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thouis/OGS Rank Survey.ipynb

Created January 5, 2016 21:41
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OGS Rank Survey.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
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"outputs": [],
"source": [
"import sqlite3\n",
"db = sqlite3.connect('rank_survey_2015.db')\n",
"cur = db.cursor()\n",
"\n",
"import numpy as np\n",
"import random # for jitter"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"source": [
"%%javascript\n",
"IPython.OutputArea.auto_scroll_threshold = 9999;"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ogs_ranks, kgs_ranks, = zip(*cur.execute('select rank_ogs, rank_kgs from survey_results').fetchall())\n",
"len(ogs_ranks)"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"%config InlineBackend.figure_formats = {'svg',}\n",
"import matplotlib as plt\n",
"plt.rcParams.update({'figure.max_open_warning': 0})"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"names = 'ogs kgs tygem wbaduk dgs igs aga egf'.split(' ')\n",
"ranks = {}\n",
"for n in names:\n",
" ranks[n] = [v[0] for v in cur.execute('select rank_{} from survey_results'.format(n)).fetchall()]"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def to_numeric(r):\n",
" r = r.split(' ')[0]\n",
" if 'k' in r:\n",
" return - int(r[:-1]) + random.uniform(-0.5, 0.5)\n",
" return int(r[:-1]) - 1 + random.uniform(-0.5, 0.5)\n",
"\n",
"def show_scatter(r1, r2, n1, n2):\n",
" mask = [_r1 != '' and _r2 != '' for _r1, _r2 in zip(r1, r2)]\n",
" r1 = [to_numeric(_r1) for _r1, m in zip(r1, mask) if m]\n",
" r2 = [to_numeric(_r2) for _r2, m in zip(r2, mask) if m]\n",
" figure(figsize=(6, 6))\n",
" scatter(r1, r2, edgecolors='None', alpha=0.3)\n",
" xlabel(n1)\n",
" ylabel(n2)\n",
" axis([-20, 10, -20, 10])\n",
" plot([-20, 10], [-20, 10])\n",
" \n",
" median_shift = np.median(np.array(r2) - np.array(r1))\n",
" title('{} responses, median shift ({} - {}) = {:0.2f}'.format(len(r1), n2, n1, median_shift))"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OGS perception (433 responses): Deflated, 26% Ideal, 65% Inflated, 9%\n",
"KGS perception (361 responses): Deflated, 11% Ideal, 61% Inflated, 29%\n",
"TYGEM perception (155 responses): Deflated, 14% Ideal, 23% Inflated, 63%\n",
"WBADUK perception ( 85 responses): Deflated, 26% Ideal, 19% Inflated, 55%\n",
"DGS perception ( 79 responses): Deflated, 28% Ideal, 62% Inflated, 10%\n",
"IGS perception (137 responses): Deflated, 28% Ideal, 62% Inflated, 10%\n",
"AGA perception ( 53 responses): Deflated, 21% Ideal, 55% Inflated, 25%\n",
"EGF perception ( 50 responses): Deflated, 10% Ideal, 86% Inflated, 4%\n"
]
}
],
"source": [
"for n in names:\n",
" perceptions = cur.execute('SELECT perception_{name}, COUNT(perception_{name})'\n",
" 'from survey_results GROUP BY perception_{name}'.format(name=n))\n",
" perceptions = [(p, c) for p, c in perceptions if p not in ['', 'N/A']]\n",
" tot = sum([c for p, c in perceptions])\n",
" print('{:7s} perception ({:3d} responses):'.format(n.upper(), tot), end=\"\")\n",
" for p, c in sorted(perceptions):\n",
" print(\" {}, {:.0f}%\".format(p, 100 * c / float(tot)), end=\"\")\n",
" print(\"\")"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"collapsed": false
},
"outputs": [
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