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{
"cells": [
{
"cell_type": "code",
"execution_count": 86,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import urllib\n",
"import json\n",
"import re\n",
"from bs4 import BeautifulSoup\n",
"import regex as newre\n",
"import datetime\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import dateutil\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"sns.set_context(context='poster', font_scale=0.9)\n",
"sns.set_palette('hls')\n",
"sns.set_style(\"whitegrid\")"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['donald-trump' 'hillary-clinton' 'bernie-sanders']\n",
"bet365, Sky Bet, totesport, Boylesports, Betfred, Sportingbet, Bet Victor, Paddy Power, Stan James, 888sport, Ladbrokes, Coral, William Hill, Winner, Betfair Sportsbook, Betway, Unibet, Bwin, 32Red, 10Bet, Marathon Bet, Betfair, Betdaq, Matchbook\n"
]
}
],
"source": [
"candidates = []\n",
"sources = []\n",
"timestamps = []\n",
"the_odds = []\n",
"\n",
"for candidate in ['donald-trump', 'hillary-clinton', 'bernie-sanders']:\n",
" web = urllib.urlopen(\"http://www.oddschecker.com/politics/us-politics/us-presidential-election-2016/winner/bet-history/{}/all-history\".format(candidate))\n",
" soup = BeautifulSoup(web.read(), 'lxml')\n",
"\n",
" for data in soup.find_all(\"script\"):\n",
" data = data.string\n",
" if data and u\"{ text: 'All History' }\" in data:\n",
" p = re.compile('oc.charts.push(.*);')\n",
" m = re.findall(p, data)\n",
" d = m[1][1:-1]\n",
" for source, data in newre.findall(ur\"name: \\'(.*?)\\', data:(.*?), visible: false\", d):\n",
" for date, odds in newre.findall(ur\"Date\\.UTC\\((.*?)\\),(.*?)\\]\", data):\n",
" date = date.split(\", \")\n",
" year = int(date[0])\n",
" month = int(date[1].split(\" - \")[0])\n",
" day = int(date[2])\n",
" hour = int(date[3])\n",
" minute = int(date[4])\n",
" odds = float(odds.strip())\n",
"\n",
" timestamp = datetime.datetime(year, month, day, hour, minute)\n",
" \n",
" candidates.append(candidate)\n",
" sources.append(source)\n",
" timestamps.append(timestamp)\n",
" the_odds.append(odds)\n",
"\n",
"df = pd.DataFrame({'candidate': candidates,\n",
" 'source': sources,\n",
" 'timestamp': timestamps,\n",
" 'odds': the_odds})\n",
"\n",
"df['timestamp'] = pd.to_datetime(df['timestamp'])\n",
"print df['candidate'].unique()\n",
"print \", \".join(df['source'].unique())"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x120242fd0>"
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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+idYnfo1QW6vpNu4Am79YzBMRETmQuZhnZp6Avs2fGR8HW5rNN8aeL5LHDbjd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\nbbncNGa/AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x123b54510>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"\n",
"for source, data in df.groupby(['candidate']):\n",
" data = data.set_index('timestamp')\n",
" year = data.index.year\n",
" month = data.index.month\n",
" data = data[(year >= 2016) & (month >= 1)]\n",
" data = data.resample('12H', how=np.nanmedian)\n",
" data = data.interpolate()\n",
" data.plot(alpha=0.8, \n",
" y='odds', \n",
" label=source, \n",
" ax=ax,\n",
" legend=False)\n",
" \n",
"plt.legend(loc='best')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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