{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Voting Power, Turnout, and Persuasion in Presidential Elections\n", "\n", "One interesting implication of the electoral college is that some individuals have more voting power than others. This, combined with this the fact that some states are more likely to swing an election means the importance of a vote varies considerably by location. Andrew Gelman has done [some](http://andrewgelman.com/2016/11/07/chance-vote-will-decide-election/) [work](https://pkremp.github.io/pr_decisive_vote.html) focusing on calculating the probability a voter will swing an election. Below, I ask a different but related question: \"Given an election turned out the way it did, how powerful were individual voters in each state?\" This alternative metric, called the Voting Power Index, is discussed more [here](https://www.dailykos.com/stories/2016/12/19/1612252/-Voter-Power-Index-Just-How-Much-Does-the-Electoral-College-Distort-the-Value-of-Your-Vote). Rather than rely on predicted probabilities of electoral outcomes, it simply divides the state's electoral votes by the realized vote margin:\n", "\n", "$$state\\_vpi = \\frac{state\\_electoral\\_votes}{\\lvert dem\\_voters - rep\\_voters\\rvert}$$\n", "\n", "I decided to take this metric a step further and calculate a county VPI, which is the fraction of the state's voting power that resides with the voting age population of each county: \n", "\n", "$$county\\_vpi = state\\_vpi*\\frac{county\\_vap}{state\\_vap}$$\n", "\n", "These numbers can then provide some insight on the ongoing [persuasion vs. turnout debate](https://twitter.com/Nate_Cohn/status/972608738631868416) because the county voting power can be further disaggregated by voting status:\n", "\n", "$$persuasion\\_vpi = county\\_vpi*\\frac{voting\\_vap}{county\\_vap}$$\n", "\n", "$$turnout\\_vpi = county\\_vpi*\\frac{nonvoting\\_vap}{county\\_vap}$$\n", "\n", "This `turnout_vpi` value could hopefully act as an adjustment on the numbers from [The Missing Obama Millions](https://www.nytimes.com/2018/03/10/opinion/sunday/obama-trump-voters-democrats.html) article, which don't take the electoral college into account. To be honest, I'm mainly using this metric because it's straightforward to calculate and easy to understand. I haven't fully considered all the implications, but it seems to produce results that are in-line with other analyses [5]. I'm definietly open to critique and could use input from a political scientist to \"kick the tires\" of this metric. " ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "import numpy as np\n", "\n", "import folium\n", "import branca.colormap as cm\n", "\n", "import seaborn as sns\n", "\n", "import altair as alt\n", "from vega_datasets import data\n", "\n", "import statsmodels.formula.api as smf\n", "import statsmodels.api as sm\n", "\n", "matplotlib.style.use('ggplot') " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RendererRegistry.enable('notebook')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#For the notebook only (not for JupyterLab) run this command once per session\n", "alt.renderers.enable('notebook')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "county_df = pd.read_csv('./inputs/US_County_Level_Presidential_Results_04-16.csv', dtype={'fips_code': object})\n", "\n", "county_df = county_df[county_df['county_name'] != 'Alaska']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "state_df = county_df.groupby(['state','year']).agg({'vap':'sum', 'dem_num':'sum', 'rep_num':'sum', 'county_num': 'sum'})\n", "state_df = state_df.reset_index()\n", "state_df.rename(columns={'vap':'state_vap', 'dem_num': 'state_dem_num',\n", " 'rep_num': 'state_rep_num', 'county_num': 'state_num'}, inplace=True)\n", "state_df['state_dem_margin'] = (state_df['state_dem_num'] - state_df['state_rep_num']) / state_df['state_num']\n", "\n", "#Calculate the standard deviation of the margin\n", "state_deviation_df = state_df.groupby(['state']).agg({'state_dem_margin': 'std'})\n", "state_deviation_df = state_deviation_df.reset_index()\n", "state_deviation_df.rename(columns={'state_dem_margin': 'state_dem_margin_std'}, inplace=True)\n", "\n", "state_df = pd.merge(state_df, state_deviation_df, on=['state'])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "county_df = pd.merge(county_df, state_df, on=['state','year'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initial County Dataframe" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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county_namestateyeardem_marginturnoutturnout_vpipersuasion_vpicounty_vpi
9743Bernalillo CountyNM20040.04200.59111157.0427291672.4431412829.485870
9332Saint Louis CountyMO20080.19900.7670557.3436211834.7644782392.108099
4847Hillsborough CountyNH2016-0.00200.6545763.2022911446.0682212209.270512
4849Rockingham CountyNH2016-0.05830.7383435.8528911229.3905991665.243490
9284Jackson CountyMO20080.25390.6831515.8146951111.8491701627.663865
4390Wayne CountyMI20160.37340.5837539.384492756.1638911295.548383
4371Oakland CountyMI20160.08110.6801303.963423646.094828950.058250
9351Saint Louis CityMO20080.68150.6079335.774084520.612544856.386628
4848Merrimack CountyNH20160.03080.6848259.213077563.095587822.308664
9328Saint Charles CountyMO2008-0.09740.7592195.964621617.850926813.815546
9648Clark CountyNV20040.04850.4836419.452537392.824048812.276584
4826Clark CountyNV20160.10960.4527443.659050366.924796810.583846
9750Dona Ana CountyNM20040.03570.5151379.832819403.505212783.338031
12280Milwaukee CountyWI20040.24340.7217197.975668513.273876711.249544
4850Strafford CountyNH20160.08560.6590241.359028466.455912707.814940
9275Greene CountyMO2008-0.15850.6661222.883702444.702308667.586010
4358Macomb CountyMI2016-0.11530.6148255.384842407.628058663.012901
9768Santa Fe CountyNM20040.43210.6560226.076234431.117576657.193810
9686Hillsborough CountyNH2004-0.02870.6764205.819444430.221261636.040705
9766San Juan CountyNM2004-0.32620.5327257.068508293.094828550.163336
9765Sandoval CountyNM2004-0.02710.5356251.487424290.047049541.534472
9286Jefferson CountyMO20080.02520.6630176.088284346.415216522.503500
9260Clay CountyMO2008-0.00690.6937158.581377359.202927517.784304
4846Grafton CountyNH20160.18960.6738166.484551343.872287510.356838
9688Rockingham CountyNH2004-0.04180.7205135.650672349.624258485.274930
10090Mecklenburg CountyNC20080.24370.7202131.616304338.832514470.448818
4349Kent CountyMI2016-0.03080.6372170.557276299.596590470.153866
7811Polk CountyIA20040.04630.6887145.247415321.383619466.631034
10122Wake CountyNC20080.14450.799091.760593364.753614456.514206
4844Cheshire CountyNH20160.12620.6652142.008996282.158481424.167478
\n", "
" ], "text/plain": [ " county_name state year dem_margin turnout turnout_vpi \\\n", "9743 Bernalillo County NM 2004 0.0420 0.5911 1157.042729 \n", "9332 Saint Louis County MO 2008 0.1990 0.7670 557.343621 \n", "4847 Hillsborough County NH 2016 -0.0020 0.6545 763.202291 \n", "4849 Rockingham County NH 2016 -0.0583 0.7383 435.852891 \n", "9284 Jackson County MO 2008 0.2539 0.6831 515.814695 \n", "4390 Wayne County MI 2016 0.3734 0.5837 539.384492 \n", "4371 Oakland County MI 2016 0.0811 0.6801 303.963423 \n", "9351 Saint Louis City MO 2008 0.6815 0.6079 335.774084 \n", "4848 Merrimack County NH 2016 0.0308 0.6848 259.213077 \n", "9328 Saint Charles County MO 2008 -0.0974 0.7592 195.964621 \n", "9648 Clark County NV 2004 0.0485 0.4836 419.452537 \n", "4826 Clark County NV 2016 0.1096 0.4527 443.659050 \n", "9750 Dona Ana County NM 2004 0.0357 0.5151 379.832819 \n", "12280 Milwaukee County WI 2004 0.2434 0.7217 197.975668 \n", "4850 Strafford County NH 2016 0.0856 0.6590 241.359028 \n", "9275 Greene County MO 2008 -0.1585 0.6661 222.883702 \n", "4358 Macomb County MI 2016 -0.1153 0.6148 255.384842 \n", "9768 Santa Fe County NM 2004 0.4321 0.6560 226.076234 \n", "9686 Hillsborough County NH 2004 -0.0287 0.6764 205.819444 \n", "9766 San Juan County NM 2004 -0.3262 0.5327 257.068508 \n", "9765 Sandoval County NM 2004 -0.0271 0.5356 251.487424 \n", "9286 Jefferson County MO 2008 0.0252 0.6630 176.088284 \n", "9260 Clay County MO 2008 -0.0069 0.6937 158.581377 \n", "4846 Grafton County NH 2016 0.1896 0.6738 166.484551 \n", "9688 Rockingham County NH 2004 -0.0418 0.7205 135.650672 \n", "10090 Mecklenburg County NC 2008 0.2437 0.7202 131.616304 \n", "4349 Kent County MI 2016 -0.0308 0.6372 170.557276 \n", "7811 Polk County IA 2004 0.0463 0.6887 145.247415 \n", "10122 Wake County NC 2008 0.1445 0.7990 91.760593 \n", "4844 Cheshire County NH 2016 0.1262 0.6652 142.008996 \n", "\n", " persuasion_vpi county_vpi \n", "9743 1672.443141 2829.485870 \n", "9332 1834.764478 2392.108099 \n", "4847 1446.068221 2209.270512 \n", "4849 1229.390599 1665.243490 \n", "9284 1111.849170 1627.663865 \n", "4390 756.163891 1295.548383 \n", "4371 646.094828 950.058250 \n", "9351 520.612544 856.386628 \n", "4848 563.095587 822.308664 \n", "9328 617.850926 813.815546 \n", "9648 392.824048 812.276584 \n", "4826 366.924796 810.583846 \n", "9750 403.505212 783.338031 \n", "12280 513.273876 711.249544 \n", "4850 466.455912 707.814940 \n", "9275 444.702308 667.586010 \n", "4358 407.628058 663.012901 \n", "9768 431.117576 657.193810 \n", "9686 430.221261 636.040705 \n", "9766 293.094828 550.163336 \n", "9765 290.047049 541.534472 \n", "9286 346.415216 522.503500 \n", "9260 359.202927 517.784304 \n", "4846 343.872287 510.356838 \n", "9688 349.624258 485.274930 \n", "10090 338.832514 470.448818 \n", "4349 299.596590 470.153866 \n", "7811 321.383619 466.631034 \n", "10122 364.753614 456.514206 \n", "4844 282.158481 424.167478 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "county_df['county_vpi'] = (county_df['vap']/county_df['state_vap'])*(county_df['state_electoral_votes']/\n", " abs(county_df['state_dem_num'] - county_df['state_rep_num']))\n", "\n", "#Rescale column so median value is 1\n", "county_df['county_vpi'] = county_df['county_vpi']*(1/county_df['county_vpi'].median())\n", "\n", "#The fraction of county VPI that is tapped by increasing turnout\n", "county_df['turnout_vpi'] = ((county_df['vap'] - county_df['county_num'])/county_df['vap'])*county_df['county_vpi']\n", "\n", "#The fraction of county VPI tapped by persuading voters to switch sides\n", "county_df['persuasion_vpi'] = (county_df['county_num']/county_df['vap'])*county_df['county_vpi']\n", "\n", "#Adjusting turnout for party margin\n", "county_df['partisanturnout_vpi'] = county_df['dem_margin']*county_df['turnout_vpi']\n", "\n", "#The advantage of turnout over persuasion in a county:\n", "county_df['turnout_advantage'] = county_df['turnout_vpi'] - county_df['persuasion_vpi'] \n", "\n", "county_df = county_df.sort_values(by='county_vpi', ascending=False)\n", "\n", "cols = ['county_name','state', 'year', 'dem_margin', 'turnout', 'turnout_vpi', 'persuasion_vpi', 'county_vpi']\n", "\n", "county_df[cols].head(30)\n", "\n", "#Maybe include whole table in sortable iframe here:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# out_cols = list(cols)\n", "# out_cols.append('partisanturnout_vpi')\n", "# county_df[out_cols].to_csv('./outputs/countyvpi_2004-2016.csv', index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the County Data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9,8))\n", "ax.set_yscale('log')\n", "sns.boxplot(data=county_df, x='year', y='county_vpi') #, whis=np.inf" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt_df = county_df[['year', 'county_vpi']].copy()\n", "plt_df['county_vpi'] = np.log(plt_df['county_vpi'])\n", "\n", "#col=\"time\", col=\"year\", col_wrap=2, size=4\n", "g = sns.FacetGrid(plt_df, col=\"year\", col_wrap=2, size=4) \n", "g = g.map(plt.hist, \"county_vpi\", bins=30, color='#4682b4')\n", "g.set_axis_labels(\"log(county_vpi)\", \"Count\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "map_df = county_df[['fips_code', 'county_vpi', 'year']].copy()\n", "\n", "#Change scale so easier to see on chloropleth:\n", "# Also available in altair, but less customizable, see here: \n", "# https://vega.github.io/vega-lite/docs/scale.html\n", "map_df['county_vpi'] = np.power(map_df['county_vpi'], 0.3)\n", "\n", "#Arrange in columns\n", "map_df = map_df.pivot(index='fips_code', columns='year', values='county_vpi')\n", "map_df.reset_index(inplace=True)\n", "#Convert to ints, because the topojson strips the leading zeros\n", "map_df['fips_code'] = map_df['fips_code'].astype(int)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n" ] }, "metadata": { "jupyter-vega3": "#05dcaa00-b37d-47b7-a1bc-1438aef05ad2" }, "output_type": "display_data" }, { "data": { "application/javascript": [ "var spec = {\"repeat\": {\"row\": [\"2004\", \"2008\", \"2012\", \"2016\"]}, \"config\": {\"view\": {\"height\": 300, \"width\": 400}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v2.4.3.json\", \"spec\": {\"transform\": [{\"from\": {\"data\": {\"values\": [{\"2008\": 1.00880966189541, \"2016\": 0.9543748696823741, \"2012\": 1.0255334886968988, \"fips_code\": 1001, \"2004\": 0.9899637644500153}, {\"2008\": 1.4877940646699606, \"2016\": 1.4329914425945118, \"2012\": 1.506881466613245, \"fips_code\": 1003, \"2004\": 1.4600001056886835}, {\"2008\": 0.8786689128264605, \"2016\": 0.7711199208608072, \"2012\": 0.8437958631066146, \"fips_code\": 1005, \"2004\": 0.8622542165313524}, {\"2008\": 0.7993142619202683, \"2016\": 0.7400281866140238, \"2012\": 0.7991207794478469, \"fips_code\": 1007, \"2004\": 0.7843820153570386}, {\"2008\": 1.055742889996476, \"2016\": 0.9716367842225272, \"2012\": 1.047571833718971, \"fips_code\": 1009, \"2004\": 1.036020217836303}, {\"2008\": 0.6520466498145412, \"2016\": 0.589768976882837, \"2012\": 0.6385833675471417, \"fips_code\": 1011, \"2004\": 0.6398655568332052}, {\"2008\": 0.7810564440330946, \"2016\": 0.7060176669792498, \"2012\": 0.7698422272280596, \"fips_code\": 1013, \"2004\": 0.7664652776324317}, {\"2008\": 1.313456357691112, \"2016\": 1.1997240448529258, \"2012\": 1.303705308876058, \"fips_code\": 1015, \"2004\": 1.2889192574322381}, {\"2008\": 0.9243858458003392, \"2016\": 0.8358927826780318, \"2012\": 0.9023933095544866, \"fips_code\": 1017, \"2004\": 0.9071170967905445}, {\"2008\": 0.8420244896183421, \"2016\": 0.7712546391391158, \"2012\": 0.8346267999843275, \"fips_code\": 1019, \"2004\": 0.8262943595678001}, {\"2008\": 0.9685310032285247, \"2016\": 0.8901578150295145, \"2012\": 0.9617845195560044, \"fips_code\": 1021, \"2004\": 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56023, \"2004\": 1.5756124420236608}, {\"2008\": 2.635742664022158, \"2016\": 2.3728104202293605, \"2012\": 2.4657041139638762, \"fips_code\": 56025, \"2004\": 2.5081653273305538}, {\"2008\": 0.9616287804519486, \"2016\": 0.8480236242134148, \"2012\": 0.8938493040546746, \"fips_code\": 56027, \"2004\": 0.9150832506585197}, {\"2008\": 1.9964996993198165, \"2016\": 1.7674890936596346, \"2012\": 1.8450252979570734, \"fips_code\": 56029, \"2004\": 1.8998635148312575}, {\"2008\": 1.3974109057977062, \"2016\": 1.2335863914570222, \"2012\": 1.2938802353304728, \"fips_code\": 56031, \"2004\": 1.3297722990175507}, {\"2008\": 2.0124282111102545, \"2016\": 1.769652026111782, \"2012\": 1.852649146579706, \"fips_code\": 56033, \"2004\": 1.9150210419806593}, {\"2008\": 1.3536877076062954, \"2016\": 1.2514546944338554, \"2012\": 1.3419219785228333, \"fips_code\": 56035, \"2004\": 1.2881654262372055}, {\"2008\": 2.155392067499691, \"2016\": 1.9477431714854279, \"2012\": 2.0604108741417075, \"fips_code\": 56037, \"2004\": 2.0510650467888754}, {\"2008\": 1.7906545739463449, \"2016\": 1.6581454718866178, \"2012\": 1.703445393458547, \"fips_code\": 56039, \"2004\": 1.703981870803883}, {\"2008\": 1.7476502474686184, \"2016\": 1.5341927214546738, \"2012\": 1.6191884060588644, \"fips_code\": 56041, \"2004\": 1.6630590743302551}, {\"2008\": 1.3466614869347113, \"2016\": 1.1956936277484826, \"2012\": 1.2547920977858942, \"fips_code\": 56043, \"2004\": 1.2814792943506623}, {\"2008\": 1.3180353528107305, \"2016\": 1.1548317518850646, \"2012\": 1.2051593173824497, \"fips_code\": 56045, \"2004\": 1.2542387453982404}]}, \"key\": \"fips_code\", \"fields\": [\"2004\", \"2008\", \"2012\", \"2016\"]}, \"lookup\": \"id\"}], \"data\": {\"url\": \"https://vega.github.io/vega-datasets/data/us-10m.json\", \"format\": {\"feature\": \"counties\", \"type\": \"topojson\"}}, \"width\": 600, \"encoding\": {\"color\": {\"scale\": {\"scheme\": \"oranges\"}, \"field\": {\"repeat\": \"row\"}, \"legend\": {\"title\": \"Voter Power Index, 2004-2016\"}, \"type\": \"quantitative\"}}, \"projection\": {\"type\": \"albersUsa\"}, \"height\": 400, \"mark\": {\"strokeWidth\": 0.25, \"stroke\": \"white\", \"type\": \"geoshape\"}}};\n", "var opt = {};\n", "var selector = \"#05dcaa00-b37d-47b7-a1bc-1438aef05ad2\";\n", "var type = \"vega-lite\";\n", "\n", "var output_area = this;\n", "\n", "require(['nbextensions/jupyter-vega3/index'], function(vega) {\n", " vega.render(selector, spec, type, opt, output_area);\n", "}, function (err) {\n", " if (err.requireType !== 'scripterror') {\n", " throw(err);\n", " }\n", "});\n" ] }, "metadata": { "jupyter-vega3": "#05dcaa00-b37d-47b7-a1bc-1438aef05ad2" }, "output_type": "display_data" }, { "data": { "text/plain": [] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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}, "metadata": { "jupyter-vega3": "#05dcaa00-b37d-47b7-a1bc-1438aef05ad2" }, "output_type": "display_data" } ], "source": [ "counties = alt.topo_feature(data.us_10m.url, 'counties')\n", "\n", "years = ['2004', '2008', '2012', '2016']\n", "\n", "chart = alt.Chart(\n", " data=counties,\n", ").mark_geoshape(\n", " stroke='white',\n", " strokeWidth=0.25\n", ").encode(\n", " alt.Color(\n", " alt.repeat('row'), \n", " type='quantitative',\n", " legend=alt.Legend(title=\"Voter Power Index, 2004-2016\"),\n", " scale= {\"scheme\": \"oranges\"}\n", " )\n", ").transform_lookup(\n", " lookup='id',\n", " from_=alt.LookupData(map_df, 'fips_code', years),\n", ").project(\n", " type='albersUsa'\n", ").properties(\n", " width=600,\n", " height=400\n", ").repeat(\n", " row=years\n", ")\n", "\n", "chart.save('./outputs/vpi_2004-2016.html')\n", "\n", "chart" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A Closer Look at 2016\n", "\n", "Below, I select out just the 2016 values for a look at those. One important point to make is that the VPI only shows that, given the way the election turned out, these counties were important. It's entirely possible that a different set of counties would show up if campaigns focused on their resources elsewhere, depending on how powerful you think campaigns are. So this 2016 data is more useful for providing a picture of what happened, rather than saying what should have been done instead. The averages I look at later can provide more of a general picture of places that tend to be important. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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county_namestateyeardem_marginturnoutturnout_vpipersuasion_vpicounty_vpi
4847Hillsborough CountyNH2016-0.00200.6545763.2022911446.0682212209.270512
4849Rockingham CountyNH2016-0.05830.7383435.8528911229.3905991665.243490
4390Wayne CountyMI20160.37340.5837539.384492756.1638911295.548383
4371Oakland CountyMI20160.08110.6801303.963423646.094828950.058250
4848Merrimack CountyNH20160.03080.6848259.213077563.095587822.308664
4826Clark CountyNV20160.10960.4527443.659050366.924796810.583846
4850Strafford CountyNH20160.08560.6590241.359028466.455912707.814940
4358Macomb CountyMI2016-0.11530.6148255.384842407.628058663.012901
4846Grafton CountyNH20160.18960.6738166.484551343.872287510.356838
4349Kent CountyMI2016-0.03080.6372170.557276299.596590470.153866
4844Cheshire CountyNH20160.12620.6652142.008996282.158481424.167478
3183Maricopa CountyAZ2016-0.02890.4787191.532380175.913839367.446219
6165Milwaukee CountyWI20160.37010.6069144.012269222.310555366.322824
4842Belknap CountyNH2016-0.16780.7013100.996831237.125381338.122212
4333Genesee CountyMI20160.09460.6238115.104725190.826300305.931025
4389Washtenaw CountyMI20160.41280.6460100.443951183.323358283.767309
5372Philadelphia CountyPA20160.66980.5792115.593496159.124457274.717953
4843Carroll CountyNH2016-0.05660.735971.663218199.688143271.351361
4418Hennepin CountyMN20160.34930.707474.660455180.535170255.195626
4851Sullivan CountyNH2016-0.02650.641085.057186151.841761236.898946
4257Cumberland CountyME20160.26350.727361.043883162.818433223.862316
4341Ingham CountyMI20160.26870.569796.279322127.483898223.763221
5323Allegheny CountyPA20160.16450.660175.873263147.367799223.241062
6137Dane CountyWI20160.47170.738755.366688156.548600211.915288
4378Ottawa CountyMI2016-0.30470.667169.241319138.756781207.998100
4347Kalamazoo CountyMI20160.12760.617775.981134122.779735198.760869
4845Coos CountyNH2016-0.09090.599270.160513104.873671175.034185
3396New Castle CountyDE20160.29600.597070.338304104.203257174.541561
4839Washoe CountyNV20160.01290.572974.02466899.279717173.304385
3441Miami-Dade CountyFL20160.29600.453292.74062676.856905169.597531
\n", "
" ], "text/plain": [ " county_name state year dem_margin turnout turnout_vpi \\\n", "4847 Hillsborough County NH 2016 -0.0020 0.6545 763.202291 \n", "4849 Rockingham County NH 2016 -0.0583 0.7383 435.852891 \n", "4390 Wayne County MI 2016 0.3734 0.5837 539.384492 \n", "4371 Oakland County MI 2016 0.0811 0.6801 303.963423 \n", "4848 Merrimack County NH 2016 0.0308 0.6848 259.213077 \n", "4826 Clark County NV 2016 0.1096 0.4527 443.659050 \n", "4850 Strafford County NH 2016 0.0856 0.6590 241.359028 \n", "4358 Macomb County MI 2016 -0.1153 0.6148 255.384842 \n", "4846 Grafton County NH 2016 0.1896 0.6738 166.484551 \n", "4349 Kent County MI 2016 -0.0308 0.6372 170.557276 \n", "4844 Cheshire County NH 2016 0.1262 0.6652 142.008996 \n", "3183 Maricopa County AZ 2016 -0.0289 0.4787 191.532380 \n", "6165 Milwaukee County WI 2016 0.3701 0.6069 144.012269 \n", "4842 Belknap County NH 2016 -0.1678 0.7013 100.996831 \n", "4333 Genesee County MI 2016 0.0946 0.6238 115.104725 \n", "4389 Washtenaw County MI 2016 0.4128 0.6460 100.443951 \n", "5372 Philadelphia County PA 2016 0.6698 0.5792 115.593496 \n", "4843 Carroll County NH 2016 -0.0566 0.7359 71.663218 \n", "4418 Hennepin County MN 2016 0.3493 0.7074 74.660455 \n", "4851 Sullivan County NH 2016 -0.0265 0.6410 85.057186 \n", "4257 Cumberland County ME 2016 0.2635 0.7273 61.043883 \n", "4341 Ingham County MI 2016 0.2687 0.5697 96.279322 \n", "5323 Allegheny County PA 2016 0.1645 0.6601 75.873263 \n", "6137 Dane County WI 2016 0.4717 0.7387 55.366688 \n", "4378 Ottawa County MI 2016 -0.3047 0.6671 69.241319 \n", "4347 Kalamazoo County MI 2016 0.1276 0.6177 75.981134 \n", "4845 Coos County NH 2016 -0.0909 0.5992 70.160513 \n", "3396 New Castle County DE 2016 0.2960 0.5970 70.338304 \n", "4839 Washoe County NV 2016 0.0129 0.5729 74.024668 \n", "3441 Miami-Dade County FL 2016 0.2960 0.4532 92.740626 \n", "\n", " persuasion_vpi county_vpi \n", "4847 1446.068221 2209.270512 \n", "4849 1229.390599 1665.243490 \n", "4390 756.163891 1295.548383 \n", "4371 646.094828 950.058250 \n", "4848 563.095587 822.308664 \n", "4826 366.924796 810.583846 \n", "4850 466.455912 707.814940 \n", "4358 407.628058 663.012901 \n", "4846 343.872287 510.356838 \n", "4349 299.596590 470.153866 \n", "4844 282.158481 424.167478 \n", "3183 175.913839 367.446219 \n", "6165 222.310555 366.322824 \n", "4842 237.125381 338.122212 \n", "4333 190.826300 305.931025 \n", "4389 183.323358 283.767309 \n", "5372 159.124457 274.717953 \n", "4843 199.688143 271.351361 \n", "4418 180.535170 255.195626 \n", "4851 151.841761 236.898946 \n", "4257 162.818433 223.862316 \n", "4341 127.483898 223.763221 \n", "5323 147.367799 223.241062 \n", "6137 156.548600 211.915288 \n", "4378 138.756781 207.998100 \n", "4347 122.779735 198.760869 \n", "4845 104.873671 175.034185 \n", "3396 104.203257 174.541561 \n", "4839 99.279717 173.304385 \n", "3441 76.856905 169.597531 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "county2016_df = county_df[county_df['year'] == 2016]\n", "\n", "# 'state_dem_margin',\n", "cols_2016 = ['county_name','state', 'year', 'dem_margin',\n", " 'turnout', 'turnout_vpi', 'persuasion_vpi', 'county_vpi',]\n", "\n", "county2016_df[cols_2016].sort_values(by='county_vpi', ascending=False).head(30)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create Interactive Map\n", "map_1 = folium.Map(location=[39, -96], zoom_start=4)\n", "\n", "vpi_series = county2016_df.set_index('fips_code')['county_vpi']\n", "\n", "colorscale = cm.LinearColormap(\n", " ['white', 'orange', 'red'],\n", " index=[0, 0.05, 1.0],\n", " caption = 'Voter Power Index'\n", ").scale(0, vpi_series.max())\n", "\n", "def style_function(feature):\n", " #Add leading zeros, because they're not included\n", " feature['id'] = feature['id'].zfill(5)\n", " vpi = vpi_series.get(feature['id'], None)\n", " return {\n", " 'fillOpacity': 0.8,\n", " 'weight': 0.05,\n", " 'fillColor': \"#ffffff\" if vpi is None else colorscale(vpi)\n", " }\n", "\n", "folium.GeoJson(\n", " open('./inputs/us-counties.json').read(),\n", " style_function=style_function,\n", " name='2016'\n", ").add_to(map_1)\n", "\n", "map_1.save('./outputs/vpi_folium-2016.html')\n", "\n", "map_1" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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county_namestateyeardem_marginturnoutturnout_vpipersuasion_vpicounty_vpi
4390Wayne CountyMI20160.37340.5837539.384492756.1638911295.548383
4371Oakland CountyMI20160.08110.6801303.963423646.094828950.058250
4358Macomb CountyMI2016-0.11530.6148255.384842407.628058663.012901
4349Kent CountyMI2016-0.03080.6372170.557276299.596590470.153866
3183Maricopa CountyAZ2016-0.02890.4787191.532380175.913839367.446219
6165Milwaukee CountyWI20160.37010.6069144.012269222.310555366.322824
4333Genesee CountyMI20160.09460.6238115.104725190.826300305.931025
4389Washtenaw CountyMI20160.41280.6460100.443951183.323358283.767309
5372Philadelphia CountyPA20160.66980.5792115.593496159.124457274.717953
4341Ingham CountyMI20160.26870.569796.279322127.483898223.763221
5323Allegheny CountyPA20160.16450.660175.873263147.367799223.241062
6137Dane CountyWI20160.47170.738755.366688156.548600211.915288
4378Ottawa CountyMI2016-0.30470.667169.241319138.756781207.998100
4347Kalamazoo CountyMI20160.12760.617775.981134122.779735198.760869
3441Miami-Dade CountyFL20160.29600.453292.74062676.856905169.597531
6192Waukesha CountyWI2016-0.26490.769036.264767120.708511156.973278
4381Saginaw CountyMI2016-0.01140.627654.40944991.691815146.101264
5367Montgomery CountyPA20160.21280.680746.13101998.363149144.494168
4355Livingston CountyMI2016-0.29560.718040.418475102.916091143.334567
4369Muskegon CountyMI20160.01510.587953.20886275.912113129.120974
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" ], "text/plain": [ " county_name state year dem_margin turnout turnout_vpi \\\n", "4390 Wayne County MI 2016 0.3734 0.5837 539.384492 \n", "4371 Oakland County MI 2016 0.0811 0.6801 303.963423 \n", "4358 Macomb County MI 2016 -0.1153 0.6148 255.384842 \n", "4349 Kent County MI 2016 -0.0308 0.6372 170.557276 \n", "3183 Maricopa County AZ 2016 -0.0289 0.4787 191.532380 \n", "6165 Milwaukee County WI 2016 0.3701 0.6069 144.012269 \n", "4333 Genesee County MI 2016 0.0946 0.6238 115.104725 \n", "4389 Washtenaw County MI 2016 0.4128 0.6460 100.443951 \n", "5372 Philadelphia County PA 2016 0.6698 0.5792 115.593496 \n", "4341 Ingham County MI 2016 0.2687 0.5697 96.279322 \n", "5323 Allegheny County PA 2016 0.1645 0.6601 75.873263 \n", "6137 Dane County WI 2016 0.4717 0.7387 55.366688 \n", "4378 Ottawa County MI 2016 -0.3047 0.6671 69.241319 \n", "4347 Kalamazoo County MI 2016 0.1276 0.6177 75.981134 \n", "3441 Miami-Dade County FL 2016 0.2960 0.4532 92.740626 \n", "6192 Waukesha County WI 2016 -0.2649 0.7690 36.264767 \n", "4381 Saginaw County MI 2016 -0.0114 0.6276 54.409449 \n", "5367 Montgomery County PA 2016 0.2128 0.6807 46.131019 \n", "4355 Livingston County MI 2016 -0.2956 0.7180 40.418475 \n", "4369 Muskegon County MI 2016 0.0151 0.5879 53.208862 \n", "\n", " persuasion_vpi county_vpi \n", "4390 756.163891 1295.548383 \n", "4371 646.094828 950.058250 \n", "4358 407.628058 663.012901 \n", "4349 299.596590 470.153866 \n", "3183 175.913839 367.446219 \n", "6165 222.310555 366.322824 \n", "4333 190.826300 305.931025 \n", "4389 183.323358 283.767309 \n", "5372 159.124457 274.717953 \n", "4341 127.483898 223.763221 \n", "5323 147.367799 223.241062 \n", "6137 156.548600 211.915288 \n", "4378 138.756781 207.998100 \n", "4347 122.779735 198.760869 \n", "3441 76.856905 169.597531 \n", "6192 120.708511 156.973278 \n", "4381 91.691815 146.101264 \n", "5367 98.363149 144.494168 \n", "4355 102.916091 143.334567 \n", "4369 75.912113 129.120974 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Important counties for Democrats, in states they lost:\n", "county2016_df[(county2016_df['state_dem_margin'] < 0)] \\\n", " .sort_values(by='county_vpi', ascending=False)[cols_2016].head(20)\n", "#Important counties for Democrats, in states with margins within 1 standard deviation\n", "# county2016_df[(county2016_df['state_dem_margin'] < 0)] \\\n", "# .sort_values(by='county_vpi', ascending=False).head(50)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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county_namestateyeardem_marginturnoutturnout_vpipersuasion_vpicounty_vpipartisanturnout_vpi
4390Wayne CountyMI20160.37340.5837539.384492756.1638911295.548383201.406169
5372Philadelphia CountyPA20160.66980.5792115.593496159.124457274.71795377.424524
6165Milwaukee CountyWI20160.37010.6069144.012269222.310555366.32282453.298941
4389Washtenaw CountyMI20160.41280.6460100.443951183.323358283.76730941.463263
3441Miami-Dade CountyFL20160.29600.453292.74062676.856905169.59753127.451225
6137Dane CountyWI20160.47170.738755.366688156.548600211.91528826.116467
4341Ingham CountyMI20160.26870.569796.279322127.483898223.76322125.870254
4371Oakland CountyMI20160.08110.6801303.963423646.094828950.05825024.651434
3404Broward CountyFL20160.35140.550753.22503265.232522118.45755418.703276
5323Allegheny CountyPA20160.16450.660175.873263147.367799223.24106212.481152
4333Genesee CountyMI20160.09460.6238115.104725190.826300305.93102510.888907
5367Montgomery CountyPA20160.21280.680746.13101998.363149144.4941689.816681
4347Kalamazoo CountyMI20160.12760.617775.981134122.779735198.7608699.695193
3446Orange CountyFL20160.24650.533137.50918442.83292680.3421109.246014
3509DeKalb CountyGA20160.63970.548612.54685615.24638327.7932398.026224
3525Fulton CountyGA20160.41630.543617.63859521.00797838.6465737.342947
5344Delaware CountyPA20160.22290.680531.51710067.12298598.6400857.025162
3448Palm Beach CountyFL20160.15440.567439.58969151.93285091.5225416.112648
3186Pima CountyAZ20160.13830.518444.01008347.38093691.3910186.086594
5027Mecklenburg CountyNC20160.29410.589918.24087626.23880844.4796835.364642
\n", "
" ], "text/plain": [ " county_name state year dem_margin turnout turnout_vpi \\\n", "4390 Wayne County MI 2016 0.3734 0.5837 539.384492 \n", "5372 Philadelphia County PA 2016 0.6698 0.5792 115.593496 \n", "6165 Milwaukee County WI 2016 0.3701 0.6069 144.012269 \n", "4389 Washtenaw County MI 2016 0.4128 0.6460 100.443951 \n", "3441 Miami-Dade County FL 2016 0.2960 0.4532 92.740626 \n", "6137 Dane County WI 2016 0.4717 0.7387 55.366688 \n", "4341 Ingham County MI 2016 0.2687 0.5697 96.279322 \n", "4371 Oakland County MI 2016 0.0811 0.6801 303.963423 \n", "3404 Broward County FL 2016 0.3514 0.5507 53.225032 \n", "5323 Allegheny County PA 2016 0.1645 0.6601 75.873263 \n", "4333 Genesee County MI 2016 0.0946 0.6238 115.104725 \n", "5367 Montgomery County PA 2016 0.2128 0.6807 46.131019 \n", "4347 Kalamazoo County MI 2016 0.1276 0.6177 75.981134 \n", "3446 Orange County FL 2016 0.2465 0.5331 37.509184 \n", "3509 DeKalb County GA 2016 0.6397 0.5486 12.546856 \n", "3525 Fulton County GA 2016 0.4163 0.5436 17.638595 \n", "5344 Delaware County PA 2016 0.2229 0.6805 31.517100 \n", "3448 Palm Beach County FL 2016 0.1544 0.5674 39.589691 \n", "3186 Pima County AZ 2016 0.1383 0.5184 44.010083 \n", "5027 Mecklenburg County NC 2016 0.2941 0.5899 18.240876 \n", "\n", " persuasion_vpi county_vpi partisanturnout_vpi \n", "4390 756.163891 1295.548383 201.406169 \n", "5372 159.124457 274.717953 77.424524 \n", "6165 222.310555 366.322824 53.298941 \n", "4389 183.323358 283.767309 41.463263 \n", "3441 76.856905 169.597531 27.451225 \n", "6137 156.548600 211.915288 26.116467 \n", "4341 127.483898 223.763221 25.870254 \n", "4371 646.094828 950.058250 24.651434 \n", "3404 65.232522 118.457554 18.703276 \n", "5323 147.367799 223.241062 12.481152 \n", "4333 190.826300 305.931025 10.888907 \n", "5367 98.363149 144.494168 9.816681 \n", "4347 122.779735 198.760869 9.695193 \n", "3446 42.832926 80.342110 9.246014 \n", "3509 15.246383 27.793239 8.026224 \n", "3525 21.007978 38.646573 7.342947 \n", "5344 67.122985 98.640085 7.025162 \n", "3448 51.932850 91.522541 6.112648 \n", "3186 47.380936 91.391018 6.086594 \n", "5027 26.238808 44.479683 5.364642 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Where was more turnout especially important for democrats? \n", "# This multiplies the democratic margin for the county times \n", "# the fraction of county's voting power that resided with non-voters\n", "# in states that democrats lost:\n", "temp_cols = list(cols_2016)\n", "temp_cols.append('partisanturnout_vpi')\n", "\n", "county2016_df[(county2016_df['state_dem_margin'] < 0)] \\\n", " .sort_values(by='partisanturnout_vpi', ascending=False) \\\n", " [temp_cols].head(20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# County Averages, 2004-2016\n", "\n", "The above 2016 analysis is interesting but if we want values that are more generalizable to future elections it makes sense to look at averages. If you average over too few elections you risk overfitting to a specific point in time, but averaging over too many years will make the results irrelevant to the present. I was only able to compile data from 2004 forward anyways, so these are the years I went with. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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county_namestatedem_marginturnoutturnout_vpipersuasion_vpicounty_vpi
1901Bernalillo CountyNM0.1491500.574300322.191780458.901725781.093505
1875Hillsborough CountyNH0.0045000.673875261.531237509.284778770.816015
1466St. Louis County CountyMO0.1479750.713775146.267445475.652972621.920417
1877Rockingham CountyNH-0.0337250.736700154.517507427.941955582.459462
1935Clark CountyNV0.1237750.491850274.776186247.379861522.156047
1418Jackson CountyMO0.1983000.625425135.126185287.882299423.008484
1282Wayne CountyMI0.4327500.613300148.977818212.273072361.250891
1876Merrimack CountyNH0.0869500.69062591.522184198.694873290.217058
3004Milwaukee CountyWI0.3331000.68110089.948122193.970429283.918551
1263Oakland CountyMI0.0777000.72242582.209028179.036279261.245307
1878Strafford CountyNH0.1387750.65392585.666172161.759279247.425451
1485St. Louis City CountyMO0.6483000.56280087.590113134.671075222.261188
1908Dona Ana CountyNM0.1344500.487375106.915843111.046813217.962656
1462St. Charles CountyMO-0.1868500.69145051.804907160.086089211.890996
149Maricopa CountyAZ-0.0969750.504300102.560581101.472468204.033050
1250Macomb CountyMI-0.0010750.64662569.591618112.881508182.473126
1927Santa Fe CountyNM0.5009500.63862562.969974118.248456181.218430
1874Grafton CountyNH0.2074250.69525056.945682121.479588178.425270
289New Castle CountyDE0.3157250.62977564.782894109.726453174.509347
1409Greene CountyMO-0.2309250.60355058.499603115.185390173.684993
518Honolulu CountyHI0.2820000.42447587.68231069.460802157.143112
2976Dane CountyWI0.4269000.76680037.693819118.256630155.950449
1683Mecklenburg CountyNC0.1995500.62350046.769953105.776832152.546785
1872Cheshire CountyNH0.2106250.67990049.880695101.502992151.383687
1925San Juan CountyNM-0.2864750.53222570.31629980.104796150.421096
1924Sandoval CountyNM0.0455750.58785068.88843581.126173150.014608
1715Wake CountyNC0.1099250.69497534.137508114.221262148.358770
597Polk CountyIA0.1118500.68977544.70753799.109343143.816880
1420Jefferson CountyMO-0.1150500.61352546.14461189.681424135.826035
1394Clay CountyMO-0.0671750.63542541.66437093.034411134.698781
\n", "
" ], "text/plain": [ " county_name state dem_margin turnout turnout_vpi \\\n", "1901 Bernalillo County NM 0.149150 0.574300 322.191780 \n", "1875 Hillsborough County NH 0.004500 0.673875 261.531237 \n", "1466 St. Louis County County MO 0.147975 0.713775 146.267445 \n", "1877 Rockingham County NH -0.033725 0.736700 154.517507 \n", "1935 Clark County NV 0.123775 0.491850 274.776186 \n", "1418 Jackson County MO 0.198300 0.625425 135.126185 \n", "1282 Wayne County MI 0.432750 0.613300 148.977818 \n", "1876 Merrimack County NH 0.086950 0.690625 91.522184 \n", "3004 Milwaukee County WI 0.333100 0.681100 89.948122 \n", "1263 Oakland County MI 0.077700 0.722425 82.209028 \n", "1878 Strafford County NH 0.138775 0.653925 85.666172 \n", "1485 St. Louis City County MO 0.648300 0.562800 87.590113 \n", "1908 Dona Ana County NM 0.134450 0.487375 106.915843 \n", "1462 St. Charles County MO -0.186850 0.691450 51.804907 \n", "149 Maricopa County AZ -0.096975 0.504300 102.560581 \n", "1250 Macomb County MI -0.001075 0.646625 69.591618 \n", "1927 Santa Fe County NM 0.500950 0.638625 62.969974 \n", "1874 Grafton County NH 0.207425 0.695250 56.945682 \n", "289 New Castle County DE 0.315725 0.629775 64.782894 \n", "1409 Greene County MO -0.230925 0.603550 58.499603 \n", "518 Honolulu County HI 0.282000 0.424475 87.682310 \n", "2976 Dane County WI 0.426900 0.766800 37.693819 \n", "1683 Mecklenburg County NC 0.199550 0.623500 46.769953 \n", "1872 Cheshire County NH 0.210625 0.679900 49.880695 \n", "1925 San Juan County NM -0.286475 0.532225 70.316299 \n", "1924 Sandoval County NM 0.045575 0.587850 68.888435 \n", "1715 Wake County NC 0.109925 0.694975 34.137508 \n", "597 Polk County IA 0.111850 0.689775 44.707537 \n", "1420 Jefferson County MO -0.115050 0.613525 46.144611 \n", "1394 Clay County MO -0.067175 0.635425 41.664370 \n", "\n", " persuasion_vpi county_vpi \n", "1901 458.901725 781.093505 \n", "1875 509.284778 770.816015 \n", "1466 475.652972 621.920417 \n", "1877 427.941955 582.459462 \n", "1935 247.379861 522.156047 \n", "1418 287.882299 423.008484 \n", "1282 212.273072 361.250891 \n", "1876 198.694873 290.217058 \n", "3004 193.970429 283.918551 \n", "1263 179.036279 261.245307 \n", "1878 161.759279 247.425451 \n", "1485 134.671075 222.261188 \n", "1908 111.046813 217.962656 \n", "1462 160.086089 211.890996 \n", "149 101.472468 204.033050 \n", "1250 112.881508 182.473126 \n", "1927 118.248456 181.218430 \n", "1874 121.479588 178.425270 \n", "289 109.726453 174.509347 \n", "1409 115.185390 173.684993 \n", "518 69.460802 157.143112 \n", "2976 118.256630 155.950449 \n", "1683 105.776832 152.546785 \n", "1872 101.502992 151.383687 \n", "1925 80.104796 150.421096 \n", "1924 81.126173 150.014608 \n", "1715 114.221262 148.358770 \n", "597 99.109343 143.816880 \n", "1420 89.681424 135.826035 \n", "1394 93.034411 134.698781 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Which counties, on average across all elections, have highest VPIs? \n", "# fips codes changed?:'county_name', 'state' , 'fips_code'\n", "# county names aren't consistent: 'county_name', \n", "avg_df = county_df.groupby(['state', 'fips_code']) \\\n", " .agg({'county_vpi':'mean',\n", " 'vap':'mean',\n", " 'turnout_vpi': 'mean',\n", " 'dem_margin': 'mean',\n", " 'turnout': 'mean',\n", " 'county_vpi': 'mean',\n", " 'persuasion_vpi':'mean', \n", " 'partisanturnout_vpi': 'mean',\n", " 'turnout_advantage': 'mean',\n", " 'state_dem_margin': 'mean',\n", " 'state_dem_margin_std': 'mean'})\n", " \n", "avg_df = avg_df.reset_index()\n", "#avg_df['fips_code'].count() #3114\n", "countynames_df = county2016_df[['county_name', 'fips_code']]\n", "avg_df = avg_df.merge(countynames_df, how='left', on='fips_code')\n", "\n", "#avg_df['fips_code'].count() #3114\n", "avg_cols = ['county_name','state', 'dem_margin',\n", " 'turnout', 'turnout_vpi', 'persuasion_vpi', 'county_vpi']\n", "\n", "avg_df[avg_cols].sort_values(by='county_vpi', ascending=False).head(30)\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create map\n", "map_2 = folium.Map(location=[39, -96], zoom_start=4)\n", "\n", "vpi_series = avg_df.set_index('fips_code')['county_vpi']\n", "\n", "colorscale = cm.LinearColormap(\n", " ['white', 'orange', 'red'], \n", " index=[0, 0.1, 1.0]\n", ").scale(0, vpi_series.max())\n", "\n", "def style_function(feature):\n", " #Add leading zeros, because they're not included for all GeoJson\n", " feature['id'] = feature['id'].zfill(5)\n", " vpi = vpi_series.get(feature['id'], None)\n", " return {\n", " 'fillOpacity': 0.8,\n", " 'weight': 0.05,\n", " 'fillColor': \"#ffffff\" if vpi is None else colorscale(vpi)\n", " }\n", "\n", "county_geo = './inputs/us-counties.json'\n", "\n", "folium.GeoJson(\n", " open(county_geo).read(), style_function=style_function\n", ").add_to(map_2)\n", "\n", "\n", "folium.LayerControl().add_to(map_2)\n", "# Save as index.html\n", "map_2.save('./outputs/vpi_folium-2004-2016.html')\n", "\n", "map_2 " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([],\n", " dtype=object)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,7))\n", "plt.title('')\n", "ax.set_yscale('log')\n", "#ax.set_xscale('log')\n", "ax.set_xlabel('County VPI')\n", "ax.set_ylabel('Count (log)')\n", "avg_df.hist(column='county_vpi', bins=30, ax=ax, color='#4682b4') #bins=10, , bottom=0.1" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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county_namestatedem_marginturnoutturnout_vpipersuasion_vpicounty_vpi
1875Hillsborough CountyNH0.0045000.673875261.531237509.284778770.816015
1466St. Louis County CountyMO0.1479750.713775146.267445475.652972621.920417
1877Rockingham CountyNH-0.0337250.736700154.517507427.941955582.459462
1935Clark CountyNV0.1237750.491850274.776186247.379861522.156047
1418Jackson CountyMO0.1983000.625425135.126185287.882299423.008484
1282Wayne CountyMI0.4327500.613300148.977818212.273072361.250891
1876Merrimack CountyNH0.0869500.69062591.522184198.694873290.217058
3004Milwaukee CountyWI0.3331000.68110089.948122193.970429283.918551
1263Oakland CountyMI0.0777000.72242582.209028179.036279261.245307
1878Strafford CountyNH0.1387750.65392585.666172161.759279247.425451
1485St. Louis City CountyMO0.6483000.56280087.590113134.671075222.261188
1462St. Charles CountyMO-0.1868500.69145051.804907160.086089211.890996
149Maricopa CountyAZ-0.0969750.504300102.560581101.472468204.033050
1250Macomb CountyMI-0.0010750.64662569.591618112.881508182.473126
1874Grafton CountyNH0.2074250.69525056.945682121.479588178.425270
1409Greene CountyMO-0.2309250.60355058.499603115.185390173.684993
2976Dane CountyWI0.4269000.76680037.693819118.256630155.950449
1683Mecklenburg CountyNC0.1995500.62350046.769953105.776832152.546785
1872Cheshire CountyNH0.2106250.67990049.880695101.502992151.383687
1715Wake CountyNC0.1099250.69497534.137508114.221262148.358770
597Polk CountyIA0.1118500.68977544.70753799.109343143.816880
1420Jefferson CountyMO-0.1150500.61352546.14461189.681424135.826035
1394Clay CountyMO-0.0671750.63542541.66437093.034411134.698781
333Miami-Dade CountyFL0.1893000.53097570.06963362.784885132.854518
1241Kent CountyMI-0.0721750.67625046.23038082.839295129.069675
3031Waukesha CountyWI-0.3047750.80630023.63906196.444778120.083840
1870Belknap CountyNH-0.0811250.69872536.26252983.674006119.936536
814Marion CountyIN0.1881750.54307546.91724171.846952118.764192
1948Washoe CountyNV0.0337500.59592549.43447269.178636118.613108
2264Philadelphia CountyPA0.6653250.60992542.62991561.745824104.375739
\n", "
" ], "text/plain": [ " county_name state dem_margin turnout turnout_vpi \\\n", "1875 Hillsborough County NH 0.004500 0.673875 261.531237 \n", "1466 St. Louis County County MO 0.147975 0.713775 146.267445 \n", "1877 Rockingham County NH -0.033725 0.736700 154.517507 \n", "1935 Clark County NV 0.123775 0.491850 274.776186 \n", "1418 Jackson County MO 0.198300 0.625425 135.126185 \n", "1282 Wayne County MI 0.432750 0.613300 148.977818 \n", "1876 Merrimack County NH 0.086950 0.690625 91.522184 \n", "3004 Milwaukee County WI 0.333100 0.681100 89.948122 \n", "1263 Oakland County MI 0.077700 0.722425 82.209028 \n", "1878 Strafford County NH 0.138775 0.653925 85.666172 \n", "1485 St. Louis City County MO 0.648300 0.562800 87.590113 \n", "1462 St. Charles County MO -0.186850 0.691450 51.804907 \n", "149 Maricopa County AZ -0.096975 0.504300 102.560581 \n", "1250 Macomb County MI -0.001075 0.646625 69.591618 \n", "1874 Grafton County NH 0.207425 0.695250 56.945682 \n", "1409 Greene County MO -0.230925 0.603550 58.499603 \n", "2976 Dane County WI 0.426900 0.766800 37.693819 \n", "1683 Mecklenburg County NC 0.199550 0.623500 46.769953 \n", "1872 Cheshire County NH 0.210625 0.679900 49.880695 \n", "1715 Wake County NC 0.109925 0.694975 34.137508 \n", "597 Polk County IA 0.111850 0.689775 44.707537 \n", "1420 Jefferson County MO -0.115050 0.613525 46.144611 \n", "1394 Clay County MO -0.067175 0.635425 41.664370 \n", "333 Miami-Dade County FL 0.189300 0.530975 70.069633 \n", "1241 Kent County MI -0.072175 0.676250 46.230380 \n", "3031 Waukesha County WI -0.304775 0.806300 23.639061 \n", "1870 Belknap County NH -0.081125 0.698725 36.262529 \n", "814 Marion County IN 0.188175 0.543075 46.917241 \n", "1948 Washoe County NV 0.033750 0.595925 49.434472 \n", "2264 Philadelphia County PA 0.665325 0.609925 42.629915 \n", "\n", " persuasion_vpi county_vpi \n", "1875 509.284778 770.816015 \n", "1466 475.652972 621.920417 \n", "1877 427.941955 582.459462 \n", "1935 247.379861 522.156047 \n", "1418 287.882299 423.008484 \n", "1282 212.273072 361.250891 \n", "1876 198.694873 290.217058 \n", "3004 193.970429 283.918551 \n", "1263 179.036279 261.245307 \n", "1878 161.759279 247.425451 \n", "1485 134.671075 222.261188 \n", "1462 160.086089 211.890996 \n", "149 101.472468 204.033050 \n", "1250 112.881508 182.473126 \n", "1874 121.479588 178.425270 \n", "1409 115.185390 173.684993 \n", "2976 118.256630 155.950449 \n", "1683 105.776832 152.546785 \n", "1872 101.502992 151.383687 \n", "1715 114.221262 148.358770 \n", "597 99.109343 143.816880 \n", "1420 89.681424 135.826035 \n", "1394 93.034411 134.698781 \n", "333 62.784885 132.854518 \n", "1241 82.839295 129.069675 \n", "3031 96.444778 120.083840 \n", "1870 83.674006 119.936536 \n", "814 71.846952 118.764192 \n", "1948 69.178636 118.613108 \n", "2264 61.745824 104.375739 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#So let's repeat the same analysis as above using these average values now. \n", "# Counties that are cruicial for Democrats in states that they lose, or are often close: #0.05\n", "# avg_df[avg_df['state_dem_margin'] < 0.05] \\\n", "# .sort_values(by='county_vpi', ascending=False) \\\n", "# [avg_cols].head(30)\n", "# Note that at a cutoff of 0.05, WI and MI are left out, which might provide some insight\n", "# into why they weren't the focus of the 2016 campaign, although their average margin\n", "# is still within a standard deviation of 0: \n", "\n", "#Using stdev as cutoff:\n", "avg_df[(avg_df['state_dem_margin'] - avg_df['state_dem_margin_std']) < 0] \\\n", " .sort_values(by='county_vpi', ascending=False) \\\n", " [avg_cols].head(30)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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county_namestatedem_marginturnoutturnout_vpipersuasion_vpicounty_vpipartisanturnout_vpi
1485St. Louis City CountyMO0.6483000.56280087.590113134.671075222.26118859.512773
1282Wayne CountyMI0.4327500.613300148.977818212.273072361.25089156.343820
1418Jackson CountyMO0.1983000.625425135.126185287.882299423.00848433.846646
1466St. Louis County CountyMO0.1479750.713775146.267445475.652972621.92041728.579127
2264Philadelphia CountyPA0.6653250.60992542.62991561.745824104.37573928.265886
3004Milwaukee CountyWI0.3331000.68110089.948122193.970429283.91855126.973063
1935Clark CountyNV0.1237750.491850274.776186247.379861522.15604726.547873
333Miami-Dade CountyFL0.1893000.53097570.06963362.784885132.85451816.912560
2976Dane CountyWI0.4269000.76680037.693819118.256630155.95044914.620923
296Broward CountyFL0.3359000.59755041.62979654.00848095.63827614.402219
814Marion CountyIN0.1881750.54307546.91724171.846952118.76419212.542131
1683Mecklenburg CountyNC0.1995500.62350046.769953105.776832152.54678511.133419
1281Washtenaw CountyMI0.3649250.67847527.33935450.61327777.95263211.065435
1874Grafton CountyNH0.2074250.69525056.945682121.479588178.42527010.346608
810Lake CountyIN0.2712250.55790027.21068639.65559066.8662769.038743
1878Strafford CountyNH0.1387750.65392585.666172161.759279247.4254518.503564
1872Cheshire CountyNH0.2106250.67990049.880695101.502992151.3836877.501982
231Denver CountyCO0.4918500.63110015.21431525.03301140.2473267.348741
1233Ingham CountyMI0.2612500.61805026.17250835.48023361.6527416.918139
2030Cuyahoga CountyOH0.3674000.66980017.77861637.94603255.7246486.505297
\n", "
" ], "text/plain": [ " county_name state dem_margin turnout turnout_vpi \\\n", "1485 St. Louis City County MO 0.648300 0.562800 87.590113 \n", "1282 Wayne County MI 0.432750 0.613300 148.977818 \n", "1418 Jackson County MO 0.198300 0.625425 135.126185 \n", "1466 St. Louis County County MO 0.147975 0.713775 146.267445 \n", "2264 Philadelphia County PA 0.665325 0.609925 42.629915 \n", "3004 Milwaukee County WI 0.333100 0.681100 89.948122 \n", "1935 Clark County NV 0.123775 0.491850 274.776186 \n", "333 Miami-Dade County FL 0.189300 0.530975 70.069633 \n", "2976 Dane County WI 0.426900 0.766800 37.693819 \n", "296 Broward County FL 0.335900 0.597550 41.629796 \n", "814 Marion County IN 0.188175 0.543075 46.917241 \n", "1683 Mecklenburg County NC 0.199550 0.623500 46.769953 \n", "1281 Washtenaw County MI 0.364925 0.678475 27.339354 \n", "1874 Grafton County NH 0.207425 0.695250 56.945682 \n", "810 Lake County IN 0.271225 0.557900 27.210686 \n", "1878 Strafford County NH 0.138775 0.653925 85.666172 \n", "1872 Cheshire County NH 0.210625 0.679900 49.880695 \n", "231 Denver County CO 0.491850 0.631100 15.214315 \n", "1233 Ingham County MI 0.261250 0.618050 26.172508 \n", "2030 Cuyahoga County OH 0.367400 0.669800 17.778616 \n", "\n", " persuasion_vpi county_vpi partisanturnout_vpi \n", "1485 134.671075 222.261188 59.512773 \n", "1282 212.273072 361.250891 56.343820 \n", "1418 287.882299 423.008484 33.846646 \n", "1466 475.652972 621.920417 28.579127 \n", "2264 61.745824 104.375739 28.265886 \n", "3004 193.970429 283.918551 26.973063 \n", "1935 247.379861 522.156047 26.547873 \n", "333 62.784885 132.854518 16.912560 \n", "2976 118.256630 155.950449 14.620923 \n", "296 54.008480 95.638276 14.402219 \n", "814 71.846952 118.764192 12.542131 \n", "1683 105.776832 152.546785 11.133419 \n", "1281 50.613277 77.952632 11.065435 \n", "1874 121.479588 178.425270 10.346608 \n", "810 39.655590 66.866276 9.038743 \n", "1878 161.759279 247.425451 8.503564 \n", "1872 101.502992 151.383687 7.501982 \n", "231 25.033011 40.247326 7.348741 \n", "1233 35.480233 61.652741 6.918139 \n", "2030 37.946032 55.724648 6.505297 " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Where is more turnout on average important for democrats? \n", "# This multiplies the average democratic margin for the county times \n", "# the fraction of county's voting power that resides with non-voters\n", "# in states that democrats lose on average:\n", "temp_cols = list(avg_cols)\n", "temp_cols.append('partisanturnout_vpi')\n", "\n", "# Hard cutoff\n", "# avg_df[(avg_df['state_dem_margin'] < 0.05)] \\\n", "# .sort_values(by='partisanturnout_vpi', ascending=False) \\\n", "# [temp_cols].head(20)\n", "\n", "# Using standard deviation as cutoff:\n", "avg_df[(avg_df['state_dem_margin'] - avg_df['state_dem_margin_std']) < 0] \\\n", " .sort_values(by='partisanturnout_vpi', ascending=False) \\\n", " [temp_cols].head(20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Turnout vs. Persuasion\n", "\n", "Next, I sum the persuasion and turnout values for each election, and then calculate their ratio. This shows that persuasion wins out in every election, but that these ratios can vary considerably. The average pesuasion to turnout ratio is `1.6:1`, but the ratio was only `1.3:1` in 2012, a year with low turnout and few close states. \n", "\n", "An interesting point Nate Cohn [made](https://twitter.com/Nate_Cohn/status/972608738631868416) is that when you persuade someone, it's implied that you're probably switching their vote from an opponent. On the face of it, this would make persuasion doubly effective: \n", "\n", "![cohnpersuasion.png](./cohnpersuasion.png) \n", "\n", "These results are interesting, but aren't informative until we have data on the cost effectiveness of each approach, which probably depends on things like the population density and price of ad buys in different locations. Rather than thinking in binary terms, I think it makes sense to ask which strategy is better depending on the location. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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turnout_vpipersuasion_vpiturnout_advantageratio
year
200411808.35901219373.813817-7565.4548051.640686
200811373.80253721449.705764-10075.9032261.885887
20125122.1700936897.855664-1775.6855701.346667
201611810.17836919269.847592-7459.6692231.631631
\n", "
" ], "text/plain": [ " turnout_vpi persuasion_vpi turnout_advantage ratio\n", "year \n", "2004 11808.359012 19373.813817 -7565.454805 1.640686\n", "2008 11373.802537 21449.705764 -10075.903226 1.885887\n", "2012 5122.170093 6897.855664 -1775.685570 1.346667\n", "2016 11810.178369 19269.847592 -7459.669223 1.631631" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "yr_df = county_df.groupby(['year']) \\\n", " .agg({'persuasion_vpi': 'sum',\n", " 'turnout_vpi': 'sum', 'turnout_advantage':'sum'})\n", "yr_df['ratio'] = yr_df['persuasion_vpi'] / yr_df['turnout_vpi']\n", "\n", "yr_df" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "turnout_vpi 10028.627503\n", "persuasion_vpi 16747.805709\n", "turnout_advantage -6719.178206\n", "ratio 1.626218\n", "dtype: float64" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "yr_df.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## State Averages, 2004-2016" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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statestate_dem_marginstate_dem_margin_stdstate_vpi
23MO-0.0883090.0763293723.507729
29NH0.0424220.0425282583.739105
31NM0.0828590.0647402420.283067
21MI0.0728430.0731452081.528255
47WI0.0511640.0675991762.649753
26NC-0.0445060.0556811689.238845
11IA0.0131790.0830051068.553786
8FL-0.0062810.0334831047.400807
37PA0.0437890.046965875.171984
14IN-0.1232730.097718873.010964
32NV0.0478600.064288733.761064
25MT-0.1424980.087199517.434294
22MN0.0573190.039571507.139352
34OH-0.0068520.055957500.556711
20ME0.1097640.065559416.638357
2AZ-0.0790200.030036342.266591
4CO0.0364120.058286331.796870
44VA0.0180620.067559318.843362
7DE0.1566200.077219292.939386
9GA-0.0869340.054129288.144129
27ND-0.2283430.115341272.820570
40SD-0.1940210.088569259.209226
36OR0.1089270.050525225.742887
10HI0.3219440.166591223.493998
38RI0.2282230.063615216.777214
48WV-0.2358890.136793187.958074
39SC-0.1279680.035746186.380243
45VT0.2982910.079442172.258431
30NJ0.1349550.047948169.003730
42TX-0.1484900.060181167.444501
24MS-0.1554110.038428163.852290
1AR-0.2005460.074477162.990378
46WA0.1373530.044792155.471282
49WY-0.3965390.055923154.001139
5CT0.1592250.051560149.951731
28NE-0.2385720.076248143.174601
17LA-0.1744280.023537127.490992
15KS-0.2073980.043104127.423478
41TN-0.1897350.054267125.180037
13IL0.1731890.060589122.598985
3CA0.2177190.084518116.419163
16KY-0.2215630.057683104.420891
12ID-0.3175180.05183599.442684
19MD0.2273070.06513094.385269
0AL-0.2427620.02906692.337821
43UT-0.3491950.14257290.717261
33NY0.2397240.04482587.296743
35OK-0.3311570.02460775.709216
18MA0.2529620.01739973.806510
6DC0.8402800.03079166.658087
\n", "
" ], "text/plain": [ " state state_dem_margin state_dem_margin_std state_vpi\n", "23 MO -0.088309 0.076329 3723.507729\n", "29 NH 0.042422 0.042528 2583.739105\n", "31 NM 0.082859 0.064740 2420.283067\n", "21 MI 0.072843 0.073145 2081.528255\n", "47 WI 0.051164 0.067599 1762.649753\n", "26 NC -0.044506 0.055681 1689.238845\n", "11 IA 0.013179 0.083005 1068.553786\n", "8 FL -0.006281 0.033483 1047.400807\n", "37 PA 0.043789 0.046965 875.171984\n", "14 IN -0.123273 0.097718 873.010964\n", "32 NV 0.047860 0.064288 733.761064\n", "25 MT -0.142498 0.087199 517.434294\n", "22 MN 0.057319 0.039571 507.139352\n", "34 OH -0.006852 0.055957 500.556711\n", "20 ME 0.109764 0.065559 416.638357\n", "2 AZ -0.079020 0.030036 342.266591\n", "4 CO 0.036412 0.058286 331.796870\n", "44 VA 0.018062 0.067559 318.843362\n", "7 DE 0.156620 0.077219 292.939386\n", "9 GA -0.086934 0.054129 288.144129\n", "27 ND -0.228343 0.115341 272.820570\n", "40 SD -0.194021 0.088569 259.209226\n", "36 OR 0.108927 0.050525 225.742887\n", "10 HI 0.321944 0.166591 223.493998\n", "38 RI 0.228223 0.063615 216.777214\n", "48 WV -0.235889 0.136793 187.958074\n", "39 SC -0.127968 0.035746 186.380243\n", "45 VT 0.298291 0.079442 172.258431\n", "30 NJ 0.134955 0.047948 169.003730\n", "42 TX -0.148490 0.060181 167.444501\n", "24 MS -0.155411 0.038428 163.852290\n", "1 AR -0.200546 0.074477 162.990378\n", "46 WA 0.137353 0.044792 155.471282\n", "49 WY -0.396539 0.055923 154.001139\n", "5 CT 0.159225 0.051560 149.951731\n", "28 NE -0.238572 0.076248 143.174601\n", "17 LA -0.174428 0.023537 127.490992\n", "15 KS -0.207398 0.043104 127.423478\n", "41 TN -0.189735 0.054267 125.180037\n", "13 IL 0.173189 0.060589 122.598985\n", "3 CA 0.217719 0.084518 116.419163\n", "16 KY -0.221563 0.057683 104.420891\n", "12 ID -0.317518 0.051835 99.442684\n", "19 MD 0.227307 0.065130 94.385269\n", "0 AL -0.242762 0.029066 92.337821\n", "43 UT -0.349195 0.142572 90.717261\n", "33 NY 0.239724 0.044825 87.296743\n", "35 OK -0.331157 0.024607 75.709216\n", "18 MA 0.252962 0.017399 73.806510\n", "6 DC 0.840280 0.030791 66.658087" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Finally, a look at which states have the highest VPIs on average:\n", "stateavg_df = avg_df.groupby(['state']) \\\n", " .agg({'county_vpi':'sum', 'state_dem_margin': 'mean',\n", " 'state_dem_margin_std': 'mean'})\n", " \n", "stateavg_df = stateavg_df.reset_index()\n", "stateavg_df.rename(columns={'county_vpi': 'state_vpi'}, inplace=True)\n", "\n", "#state2016_df.head()\n", "stateavg_df.sort_values(by='state_vpi', ascending=False) \\\n", " [['state', 'state_dem_margin', 'state_dem_margin_std', 'state_vpi']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How well does the VPI predict the future?\n", "\n", "The whole point of this metric is to use it to prioritize resources in future elections. So how well do the results from one election predict the next? Actually, it turns out it does a pretty horrible job, so maybe this metric is more useful as a way to describe the results of an election rather than predict the future. \n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9,8))\n", "\n", "years = [2004, 2008, 2012]\n", "colors = ['blue', 'green', 'red']\n", "for i, year in enumerate(years):\n", " title1 = 'year_' + str(year)\n", " title2 = 'year_' + str(year+4)\n", " cols = ['county_name', 'state', 'fips_code', 'year', 'county_vpi']\n", " temp1_df = county_df[county_df['year'] == year]\n", " temp1_df = temp1_df[cols]\n", " temp1_df['county_vpi'] = np.log(temp1_df['county_vpi'])\n", " temp1_df.rename(columns={'county_vpi': title1}, inplace=True)\n", " temp2_df = county_df[county_df['year'] == (year + 4)]\n", " temp2_df = temp2_df[cols]\n", " temp2_df['county_vpi'] = np.log(temp2_df['county_vpi'])\n", " temp2_df.rename(columns={'county_vpi': title2}, inplace=True)\n", " temp_df = temp1_df.merge(temp2_df, on=['county_name', 'state', 'fips_code'])\n", " \n", " plt.scatter(temp_df[title1], temp_df[title2], color=colors[i], alpha=0.6)\n", " #x = pd.DataFrame({title1: np.linspace(0, 3000, 100)})\n", " x = pd.DataFrame({title1: np.linspace(-5, 10, 100)})\n", " formula = title2 + ' ~ 1 + ' + title1\n", " poly_1 = smf.ols(formula=formula, data=temp_df, missing='drop').fit()\n", " plt.plot(x, poly_1.predict(x), 'k-',\n", " label='y={1:.2f}x+{2:.2f}, $R^2$={0:.2f}'.format(poly_1.rsquared,\n", " poly_1.params[title1], poly_1.params.Intercept), alpha=0.6, color=colors[i]) \n", " \n", "ax.set_xlabel('log(VPI Previous Election)')\n", "ax.set_ylabel('log(VPI Next Election)')\n", "#ax.set_ylim(0,2600)\n", "plt.legend()\n", "plt.show()\n", "\n", "#Interesting, they're straight lines because each county is derived from same state value,\n", "#and city/county populations possibly follow something like a power law. \n", "#This regression makes no sense because the individual data points aren't independent\n", "#And a mixed model makes no sense because it's the equivalent of fitting lines to single points" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "statesum_df = county_df.groupby(['state', 'year']).agg({'county_vpi':'sum'}) \n", "statesum_df = statesum_df.reset_index()\n", "statesum_df.rename(columns={'county_vpi': 'state_vpi'}, inplace=True)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9,8))\n", "years = [2004, 2008, 2012]\n", "colors = ['blue', 'green', 'red']\n", "for i, year in enumerate(years):\n", " title1 = 'year_' + str(year)\n", " title2 = 'year_' + str(year+4)\n", " cols = ['state','year', 'state_vpi']\n", " temp1_df = statesum_df[statesum_df['year'] == year]\n", " temp1_df = temp1_df[cols]\n", " temp1_df['state_vpi'] = np.log(temp1_df['state_vpi'])\n", " temp1_df.rename(columns={'state_vpi': title1}, inplace=True)\n", " temp2_df = statesum_df[statesum_df['year'] == (year + 4)]\n", " temp2_df = temp2_df[cols]\n", " temp2_df['state_vpi'] = np.log(temp2_df['state_vpi'])\n", " temp2_df.rename(columns={'state_vpi': title2}, inplace=True)\n", " temp_df = temp1_df.merge(temp2_df, on=['state'])\n", " \n", " plt.scatter(temp_df[title1], temp_df[title2], color=colors[i], alpha=0.6)\n", " #x = pd.DataFrame({title1: np.linspace(0, 3000, 100)})\n", " x = pd.DataFrame({title1: np.linspace(4, 10, 100)})\n", " #formula = 'np.log({0}) ~ 1 + np.log({1})'.format(title2, title1)\n", " formula = '{0} ~ 1 + {1}'.format(title2, title1)\n", " poly_1 = smf.ols(formula=formula, data=temp_df, missing='drop').fit()\n", " plt.plot(x, poly_1.predict(x), 'k-',\n", " label='y={1:.2f}x+{2:.2f}, $R^2$={0:.2f}'.format(poly_1.rsquared,\n", " poly_1.params[title1], poly_1.params.Intercept), alpha=0.6, color=colors[i]) \n", " \n", "ax.set_xlabel('log(VPI Previous Election)')\n", "ax.set_ylabel('log(VPI Next Election)')\n", "#ax.set_ylim(0,2600)\n", "ax.set_ylim(3,10)\n", "plt.legend(loc='upper right')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "year = 2004\n", "cols = ['state', 'year', 'state_vpi']\n", "temp1_df = statesum_df[statesum_df['year'] == year]\n", "temp1_df = temp1_df[cols]\n", "temp1_df['state_vpi'] = np.log(temp1_df['state_vpi'])\n", "temp1_df.rename(columns={'state_vpi': 'year_' + str(year)}, inplace=True)\n", "temp2_df = statesum_df[statesum_df['year'] == year + 4]\n", "temp2_df = temp2_df[cols]\n", "temp2_df['state_vpi'] = np.log(temp2_df['state_vpi'])\n", "temp2_df.rename(columns={'state_vpi': 'year_'+ str(year + 4)}, inplace=True)\n", "temp3_df = statesum_df[statesum_df['year'] == year + 8]\n", "temp3_df = temp3_df[cols]\n", "temp3_df['state_vpi'] = np.log(temp3_df['state_vpi'])\n", "temp3_df.rename(columns={'state_vpi': 'year_'+ str(year + 8)}, inplace=True)\n", "temp4_df = statesum_df[statesum_df['year'] == year + 12]\n", "temp4_df = temp4_df[cols]\n", "temp4_df['state_vpi'] = np.log(temp4_df['state_vpi'])\n", "temp4_df.rename(columns={'state_vpi': 'year_'+ str(year + 12)}, inplace=True)\n", "temp_df = temp1_df.merge(temp2_df, on=['state'])\n", "temp_df = temp_df.merge(temp3_df, on=['state'])\n", "temp_df = temp_df.merge(temp4_df, on=['state'])\n", "temp_df['year_mean'] = (temp_df['year_2004']+temp_df['year_2008']+temp_df['year_2012'])/3\n", "\n", "fig, ax = plt.subplots(figsize=(9,8))\n", "title1 = 'year_mean'\n", "title2 = 'year_2016'\n", "temp_df[title1] = np.log(temp_df[title1])\n", "temp_df[title2] = np.log(temp_df[title2])\n", "plt.scatter(temp_df[title1], temp_df[title2], alpha=0) \n", "ax.set_xlabel('log(mean 2004 to 2012 VPI)')\n", "ax.set_ylabel('log(2016 VPI)')\n", "x = pd.DataFrame({title1: np.linspace(temp_df[title1].min(),\n", " temp_df[title1].max(), 100)})\n", "formula = title2 + ' ~ 1 + ' + title1\n", "poly_1 = smf.ols(formula=formula,\n", " data=temp_df, missing='drop').fit()\n", "plt.plot(x, poly_1.predict(x), 'k-',\n", " label='y={1:.2f}x+{2:.2f}, $R^2$={0:.2f}'.format(poly_1.rsquared,\n", " poly_1.params[title1],poly_1.params.Intercept), alpha=0.7) \n", "\n", "A = temp_df[title1]\n", "B = temp_df[title2]\n", "C = temp_df['state']\n", "for a,b,c in zip(A, B, C):\n", " ax.annotate('%s' % c, xy=(a,b), textcoords='data') \n", "\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "\n", "* Voting power is lognormally distributed, so some counties/voters are much more powerful than others. \n", "\n", "* Certain locations in NH, NM, MO, NV, MI, WI, PA, and FL repeatedly top the list. \n", " \n", "* At least according to this metric, persuasion has more power than turnout (an average 1.6:1 ratio), but the cost of each approach needs to be considered before drawing any conclusions.\n", "\n", "* The VPI doesn't do a very good job of predicting future elections, so it's probably more useful as a way to describe past results. \n", "\n", "## Next steps\n", "\n", "This analysis only considers the power of a location in the presidential elections, but Senate, House and State Level elections are crucial too. It wouldn't be very hard to include results from Senate elections as those are statewide, but House districts don't match county lines and have ever-changing boundaries. As a result, it would be hard to get Voting Age Population data, and then distribute the voting power amongst the counties.\n", "\n", "One thing I could do is create a [synthetic population](https://github.com/UDST/synthpop) of the US using census data. I could then distribute voting power to every individual based on their location in Presidential, Congressional and State elections, then aggregate it by any boundary I choose. I'd need accurate district boundaries and results for every election along with some model of how power is shared across branches of government to make this work though. . . \n", " \n", " \n", "## References\n", "\n", "[1] What is the chance that your vote will decide the election? Ask Stan! [http://andrewgelman.com/2016/11/07/chance-vote-will-decide-election/](http://andrewgelman.com/2016/11/07/chance-vote-will-decide-election/)\n", "\n", "[2] What is the Chance That Your Vote Will Decide the Election? [https://pkremp.github.io/pr_decisive_vote.html](https://pkremp.github.io/pr_decisive_vote.html)\n", "\n", "[3] Nate Cohn. [https://twitter.com/Nate_Cohn/status/972608738631868416](https://twitter.com/Nate_Cohn/status/972608738631868416)\n", "\n", "[4] The Missing Obama Millions. [https://www.nytimes.com/2018/03/10/opinion/sunday/obama-trump-voters-democrats.html](https://www.nytimes.com/2018/03/10/opinion/sunday/obama-trump-voters-democrats.html)\n", "\n", "[5] Voter Power Index: Just How Much Does the Electoral College Distort the Value of Your Vote? [https://www.dailykos.com/stories/2016/12/19/1612252/-Voter-Power-Index-Just-How-Much-Does-the-Electoral-College-Distort-the-Value-of-Your-Vote](https://www.dailykos.com/stories/2016/12/19/1612252/-Voter-Power-Index-Just-How-Much-Does-the-Electoral-College-Distort-the-Value-of-Your-Vote)\n", "\n", "[6] Synthpop: Synthetic populations from census data. [https://github.com/UDST/synthpop](https://github.com/UDST/synthpop)\n", "\n", "[7] Is Voting Habit Forming? New Evidence from Experiments and Regression Discontinuities. [https://onlinelibrary.wiley.com/doi/abs/10.1111/ajps.12210](https://onlinelibrary.wiley.com/doi/abs/10.1111/ajps.12210)\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": "3.5.5" } }, "nbformat": 4, "nbformat_minor": 2 }