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@RutgerK
Created October 4, 2014 15:53
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{
"metadata": {
"name": "",
"signature": "sha256:c628d3804fdf7a45f44a203d11a2a6092a732f521365f6f6d8b93126a29e94ef"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# function to download the html page, \n",
"# read the table and return only the countries position\n",
"\n",
"def read_table(url_template, year):\n",
"\n",
" df = pd.read_html(url_template % year,\n",
" header=0, \n",
" attrs={'class': 't1'}, \n",
" infer_types=False,\n",
" index_col=1)[0]\n",
"\n",
" df = df[['#']].rename(columns={'#': year})\n",
" \n",
" return df"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# define the url and the valid years\n",
"prop = [(range(1960, 1999), r'http://kassiesa.home.xs4all.nl/bert/uefa/data/method1/crank%i.html'),\n",
" (range(1999, 2004), r'http://kassiesa.home.xs4all.nl/bert/uefa/data/method2/crank%i.html'),\n",
" (range(2004, 2009), r'http://kassiesa.home.xs4all.nl/bert/uefa/data/method3/crank%i.html'),\n",
" (range(2009, 2015), r'http://kassiesa.home.xs4all.nl/bert/uefa/data/method4/crank%i.html')]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# map the function to the url+year\n",
"\n",
"dfs = []\n",
"\n",
"for years, url_template in prop:\n",
" \n",
" dfs.extend([read_table(url_template, yr) for yr in years])\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# concat all years\n",
"dfall = pd.concat(dfs, axis=1).T\n",
"\n",
"# show first five countries and last five columns\n",
"dfall.iloc[-5:,:5]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Albania</th>\n",
" <th>Andorra</th>\n",
" <th>Armenia</th>\n",
" <th>Austria</th>\n",
" <th>Azerbaijan</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2010</th>\n",
" <td> 44</td>\n",
" <td> 51</td>\n",
" <td> 45</td>\n",
" <td> 19</td>\n",
" <td> 38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011</th>\n",
" <td> 44</td>\n",
" <td> 52</td>\n",
" <td> 47</td>\n",
" <td> 19</td>\n",
" <td> 37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012</th>\n",
" <td> 44</td>\n",
" <td> 52</td>\n",
" <td> 50</td>\n",
" <td> 15</td>\n",
" <td> 37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013</th>\n",
" <td> 43</td>\n",
" <td> 53</td>\n",
" <td> 50</td>\n",
" <td> 16</td>\n",
" <td> 32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014</th>\n",
" <td> 40</td>\n",
" <td> 53</td>\n",
" <td> 49</td>\n",
" <td> 14</td>\n",
" <td> 32</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
" Albania Andorra Armenia Austria Azerbaijan\n",
"2010 44 51 45 19 38\n",
"2011 44 52 47 19 37\n",
"2012 44 52 50 15 37\n",
"2013 43 53 50 16 32\n",
"2014 40 53 49 14 32"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# plot the results for a selection of countries\n",
"countries = ['Netherlands', 'Germany', 'Italy', 'Spain', 'England']\n",
"\n",
"fig, ax = plt.subplots(figsize=(17, 4), \n",
" subplot_kw={'title': 'Country ranking',\n",
" 'ylim': [25,1],\n",
" 'xlim': [1960, 2014],\n",
" 'ylabel': 'Position',\n",
" 'xlabel': 'Year'})\n",
"\n",
"for cnt in countries:\n",
" ax.plot(dfall.index, dfall[cnt].astype('float64'), label=cnt, lw=2)\n",
" \n",
"ax.legend(frameon=False, loc=4)\n",
"ax.grid(True, alpha=0.5)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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WF2PDwVvovaYYTzEnSagd9NDd3xMun7Tc5EZdNi03wjnNQsnVEsh8ZMg7lgcA0LfRR/EX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\nycUFqwMC0NfeXvB+RUybUyUlWJicjBMlde8jZ3NzLPT1xWv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wmOYBv6V+sO5ofdv+hw+z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\nwCIU4QAAAAAAWOT/AA85XU0dUVIdAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x6887b70>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
}
],
"metadata": {}
}
]
}
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