{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Seaborn \n", "\n", "## Introducción \n", "\n", "\n", "\n", "\n", "`Matplotlib` ha demostrado ser una herramienta de visualización increíblemente útil y popular, pero incluso los usuarios entusiastas admitirán que a menudo deja mucho que desear. Hay varias quejas válidas sobre Matplotlib que a menudo surgen:\n", "\n", "* Antes de la versión 2.0, los valores predeterminados de Matplotlib no son exactamente las mejores opciones. Se basó en MATLAB alrededor de 1999, y esto a menudo se nota.\n", "\n", "\n", "* La API de Matplotlib es de nivel relativamente bajo. Es posible realizar una visualización estadística sofisticada, pero a menudo requiere mucho código repetitivo.\n", "Matplotlib fue anterior a Pandas en más de una década y, por lo tanto, no está diseñado para su uso con Pandas DataFrames. Para visualizar datos de un Pandas DataFrame, debe extraer cada Serie y, a menudo, concatenarlas juntas en el formato correcto. Sería mejor tener una biblioteca de trazado que pueda usar inteligentemente las etiquetas de DataFrame en un trazado.\n", "\n", "Una respuesta a estos problemas es `Seaborn`. Seaborn proporciona una API sobre Matplotlib que ofrece opciones sensatas para el estilo de trazado y los valores predeterminados de color, define funciones simples de alto nivel para tipos de trazado estadísticos comunes, y se integra con la funcionalidad proporcionada por Pandas DataFrames.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gráfico a Gráfico\n", "\n", "Para mostrar el funcionamiento de seaborn, se ocupa el conjunto de datos: **pokemon.csv**. Para el caso de `seaborn` se los gráficos serán generados directamente desde el dataframe.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# librerias\n", " \n", "import os\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns \n", "pd.set_option('display.max_columns', 500) # Ver más columnas de los dataframes\n", "\n", "# Ver gráficos de matplotlib en jupyter notebook/lab\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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#NameType 1Type 2HPAttackDefenseSp. AtkSp. DefSpeedGenerationLegendary
01BulbasaurGrassPoison4549496565451False
12IvysaurGrassPoison6062638080601False
23VenusaurGrassPoison808283100100801False
34Mega VenusaurGrassPoison80100123122120801False
45CharmanderFireNaN3952436050651False
\n", "
" ], "text/plain": [ " # Name Type 1 Type 2 HP Attack Defense Sp. Atk Sp. Def \\\n", "0 1 Bulbasaur Grass Poison 45 49 49 65 65 \n", "1 2 Ivysaur Grass Poison 60 62 63 80 80 \n", "2 3 Venusaur Grass Poison 80 82 83 100 100 \n", "3 4 Mega Venusaur Grass Poison 80 100 123 122 120 \n", "4 5 Charmander Fire NaN 39 52 43 60 50 \n", "\n", " Speed Generation Legendary \n", "0 45 1 False \n", "1 60 1 False \n", "2 80 1 False \n", "3 80 1 False \n", "4 65 1 False " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# cargar datos\n", "pokemon_data = pd.read_csv(os.path.join(\"data\",\"pokemon.csv\"), sep=\",\")\n", "pokemon_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gráfico de línea y puntos\n", "\n", "Realizar un gráfico de línea y otro de puntos para analizar el ataque vs defensa de todos los pokemones separados por generación." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# grafico de linea\n", "plt.figure(figsize=(10, 6))\n", "palette = sns.color_palette(\"hls\", 6)\n", "\n", "sns.lineplot(\n", " x='Attack',\n", " y='Defense',\n", " hue='Generation',# color por Generation\n", " data=pokemon_data,\n", " ci = None,\n", " palette=palette\n", ") \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# grafico de puntos\n", "plt.figure(figsize=(10, 6))\n", "sns.scatterplot(\n", " x='Attack',\n", " y='Defense',\n", " hue='Generation',# color por Generation\n", " data=pokemon_data,\n", " palette=palette\n", ") \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boxplot\n", "\n", "Realizar un gráfico box plot sobre los stats de los pokemones." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Pre-format DataFrame\n", "stats_df = pokemon_data.drop(['#', 'Generation', 'Legendary'], axis=1)\n", " \n", "# New boxplot using stats_df\n", "plt.figure(figsize=(10, 6))\n", "sns.boxplot(data=stats_df)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mapas de calor\n", "\n", "Realizar un mapa de calor sobre los stats de los pokemones." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calculate correlations\n", "corr = stats_df.corr()\n", " \n", "# Heatmap\n", "plt.figure(figsize=(10, 6))\n", "sns.heatmap(corr)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histogramas\n", "\n", "Realizar un histograma del stat **attack**." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Distribution Plot (a.k.a. Histogram)\n", "plt.figure(figsize=(10, 6))\n", "sns.histplot(pokemon_data.Attack)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Barplot\n", "\n", "Realizar un bar plot sobre la cantidad de pokemones que hay por generación" ] }, { "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", "
GenerationCount
01166
12106
23160
34121
45165
\n", "
" ], "text/plain": [ " Generation Count\n", "0 1 166\n", "1 2 106\n", "2 3 160\n", "3 4 121\n", "4 5 165" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# realizar conteo de manera manual\n", "df_generation = pokemon_data.groupby('Generation').apply(lambda x: len(x)).reset_index()\n", "df_generation.columns = ['Generation','Count']\n", "df_generation.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot seaborn: barplot\n", "plt.figure(figsize=(10, 6))\n", "sns.barplot(\n", " x='Generation',\n", " y='Count',\n", " data=df_generation \n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### countplot\n", "\n", "Realizar un conteo sobre los distintos tipos **Type 1** de pokemones." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Count Plot (a.k.a. Bar Plot)\n", "\n", "plt.figure(figsize=(10, 6))\n", "pkmn_type_colors = ['#78C850', # Grass\n", " '#F08030', # Fire\n", " '#6890F0', # Water\n", " '#A8B820', # Bug\n", " '#A8A878', # Normal\n", " '#A040A0', # Poison\n", " '#F8D030', # Electric\n", " '#E0C068', # Ground\n", " '#EE99AC', # Fairy\n", " '#C03028', # Fighting\n", " '#F85888', # Psychic\n", " '#B8A038', # Rock\n", " '#705898', # Ghost\n", " '#98D8D8', # Ice\n", " '#7038F8', # Dragon\n", " ]\n", "sns.countplot(x='Type 1', \n", " data=pokemon_data,\n", " palette=pkmn_type_colors)\n", " \n", "# Rotate x-labels\n", "plt.xticks(rotation=-45)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Factor plot\n", "\n", "Realizar un catplot de los distintos tipos de pokemones para la generación **Type 1**, analizando si el pokemón es legendario o no." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Factor Plot\n", "plt.figure(figsize=(16, 12))\n", "g = sns.catplot(x='Type 1', \n", " y='Attack', \n", " data=pokemon_data, \n", " hue='Legendary', # Color by stage\n", " col='Legendary', # Separate by stage\n", " kind='swarm', # Swarmplot\n", " s = 1.5,\n", " palette = ['black','blue'])\n", " \n", "# Rotate x-axis labels\n", "g.set_xticklabels(rotation=-45)\n", " \n", "# Doesn't work because only rotates last plot\n", "# plt.xticks(rotation=-45)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Customizando con Matplotlib.\n", "\n", "Seaborn es una interfaz de alto nivel para Matplotlib. Según nuestra experiencia, Seaborn lo llevará a la mayor parte del camino, pero a veces necesitará traer Matplotlib.\n", "\n", "Establecer los límites de los ejes es uno de esos momentos, pero el proceso es bastante simple:\n", "\n", "Primero, usar la función lmplotde Seaborn de manera normal.\n", "Luego, use las funciones de customización de Matplotlib. En este caso, usaremos sus funciones *ylim ()* y *xlim ()*.\n", "Aquí está nuestro nuevo diagrama de dispersión con límites de ejes sensibles:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot seaborn\n", "plt.figure(figsize=(10, 6))\n", "sns.lmplot(x='Attack',\n", " y='Defense', \n", " data=pokemon_data,\n", " fit_reg=False, \n", " height=8,\n", " hue='Generation')\n", " \n", "# usar Matplotlib\n", "plt.ylim(0, None)\n", "plt.xlim(0, None)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Referencia\n", "\n", "1. [Gallery-seaborn](https://seaborn.pydata.org/)\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" }, "toc-autonumbering": false, "toc-showcode": false, "toc-showmarkdowntxt": false, "toc-showtags": true }, "nbformat": 4, "nbformat_minor": 4 }