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Last active August 29, 2015 14:01
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Start group distribution for the MalmöMilen race
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{
"metadata": {
"name": "",
"signature": "sha256:659902ee32faf1a7609d80b8899ac00b70769d7362f1c0f9be4247149ee319e7"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Malm\u00f6Milen start group distribution\n",
"\n",
"The registration form ask participants to estimate their time in order to create groups.\n",
"\n",
"Here is a visualization of the number of people per start group."
]
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"from bs4 import BeautifulSoup\n",
"import requests\n",
"import json\n",
"\n",
"url = 'http://www.malmomilen.se/anmaelan/startlista-2014'\n",
"page = requests.get(url)\n",
"soup = BeautifulSoup(page.text)\n",
"table = soup.body.table.find_all('tr')\n",
"\n",
"ps = {}\n",
"for line in table:\n",
" c = line.find_all('td')\n",
" time = c[4].text if c[4].text != '' else 'N/A'\n",
" if time not in ps:\n",
" ps[time] = 0\n",
" ps[time] += 1\n",
"\n",
"print(\"There are \" + str(len(table)) + \" participants\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"There are 7080 participants\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"% matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt; plt.rcdefaults()\n",
"import numpy as np\n",
"\n",
"sorted_groups = ['Elitgruppen', 'Under 42 minuter', 'Under 45 minuter', '45-50 minuter', \n",
" '50-55 minuter', '55-60 minuter', '60+ minuter', 'Barnloppet']\n",
"groups = [g[:8] for g in sorted_groups]\n",
"y_pos = np.arange(len(groups))[::-1]\n",
"n = [ps[group] for group in groups]\n",
"\n",
"rects = plt.barh(y_pos, n, align='center', alpha=0.5)\n",
"plt.yticks(y_pos, sorted_groups)\n",
"plt.xlabel('Number of participants')\n",
"plt.title('Start group distribution')\n",
"\n",
"for i, rect in enumerate(rects):\n",
" plt.text(0.95 * rect.get_width(), rect.get_y() + rect.get_height() / 2.0, ps[groups[i]], ha='right', va='center')\n",
"\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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9+/aYN28ebt26BVdXV2zevBlubm7yPjY2Njhz5gzmz5+P3bt34+7du7C0tISb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HLkiJ555pl6tznpA6qTffzxxxoyZIjuu+8+paenKzEx0dtDknTqD/VVVVWaPn16k/rr06ePKisr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\nAByNogUAAACAo/0/QrmzCAJRfuwAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f8569c731d0>"
]
}
],
"prompt_number": 4
}
],
"metadata": {}
}
]
}
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