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@deadanon
Created April 23, 2024 19:50
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "3868cce5",
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>dataset</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>dino</td>\n",
" <td>55.3846</td>\n",
" <td>97.1795</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>dino</td>\n",
" <td>51.5385</td>\n",
" <td>96.0256</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>dino</td>\n",
" <td>46.1538</td>\n",
" <td>94.4872</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>dino</td>\n",
" <td>42.8205</td>\n",
" <td>91.4103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>dino</td>\n",
" <td>40.7692</td>\n",
" <td>88.3333</td>\n",
" </tr>\n",
" </tbody>\n",
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"</div>"
],
"text/plain": [
" dataset x y\n",
"0 dino 55.3846 97.1795\n",
"1 dino 51.5385 96.0256\n",
"2 dino 46.1538 94.4872\n",
"3 dino 42.8205 91.4103\n",
"4 dino 40.7692 88.3333"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import seaborn as sns\n",
"import pandas as pd\n",
"\n",
"dino = pd.read_csv('DatasaurusDozen.tsv', sep='\\t')\n",
"dino.head()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1d60658f",
"metadata": {},
"outputs": [
{
"data": {
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"<style scoped>\n",
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"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>dataset</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1841</th>\n",
" <td>wide_lines</td>\n",
" <td>33.674442</td>\n",
" <td>26.090490</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1842</th>\n",
" <td>wide_lines</td>\n",
" <td>75.627255</td>\n",
" <td>37.128752</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1843</th>\n",
" <td>wide_lines</td>\n",
" <td>40.610125</td>\n",
" <td>89.136240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1844</th>\n",
" <td>wide_lines</td>\n",
" <td>39.114366</td>\n",
" <td>96.481751</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1845</th>\n",
" <td>wide_lines</td>\n",
" <td>34.583829</td>\n",
" <td>89.588902</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" dataset x y\n",
"1841 wide_lines 33.674442 26.090490\n",
"1842 wide_lines 75.627255 37.128752\n",
"1843 wide_lines 40.610125 89.136240\n",
"1844 wide_lines 39.114366 96.481751\n",
"1845 wide_lines 34.583829 89.588902"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dino.tail()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c6982cab",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 13 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(data=dino, \n",
" x=\"x\", \n",
" y=\"y\", \n",
" col=\"dataset\", \n",
" hue=\"dataset\", \n",
" line_kws={'color': '#003f5c'}, \n",
" col_wrap=4, \n",
" ci=None, \n",
" height=3);"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "30070082",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "9f2a679a",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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