{
"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": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
#
\n",
"
Name
\n",
"
Type 1
\n",
"
Type 2
\n",
"
HP
\n",
"
Attack
\n",
"
Defense
\n",
"
Sp. Atk
\n",
"
Sp. Def
\n",
"
Speed
\n",
"
Generation
\n",
"
Legendary
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
1
\n",
"
Bulbasaur
\n",
"
Grass
\n",
"
Poison
\n",
"
45
\n",
"
49
\n",
"
49
\n",
"
65
\n",
"
65
\n",
"
45
\n",
"
1
\n",
"
False
\n",
"
\n",
"
\n",
"
1
\n",
"
2
\n",
"
Ivysaur
\n",
"
Grass
\n",
"
Poison
\n",
"
60
\n",
"
62
\n",
"
63
\n",
"
80
\n",
"
80
\n",
"
60
\n",
"
1
\n",
"
False
\n",
"
\n",
"
\n",
"
2
\n",
"
3
\n",
"
Venusaur
\n",
"
Grass
\n",
"
Poison
\n",
"
80
\n",
"
82
\n",
"
83
\n",
"
100
\n",
"
100
\n",
"
80
\n",
"
1
\n",
"
False
\n",
"
\n",
"
\n",
"
3
\n",
"
4
\n",
"
Mega Venusaur
\n",
"
Grass
\n",
"
Poison
\n",
"
80
\n",
"
100
\n",
"
123
\n",
"
122
\n",
"
120
\n",
"
80
\n",
"
1
\n",
"
False
\n",
"
\n",
"
\n",
"
4
\n",
"
5
\n",
"
Charmander
\n",
"
Fire
\n",
"
NaN
\n",
"
39
\n",
"
52
\n",
"
43
\n",
"
60
\n",
"
50
\n",
"
65
\n",
"
1
\n",
"
False
\n",
"
\n",
" \n",
"
\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",
"text/plain": [
"