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Created April 1, 2014 20:28
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Scientific productivity in 2009 for countries, total publications and per capita
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{
"metadata": {
"name": ""
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"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Quick and dirty code to address [Research publications per capita? - Academia Stack Exchange](http://academia.stackexchange.com/q/18767/49)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"population = pd.read_excel(\"sp.pop.totl_Indicator_en_excel_v2.xls\", \"Data\",\n",
" header=2, index_col=\"Country Name\")\n",
"publications = pd.read_excel(\"IP.JRN.ARTC.SC_Indicator_en_excel_v2.xls\", \"Data\",\n",
" header=2, index_col=\"Country Name\")\n",
"metac = pd.read_excel(\"IP.JRN.ARTC.SC_Indicator_en_excel_v2.xls\", \"Metadata - Countries\",\n",
" header=0, index_col=\"Country Name\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"okCountries = metac['Region'].dropna().index;\n",
"# as oposed to regions"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"publications = publications.loc[okCountries]\n",
"population = population.loc[okCountries]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pubs_per_cap = (publications['2009'] / population['2009']).dropna()\n",
"# there is no data for publications for 2010, 2011, 2012 or 2013"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pubs_per_cap.sort(ascending=False)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pubs_per_cap"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"Country Name\n",
"Switzerland 0.001223\n",
"Sweden 0.001019\n",
"Denmark 0.000961\n",
"Finland 0.000927\n",
"Norway 0.000919\n",
"Netherlands 0.000899\n",
"Australia 0.000869\n",
"Canada 0.000860\n",
"Israel 0.000842\n",
"Singapore 0.000839\n",
"Iceland 0.000814\n",
"New Zealand 0.000739\n",
"United Kingdom 0.000739\n",
"United States 0.000680\n",
"Belgium 0.000669\n",
"...\n",
"Korea, Dem. Rep. 3.405566e-07\n",
"Angola 3.275804e-07\n",
"Guinea 3.209592e-07\n",
"Congo, Dem. Rep. 3.157741e-07\n",
"Burundi 2.912615e-07\n",
"Chad 2.022631e-07\n",
"Myanmar 1.979027e-07\n",
"Turkmenistan 1.004225e-07\n",
"Somalia 7.462007e-08\n",
"Liberia 0.000000e+00\n",
"St. Lucia 0.000000e+00\n",
"Tuvalu 0.000000e+00\n",
"Antigua and Barbuda 0.000000e+00\n",
"Samoa 0.000000e+00\n",
"Kiribati 0.000000e+00\n",
"Name: 2009, Length: 188, dtype: float64"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"vals = pubs_per_cap.values\n",
"pops = population['2009'][pubs_per_cap.index].values / 1000000\n",
"poss = np.concatenate([np.array([0.]), np.cumsum(pops)])\n",
"countries = [name for name in pubs_per_cap.index]\n",
"# very dirty, I know..."
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"n = 50\n",
"\n",
"# dark magic for colors:\n",
"colors = [get_cmap(\"Set1\")((hash(name)/1234567.) % 1) for name in pubs_per_cap.index[:n]]\n",
"# or alternatively something like:\n",
"# https://gist.github.com/endolith/2719900#file_accent.py\n",
"# colors = [get_cmap(\"Paired\")(rand()) for i in range(n)]\n",
"\n",
"figure(num=None, figsize=(14, 8), dpi=80, facecolor='w', edgecolor='k')\n",
"rects = bar(poss[:n], vals[:n], width=pops[:n],\n",
" linewidth=0, color=colors)\n",
"for i, rect in enumerate(rects):\n",
" height = rect.get_height()\n",
" text(rect.get_x()+rect.get_width()/2., 1.05*height, countries[i],\n",
" ha='left', va='bottom', rotation=45)\n",
"xlabel(\"Population [in millions]\")\n",
"ylabel(\"Publications per capita per year (2009)\")\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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5dYdIWrZsmavXFxERERGRv4/IyEgiIyNNMrZJA5eTkxOXLl3KeX/p0iWcnZ0fe0xcXBzO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\nEi4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lURSFkJAQnj17xsOHDwkPD8fR0ZFq1apx/vx5VCoVaWlphIWFvdLmkydP0NPTQ19f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\n",
"text": [
"<matplotlib.figure.Figure at 0x108e99390>"
]
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
}
],
"metadata": {}
}
]
}
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