From 5f0292d7ee9e8e30ce55dea405c41bb5d559443b Mon Sep 17 00:00:00 2001 From: Joe Germuska Date: Thu, 27 Jul 2017 11:40:09 -0500 Subject: [PATCH] incomplete analysis of per capita voter support in Cuyahoga county places --- Cuyahoga Voting.ipynb | 745 ++++++++++++++++++++++++++++++++++++++ cuyahoga_2012_votes.xls | Bin 0 -> 3995648 bytes cuyahoga_2016_primary.xls | Bin 0 -> 6183424 bytes 3 files changed, 745 insertions(+) create mode 100644 Cuyahoga Voting.ipynb create mode 100644 cuyahoga_2012_votes.xls create mode 100644 cuyahoga_2016_primary.xls diff --git a/Cuyahoga Voting.ipynb b/Cuyahoga Voting.ipynb new file mode 100644 index 0000000..5874829 --- /dev/null +++ b/Cuyahoga Voting.ipynb @@ -0,0 +1,745 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Starting point:\n", + "\n", + "

Q: In which Cuyahoga County community did Trump win the most votes?
A: Cleveland, followed by Parma & Strongsville. pic.twitter.com/awUAUFFAHt

— Nick Castele (@NickCastele) August 26, 2016
\n", + "\n", + "\n", + "\n", + "I was curious about the *rate* of support, so I put together this notebook to work that out." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from censusreporter_api import get_dataframe, search_places\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "df = get_dataframe('b01003','160|05000US39035', include_moe=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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nameTotalTotal (error)
16000US3916000Cleveland, OH390584.047.0
16000US3961000Parma, OH80380.050.0
16000US3941664Lakewood, OH51155.028.0
16000US3925704Euclid, OH48105.039.0
16000US3916014Cleveland Heights, OH45388.046.0
16000US3975098Strongsville, OH44649.040.0
16000US3983622Westlake, OH32469.039.0
16000US3956882North Olmsted, OH32248.028.0
16000US3957008North Royalton, OH30321.027.0
16000US3929428Garfield Heights, OH28365.035.0
\n", + "
" + ], + "text/plain": [ + " name Total Total (error)\n", + "16000US3916000 Cleveland, OH 390584.0 47.0\n", + "16000US3961000 Parma, OH 80380.0 50.0\n", + "16000US3941664 Lakewood, OH 51155.0 28.0\n", + "16000US3925704 Euclid, OH 48105.0 39.0\n", + "16000US3916014 Cleveland Heights, OH 45388.0 46.0\n", + "16000US3975098 Strongsville, OH 44649.0 40.0\n", + "16000US3983622 Westlake, OH 32469.0 39.0\n", + "16000US3956882 North Olmsted, OH 32248.0 28.0\n", + "16000US3957008 North Royalton, OH 30321.0 27.0\n", + "16000US3929428 Garfield Heights, OH 28365.0 35.0" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.sort_values(by='Total',ascending=False).head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "votes = pd.read_excel('cuyahoga_2012_votes.xls',sheetname=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "sum_cols = list(votes)[2:9]\n", + "votes['total'] = votes[sum_cols].sum(axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "votes['place'] = votes['Precinct'].apply(lambda x: x.split('-')[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "new_cols = ['unity','precinct','soc','ind','con','lib','dem','rep','gre','write-in','over','under','total','place']\n", + "votes = votes.rename(columns=dict(zip(votes.columns,new_cols)))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "by_place = votes[['place','dem','rep','total']].groupby(by='place').sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "by_place['dem_pct'] = by_place['dem']/by_place['total']" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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demreptotaldem_pct
place
HIGHLAND HILLS41224160.990385
EAST CLEVELAND881412489590.983815
WARRENSVILLE HTS754514577050.979234
NORTH RANDALL503325370.936685
LINNDALE292310.935484
BEDFORD HEIGHTS567142161140.927543
WOODMERE354383950.896203
MAPLE HEIGHTS110231323124040.888665
CLEVELAND152262186431722400.884011
OAKWOOD188224421380.880262
CLEVELAND HEIGHTS221164012263790.838394
EUCLID200644577248650.806917
SHAKER HEIGHTS142823354177620.804076
SOUTH EUCLID95132631122330.777651
GARFIELD HEIGHTS102663134135510.757582
BEDFORD5030155666560.755709
RICHMOND HEIGHTS4496146159910.750459
GLENWILLOW2851174040.705446
LAKEWOOD173567119249280.696245
NEWBURGH HEIGHTS5072197350.689796
BEACHWOOD4873231572260.674370
UNIVERSITY HEIGHTS4561216967770.673012
ORANGE139176421630.643088
BROOKLYN3316178751770.640525
BROOK PARK5611313888830.631656
BEREA5826353095050.612941
MAYFIELD HEIGHTS5631347191880.612865
BRATENAHL5823719610.605619
PARMA HEIGHTS5482363892500.592649
CUYAHOGA HEIGHTS1961463450.568116
PARMA2094215483370010.565985
LYNDHURST4795359384890.564849
FAIRVIEW PARK5291403794700.558712
NORTH OLMSTED92517613170590.542294
SOLON72036094134050.537337
BROOKLYN HEIGHTS4674138940.522371
PEPPER PIKE2084190840110.519571
OLMSTED FALLS2386215646100.517570
MIDDLEBURG HEIGHTS4209394382530.509996
OLMSTED TOWNSHIP3467324868140.508805
MORELAND HILLS1090110722170.491655
ROCKY RIVER60056377124990.480438
SEVEN HILLS3306358469870.473164
BAY VILLAGE4596519099050.464008
WALTON HILLS67479014800.455405
CHAGRIN FALLS1143136325240.452853
VALLEY VIEW59371513250.447547
STRONGSVILLE1120813700251920.444903
WESTLAKE803010068182550.439879
MAYFIELD VILLAGE871110719990.435718
NORTH ROYALTON69749041162270.429778
BROADVIEW HEIGHTS45456008106620.426280
HIGHLAND HEIGHTS2199298952240.420942
INDEPENDENCE1809263945090.401198
BRECKSVILLE3378514286250.391652
GATES MILLS546106616270.335587
BENTLEYVILLE2024286310.320127
CHAGRIN FALLS TWP2963920.315217
HUNTING VALLEY1013124160.242788
\n", + "
" + ], + "text/plain": [ + " dem rep total dem_pct\n", + "place \n", + "HIGHLAND HILLS 412 2 416 0.990385\n", + "EAST CLEVELAND 8814 124 8959 0.983815\n", + "WARRENSVILLE HTS 7545 145 7705 0.979234\n", + "NORTH RANDALL 503 32 537 0.936685\n", + "LINNDALE 29 2 31 0.935484\n", + "BEDFORD HEIGHTS 5671 421 6114 0.927543\n", + "WOODMERE 354 38 395 0.896203\n", + "MAPLE HEIGHTS 11023 1323 12404 0.888665\n", + "CLEVELAND 152262 18643 172240 0.884011\n", + "OAKWOOD 1882 244 2138 0.880262\n", + "CLEVELAND HEIGHTS 22116 4012 26379 0.838394\n", + "EUCLID 20064 4577 24865 0.806917\n", + "SHAKER HEIGHTS 14282 3354 17762 0.804076\n", + "SOUTH EUCLID 9513 2631 12233 0.777651\n", + "GARFIELD HEIGHTS 10266 3134 13551 0.757582\n", + "BEDFORD 5030 1556 6656 0.755709\n", + "RICHMOND HEIGHTS 4496 1461 5991 0.750459\n", + "GLENWILLOW 285 117 404 0.705446\n", + "LAKEWOOD 17356 7119 24928 0.696245\n", + "NEWBURGH HEIGHTS 507 219 735 0.689796\n", + "BEACHWOOD 4873 2315 7226 0.674370\n", + "UNIVERSITY HEIGHTS 4561 2169 6777 0.673012\n", + "ORANGE 1391 764 2163 0.643088\n", + "BROOKLYN 3316 1787 5177 0.640525\n", + "BROOK PARK 5611 3138 8883 0.631656\n", + "BEREA 5826 3530 9505 0.612941\n", + "MAYFIELD HEIGHTS 5631 3471 9188 0.612865\n", + "BRATENAHL 582 371 961 0.605619\n", + "PARMA HEIGHTS 5482 3638 9250 0.592649\n", + "CUYAHOGA HEIGHTS 196 146 345 0.568116\n", + "PARMA 20942 15483 37001 0.565985\n", + "LYNDHURST 4795 3593 8489 0.564849\n", + "FAIRVIEW PARK 5291 4037 9470 0.558712\n", + "NORTH OLMSTED 9251 7613 17059 0.542294\n", + "SOLON 7203 6094 13405 0.537337\n", + "BROOKLYN HEIGHTS 467 413 894 0.522371\n", + "PEPPER PIKE 2084 1908 4011 0.519571\n", + "OLMSTED FALLS 2386 2156 4610 0.517570\n", + "MIDDLEBURG HEIGHTS 4209 3943 8253 0.509996\n", + "OLMSTED TOWNSHIP 3467 3248 6814 0.508805\n", + "MORELAND HILLS 1090 1107 2217 0.491655\n", + "ROCKY RIVER 6005 6377 12499 0.480438\n", + "SEVEN HILLS 3306 3584 6987 0.473164\n", + "BAY VILLAGE 4596 5190 9905 0.464008\n", + "WALTON HILLS 674 790 1480 0.455405\n", + "CHAGRIN FALLS 1143 1363 2524 0.452853\n", + "VALLEY VIEW 593 715 1325 0.447547\n", + "STRONGSVILLE 11208 13700 25192 0.444903\n", + "WESTLAKE 8030 10068 18255 0.439879\n", + "MAYFIELD VILLAGE 871 1107 1999 0.435718\n", + "NORTH ROYALTON 6974 9041 16227 0.429778\n", + "BROADVIEW HEIGHTS 4545 6008 10662 0.426280\n", + "HIGHLAND HEIGHTS 2199 2989 5224 0.420942\n", + "INDEPENDENCE 1809 2639 4509 0.401198\n", + "BRECKSVILLE 3378 5142 8625 0.391652\n", + "GATES MILLS 546 1066 1627 0.335587\n", + "BENTLEYVILLE 202 428 631 0.320127\n", + "CHAGRIN FALLS TWP 29 63 92 0.315217\n", + "HUNTING VALLEY 101 312 416 0.242788" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "by_place.sort_values(by='dem_pct',ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "**Note (July 27, 2017)** I left this kind of half-done and now I'm not really motivated to finish the analysis, which I guess would be comparing pct democratic support change between 2012 and 2016. If someone wants to finish it up and make a pull request, go for it!\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/cuyahoga_2012_votes.xls b/cuyahoga_2012_votes.xls new file mode 100644 index 0000000000000000000000000000000000000000..dd6d3f67c29b421122b931e1d4c32509e0857c05 GIT binary patch literal 3995648 zcmeFa33OdYl`dRYu_IX_*qNQtH=~_FMuRQOIEk+&Tef9Ok>n`}iDc>8QY=e~22Yt3 zhXg|=XT%91D3Cx1Bry=cKmdhi2($q=%@AfYH3qtAlct-%1N^>k?<(n>I&~GZ-uu`3 z|FwS0Rrj2|cYU?bu3fu^bMCqOzj@q&Cq8o8&y4r)a&wgV`{60(=m`BX9H-p*G-Iwh 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