stimmenfryslan/notebooks/Geographical pronunciation statistics.ipynb

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2018-09-28 10:35:17 +02:00
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Geographical pronunciation statistics"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas\n",
"import MySQLdb\n",
"import numpy\n",
"import json\n",
"\n",
"db = MySQLdb.connect(user='root', passwd='Nmmxhjgt1@', db='stimmenfryslan')\n",
"\n",
"from matplotlib import pyplot\n",
"import folium\n",
"from IPython.display import display\n",
"from shapely.geometry import Polygon, MultiPolygon, shape, Point\n",
"from jupyter_progressbar import ProgressBar\n",
"from collections import defaultdict\n",
"from ipy_table import make_table"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Borders of Frysian municipalities\n",
"\n",
"with open('Friesland_AL8.GeoJson') as f:\n",
" gemeentes = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"shapes = [shape(feature['geometry']) for feature in gemeentes['features']]\n",
"gemeente_names = [feature['properties']['name'] for feature in gemeentes['features']]\n",
"\n",
"def get_gemeente(point):\n",
" for i, shape in enumerate(shapes):\n",
" if shape.contains(point):\n",
" return i\n",
" return -1"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Answers to how participants state a word should be pronounces.\n",
"\n",
"answers = pandas.read_sql('''\n",
"SELECT prediction_quiz_id, user_lat, user_lng, question_text, answer_text\n",
"FROM core_surveyresult as survey\n",
"INNER JOIN core_predictionquizresult as result ON survey.id = result.survey_result_id\n",
"INNER JOIN core_predictionquizresultquestionanswer as answer\n",
" ON result.id = answer.prediction_quiz_id\n",
"''', db)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Takes approximately 2 minutes\n",
"\n",
"gemeente_map = {\n",
" (lng, lat): get_gemeente(Point(lng, lat))\n",
" for lng, lat in set(zip(answers['user_lng'], answers['user_lat']))\n",
"}\n",
"\n",
"answers['gemeente'] = [\n",
" gemeente_map[(lng, lat)]\n",
" for lat, lng in zip(answers['user_lat'], answers['user_lng'])\n",
"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Posterior probability\n",
"\n",
"Probability for a gemeente given a specific pronunciation."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\"armen\" (*lichaamsdeel)\n"
]
},
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"text": [
"\"avond\"\n"
]
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"text": [
"\"bij\" (*insect)\n"
]
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"text": [
"\"blad\" (aan een boom)\n"
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"text": [
"\"borst\" (*lichaamsdeel)\n"
]
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"text": [
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"trein\n"
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"zaterdag\n"
]
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"source": [
"colors = pyplot.get_cmap('tab20').colors\n",
"\n",
"for question, rows in answers.groupby('question_text'):\n",
" answer_texts = set(rows['answer_text'])\n",
" print(question)\n",
" display(make_table(\n",
" [['', 'support', 'entropy'] + gemeente_names] + [\n",
" [\n",
" answer_text, summed,\n",
" sum(\n",
" -numpy.log(p) * p\n",
" for gemeente, count in counts.items()\n",
" if gemeente >= 0\n",
" for p in [count / summed if summed > 0 else 0] # alias\n",
" )] + [\n",
" '%d%%' % percentage if percentage > 0 else ''\n",
" for gemeente, gemeente_name in enumerate(gemeente_names)\n",
" for percentage in [round(100 * counts[gemeente] / summed) if summed > 0 else 0] # alias\n",
" ]\n",
" for answer_text, rows_ in rows.groupby('answer_text')\n",
" \n",
" for counts in [defaultdict(lambda: 0, rows_['gemeente'][rows_['gemeente'] >= 0].value_counts())] # alias\n",
" for summed in [sum(counts.values())] # alias\n",
" ]\n",
" ))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Likelyhoods\n",
"\n",
"Probabilty of a pronunciation given that someone is from a municipality"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\"armen\" (*lichaamsdeel)\n"
]
},
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]
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"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">j__n&nbsp;(jun)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">_____n&nbsp;(???n)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">a___n&nbsp;(???n)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">j___n&nbsp;(joun)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">j____n&nbsp;(jun)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">_____n&nbsp;(?w?n)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">i___nd&nbsp;(?.?nt)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">_____nd&nbsp;(?:bn?t)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">_____nd&nbsp;(a:v?nt)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">i___n&nbsp;(?w?n)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">o___nd&nbsp;(?:bn?t)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">a__nd&nbsp;(a:v?nt)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">j___ne&nbsp;(j?:n?)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">j____ne&nbsp;(jaun?)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">j___ne&nbsp;(jaun?)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">j__ne&nbsp;(jun?)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">j____n&nbsp;(joun)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">j____ne&nbsp;(jun?)</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Achtkarspelen</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">43.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">8.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">13.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left:
],
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"<ipy_table.ipy_table.IpyTable at 0x7efc6928ec88>"
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"output_type": "stream",
"text": [
"\"bij\" (*insect)\n"
]
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"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b____&nbsp;(be:i)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b____&nbsp;(bi:)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b___&nbsp;(b?i)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b___&nbsp;(bi:)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">h___k&nbsp;(hork)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b____&nbsp;(b?i)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b___&nbsp;(be:i)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">i_______r&nbsp;(i:n?fand?r)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b___&nbsp;(bæi)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">h_______r&nbsp;(h?n??ow?r)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">h_________r&nbsp;(h?n??ow?r)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b____&nbsp;(b?i?)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">i____&nbsp;(im?)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">k___&nbsp;(ko:k?n)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">h______r&nbsp;(hy:n?xau?r)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b____&nbsp;(bæi)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">h_____k&nbsp;(hork)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">i__________r&nbsp;(i:n?fand?r)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">h_________r&nbsp;(hy:n?xau?r)</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Achtkarspelen</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">2.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">46.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">2.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">18.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">17.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">6.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px so
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"text": [
"\"blad\" (aan een boom)\n"
]
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"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b___&nbsp;(blet)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b___&nbsp;(bl?:t)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b___&nbsp;(bl?t)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b___&nbsp;(bl?d)</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Achtkarspelen</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">36.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">59.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">2.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">3.0000</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Ameland</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">25.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">75.0000</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Dantumadiel</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">23.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">75.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">2.0000</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">De&nbsp;Fryske&nbsp;Marren</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">16.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">83.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Dongeradeel</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">6.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">92.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">2.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Ferwerderadiel</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px soli
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"text": [
"\"borst\" (*lichaamsdeel)\n"
]
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"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b__st&nbsp;(b?st)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b__st&nbsp;(b??st)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b__st&nbsp;(b?ast)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b__st&nbsp;(bw?st)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b__st&nbsp;(bost)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">b___t&nbsp;(b??t)</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Achtkarspelen</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">2.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">7.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">59.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">30.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Ameland</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">38.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">12.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">38.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">12.0000</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Dantumadiel</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">2.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">31.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">65.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">De&nbsp;Fryske&nbsp;Marren</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">52.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">14.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom
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"text": [
"\"dag\"\n"
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"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">d___&nbsp;(d??)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">d___&nbsp;(d?:x)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">d__i&nbsp;(d??)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">d___&nbsp;(d?x)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">___ch&nbsp;(?:x)</td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Achtkarspelen</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">22.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">71.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">7.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Ameland</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">25.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">75.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Dantumadiel</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">3.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">94.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">3.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">De&nbsp;Fryske&nbsp;Marren</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">2.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">97.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">1.0000</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td></tr><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">Dongeradeel</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">2.0000</td><td style=\"bor
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"text": [
"\"deurtje\"\n"
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"output_type": "stream",
"text": [
"ik ben gegaan\n"
]
},
{
"data": {
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"text/plain": [
"<ipy_table.ipy_table.IpyTable at 0x7efc7ce36630>"
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"output_type": "stream",
"text": [
"ik heb gezet\n"
]
},
{
"data": {
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"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">___t&nbsp;(s?t)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">___n&nbsp;(s?tn)</td></tr></table>"
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"text": [
"ik sprak\n"
]
},
{
"data": {
"text/html": [
"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">sp___&nbsp;(sp??k)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">sp___&nbsp;(sp?i:k)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">sp___&nbsp;(sp??kt?)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">sp___&nbsp;(sp??ts)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">sp___&nbsp;(sp?e?k)</td></tr></table>"
],
"text/plain": [
"<ipy_table.ipy_table.IpyTable at 0x7efc4ac1cb38>"
]
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"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"kaas\n"
]
},
{
"data": {
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"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">____s&nbsp;(se?s)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">____s&nbsp;(tsi:s)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">____s&nbsp;(ke?s)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">____s&nbsp;(k?:?s)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">____s&nbsp;(k?:s)</td></tr></table>"
],
"text/plain": [
"<ipy_table.ipy_table.IpyTable at 0x7efc840aaf28>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"koken\n"
]
},
{
"data": {
"text/html": [
"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">k____&nbsp;(kojts?)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">k____&nbsp;(kouk?)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">k___&nbsp;(k?tj?)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">k___&nbsp;(ko:k?n)</td></tr></table>"
],
"text/plain": [
"<ipy_table.ipy_table.IpyTable at 0x7efc6928ecc0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"oog\n"
]
},
{
"data": {
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],
"text/plain": [
"<ipy_table.ipy_table.IpyTable at 0x7efc6928ec88>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"tand\n"
]
},
{
"data": {
"text/html": [
"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">k____&nbsp;(ki:z?)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">t____&nbsp;(t?:n)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">t____&nbsp;(tos)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">t____&nbsp;(tosk)</td></tr></table>"
],
"text/plain": [
"<ipy_table.ipy_table.IpyTable at 0x7efc7ce36630>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"trein\n"
]
},
{
"data": {
"text/html": [
"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">t____&nbsp;(tR??n)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">t____&nbsp;(t?e?n)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">t____&nbsp;(t???n)</td></tr></table>"
],
"text/plain": [
"<ipy_table.ipy_table.IpyTable at 0x7efc4aeb22e8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"vis\n"
]
},
{
"data": {
"text/html": [
"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">___sk&nbsp;(fisk)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">___s&nbsp;(f?s)</td></tr></table>"
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"<ipy_table.ipy_table.IpyTable at 0x7efc6928ec88>"
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},
"metadata": {},
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{
"name": "stdout",
"output_type": "stream",
"text": [
"zaterdag\n"
]
},
{
"data": {
"text/html": [
"<table border=\"1\" cellpadding=\"3\" cellspacing=\"0\" style=\"border:black; border-collapse:collapse;\"><tr><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\"></td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">s_____&nbsp;(snjoun)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">s_____&nbsp;(sn?wn)</td><td style=\"border-left: 1px solid;border-right: 1px solid;border-top: 1px solid;border-bottom: 1px solid;\">s_____&nbsp;(sa:t?d?x)</td></tr></table>"
],
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"<ipy_table.ipy_table.IpyTable at 0x7efc4aeb2978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for question, rows in answers.groupby('question_text'):\n",
" answer_texts = set(rows['answer_text'])\n",
" print(question)\n",
" display(make_table(\n",
" [[''] + list(answer_texts)] + [\n",
" [gemeente_names[gemeente]] + [\n",
" percentage if percentage > 0 else ''\n",
" for answer_text in answer_texts\n",
" for percentage in [round(100 * counts[answer_text] / summed)] # alias\n",
" ]\n",
" for gemeente, rows_ in rows.groupby('gemeente')\n",
" if gemeente >= 0\n",
" for counts in [defaultdict(lambda: 0, rows_['answer_text'].value_counts())] # alias\n",
" for summed in [len(rows_)] # alias\n",
" ]\n",
" ))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Mapping pronunciations\n",
"\n",
"The idea is to plot each pronunciation as a point of a different color, now only seems to show participation density.\n",
"\n",
"Slow, so started with the first question."
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3074\n",
"\"armen\" (*lichaamsdeel)\n"
]
},
{
"data": {
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],
"text/plain": [
"<folium.folium.Map at 0x7f15f223e390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors = pyplot.get_cmap('tab20')\n",
"\n",
"std = (1.89, 1.35)\n",
"\n",
"for question, rows in answers.groupby('question_text'):\n",
" m = folium.Map((52.16370310266682, 5.601701825033824), tiles='stamentoner', zoom_start=8)\n",
" \n",
" \n",
" \n",
" for (answer, rows_), color in zip(rows.groupby('answer_text'), colors.colors):\n",
" color = '#%02x%02x%02x' % tuple(int(c*255) for c in color)\n",
" for point in zip(rows_['user_lat'], rows_['user_lng']):\n",
" point = tuple(p + 0.01 * s * numpy.random.randn() for p, s in zip(point, std))\n",
" folium.CircleMarker(point, color=color, radius=1, opacity=1).add_to(m)\n",
" print(question)\n",
" display(m)\n",
" break"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
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"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
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"nbformat_minor": 2
}