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@mapio
Created December 24, 2020 17:24
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{
"cells": [
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"from urllib.request import urlopen\n",
"from re import compile\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pylab as plt\n",
"\n",
"RE = compile(r'(\\d+)\\s*<span class=\"stats-both\">\\s*(\\d+)</span>\\s*<span class=\"stats-firstonly\">\\s*(\\d+)</span>')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"def get(year):\n",
" page = urlopen(f'https://adventofcode.com/{year}/stats').read().decode('utf8')\n",
" return pd.DataFrame([list(map(int, r)) for r in RE.findall(page)], columns = ['Day', 'Gold', 'Silver']).set_index('Day').sort_index()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"data = {year: get(year) for year in range(2015, 2021)}"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [],
"source": [
"perc = pd.DataFrame({y: 100 * v.Gold / sum(v.loc[1]) for y, v in data.items()})"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.xkcd():\n",
" ax = perc.loc[1:24].plot(figsize=(16,8))\n",
" ax.set_ylabel('Gold %')"
]
}
],
"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": "3.9.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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