{ "cells": [ { "cell_type": "markdown", "metadata": { "_cell_guid": "aa8e1fcd-d154-aae2-5fd3-caadd56eeda5" }, "source": [ "# Pokémon Go! (démonstration Pandas/Seaborn)\n", "\n", "Voici un exemple d'utilisation des libraries [Pandas](http://pandas.pydata.org/) (manipulation de données hétérogène) et [Seaborn](http://seaborn.pydata.org/) (visualisations statistiques), sur le [Pokémon dataset](https://www.kaggle.com/abcsds/pokemon) d'Alberto Barradas.\n", "\n", "**Références:**\n", "\n", "* [Visualizing Pokémon Stats with Seaborn](https://www.kaggle.com/ndrewgele/visualizing-pok-mon-stats-with-seaborn)\n", "* [Pokemon Stats Analysis And Visualizations](https://www.kaggle.com/ash316/pokemon-stats-analysis-and-visualizations)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "_cell_guid": "c4b6100a-de4f-c692-338e-1ada42ef014a" }, "outputs": [], "source": [ "import pandas as PD\n", "import seaborn as SNS\n", "import matplotlib.pyplot as P\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "_cell_guid": "e77a08d6-d4e1-bcdb-53ae-6cf7d8e6192b" }, "source": [ "## Lecture et préparation des données\n", "\n", "Pandas fournit des méthodes de [lecture des données](http://pandas.pydata.org/pandas-docs/stable/io.html) à partir de nombreux formats, dont les données *Comma Separated Values*:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "_cell_guid": "9234dcce-62d9-7344-7541-cf882c3de233" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Index: 800 entries, Bulbasaur to Volcanion\n", "Data columns (total 12 columns):\n", "# 800 non-null int64\n", "Type 1 800 non-null object\n", "Type 2 414 non-null object\n", "Total 800 non-null int64\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(9), object(2)\n", "memory usage: 75.8+ KB\n" ] } ], "source": [ "df = PD.read_csv('./Pokemon.csv', index_col='Name') # Indexation sur le nom (unique)\n", "df.info() # Informations générales" ] }, { "cell_type": "markdown", "metadata": { "_cell_guid": "84ac0503-7481-850d-e506-cadd9e942c5b" }, "source": [ "Les premières lignes du [DataFrame](http://pandas.pydata.org/pandas-docs/stable/reference/frame.html) (tableau 2D) qui en résulte:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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#Type 1Type 2TotalHPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendary
Name
Bulbasaur1GrassPoison3184549496565451False
Ivysaur2GrassPoison4056062638080601False
Venusaur3GrassPoison525808283100100801False
VenusaurMega Venusaur3GrassPoison62580100123122120801False
Charmander4FireNaN3093952436050651False
Charmeleon5FireNaN4055864588065801False
Charizard6FireFlying534788478109851001False
CharizardMega Charizard X6FireDragon63478130111130851001False
CharizardMega Charizard Y6FireFlying63478104781591151001False
Squirtle7WaterNaN3144448655064431False
\n", "
" ], "text/plain": [ " # Type 1 Type 2 Total HP Attack Defense \\\n", "Name \n", "Bulbasaur 1 Grass Poison 318 45 49 49 \n", "Ivysaur 2 Grass Poison 405 60 62 63 \n", "Venusaur 3 Grass Poison 525 80 82 83 \n", "VenusaurMega Venusaur 3 Grass Poison 625 80 100 123 \n", "Charmander 4 Fire NaN 309 39 52 43 \n", "Charmeleon 5 Fire NaN 405 58 64 58 \n", "Charizard 6 Fire Flying 534 78 84 78 \n", "CharizardMega Charizard X 6 Fire Dragon 634 78 130 111 \n", "CharizardMega Charizard Y 6 Fire Flying 634 78 104 78 \n", "Squirtle 7 Water NaN 314 44 48 65 \n", "\n", " Sp. Atk Sp. Def Speed Generation Legendary \n", "Name \n", "Bulbasaur 65 65 45 1 False \n", "Ivysaur 80 80 60 1 False \n", "Venusaur 100 100 80 1 False \n", "VenusaurMega Venusaur 122 120 80 1 False \n", "Charmander 60 50 65 1 False \n", "Charmeleon 80 65 80 1 False \n", "Charizard 109 85 100 1 False \n", "CharizardMega Charizard X 130 85 100 1 False \n", "CharizardMega Charizard Y 159 115 100 1 False \n", "Squirtle 50 64 43 1 False " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(10) # Les 10 premières lignes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Le format est ici simple:\n", "\n", "* nom du Pokémon (utilisé comme indice) et son n° (notons que le n° n'est pas unique)\n", "* type primaire et éventuellement secondaire *str*\n", "* différentes caractéristiques *int* (p.ex. points de vie, niveaux d'attage et défense, vitesse, génération)\n", "* type légendaire *bool*\n", "\n", "Nous appliquons les filtres suivants directement sur le dataframe (`inplace=True`):\n", "\n", "* simplifier le nom des *mega* pokémons\n", "* remplacer les `NaN` de la colonne \"`Type 2`\"\n", "* éliminer les colonnes \"#\" et \"Sp.\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Type 1Type 2TotalHPAttackDefenseSpeedGenerationLegendary
Name
BulbasaurGrassPoison318454949451False
IvysaurGrassPoison405606263601False
VenusaurGrassPoison525808283801False
Mega VenusaurGrassPoison62580100123801False
CharmanderFire309395243651False
\n", "
" ], "text/plain": [ " Type 1 Type 2 Total HP Attack Defense Speed Generation \\\n", "Name \n", "Bulbasaur Grass Poison 318 45 49 49 45 1 \n", "Ivysaur Grass Poison 405 60 62 63 60 1 \n", "Venusaur Grass Poison 525 80 82 83 80 1 \n", "Mega Venusaur Grass Poison 625 80 100 123 80 1 \n", "Charmander Fire 309 39 52 43 65 1 \n", "\n", " Legendary \n", "Name \n", "Bulbasaur False \n", "Ivysaur False \n", "Venusaur False \n", "Mega Venusaur False \n", "Charmander False " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.set_index(df.index.str.replace(\".*(?=Mega)\", ''), inplace=True) # Supprime la chaîne avant Mega\n", "df['Type 2'].fillna('', inplace=True) # Remplace NaN par ''\n", "df.drop(['#'] + [ col for col in df.columns if col.startswith('Sp.')], \n", " axis=1, inplace=True) # \"Laisse tomber\" les colonnes commençant par 'Sp.'\n", "df.head() # Les 5 premières lignes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accès aux données\n", "\n", "Pandas propose de [multiples façons](http://pandas.pydata.org/pandas-docs/stable/indexing.html) d'accéder aux données d'un DataFrame, ici:\n", "\n", "* via le nom (indexé):" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Type 1 Grass\n", "Type 2 Poison\n", "Name: Bulbasaur, dtype: object" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc['Bulbasaur', ['Type 1', 'Type 2']] # Seulement 2 colonnes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* par sa position dans la liste:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Type 1Type 2
Name
DiancieRockFairy
Mega DiancieRockFairy
HoopaHoopa ConfinedPsychicGhost
HoopaHoopa UnboundPsychicDark
VolcanionFireWater
\n", "
" ], "text/plain": [ " Type 1 Type 2\n", "Name \n", "Diancie Rock Fairy\n", "Mega Diancie Rock Fairy\n", "HoopaHoopa Confined Psychic Ghost\n", "HoopaHoopa Unbound Psychic Dark\n", "Volcanion Fire Water" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.iloc[-5:, :2] # Les 5 dernières lignes, et les 2 premières colonnes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* par une sélection booléenne, p.ex. tous les pokémons légendaires de type herbe:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Type 1Type 2TotalHPAttackDefenseSpeedGenerationLegendary
Name
ShayminLand FormeGrass6001001001001004True
ShayminSky FormeGrassFlying600100103751274True
VirizionGrassFighting5809190721085True
\n", "
" ], "text/plain": [ " Type 1 Type 2 Total HP Attack Defense Speed \\\n", "Name \n", "ShayminLand Forme Grass 600 100 100 100 100 \n", "ShayminSky Forme Grass Flying 600 100 103 75 127 \n", "Virizion Grass Fighting 580 91 90 72 108 \n", "\n", " Generation Legendary \n", "Name \n", "ShayminLand Forme 4 True \n", "ShayminSky Forme 4 True \n", "Virizion 5 True " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df['Legendary'] & (df['Type 1'] == 'Grass')]" ] }, { "cell_type": "markdown", "metadata": { "_cell_guid": "884419e0-0107-bd55-c1b7-00385c90f6eb" }, "source": [ "## Quelques statistiques" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TotalHPAttackDefense
count800.00000800.000000800.000000800.000000
mean435.1025069.25875079.00125073.842500
std119.9630425.53466932.45736631.183501
min180.000001.0000005.0000005.000000
25%330.0000050.00000055.00000050.000000
50%450.0000065.00000075.00000070.000000
75%515.0000080.000000100.00000090.000000
max780.00000255.000000190.000000230.000000
\n", "
" ], "text/plain": [ " Total HP Attack Defense\n", "count 800.00000 800.000000 800.000000 800.000000\n", "mean 435.10250 69.258750 79.001250 73.842500\n", "std 119.96304 25.534669 32.457366 31.183501\n", "min 180.00000 1.000000 5.000000 5.000000\n", "25% 330.00000 50.000000 55.000000 50.000000\n", "50% 450.00000 65.000000 75.000000 70.000000\n", "75% 515.00000 80.000000 100.000000 90.000000\n", "max 780.00000 255.000000 190.000000 230.000000" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['Total', 'HP', 'Attack', 'Defense']].describe() # Description statistique des différentes colonnes" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "_cell_guid": "831272ec-2117-b94f-beec-1c65db3c22e1" }, "outputs": [ { "data": { "text/plain": [ "Type 1 Normal\n", "Type 2 \n", "Total 540\n", "HP 255\n", "Attack 10\n", "Defense 10\n", "Speed 55\n", "Generation 2\n", "Legendary False\n", "Name: Blissey, dtype: object" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[df['HP'].idxmax()] # Pokémon ayant le plus de points de vie" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Type 1Type 2TotalHPAttackDefenseSpeedGenerationLegendary
Name
DeoxysSpeed FormePsychic6005095901803True
NinjaskBugFlying4566190451603False
DeoxysNormal FormePsychic60050150501503True
\n", "
" ], "text/plain": [ " Type 1 Type 2 Total HP Attack Defense Speed \\\n", "Name \n", "DeoxysSpeed Forme Psychic 600 50 95 90 180 \n", "Ninjask Bug Flying 456 61 90 45 160 \n", "DeoxysNormal Forme Psychic 600 50 150 50 150 \n", "\n", " Generation Legendary \n", "Name \n", "DeoxysSpeed Forme 3 True \n", "Ninjask 3 False \n", "DeoxysNormal Forme 3 True " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sort_values('Speed', ascending=False).head(3) # Les 3 pokémons plus rapides" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Statistiques selon le statut \"légendaire\":" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Legendary\n", "False 735\n", "True 65\n", "dtype: int64" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "legendary = df.groupby('Legendary')\n", "legendary.size()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TotalHPAttackDefenseSpeed
Legendary
False417.21360567.18231375.66938871.55918465.455782
True637.38461592.738462116.67692399.661538100.184615
\n", "
" ], "text/plain": [ " Total HP Attack Defense Speed\n", "Legendary \n", "False 417.213605 67.182313 75.669388 71.559184 65.455782\n", "True 637.384615 92.738462 116.676923 99.661538 100.184615" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "legendary['Total', 'HP', 'Attack', 'Defense', 'Speed'].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualisation\n", "\n", "Pandas intègre de nombreuses [fonctions de visualisation](http://pandas.pydata.org/pandas-docs/stable/visualization.html) interfacées à [matplotlib](http://matplotlib.org/)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = df.plot.scatter(x='Attack', y='Defense', s=df['HP'], c='Speed', cmap='plasma')\n", "ax.figure.set_size_inches((8, 6))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = P.subplots(1, 2, subplot_kw={\"aspect\": 'equal'}, figsize=(10, 6))\n", "\n", "df['Type 1'].value_counts().plot.pie(ax=ax1, autopct='%.0f%%')\n", "df['Type 2'].value_counts().plot.pie(ax=ax2, autopct='%.0f%%')\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Il est également possible d'utiliser la librairie [seaborn](http://seaborn.pydata.org/), qui s'interface naturellement avec Pandas." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "pok_type_colors = { # http://bulbapedia.bulbagarden.net/wiki/Category:Type_color_templates\n", " 'Grass': '#78C850',\n", " 'Fire': '#F08030',\n", " 'Water': '#6890F0',\n", " 'Bug': '#A8B820',\n", " 'Normal': '#A8A878',\n", " 'Poison': '#A040A0',\n", " 'Electric': '#F8D030',\n", " 'Ground': '#E0C068',\n", " 'Fairy': '#EE99AC',\n", " 'Fighting': '#C03028',\n", " 'Psychic': '#F85888',\n", " 'Rock': '#B8A038',\n", " 'Ghost': '#705898',\n", " 'Ice': '#98D8D8',\n", " 'Dragon': '#7038F8',\n", " 'Dark': '#705848',\n", " 'Steel': '#B8B8D0',\n", " 'Flying': '#A890F0',\n", "}" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = SNS.countplot(x='Generation', hue='Type 1', palette=pok_type_colors, data=df)\n", "ax.figure.set_size_inches((14, 6))\n", "ax.legend(ncol=3, title='Type 1');" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = SNS.boxplot(x='Generation', y='Total', data=df, color='0.5');\n", "SNS.swarmplot(x='Generation', y='Total', data=df, color='0.2', alpha=0.8)\n", "ax.figure.set_size_inches((14, 6))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = SNS.violinplot(x=\"Type 1\", y=\"Attack\", data=df, hue=\"Legendary\", split=True, inner='quart')\n", "ax.figure.set_size_inches((14, 6))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df2 = df.drop(['Total', 'Generation', 'Legendary'], axis=1)\n", "SNS.pairplot(df2, markers='.', kind='reg');" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = SNS.heatmap(df2.corr(), annot=True, \n", " cmap='RdBu_r', center=0, cbar_kws={'label': 'Correlation coefficient'})\n", "ax.set_aspect('equal')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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