mirror of
https://github.com/datasciencescoop/Data-Visualization.git
synced 2021-05-12 19:42:19 +03:00
657 lines
1.3 MiB
657 lines
1.3 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"<!DOCTYPE html>\n",
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"<html>\n",
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"<body>\n",
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"<div align=\"center\">\n",
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"<h3>Prepared by Asif Bhat</h3>\n",
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" \n",
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"<h1>Data Visualization With Seaborn</h1>\n",
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"\n",
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"<h3>Follow Me on - <a href=\"https://www.linkedin.com/in/asif-bhat/\">LinkedIn</a> <a href=\"https://mobile.twitter.com/_asifbhat_\">Twitter</a> <a href=\"https://www.instagram.com/datasciencescoop/?hl=en\">Instagram</a> <a href=\"https://www.facebook.com/datasciencescoop/\">Facebook</a></h3>\n",
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"\n",
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"</div>\n",
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"</body>\n",
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"</html>"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 674,
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"import matplotlib as mpl"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Facet Grid\n",
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"\n",
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"##### Multi-plot grid for plotting. A FacetGrid can be drawn with up to three dimensions − row, col, and hue."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 477,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Recover default matplotlib settings\n",
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"mpl.rcParams.update(mpl.rcParamsDefault)\n",
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"plt.rcParams[ 'axes.labelsize'] = 10\n",
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"plt.rcParams['xtick.labelsize'] = 10\n",
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"plt.rcParams['ytick.labelsize'] = 10"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 478,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>age</th>\n",
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" <th>sex</th>\n",
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" <th>bmi</th>\n",
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" <th>children</th>\n",
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" <th>smoker</th>\n",
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" <th>region</th>\n",
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" <th>charges</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>19</td>\n",
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" <td>female</td>\n",
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" <td>27.900</td>\n",
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" <td>0</td>\n",
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" <td>yes</td>\n",
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" <td>southwest</td>\n",
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" <td>16884.92400</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>18</td>\n",
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" <td>male</td>\n",
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" <td>33.770</td>\n",
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" <td>1</td>\n",
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" <td>no</td>\n",
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" <td>southeast</td>\n",
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" <td>1725.55230</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>28</td>\n",
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" <td>male</td>\n",
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" <td>33.000</td>\n",
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" <td>3</td>\n",
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" <td>no</td>\n",
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" <td>southeast</td>\n",
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" <td>4449.46200</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>33</td>\n",
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" <td>male</td>\n",
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" <td>22.705</td>\n",
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" <td>0</td>\n",
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" <td>no</td>\n",
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" <td>northwest</td>\n",
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" <td>21984.47061</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>32</td>\n",
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" <td>male</td>\n",
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" <td>28.880</td>\n",
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" <td>0</td>\n",
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" <td>no</td>\n",
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" <td>northwest</td>\n",
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" <td>3866.85520</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" age sex bmi children smoker region charges\n",
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"0 19 female 27.900 0 yes southwest 16884.92400\n",
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"1 18 male 33.770 1 no southeast 1725.55230\n",
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"2 28 male 33.000 3 no southeast 4449.46200\n",
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"3 33 male 22.705 0 no northwest 21984.47061\n",
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"4 32 male 28.880 0 no northwest 3866.85520"
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]
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},
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"execution_count": 478,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"insurance.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 479,
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"metadata": {},
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"outputs": [
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{
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"data": {
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\n",
|
||
"text/plain": [
|
||
"<Figure size 600x300 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Facet along the columns to show a categorical variables using \"col\" parameter (univariate plot on each facet)\n",
|
||
"g = sns.FacetGrid(insurance, col=\"sex\")\n",
|
||
"g = g.map(plt.hist, \"bmi\", edgecolor ='w', linewidth=2)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 480,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 800x1600 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Facet along the columns and rows to show a categorical variables using \"col\" and \"row\" parameter\n",
|
||
"g = sns.FacetGrid(insurance, col=\"sex\" , row = \"region\" , height=4, aspect=1)\n",
|
||
"g = g.map(plt.hist, \"bmi\",edgecolor ='w', linewidth=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 484,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , height=3, aspect=1)\n",
|
||
"g = g.map(plt.hist, \"bmi\",edgecolor ='w', linewidth=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 482,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Changing color of bars\n",
|
||
"g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , height=3, aspect=1)\n",
|
||
"g = g.map(plt.hist, \"bmi\" , color = '#F39C12',edgecolor ='w', linewidth=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 485,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Bivariate function on each facet\n",
|
||
"g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , height=3, aspect=1)\n",
|
||
"g = g.map(plt.scatter, \"bmi\" , \"charges\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 490,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Changing size of dots -> s = 80\n",
|
||
"g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , height=3, aspect=1)\n",
|
||
"g = g.map(plt.scatter, \"bmi\" , \"charges\" , color = '#FF6600',edgecolor=\"w\", s=80)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 492,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Show groups with different colors using \"hue\"\n",
|
||
"g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , hue=\"smoker\" ,height=3, aspect=1)\n",
|
||
"g = g.map(plt.scatter, \"bmi\" , \"charges\" , edgecolor=\"w\", s=70)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 493,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<seaborn.axisgrid.FacetGrid at 0x22ebb142358>"
|
||
]
|
||
},
|
||
"execution_count": 493,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1153.88x600 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Showing legend -> g.add_legend()\n",
|
||
"g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , hue=\"smoker\" ,height=3, aspect=.9)\n",
|
||
"g = g.map(plt.scatter, \"bmi\" , \"charges\",edgecolor=\"w\", s=70)\n",
|
||
"g.add_legend()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 495,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1273.88x600 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Use a custom palette\n",
|
||
"pal1 = dict(yes=\"#ff7315\", no=\"#8cba51\")\n",
|
||
"g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , hue=\"smoker\" ,height=3, aspect=1, palette=pal1)\n",
|
||
"g = g.map(plt.scatter, \"bmi\" , \"charges\",edgecolor=\"w\", s=70)\n",
|
||
"g.add_legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 498,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1273.88x600 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"pal1 = dict(yes=\"#ff7315\", no=\"#8cba51\")\n",
|
||
"kws = dict(s=80, linewidth=1, edgecolor=\"w\")\n",
|
||
"kws1 = dict(height=3, aspect=1,palette=pal1)\n",
|
||
"g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , hue=\"smoker\" , **kws1)\n",
|
||
"g = g.map(plt.scatter, \"bmi\" , \"charges\",**kws)\n",
|
||
"g.add_legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 500,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1273.88x600 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Use different markers for each level of the hue variable\n",
|
||
"pal1 = dict(yes=\"#ff7315\", no=\"#8cba51\")\n",
|
||
"kws = dict(s=70, linewidth=1, edgecolor=\"w\")\n",
|
||
"kws1 = dict(height=3, aspect=1,palette=pal1 , hue_kws=dict(marker=[\"^\", \"v\"]))\n",
|
||
"g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" , hue=\"smoker\" , **kws1)\n",
|
||
"g = g.map(plt.scatter, \"bmi\" , \"charges\",**kws)\n",
|
||
"g.add_legend()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 502,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<seaborn.axisgrid.FacetGrid at 0x22ebf1605f8>"
|
||
]
|
||
},
|
||
"execution_count": 502,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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PD9e9996r9u3bq1y5cgWO0dEocN1ApUuX1pIlS7RlyxbFx8fro48+0ptvvqmvv/7a+qV5++237S76i8tdauPGjSpdurSOHTums2fP2iX1y23atOmqT6GIjIzU8OHDC7wfOTk56tOnT65Pl7s0+ZQp8///etlsNkmyG3zw4rScnBxJ0vvvv6+5c+cqJiZGwcHBKl++vMaNG5fnYHs5OTkqXbq0Vq1adcUxqlChQoH3Jy+X/7EwxuiBBx5QVFTUFW29vLzs7ve/fLm8GGOs45Df9EuPpXTh2F08brlJSkpSeHh4nvMlqUuXLnrzzTdznXfffffp559/1po1a7Ru3Tr16NFD/fr1U3R0dJ4xX4zr0u+XKuigiZcPUGmz2eyOYcuWLRUdHa0DBw5o165dat68uQ4ePKiNGzcqLS1NISEh1h+4q52z/K5JPz+/AsXrbMgz5Jnc5pFn7OWXZy7uc37XSWJiooYMGaLRo0crPDxc7u7uWr58uebMmWO1HT16tB577DF9//33+ve//63Jkydr5syZat++fYFidEbkF/JLbvOcMb/ktV1Jdtu9PPbc9iev4kFBtnf5frZs2VIbNmyQi4uLWrRoocqVKyswMFCbN2/Whg0b9Oyzz9rFmN/11KBBA23cuFE//PCD1q1bp+eee06tW7d2yifHFhQ5hhyT2zxyTN7bu3Q/c3Jy5OnpecU4X5J02223SZImTpyo+Ph4jR07VrVq1ZKbm5sGDhyorKwsSVLFihX1zTffaP369UpISNA777yjyZMna+XKldY6nB0FrhvMZrOpadOmatq0qUaNGqVmzZpp1apVGjRokGrUqKGDBw+qS5cueS6/efNmzZo1Sx9//LEmTZqk1157zRrULzchISH69ttv843pWnurNGjQQLt27SryTzs2bdqkhx56SF27dpV04SI9cOBArp8CSFL9+vV1/vx5nThx4oYMnlm/fn2tXLlSNWvWzDWZ1apVS2XLltWvv/5q/fE6c+aMDhw4YH0id7nAwEAlJSUpKSnJWmb37t1KS0vLc78LwsvL66rnPb8/9tKFJ5g88cQTeuKJJ9SsWTPFxsYqOjpagYGB+uKLL3T27FkrIW/evFmlSpXSXXfdZS176YDN58+f165du3TPPfdY08qWLavz589f874FBwerSpUqevfdd1W3bl25u7urRYsWmj59uk6fPm13rK92zqT8r0kXF5dCxeho5Jm8kWfIM1fj4eFx1etk8+bN8vX11YgRI6xpFz/9vJS/v7/8/f01cOBADRkyRJ999pnat29fYnOLRH7JD/nFufLL1dSuXVubN2+2BnSWpC1btqh27dr5LnexAFGYa7hly5ZasmSJypQpY/WqadGihZYvX679+/erZcuWkgqWh6QLx6BTp07q1KmTIiIi1Lt3b508eVJVqlQp9PssRyPH5I0cQ47JT4MGDZSSkqIyZcqoZs2aubb5+eef1b17d+vDtoyMDB05csSuTZkyZdS2bVu1bdtWzz//vOrUqaOffvpJHTp0UNmyZfMtHDoDClw30NatW7Vu3TqFhYWpevXq2rp1q1JTU62Lc/To0Ro7dqzc3d117733KisrS9u2bdOpU6c0aNAgpaena8SIEXr66ad13333ycfHRx06dND9999v99S4SxVHt9shQ4bo0UcfVVRUlHr16qXy5ctr7969SkhIUGxsbKHXW6tWLa1cuVKbN29W5cqVNWfOHKWkpOSZvPz9/dWlSxeNGDFC0dHRql+/vlJTU/XTTz8pODhY7dq1K3QsuXnqqaf06aefasiQIRo8eLCqVq2qP/74Q8uXL9fbb7+tihUrqnv37oqNjVXlypVVvXp1vfPOOypVqlSePRHatGmjOnXqKDIyUjExMfr7778VFRWlli1bXlN31ctdb7fbt99+WyEhIQoMDFRWVpbWrFljnYcuXbpo8uTJGjFihEaPHq0TJ05o7Nix6tq1q9WVulWrVoqJidGaNWtUq1YtzZkzR2lpaXbbqFmzpjZt2qROnTrJ1dVVVatWLVBsNptNLVq00Jdffmk91aNu3brKysrSunXr9Mwzz1htr3bOfvvtt3yvSV9fX/3444/au3evqlatKnd39yJ7BHJxIc/kjzxDnimIq10nd955p5KSkrR8+XI1bNhQ33//vVatWmUt/9dffyk2NlYRERHy8/PTn3/+qd9++00dOnSQdCG3ZGRkaO3atapXr57KlStXIrr/k1/yR35xnvxSEIMHD9Zzzz2n+vXrq3Xr1vruu++0atUqLVmyJN/lfH19ZbPZtGbNGrVr105ubm4F7g3TokULpaen67vvvtNLL70kSbrnnns0YMAAVatWzXoin3T162nOnDny8vJSvXr1ZLPZ9PXXX8vT09PqZeHr66t169apadOmcnFxKRHDL5Bj8keOIcfkp02bNgoNDVX//v316quvyt/fX0ePHtUPP/yghx9+WA0bNlStWrW0atUqPfDAA7LZbHr77bftClbfffedDh06pObNm6ty5cr6/vvvlZOTY91GWrNmTf3yyy86fPiwKlSooMqVK6tUqVLXd6CKGAWuG8jd3V2bNm3SvHnzlJ6eLh8fH0VHR+u+++6TJPXq1UvlypXTrFmz9Prrr6t8+fIKDg62uitHR0erfPnyGjNmjCQpKChIUVFRGjNmjJo0aaLbb7/9huxH3bp19c9//lNvvvmmunTpImOM7rjjDnXs2PG61jty5EgdPnxYvXv3Vrly5dS7d2899NBDOnPmTJ7LTJkyRe+++64mTJigo0ePqkqVKgoNDbWOaVGqUaOGli1bpkmTJql3797KzMyUr6+vwsPDrQt73LhxGjNmjPr16yd3d3cNHjxYf/75p9zc3HJdp81m04cffqjXXntNXbp0UalSpRQeHn5df/yKQtmyZfXGG2/o8OHDcnNzU/PmzTVz5kxJF94ILFq0SNHR0YqIiJCbm5siIiI0btw4a/kePXpox44dGjFihMqUKaMBAwbY9aqQpBdeeEEvv/yyWrVqpczMzFx7P+Tlnnvu0cqVK61POm02m5o3b641a9aoWbNmVrurnbOrXZO9e/fWhg0b1KFDB2VkZOjzzz+/Yj+cDXkmf+QZ8kxBXO06eeihhzRgwAC9+uqrysrKUrt27TRy5EhNmTJF0oXbZU6ePKkRI0bo+PHjqlq1qtq3b6/Ro0dLujAGR9++fTV48GCdPHlSzz//vDXPmZFf8kd+cZ78UhAPP/ywYmJiNHv2bEVHR6tmzZqaMmXKVf/O33777Ro9erTeeOMNPf/88+rWrZumTZtWoG1WqlRJ9evXV1JSklXMatasmXJycq7owXK166lChQqaMWOGDhw4oNKlS6thw4ZasGCBdS6jo6MVExOjTz/9VDVq1NCmTZuu9RDdcOSY/JFjyDH5sdlsWrBggd58803rw0EPDw+1aNFC1atXlySNHz9ezz//vDp16qSqVatq6NChSk9Pt9Zx2223adWqVZoyZYrOnTunO++8UzNmzFBQUJAkadCgQRo5cqTCw8N17tw5bdy4Mc/eYo5iM/nd9ArchCZPnqzDhw8X+M3I9Th79qxCQ0MVHR2tnj17Fvv2ADgH8gyA4kJ+AVCcyDEoyejBBRSh//znP9q7d68aNWqkM2fOaOrUqZIufNoPAEWBPAOguJBfABQncgyKGwUuoIjNnj1b+/btk4uLixo0aKAvv/yywOO+AEBBkGcAFBfyC4DiRI5BceIWRdxy1q9fr7S0ND388MOODgXATYo8A6C4kF8AFCdyDEoyClwAAAAAAAAo0ZzrmY4AAAAAAADANaLABQAAAAAAgBKNAlcRMcbozJkz4o5PAEWN/AKgOJFjABQX8guAG4kCVxFJT09XcHCw0tPTHR0KgJsM+QVAcSLHACgu5BcANxIFLgAAAAAAAJRoFLgAAAAAAABQolHgAgAAAAAAQIlGgQsAAAAAAAAlGgUuAAAAAAAAlGgUuAAAAAAAAFCiUeACAAAAAABAiUaBCwAAAAAAACUaBS4AAAAAAACUaBS4AAAAAAAAUKJR4AIA4CaWY3IcHQLywfkBAAAoGmUcHQAAACg+pWyltGL7NKVmHHF0KLhM1Qq+imgw0tFhAAAA3BQocAEAcJNLzTii5DP7HR0GAAAAUGy4RREAAAAAAAAlGgUuAAAAAAAAlGgUuAAAAAAAAFCiUeACAAAAAABAiUaBCwAAAAAAACUaBS4AAAAAAACUaA4vcP3555+KjIxUvXr15O/vrwceeEDbtm2z5htjNHnyZN19993y9/dXt27dtGvXLrt1nDp1SpGRkQoODlZwcLAiIyN1+vRpuza///67unbtKn9/f4WGhmrq1Kkyxti1WbFihcLDw3XnnXcqPDxcq1atKr4dBwAAAAAAQJFwaIHr1KlTeuyxx1SmTBktXLhQP/74o6Kjo1WpUiWrzcyZMzVnzhzFxsZqxYoV8vDwUM+ePZWenm61GTZsmHbs2KGFCxdq4cKF2rFjh4YPH27NP3PmjHr27CkvLy+tWLFCEydO1OzZs/X+++9bbbZs2aLBgwera9eu+u6779S1a1c999xz2rp16405GAAAAAAAACiUMo7c+MyZM+Xt7a2pU6da02rWrGn9bIzRvHnzNHz4cHXo0EGSNG3aNDVq1EhLly5V3759tWfPHv373//WV199pbvvvluS9NZbb6ljx47au3evateurS+//FKZmZmaOnWqXF1dFRwcrP3792vu3LkaNGiQbDab5s2bp7Zt2yoyMlKSFBkZqY0bN2revHmaOXPmDTwqAAAAAAAAuBYO7cH17bffKiQkRAMHDlRISIgefPBBLVq0yJp/6NAhJScnKywszJrm6uqqFi1aaMuWLZKkxMREVapUySpuSVJoaKgqVaqkxMREq02LFi3k6upqtQkPD9fRo0d1+PBhq03btm3t4gsLC7O2c7nMzEydOXPG+rq0RxkAXA/yC4DiRI4BUFzILwAcyaE9uA4dOqQFCxZowIABGj5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|
||
"text/plain": [
|
||
"<Figure size 1211.11x600 with 8 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"g = sns.FacetGrid(insurance, col=\"region\" , row = \"sex\" ,height=3, aspect=1)\n",
|
||
"g = g.map(plt.bar, \"smoker\" , \"charges\",edgecolor=\"w\" , color = '#8cba51')\n",
|
||
"g.add_legend()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 503,
|
||
"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>#</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</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>1</td>\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>1</th>\n",
|
||
" <td>2</td>\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>2</th>\n",
|
||
" <td>3</td>\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>3</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>VenusaurMega 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>4</th>\n",
|
||
" <td>4</td>\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 \\\n",
|
||
"0 1 Bulbasaur Grass Poison 45 49 49 65 \n",
|
||
"1 2 Ivysaur Grass Poison 60 62 63 80 \n",
|
||
"2 3 Venusaur Grass Poison 80 82 83 100 \n",
|
||
"3 3 VenusaurMega Venusaur Grass Poison 80 100 123 122 \n",
|
||
"4 4 Charmander Fire NaN 39 52 43 60 \n",
|
||
"\n",
|
||
" Sp. Def Speed Generation Legendary Total \n",
|
||
"0 65 45 1 False 318 \n",
|
||
"1 80 60 1 False 405 \n",
|
||
"2 100 80 1 False 525 \n",
|
||
"3 120 80 1 False 625 \n",
|
||
"4 50 65 1 False 309 "
|
||
]
|
||
},
|
||
"execution_count": 503,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pokemon.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 510,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 840x1680 with 18 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Limiting the number of columns using \"col_wrap\"\n",
|
||
"g = sns.FacetGrid(pokemon, col=\"Type 2\" , col_wrap=3 , height=2.8, aspect=1)\n",
|
||
"g = g.map(plt.scatter, \"Attack\" , \"Sp. Atk\",color = '#FF6600',edgecolor=\"w\", s=70)"
|
||
]
|
||
}
|
||
],
|
||
"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": "3.7.0"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|