td>50000.000000</td>\n",
       "      <td>50000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>400.495640</td>\n",
       "      <td>403.159660</td>\n",
       "      <td>408.890100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>229.549429</td>\n",
       "      <td>230.083644</td>\n",
       "      <td>231.159961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>203.000000</td>\n",
       "      <td>207.000000</td>\n",
       "      <td>206.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>399.000000</td>\n",
       "      <td>402.000000</td>\n",
       "      <td>422.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>597.250000</td>\n",
       "      <td>602.000000</td>\n",
       "      <td>606.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>800.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       First_pokemon  Second_pokemon        Winner\n",
       "count   50000.000000    50000.000000  50000.000000\n",
       "mean      400.495640      403.159660    408.890100\n",
       "std       229.549429      230.083644    231.159961\n",
       "min         1.000000        1.000000      1.000000\n",
       "25%       203.000000      207.000000    206.000000\n",
       "50%       399.000000      402.000000    422.000000\n",
       "75%       597.250000      602.000000    606.000000\n",
       "max       800.000000      800.000000    800.000000"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combats.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 50000 entries, 0 to 49999\n",
      "Data columns (total 3 columns):\n",
      "First_pokemon     50000 non-null int64\n",
      "Second_pokemon    50000 non-null int64\n",
      "Winner            50000 non-null int64\n",
      "dtypes: int64(3)\n",
      "memory usage: 1.1 MB\n"
     ]
    }
   ],
   "source": [
    "combats.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## La narrativa de los datos\n",
    "\n",
    "Uno de los aspectos fundamentales de la visualización es *dejar que los datos nos cuenten una historia*. El conjunto de datos está diseñado para intentar predecir los resultados de un combate partir de las características de los tipos de pokemons involucrados y los resultados almacenados.\n",
    "\n",
    "Pero hay muchas cosas que nos pueden interesar, comparar los pokemons de distintos tipos, estudiar las relaciones entre sus características, y realizar comparaciones a lo largo de las distintas generaciones. Podemos relacionar los factores anteriores con su porcentaje de victorias en el registro histórico de combates.\n",
    "\n",
    "En general, vamos a:\n",
    "\n",
    "1. Indagar en los *criterios de los diseñadores del videojuego para mantener el balance y el interés*.\n",
    "2. Todo esto con un objetivo adicional: demostrar los tipos fundamentales de gráficos que podemos generar con las herramientas básicas de Python."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparación entre categorías\n",
    "\n",
    "Empecemos por un poco de demografía del universo pokemon, ¿cuáles son los tipos de Pokemon que tienen la mayor variedad de especies conocidas?. Simplemente contemos cuantas veces se repite cada tipo de Pokemon y hagamos un gráfico de barras.\n",
    "\n",
    "Para poner colores acordes a los distintos tipos de pokemons utilicemos una paleta de colores adecuada, cortesía de la [Bulbapedia](https://bulbapedia.bulbagarden.net):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "pk_colors = ['#A8B820',  # Bug,\n",
    "             '#705848',  # Dark,\n",
    "             '#7038F8',  # Dragon\n",
    "             '#F8D030',  # Electric\n",
    "             '#EE99AC',  # Fairy\n",
    "             '#C03028',  # Fighting\n",
    "             '#F08030',  # Fire\n",
    "             '#A890F0',  # Flying\n",
    "             '#705898',  # Ghost                    \n",
    "             '#78C850',  # Grass\n",
    "             '#E0C068',  # Ground\n",
    "             '#98D8D8',  # Ice\n",
    "             '#A8A878',  # Normal\n",
    "             '#A040A0',  # Poison\n",
    "             '#F85888',  # Psychic\n",
    "             '#B8A038',  # Rock\n",
    "             '#B8B8D0',  # Steel\n",
    "             '#6890F0',  # Water\n",
    "             ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¡Vamos con nuestro primer gráfico!, un gráfico de barras horizontales que sirve para comparar el número de especies conocidas hasta la generación 6 para cada tipo de Pokemon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "code_folding": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Number of species')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pkt_cnt = pokemon[\"Type 1\"].value_counts(sort=False).sort_index()\n",
    "pkt_cnt = pd.concat([pkt_cnt, pd.DataFrame(pk_colors,\n",
    "                                           index=pkt_cnt.index,\n",
    "                                           columns=[\"Colors\"])], axis=1)\n",
    "pkt_cnt.sort_values(\"Type 1\", inplace=True)\n",
    "pkt_cnt_bar = pkt_cnt.plot(kind='barh', y=\"Type 1\", color=pkt_cnt.Colors,\n",
    "                           legend=False, figsize=(8, 8))\n",
    "pkt_cnt_bar.set_title(\"Number of known species\\nfor each Pokemon main type\",\n",
    "                      fontsize=16, weight=\"bold\")\n",
    "pkt_cnt_bar.set_xlabel(\"Number of species\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Para el gráfico anterios se realiza un conteo del número de especies por cada tipo usando el método `value_counts()` y se reordena por el índice para que coincida con la paleta de colores. En la línea 2 se añade la paleta como una columna del dataframe para que se reordene con el dataframe.\n",
    "\n",
    "Esta información no es nada nueva para los fanáticos de la serie, los tipos de Pokemon con el mayor número de especies son \"Agua\", \"Normal\" y \"Planta\". Curiosamente el \"Agua\" es más normal que \"Normal\". Los que tienen como tipo principal \"Volador\" son los más escasos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Entonces, ¿queremos comparar entre los distintos tipos de pokemon?. Empecemos por definir un data frame donde podamos compararlos. Para esto utilicemos el método [`pivot_table()`](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.pivot_table.html) de pandas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>HP</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type 1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bug</th>\n",
       "      <td>70.971014</td>\n",
       "      <td>70.724638</td>\n",
       "      <td>56.884058</td>\n",
       "      <td>53.869565</td>\n",
       "      <td>64.797101</td>\n",
       "      <td>61.681159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dark</th>\n",
       "      <td>88.387097</td>\n",
       "      <td>70.225806</td>\n",
       "      <td>66.806452</td>\n",
       "      <td>74.645161</td>\n",
       "      <td>69.516129</td>\n",
       "      <td>76.161290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dragon</th>\n",
       "      <td>112.125000</td>\n",
       "      <td>86.375000</td>\n",
       "      <td>83.312500</td>\n",
       "      <td>96.843750</td>\n",
       "      <td>88.843750</td>\n",
       "      <td>83.031250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electric</th>\n",
       "      <td>69.090909</td>\n",
       "      <td>66.295455</td>\n",
       "      <td>59.795455</td>\n",
       "      <td>90.022727</td>\n",
       "      <td>73.704545</td>\n",
       "      <td>84.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairy</th>\n",
       "      <td>61.529412</td>\n",
       "      <td>65.705882</td>\n",
       "      <td>74.117647</td>\n",
       "      <td>78.529412</td>\n",
       "      <td>84.705882</td>\n",
       "      <td>48.588235</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Attack    Defense         HP    Sp. Atk    Sp. Def      Speed\n",
       "Type 1                                                                     \n",
       "Bug        70.971014  70.724638  56.884058  53.869565  64.797101  61.681159\n",
       "Dark       88.387097  70.225806  66.806452  74.645161  69.516129  76.161290\n",
       "Dragon    112.125000  86.375000  83.312500  96.843750  88.843750  83.031250\n",
       "Electric   69.090909  66.295455  59.795455  90.022727  73.704545  84.500000\n",
       "Fairy      61.529412  65.705882  74.117647  78.529412  84.705882  48.588235"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pkt = pokemon.pivot_table(index=\"Type 1\",\n",
    "                          values=[\"Attack\", \"Defense\", \"HP\",\n",
    "                                  \"Sp. Atk\", \"Sp. Def\", \"Speed\"],\n",
    "                          aggfunc='mean')\n",
    "pkt.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Como vemos, gracias a `pivot_table()` tenemos ahora una tabla con los valores promedio de las variables de interés por tipo de pokemon. Recordemos que un DataFrame, ya sea en Pandas o R, es una suerte de hoja de cálculo virtual a la que se aplican métodos que usualmente se encuentran en aplicaciones como MS Excel o LibreOffice Calc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>HP</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Total_Power</th>\n",
       "      <th>Color</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type 1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bug</th>\n",
       "      <td>70.971014</td>\n",
       "      <td>70.724638</td>\n",
       "      <td>56.884058</td>\n",
       "      <td>53.869565</td>\n",
       "      <td>64.797101</td>\n",
       "      <td>61.681159</td>\n",
       "      <td>378.927536</td>\n",
       "      <td>#A8B820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dark</th>\n",
       "      <td>88.387097</td>\n",
       "      <td>70.225806</td>\n",
       "      <td>66.806452</td>\n",
       "      <td>74.645161</td>\n",
       "      <td>69.516129</td>\n",
       "      <td>76.161290</td>\n",
       "      <td>445.741935</td>\n",
       "      <td>#705848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dragon</th>\n",
       "      <td>112.125000</td>\n",
       "      <td>86.375000</td>\n",
       "      <td>83.312500</td>\n",
       "      <td>96.843750</td>\n",
       "      <td>88.843750</td>\n",
       "      <td>83.031250</td>\n",
       "      <td>550.531250</td>\n",
       "      <td>#7038F8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electric</th>\n",
       "      <td>69.090909</td>\n",
       "      <td>66.295455</td>\n",
       "      <td>59.795455</td>\n",
       "      <td>90.022727</td>\n",
       "      <td>73.704545</td>\n",
       "      <td>84.500000</td>\n",
       "      <td>443.409091</td>\n",
       "      <td>#F8D030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairy</th>\n",
       "      <td>61.529412</td>\n",
       "      <td>65.705882</td>\n",
       "      <td>74.117647</td>\n",
       "      <td>78.529412</td>\n",
       "      <td>84.705882</td>\n",
       "      <td>48.588235</td>\n",
       "      <td>413.176471</td>\n",
       "      <td>#EE99AC</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Attack    Defense         HP    Sp. Atk    Sp. Def      Speed  \\\n",
       "Type 1                                                                        \n",
       "Bug        70.971014  70.724638  56.884058  53.869565  64.797101  61.681159   \n",
       "Dark       88.387097  70.225806  66.806452  74.645161  69.516129  76.161290   \n",
       "Dragon    112.125000  86.375000  83.312500  96.843750  88.843750  83.031250   \n",
       "Electric   69.090909  66.295455  59.795455  90.022727  73.704545  84.500000   \n",
       "Fairy      61.529412  65.705882  74.117647  78.529412  84.705882  48.588235   \n",
       "\n",
       "          Total_Power    Color  \n",
       "Type 1                          \n",
       "Bug        378.927536  #A8B820  \n",
       "Dark       445.741935  #705848  \n",
       "Dragon     550.531250  #7038F8  \n",
       "Electric   443.409091  #F8D030  \n",
       "Fairy      413.176471  #EE99AC  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pkt[\"Total_Power\"] = pkt.iloc[:,range(6)].sum(axis=1)\n",
    "pkt[\"Color\"] = pk_colors\n",
    "\n",
    "pkt.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para comparar el poder total medio de los distintos tipos de Pokemons podemos generar un gráfico similar al anterior:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Mean Total Power for each Pokemon Main Type')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pkt.sort_values(\"Total_Power\", ascending=True, inplace=True)\n",
    "pkt_bar = pkt.plot(kind=\"barh\", y=\"Total_Power\", figsize=(8, 8),\n",
    "                   color=pkt.Color, legend=False)\n",
    "pkt_bar.set_xlim((350, 575))\n",
    "pkt_bar.set_xlabel(\"Mean Total Power\")\n",
    "pkt_bar.set_title(\"Mean Total Power for each Pokemon Main Type\",\n",
    "                  fontsize=16, weight=\"bold\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Ordenar las barras es bastante útil porque facilita la comparación de valores y apreciar las diferencias por mínimas que sean. La disposición horizontal es conveniente en este caso para facilitar la colocación de las etiquetas para cada columna.\n",
    "\n",
    "De aquí se puede ver que con diferencia los pokemon tipo Dragón tienen en promedio el mayor poder total, y los pokemon tipo Bicho los que menos. Es de esperar ya que los pokemon de tipo Dragón son unos de los que tienen la mayor proporción de pokemon legendarios como podremos ver a continuación.\n",
    "\n",
    "### Relación de una parte en el total\n",
    "\n",
    "¿Qué proporción de los pokemon son legendarios?, ¿qué tan frecuentes son?, ¿qué tan frecuentes de acuerdo al tipo de Pokemon?. Empecemos construyendo una tabla pivote similar al caso anterior pero en base a la columna `Legendary`. Y a continuación contamos el total de Pokemons legendarios por cada tipo de Pokemon, y que fracción representan del total."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total</th>\n",
       "      <th>Other</th>\n",
       "      <th>Ratio</th>\n",
       "      <th>Percent</th>\n",
       "      <th>Color</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type 1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Bug</th>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>#A8B820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dark</th>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "      <td>29</td>\n",
       "      <td>0.064516</td>\n",
       "      <td>6.451613</td>\n",
       "      <td>#705848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dragon</th>\n",
       "      <td>12</td>\n",
       "      <td>32</td>\n",
       "      <td>20</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>37.500000</td>\n",
       "      <td>#7038F8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electric</th>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>40</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>9.090909</td>\n",
       "      <td>#F8D030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairy</th>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>5.882353</td>\n",
       "      <td>#EE99AC</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Legendary  Total  Other     Ratio    Percent    Color\n",
       "Type 1                                                         \n",
       "Bug               0     69     69  0.000000   0.000000  #A8B820\n",
       "Dark              2     31     29  0.064516   6.451613  #705848\n",
       "Dragon           12     32     20  0.375000  37.500000  #7038F8\n",
       "Electric          4     44     40  0.090909   9.090909  #F8D030\n",
       "Fairy             1     17     16  0.058824   5.882353  #EE99AC"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pkl = pokemon.pivot_table(index=\"Type 1\",\n",
    "                          values=[\"Legendary\"],\n",
    "                          aggfunc=\"sum\")\n",
    "pkl.sort_index()\n",
    "pkl.Legendary = pkl.Legendary.astype(int)\n",
    "pkl[\"Total\"] = pokemon[\"Type 1\"].value_counts()\n",
    "pkl[\"Other\"] = pkl.Total - pkl.Legendary\n",
    "pkl[\"Ratio\"] = pokemon.pivot_table(index=\"Type 1\",\n",
    "                                   values=[\"Legendary\"],\n",
    "                                   aggfunc=\"mean\")\n",
    "pkl[\"Percent\"] = pkl[\"Ratio\"] * 100\n",
    "pkl[\"Color\"] = pk_colors\n",
    "pkl.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para tener una rápida idea de la proporción de pokemon legendarios dentro del total de pokemons, podemos hacer lo siguiente:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Proportion of Legendary Pokemons')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = pokemon.Legendary.value_counts().plot.pie(startangle=45,\n",
    "                                               autopct='%.1f %%',\n",
    "                                               figsize=(8, 6))\n",
    "ax.set_title(\"Proportion of Legendary Pokemons\",\n",
    "             fontsize=16, weight=\"bold\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Dos cosas interesantes que notar:\n",
    ">\n",
    "> 1. Gracias a la evaluación perezosa podemos encadenar métodos como `Legendary.value_counts().plot.pie()`, y\n",
    "> 2. El método `plot()` del DataFrame de Pandas se corresponde con el método `plot()` de `matplotlib.pyplot`, por lo que para acceder a la documentación y ejemplos debemos investigar en ambos paquetes. Tal como sugiere la forma de trabajar con matplotlib, podemos obtener el objeto `ax` (de la clase `Axes`) para realizar configuraciones sobre los ejes, en este caso para añadir el título al grafico.\n",
    "\n",
    "De igual manera, se genera el gráfico que muestre la distribución de los legendarios por tipo de Pokemon.\n",
    "\n",
    "Empezamos por seleccionar solamente los tipos de pokemon que tienen al menos un legendario, para que no aparezcan las etiquetas correspondientes en el gráfico. Como hemos añadido la paleta de colores como columna esta se modificará junto con los datos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total</th>\n",
       "      <th>Other</th>\n",
       "      <th>Ratio</th>\n",
       "      <th>Percent</th>\n",
       "      <th>Color</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type 1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Dark</th>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "      <td>29</td>\n",
       "      <td>0.064516</td>\n",
       "      <td>6.451613</td>\n",
       "      <td>#705848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dragon</th>\n",
       "      <td>12</td>\n",
       "      <td>32</td>\n",
       "      <td>20</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>37.500000</td>\n",
       "      <td>#7038F8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Electric</th>\n",
       "      <td>4</td>\n",
       "      <td>44</td>\n",
       "      <td>40</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>9.090909</td>\n",
       "      <td>#F8D030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fairy</th>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>16</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>5.882353</td>\n",
       "      <td>#EE99AC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fire</th>\n",
       "      <td>5</td>\n",
       "      <td>52</td>\n",
       "      <td>47</td>\n",
       "      <td>0.096154</td>\n",
       "      <td>9.615385</td>\n",
       "      <td>#F08030</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Legendary  Total  Other     Ratio    Percent    Color\n",
       "Type 1                                                         \n",
       "Dark              2     31     29  0.064516   6.451613  #705848\n",
       "Dragon           12     32     20  0.375000  37.500000  #7038F8\n",
       "Electric          4     44     40  0.090909   9.090909  #F8D030\n",
       "Fairy             1     17     16  0.058824   5.882353  #EE99AC\n",
       "Fire              5     52     47  0.096154   9.615385  #F08030"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pkl_notnull = pkl[pkl.Legendary != 0]\n",
    "pkl_notnull.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Legendary Proportions by Pokemon Type')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "l_total = sum(pkl_notnull.Legendary)\n",
    "ax = pkl_notnull.Legendary.plot(kind=\"pie\", label=\"\",\n",
    "                                colors=pkl_notnull.Color,\n",
    "                                autopct='%.1f%%', pctdistance=0.8,\n",
    "                                explode=pkl_notnull.Legendary / l_total,\n",
    "                                figsize=(8, 6))\n",
    "ax.set_title(\"Legendary Proportions by Pokemon Type\",\n",
    "             fontsize=16, weight=\"bold\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> En este caso, la amplitud de la \"explosión\" de cada sector es proporcional a la fracción de pokemon legendarios que pertenecen a cada tipo.\n",
    "\n",
    "> Se debe asignar `\"\"` al parámetro `label` para que no imprima una etiqueta que colisiona con los etiquetas de los sectores luego de la \"explosión\". Este tipo de ajustes \"finos\" con frecuencia son necesarios.\n",
    "\n",
    "Se puede notar que los tipos Dragon y Psíquico son a los que pertenecen el mayor número de pokemon legendarios. Esto respondería a la pregunta, \"dado que un pokemon es legendario qué probabilidad hay de que sea de un tipo determinado\".\n",
    "\n",
    "Ahora bien, si se quiere responder a la pregunta inversa: \"dado el tipo de un pokemon qué probabilidad hay que sea legendario\", lo que es equivalente a decir ¿qué fracción de especies legendarias hay en cada tipo de Pokemon?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.98,'Proportion of Legendary for each Pokemon Type')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = [\"Legendary\", \"Other\"]\n",
    "fig, axes = plt.subplots(6, 3, figsize=(10, 10))\n",
    "for i, idx in enumerate(pkl.index):\n",
    "    ax = axes[i // 3, i % 3]\n",
    "    ax.pie(pkl[cols].T[idx], labels=cols,\n",
    "           startangle=30, autopct='%.1f %%')\n",
    "    ax.set_title(idx, fontdict={\"size\":\"large\",\n",
    "                                \"weight\":\"bold\"})\n",
    "\n",
    "fig.subplots_adjust(wspace=.5, hspace=.5)\n",
    "plt.suptitle(\"Proportion of Legendary for each Pokemon Type\",\n",
    "             fontsize=16, weight=\"bold\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Matplotlib permite generar este tipo de gráficos múltiples de forma \"manual\". A través del método subplots obtenemos las referencias a la figura `fig` y a los ejes `axes`. A través de `axes` se controla la ubicación de los gráficos individuales y a través de `fig` los parámetros \"internos\" del gráfico como la separación entre gráficos. Con la referencia a pyplot `plt` se controlan los parámetros \"externos\" del gráfico como el título superior.\n",
    "\n",
    "> Esta forma de trabajar es engorrosa. Los gráficos se van colocando manualmente en el arreglo de subplots, los índices `[i // 3, i % 3]` son un buen ejemplo de por qué los índices de las secuencias de Python (y la mayoría de los lenguajes de programación) comienzan en $0$ y no en $1$. Si el arreglo de subplots tiene 3 columnas, la división entera `i // 3` devuelve la fila y el resto `i % 3` devuelve la columna.\n",
    "\n",
    "> Como hablamos de responder \"la pregunta inversa\":  ¿qué fracción de especies legendarias hay en cada tipo de Pokemon?; los gráficos se generan usando la tabla transpuesta `pk_legendary[cols].T[idx]`\n",
    "\n",
    "Los tipos de Pokemon que cuentan con la mayor proporción de legendarios son los de tipo \"Volador\" (como tipo principal), seguido de tipo Dragón y tipo Psíquico."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mostrando cambios en el tiempo\n",
    "\n",
    "En el presente conjunto de datos la única referencia temporal que tenemos son las generaciones. Puede ser de interés estudiar como han cambiado las estadísticas base de los distintos Pokemon a lo largo de las generaciones, con esta finalidad vamos a generar una tabla pivote de acuerdo al campo `Generation`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>HP</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Generation</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>76.638554</td>\n",
       "      <td>70.861446</td>\n",
       "      <td>65.819277</td>\n",
       "      <td>71.819277</td>\n",
       "      <td>69.090361</td>\n",
       "      <td>72.584337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>72.028302</td>\n",
       "      <td>73.386792</td>\n",
       "      <td>71.207547</td>\n",
       "      <td>65.943396</td>\n",
       "      <td>73.905660</td>\n",
       "      <td>61.811321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>81.625000</td>\n",
       "      <td>74.100000</td>\n",
       "      <td>66.543750</td>\n",
       "      <td>75.806250</td>\n",
       "      <td>71.225000</td>\n",
       "      <td>66.925000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>82.867769</td>\n",
       "      <td>78.132231</td>\n",
       "      <td>73.082645</td>\n",
       "      <td>76.404959</td>\n",
       "      <td>77.190083</td>\n",
       "      <td>71.338843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>82.066667</td>\n",
       "      <td>72.327273</td>\n",
       "      <td>71.787879</td>\n",
       "      <td>71.987879</td>\n",
       "      <td>68.739394</td>\n",
       "      <td>68.078788</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Attack    Defense         HP    Sp. Atk    Sp. Def      Speed\n",
       "Generation                                                                  \n",
       "1           76.638554  70.861446  65.819277  71.819277  69.090361  72.584337\n",
       "2           72.028302  73.386792  71.207547  65.943396  73.905660  61.811321\n",
       "3           81.625000  74.100000  66.543750  75.806250  71.225000  66.925000\n",
       "4           82.867769  78.132231  73.082645  76.404959  77.190083  71.338843\n",
       "5           82.066667  72.327273  71.787879  71.987879  68.739394  68.078788"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pkg = pokemon.pivot_table(index=\"Generation\",\n",
    "                          values=[\"Attack\", \"Defense\", \"HP\",\n",
    "                                  \"Sp. Atk\", \"Sp. Def\", \"Speed\"],\n",
    "                          aggfunc='mean')\n",
    "pkg.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ahora vamos a probar algo diferente, en lugar de distribuir manualmente los gráficos como subplots de **matplotlib**, vamos a utilizar objetos `FacetGrid` de **seaborn** que facilitan la generación de gráficos de relaciones entre variables condicionados por una o más variables adicionales.\n",
    "\n",
    "Este es un concepto frecuente utilizado en sistemas de gráficos como **Trellis** o **ggplot2** en el lenguaje R.\n",
    "\n",
    "Para lograrlo es conveniente convertir los datos al formato \"largo\" de forma que los valores de interés se encuentren en una sola columna con otra columna indicando la pertenencia a los distintos campos mediante variables categóricas. Esto lo logramos con relativa facilidad mediante el métdodo `melt()` de Pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Generation</th>\n",
       "      <th>variable</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Attack</td>\n",
       "      <td>76.638554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Attack</td>\n",
       "      <td>72.028302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Attack</td>\n",
       "      <td>81.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Attack</td>\n",
       "      <td>82.867769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Attack</td>\n",
       "      <td>82.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Attack</td>\n",
       "      <td>75.804878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>Defense</td>\n",
       "      <td>70.861446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "      <td>Defense</td>\n",
       "      <td>73.386792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3</td>\n",
       "      <td>Defense</td>\n",
       "      <td>74.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4</td>\n",
       "      <td>Defense</td>\n",
       "      <td>78.132231</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Generation variable      value\n",
       "0           1   Attack  76.638554\n",
       "1           2   Attack  72.028302\n",
       "2           3   Attack  81.625000\n",
       "3           4   Attack  82.867769\n",
       "4           5   Attack  82.066667\n",
       "5           6   Attack  75.804878\n",
       "6           1  Defense  70.861446\n",
       "7           2  Defense  73.386792\n",
       "8           3  Defense  74.100000\n",
       "9           4  Defense  78.132231"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pkg_long = pkg.reset_index().melt(id_vars=\"Generation\")\n",
    "pkg_long.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Por defecto, `melt()` crea un campo `variable` donde coloca las variables (columnas) de la tabla original como categorías (filas), y un campo `value` donde coloca los valores correspondientes en la tabla. Las variables que se desea dejar intactas se indican en `id_vars`.\n",
    "\n",
    "> En el caso código anterior es conveniente quitar `Generation` como índice del DataFrame y añadirlo como `id_var` de `melt()` para que genere una columna donde se repita la secuencia de las generaciones para cada categoría en `variable`.\n",
    "\n",
    "Como se puede ver, pasamos de una matriz de $\\#generaciones \\text{ filas} \\times \\#campos \\text{ columnas}$ a otra de $(\\#generaciones \\ast \\#campos) \\text{ filas} \\times 1 \\text{ columna}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 36 entries, 0 to 35\n",
      "Data columns (total 3 columns):\n",
      "Generation    36 non-null int64\n",
      "variable      36 non-null object\n",
      "value         36 non-null float64\n",
      "dtypes: float64(1), int64(1), object(1)\n",
      "memory usage: 944.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "pkg_long.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ahora simplemente le decimos a Seaborn que cree una malla de gráficos en los que cada fila se corresponderá con las categorías de `variable` y luego indicamos que cada fila será un gráfico de círculos `marker='o'` unidos por líneas de guiones `linestyle='dashed'`, donde el eje $x$ corresponde a `Generation` y el eje $y$ a `value`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1.05,'Mean Pokemon Stats along Generations')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(pkg_long, row=\"variable\", size=1.5, aspect=6)\n",
    "g = g.map(plt.plot, \"Generation\", \"value\",\n",
    "          linestyle='dashed', marker='o')\n",
    "g.fig.suptitle(\"Mean Pokemon Stats along Generations\",\n",
    "               fontsize=16, weight=\"bold\", y=1.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Se puede observar que la mayoría de las estadísticas aumentaron para la generación 4 y hay una disminución hacia la 6ta generación. Esto puede definir un \"arco\" en la saga.\n",
    "\n",
    "Para simplificarlo, podemos reducir todas estas estadísticas a un único valor, llamémoslo `Total_Power`, veamos como ha evolucionado a lo largo de las distintas generaciones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "pkg[\"Total_Power\"] = pkg.sum(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Considerando que los creadores de la serie tienen dos formas de introducir especies llamativas, ya sea por su poder o por el número de pokemons legendarios, revisemos también el número de legendarios introducidos a lo largo de las generaciones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1.05,'Mean Pokemon Stats along Generations')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax1 = pkg.Total_Power.plot(kind=\"line\", linestyle=\"dashed\",\n",
    "                           marker=\"o\", figsize=(10, 4))\n",
    "pkg[\"Legendary\"] = pokemon.groupby(\"Generation\")[[\"Legendary\"]].sum()\n",
    "ax2 = pkg.Legendary.plot(kind=\"line\", linestyle=\"dashed\",\n",
    "                         marker=\"o\", secondary_y=True,\n",
    "                         ax=ax1)\n",
    "ax1.set_ylabel(\"Total Power\")\n",
    "ax2.set_ylabel(\"# of Legendary\")\n",
    "ax1.legend(loc=\"upper left\")\n",
    "ax2.legend(loc=\"upper right\")\n",
    "ax1.set_title(\"Mean Pokemon Stats along Generations\",\n",
    "               fontsize=16, weight=\"bold\", y=1.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos ver como para añadir interés en la serie se ha intercambiado el énfasis en la introducción de especies de Pokemon poderosas con la introducción de especies de Pokemon tipo Legendario.\n",
    "\n",
    "Este gráfico además es un ejemplo de como superponer gráficos con distintos ejes $Y$ mediante la opción `secondary_y=True`, y cómo manejar los gráficos independientemente mediante los objetos `Axes`: `ax1` y `ax2`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conexiones y Relaciones"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vamos a revisar como podemos generar gráficos que expresen relaciones entre variables cuantitativas. Siendo el más utilizado el diagrama de *dispersión* (scatter en inglés). Simplemente se especifica el tipo de gráfico `kind='scatter'`, y las variables correspondientes a cada eje.\n",
    "\n",
    "Como ejemplo inicial revisemos la relación entre el nivel de ataque y el nivel de defensa para todas las especies de Pokemon conocidas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Attack vs Defense for every known Pokemon species')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = pokemon.plot(kind='scatter',\n",
    "                  x='Attack', y='Defense',\n",
    "                  alpha = 0.33, color = 'red',\n",
    "                  figsize=(8, 8))\n",
    "ax.set_xlabel('Attack')\n",
    "ax.set_ylabel('Defense')\n",
    "ax.set_title('Attack vs Defense for every known Pokemon species',\n",
    "             fontsize=16, weight=\"bold\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Nótese como es posible utilizar el objeto `plt` (alias de `Matplotlib.Pyplot`) para introducir las configuraciones globales del gráfico. Como hay una gran densidad de puntos se configuran con transparencia para distinguir mejor los patrones de valores más frecuentes.\n",
    "\n",
    "Es fácil ver que en general los pokemons con mayor ataque también tienen mayor defensa. Los pokemon se hacen más poderosos de forma integral. Hay unos pocos pokemon especializados, como uno con muy alta defensa y poco ataque y otro caso a la inversa."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Shuckle</td>\n",
       "      <td>Bug</td>\n",
       "      <td>Rock</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>230</td>\n",
       "      <td>10</td>\n",
       "      <td>230</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Name Type 1 Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  Speed  \\\n",
       "#                                                                          \n",
       "231  Shuckle    Bug   Rock  20      10      230       10      230      5   \n",
       "\n",
       "     Generation  Legendary  \n",
       "#                           \n",
       "231           2      False  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[(pokemon.Attack < 25) & (pokemon.Defense > 200)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>DeoxysAttack Forme</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50</td>\n",
       "      <td>180</td>\n",
       "      <td>20</td>\n",
       "      <td>180</td>\n",
       "      <td>20</td>\n",
       "      <td>150</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Name   Type 1 Type 2  HP  Attack  Defense  Sp. Atk  \\\n",
       "#                                                                       \n",
       "430  DeoxysAttack Forme  Psychic    NaN  50     180       20      180   \n",
       "\n",
       "     Sp. Def  Speed  Generation  Legendary  \n",
       "#                                           \n",
       "430       20    150           3       True  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[(pokemon.Attack > 175) & (pokemon.Defense < 50)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¡Vamos a ponerlos como anotaciones sobre el gráfico!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(-100,0,'DeoxysAttack\\nForme')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = pokemon.plot(kind='scatter',\n",
    "                  x='Attack', y='Defense',\n",
    "                  alpha = 0.33, color = 'red',\n",
    "                  figsize=(8, 8))\n",
    "ax.set_xlabel('Attack')\n",
    "ax.set_ylabel('Defense')\n",
    "ax.set_title('Attack vs Defense for every known Pokemon species',\n",
    "             fontsize=16, weight=\"bold\")\n",
    "pk1 = pokemon[(pokemon.Attack < 25) & (pokemon.Defense > 200)]\n",
    "ax.annotate(pk1.Name.iloc[0],\n",
    "            xy=(pk1.Attack, pk1.Defense), xycoords='data',\n",
    "            xytext=(30, -10), textcoords='offset points',\n",
    "            arrowprops=dict(arrowstyle=\"->\", lw=2))\n",
    "pk2 = pokemon[(pokemon.Attack > 175) & (pokemon.Defense < 50)]\n",
    "ax.annotate(\"\\n\".join(pk2.Name.iloc[0].split()),\n",
    "            xy=(pk2.Attack, pk2.Defense), xycoords='data',\n",
    "            xytext=(-100, 0), textcoords='offset points',\n",
    "            arrowprops=dict(arrowstyle=\"->\", lw=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mediante Seaborn podemos generar con facilidad diagramas de dispersión con modelos de ajuste. Veamos un ejemplo utilizando el método `regplot()` (gráfico de regresión). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Attack vs Speed for every known Pokemon species\\n+  Regression Line')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(8, 8)\n",
    "sns.regplot(x=\"Attack\", y=\"Speed\", data=pokemon,\n",
    "            scatter_kws={'color':'green', 'alpha':0.3},\n",
    "            line_kws={'color':'red'})\n",
    "ax.set_title('Attack vs Speed for every known Pokemon species\\n+  Regression Line',\n",
    "             fontsize=16, weight=\"bold\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> El parámetro `scatter_kws` (scatter keywords) aplica a las propiedades de los puntos de la dispersión, y `line_kws` (line keywords) se utiliza para introducir parámetros específicos para la línea del ajuste.\n",
    "\n",
    "También el crecimiento del Ataque viene acompañado con un incremento en la Velocidad.\n",
    "\n",
    "Seaborn cuenta con una buena cantidad de gráficos predefinidos sumamente útiles y atractivos para el análisis estadístico. Uno de estos es `jointplot()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mapologo/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6448: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1.05,'Defense vs Speed joinplot\\nfor every known Pokemon species')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.jointplot(x=\"Defense\", y=\"Speed\",\n",
    "                 data=pokemon, kind=\"reg\",\n",
    "                 line_kws={'color':'green'},\n",
    "                 scatter_kws={'alpha': 0.33})\n",
    "g.fig.set_size_inches(8, 8)\n",
    "g.fig.suptitle(\"Defense vs Speed joinplot\\nfor every known Pokemon species\",\n",
    "               fontsize=16, weight=\"bold\", y=1.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Si bien en general, en nuestro conjunto de datos, el crecimiento de una de las variables implica crecimiento de las otras, lo que se conoce como *correlación positiva*. En el caso de \"Defense\", un aumento de esta implica un incremento muy reducido de \"Speed\", lo cual tiene sentido porque mejorar la defensa requiere del uso de armaduras y otros dispositivos pesados. Esto nos habla del esfuerzo que han puesto los diseñadores del juego para darle coherencia y equilibrio.\n",
    "\n",
    "El gráfico ofrece una vista conveniente de la distribución de las variables en cada eje, y muestra valor del coeficiente de regresión de Pearson `pearsonr` $= 0.015$ y el nivel de significancia $p = 0.67$, lo que indica que este coeficiente es despreciable.\n",
    "\n",
    "Un gráfico equivalente basado en hexágonos es más adecuado para apreciar la distribución de los valores."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mapologo/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6448: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1.05,'Defense vs Speed hexagon joinplot\\nfor every known Pokemon species')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.jointplot(x=\"Defense\", y=\"Speed\",\n",
    "                  data=pokemon, kind=\"hex\")\n",
    "g.fig.set_size_inches(8, 8)\n",
    "g.fig.suptitle(\"Defense vs Speed hexagon joinplot\\nfor every known Pokemon species\",\n",
    "               fontsize=16, weight=\"bold\", y=1.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para relacionar variables numéricas con categóricas podemos utilizar otro tipo de gráficos como el de caja. Por ejemplo, para comparar el poder total entre Pokemon legendarios y no legendarios."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total_Power</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>309</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  Speed  \\\n",
       "#                                                                               \n",
       "1      Bulbasaur  Grass  Poison  45      49       49       65       65     45   \n",
       "2        Ivysaur  Grass  Poison  60      62       63       80       80     60   \n",
       "3       Venusaur  Grass  Poison  80      82       83      100      100     80   \n",
       "4  Mega Venusaur  Grass  Poison  80     100      123      122      120     80   \n",
       "5     Charmander   Fire     NaN  39      52       43       60       50     65   \n",
       "\n",
       "   Generation  Legendary  Total_Power  \n",
       "#                                      \n",
       "1           1      False          318  \n",
       "2           1      False          405  \n",
       "3           1      False          525  \n",
       "4           1      False          625  \n",
       "5           1      False          309  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[\"Total_Power\"] = pokemon.iloc[:,range(3, 9)].sum(axis=1)\n",
    "pokemon.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El siguiente es un ejemplo utilizando MatPlotlib a través de Pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.98,'Legendary vs non Legendary Total Power')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = pokemon.boxplot(column='Total_Power',\n",
    "                     by='Legendary',\n",
    "                     figsize=(10, 5))\n",
    "ax.set_ylabel(\"Total Power\")\n",
    "ax.get_figure().gca().set_title(\"\")\n",
    "plt.suptitle('Legendary vs non Legendary Total Power',\n",
    "             fontsize=16, weight=\"bold\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Todos los Pokemon legendarios están muy por encima de la media, ¡ya lo sabíamos!\n",
    "\n",
    "Una comparación similar entre generaciones, pero utilizando Seaborn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Total Power boxplot by Generations')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(10, 5)\n",
    "sns.boxplot(x='Generation', y='Total_Power', data=pokemon)\n",
    "ax.set_title('Total Power boxplot by Generations',\n",
    "             fontsize=16, weight=\"bold\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En general hay bastante equilibrio entre las distintas generaciones, siendo la 3era generación la más variada y la 4ta con los Pokemon más poderosos en promedio.\n",
    "\n",
    "## Relación con los resultados de los combates\n",
    "\n",
    "Jugando con los datos podríamos estudiar varias hipótesis. Por ejemplo, decir que los pokemon que atacan primero tienen mayor probabilidad de ganar. Parece tener sentido, ya que se tiene oportunidad de disminuir antes los Hit Points. Veamos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Battle winners count by first attacker order')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(10, 5)\n",
    "first_win = sum(combats.First_pokemon == combats.Winner)\n",
    "second_win = sum(combats.Second_pokemon == combats.Winner)\n",
    "sns.barplot(x=[\"First Wins\", \"Second Wins\"],\n",
    "            y=[first_win, second_win])\n",
    "ax.set_title('Battle winners count by first attacker order',\n",
    "             fontsize=16, weight=\"bold\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Encontramos que la hipótesis no se corrobora con la evidencia. De hecho, parece ser al contrario. Esto podría explicarse por el carácter estratégico del juego, el segundo jugador tiene oportunidad de ver \"con qué viene\" su atacante.\n",
    "\n",
    "Vamos a convertir los datos de los combates en una tasa de victorias para luego relacionarla con las estadísticas de los Pokemon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>First_pokemon</th>\n",
       "      <th>Second_pokemon</th>\n",
       "      <th>Winner</th>\n",
       "      <th>total_combats</th>\n",
       "      <th>win_pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>70</td>\n",
       "      <td>63</td>\n",
       "      <td>37</td>\n",
       "      <td>133</td>\n",
       "      <td>0.278195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>55</td>\n",
       "      <td>66</td>\n",
       "      <td>46</td>\n",
       "      <td>121</td>\n",
       "      <td>0.380165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>68</td>\n",
       "      <td>64</td>\n",
       "      <td>89</td>\n",
       "      <td>132</td>\n",
       "      <td>0.674242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>70</td>\n",
       "      <td>125</td>\n",
       "      <td>0.560000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>50</td>\n",
       "      <td>62</td>\n",
       "      <td>55</td>\n",
       "      <td>112</td>\n",
       "      <td>0.491071</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   First_pokemon  Second_pokemon  Winner  total_combats   win_pct\n",
       "1             70              63      37            133  0.278195\n",
       "2             55              66      46            121  0.380165\n",
       "3             68              64      89            132  0.674242\n",
       "4             62              63      70            125  0.560000\n",
       "5             50              62      55            112  0.491071"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_combats = combats['First_pokemon'].value_counts().sort_index()\n",
    "second_combats = combats['Second_pokemon'].value_counts().sort_index()\n",
    "winner_combats = combats['Winner'].value_counts().sort_index()\n",
    "winner_combats = winner_combats.reindex(first_combats.index, fill_value=0)\n",
    "battle_stats = pd.concat([first_combats, second_combats, winner_combats], axis=1)\n",
    "battle_stats[\"total_combats\"] = total_combats = first_combats + second_combats\n",
    "battle_stats[\"win_pct\"] = winner_combats / total_combats\n",
    "battle_stats.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total_Power</th>\n",
       "      <th>win_pct</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bulbasaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>65</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>318</td>\n",
       "      <td>0.278195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Ivysaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>405</td>\n",
       "      <td>0.380165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>525</td>\n",
       "      <td>0.674242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mega Venusaur</td>\n",
       "      <td>Grass</td>\n",
       "      <td>Poison</td>\n",
       "      <td>80</td>\n",
       "      <td>100</td>\n",
       "      <td>123</td>\n",
       "      <td>122</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>625</td>\n",
       "      <td>0.560000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Charmander</td>\n",
       "      <td>Fire</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>60</td>\n",
       "      <td>50</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>309</td>\n",
       "      <td>0.491071</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Name Type 1  Type 2  HP  Attack  Defense  Sp. Atk  Sp. Def  Speed  \\\n",
       "#                                                                               \n",
       "1      Bulbasaur  Grass  Poison  45      49       49       65       65     45   \n",
       "2        Ivysaur  Grass  Poison  60      62       63       80       80     60   \n",
       "3       Venusaur  Grass  Poison  80      82       83      100      100     80   \n",
       "4  Mega Venusaur  Grass  Poison  80     100      123      122      120     80   \n",
       "5     Charmander   Fire     NaN  39      52       43       60       50     65   \n",
       "\n",
       "   Generation  Legendary  Total_Power   win_pct  \n",
       "#                                                \n",
       "1           1      False          318  0.278195  \n",
       "2           1      False          405  0.380165  \n",
       "3           1      False          525  0.674242  \n",
       "4           1      False          625  0.560000  \n",
       "5           1      False          309  0.491071  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[\"win_pct\"] = battle_stats.win_pct\n",
    "pokemon.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Veamos, ¿qué relación hay entre el poder total y el porcentaje de victorias?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mapologo/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6448: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5,1.05,'Total Power vs Winning Percentage joinplot\\nfor every known Pokemon species')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.jointplot(x=\"Total_Power\", y=\"win_pct\",\n",
    "                  data=pokemon, kind=\"reg\",\n",
    "                  line_kws={'color':'green'})\n",
    "g.fig.set_size_inches(8, 8)\n",
    "g.fig.suptitle(\"Total Power vs Winning Percentage joinplot\\nfor every known Pokemon species\",\n",
    "               fontsize=16, weight=\"bold\", y=1.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Como era previsible, los Pokemon más poderosos tienden a ganar más. Sin embargo, la correlación y la variabilidad en el gráfico muestran que hay bastantes casos que se escapan de la norma. Vale la pena hilar más fino.\n",
    "\n",
    "Una forma de investigar rápidamente la relación cruzada entre todas las variables de un conjunto de datos es un gráfico \"de parejas\" o `pairplot()`. Dado que es un gráfico estadístico sofísticado es de esperar encontrarlo en un paquete como Seaborn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.95,'Winning Percentage vs Pokemon Stats pairgrid\\nfor every known Pokemon species')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 3, figsize=(10, 10))\n",
    "\n",
    "for i, col in enumerate(pokemon.columns[3:9]):\n",
    "    ax = axes[i // 3, i % 3]\n",
    "    sns.regplot(data=pokemon, ax=ax,\n",
    "                y=\"win_pct\", x=col,\n",
    "                line_kws={\"color\": \"g\"},\n",
    "                scatter_kws={\"alpha\": 0.2, \"color\": \"r\"})\n",
    "    if (i % 3 > 0):\n",
    "        ax.set_ylabel(\"\")\n",
    "        ax.set_yticklabels([])\n",
    "    ax.set_ylim((0, 1))\n",
    "fig.suptitle(\"Winning Percentage vs Pokemon Stats pairgrid\\nfor every known Pokemon species\",\n",
    "             fontsize=16, weight=\"bold\", y=0.95)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Este gráfico muestra que los factores más influyentes en la victoria son la Velocidad, el Ataque y la Velocidad de Ataque. Pero en particular la Velocidad es de lejos el factor más determinante, en la medida que aumenta la velocidad del Pokemon el porcentaje de victorias aumenta prácticamente en la misma proporción.\n",
    "\n",
    "Quizás con un mapa de calor podemos ver esta información más fácilmente y con mayor detalle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Pokemon Mean Stats and Wining Ratio\\nCorrelation Heatmap')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax = plt.subplots(figsize=(10, 6))\n",
    "g = sns.heatmap(pokemon[[\"HP\", \"Attack\", \"Defense\", \"Sp. Atk\",\n",
    "                     \"Sp. Def\", \"Speed\", \"Total_Power\", \"win_pct\"]].corr(),\n",
    "            annot=True, linewidths=.5, fmt= '.1f', ax=ax)\n",
    "plt.suptitle(\"Pokemon Mean Stats and Wining Ratio\\nCorrelation Heatmap\",\n",
    "               fontsize=16, weight=\"bold\", y=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En este mapa de calor se verifica que la Velocidad es con mucho el factor más determinante en la tasa de victorias de los pokemons. La correlación de 0.9 indica que un aumento en la Velocidad implica un aumento proporcional directo determinante en las probabilidades de victoria.\n",
    "\n",
    "Este gráfico muestra de una forma muy concisa y útil las relaciones entre todas las magnitudes de interés en nuestro conjunto de datos.\n",
    "\n",
    "Finalmente, veamos como utilizar un gráfico de tipo `swarmplot()` para tener una visión general de como se distribuye el porcentaje de victorias de las especies para los distintos tipos de Pokemon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.92,'Winning Percentage Distribution by Main Pokemon Type')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x864 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(3, 6, figsize=(10, 12))\n",
    "pkt_win = pokemon[[\"Type 1\", \"win_pct\"]]\n",
    "pkt_win = pkt_win.sort_values(\"Type 1\")\n",
    "\n",
    "grouped = pkt_win.groupby('Type 1')\n",
    "for i, (key, group) in enumerate(grouped):\n",
    "    ax = axes[i // 6, i % 6] \n",
    "    sns.boxplot(x=\"Type 1\", y=\"win_pct\",\n",
    "                color=\"white\",\n",
    "                data=group, ax=ax)\n",
    "    sns.swarmplot(y='win_pct', color=pk_colors[i],\n",
    "                  data=group, ax=ax)\n",
    "    if (i % 6 > 0):\n",
    "        ax.set_ylabel(\"\")\n",
    "        ax.set_yticklabels([])\n",
    "    ax.set_xlabel(key)\n",
    "    ax.set_ylim((0, 1))\n",
    "\n",
    "plt.suptitle(\"Winning Percentage Distribution by Main Pokemon Type\",\n",
    "             fontsize=16, weight=\"bold\", y=0.92)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En este gráfico final podemos ver la distribución del Porcentaje Ganador Promedio para cada especie de Pokemon clasificado por Tipo. Se puede observar como los Pokemons muy númerosos tienen una distribución más o menos uniforme a lo largo de todo el rango. Hay tipos de Pokemon especialmente \"perdedores\" como Hada, Roca y Acero, y otros Pokemon \"ganadores\" como Volador, Dragón y Eléctrico.\n",
    "\n",
    "Llama la atención que siendo los Pokemon de tipo Hada entre los últimos que se han introducido a la franquicia sean los más perdedores, sería de esperar que fuesen más atractivos. De todos modos, no tenemos información de las circunstancias en las que fueron adquiridos los datos.\n",
    "\n",
    "Como curiosidad final podemos hacer una consulta sobre cuáles son los pokemon más ganadores:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type 1</th>\n",
       "      <th>Type 2</th>\n",
       "      <th>HP</th>\n",
       "      <th>Attack</th>\n",
       "      <th>Defense</th>\n",
       "      <th>Sp. Atk</th>\n",
       "      <th>Sp. Def</th>\n",
       "      <th>Speed</th>\n",
       "      <th>Generation</th>\n",
       "      <th>Legendary</th>\n",
       "      <th>Total_Power</th>\n",
       "      <th>win_pct</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>#</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Mega Beedrill</td>\n",
       "      <td>Bug</td>\n",
       "      <td>Poison</td>\n",
       "      <td>65</td>\n",
       "      <td>150</td>\n",
       "      <td>40</td>\n",
       "      <td>15</td>\n",
       "      <td>80</td>\n",
       "      <td>145</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>495</td>\n",
       "      <td>0.966387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Aerodactyl</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Flying</td>\n",
       "      <td>80</td>\n",
       "      <td>105</td>\n",
       "      <td>65</td>\n",
       "      <td>60</td>\n",
       "      <td>75</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>515</td>\n",
       "      <td>0.964539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Mega Aerodactyl</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Flying</td>\n",
       "      <td>80</td>\n",
       "      <td>135</td>\n",
       "      <td>85</td>\n",
       "      <td>70</td>\n",
       "      <td>95</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>615</td>\n",
       "      <td>0.984496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Mega Mewtwo Y</td>\n",
       "      <td>Psychic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106</td>\n",
       "      <td>150</td>\n",
       "      <td>70</td>\n",
       "      <td>194</td>\n",
       "      <td>120</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>780</td>\n",
       "      <td>0.952000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>Mega Sharpedo</td>\n",
       "      <td>Water</td>\n",
       "      <td>Dark</td>\n",
       "      <td>70</td>\n",
       "      <td>140</td>\n",
       "      <td>70</td>\n",
       "      <td>110</td>\n",
       "      <td>65</td>\n",
       "      <td>105</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>560</td>\n",
       "      <td>0.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>Mega Lopunny</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>65</td>\n",
       "      <td>136</td>\n",
       "      <td>94</td>\n",
       "      <td>54</td>\n",
       "      <td>96</td>\n",
       "      <td>135</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>580</td>\n",
       "      <td>0.961240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>Weavile</td>\n",
       "      <td>Dark</td>\n",
       "      <td>Ice</td>\n",
       "      <td>70</td>\n",
       "      <td>120</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>85</td>\n",
       "      <td>125</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>510</td>\n",
       "      <td>0.974790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>Tornadus Therian Forme</td>\n",
       "      <td>Flying</td>\n",
       "      <td>NaN</td>\n",
       "      <td>79</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>110</td>\n",
       "      <td>90</td>\n",
       "      <td>121</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "      <td>580</td>\n",
       "      <td>0.968000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>Meloetta Pirouette Forme</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Fighting</td>\n",
       "      <td>100</td>\n",
       "      <td>128</td>\n",
       "      <td>90</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>128</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "      <td>600</td>\n",
       "      <td>0.959350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>Greninja</td>\n",
       "      <td>Water</td>\n",
       "      <td>Dark</td>\n",
       "      <td>72</td>\n",
       "      <td>95</td>\n",
       "      <td>67</td>\n",
       "      <td>103</td>\n",
       "      <td>71</td>\n",
       "      <td>122</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>530</td>\n",
       "      <td>0.960630</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Name   Type 1    Type 2   HP  Attack  Defense  \\\n",
       "#                                                                        \n",
       "20              Mega Beedrill      Bug    Poison   65     150       40   \n",
       "154                Aerodactyl     Rock    Flying   80     105       65   \n",
       "155           Mega Aerodactyl     Rock    Flying   80     135       85   \n",
       "165             Mega Mewtwo Y  Psychic       NaN  106     150       70   \n",
       "350             Mega Sharpedo    Water      Dark   70     140       70   \n",
       "477              Mega Lopunny   Normal  Fighting   65     136       94   \n",
       "513                   Weavile     Dark       Ice   70     120       65   \n",
       "704    Tornadus Therian Forme   Flying       NaN   79     100       80   \n",
       "717  Meloetta Pirouette Forme   Normal  Fighting  100     128       90   \n",
       "727                  Greninja    Water      Dark   72      95       67   \n",
       "\n",
       "     Sp. Atk  Sp. Def  Speed  Generation  Legendary  Total_Power   win_pct  \n",
       "#                                                                           \n",
       "20        15       80    145           1      False          495  0.966387  \n",
       "154       60       75    130           1      False          515  0.964539  \n",
       "155       70       95    150           1      False          615  0.984496  \n",
       "165      194      120    140           1       True          780  0.952000  \n",
       "350      110       65    105           3      False          560  0.950000  \n",
       "477       54       96    135           4      False          580  0.961240  \n",
       "513       45       85    125           4      False          510  0.974790  \n",
       "704      110       90    121           5       True          580  0.968000  \n",
       "717       77       77    128           5      False          600  0.959350  \n",
       "727      103       71    122           6      False          530  0.960630  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pokemon[pokemon.win_pct >= 0.95]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Como se ha dicho antes, ya que no conocemos las condiciones ni los métodos con los que se recogieron los datos de los combates es difícil llegar a conclusiones. Sin embargo, uno esperaría que entre los Pokemon más ganadores hubiesen más Legendarios, o hubiese al menos uno de tipo Eléctrico o Dragón. Sabemos que las batallas Pokemon son estratégicamente complejas, depende de la selección de los ataques y de la interacción entre los tipos de Pokemon entre otros factores."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Observaciones Finales\n",
    "\n",
    "En este Cuaderno de Jupyter se trabajó en la visualización en base a los datos del desafío de Kaggle: Pokemon's - Weedle's Cave. Se siguieron las pautas básicas de un análisis exploratorio de datos que sirvieran como ejemplo, sin dar muchas explicaciones, sobre cuales son los tipos de gráficos más convenientes según determinados propósitos.\n",
    "\n",
    "Igualmente, sin explicar todos los detalles, se muestran ejemplos de codificación que contienen muchos tips y elementos útiles para los que empiecen a trabajar con la visualización en Python.\n",
    "\n",
    "* Se dan varios ejemplos del manejo de una paleta de colores cualitativa que debe mantenerse relacionada correctamente aunque se alteren el orden o se filtren los datos originales.\n",
    "\n",
    "* Igualmente se muestran varios ejemplos de manipulaciones de índices, tablas pivote, conversión a formato largo y agrupamiento de datos sobre `DataFrames` de Pandas.\n",
    "\n",
    "* Se muestran ejemplos de la graficación directa con Matplotlib, del uso de Matplotlib a través de Pandas y de Seaborn como una interfaz de Matplotlib de alto nivel.\n",
    "\n",
    "* Se muestran ejemplos de la generación de gráficos multivariantes por facetas, utilizando las estructuras manuales de Matplotlib, la forma de alto nivel que ofrece Seaborn mediante funciones como `facetgrid()`, habiendo hacia el final un ejemplo de combinación de estas dos estrategias.\n",
    "\n",
    "* Aunque la códificación no es del todo coherente, ni se pretendía una gran optimización, hay aquí y allá ejemplos que se consideran valiosos para cuestiones como manejo de títulos y etiquetas en los ejes. También analizando las diferencias en que se implementan estas personalizaciones es posible comprender mejor la relación jerárquica entre los componentes de Matplotlib y Seaborn.\n",
    "\n",
    "Hay muchas otras herramientas de graficación en Python. En especial, no se incluyeron las herramientas para la generación de gráficos interactivos. De todas maneras, estas herramientas son las fundamentales y es relativamente sencillo extrapolar lo visto a alternativas como [mpld3](http://mpld3.github.io/) que  siguiendo la misma filosofía permite generar gráficos para D3.js, y también para otras herramientas que han sido influenciadas por Matplotlib como Bokeh o Plotly.\n",
    "\n",
    "No puedo trabajar con Matplotlib sin recordarme de [John Hunter](https://www.numfocus.org/programs/john-hunter-technology-fellowship/)"
   ]
  }
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