{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Measuring GeoPopularity of US Governors using Social Media\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Research Questions\n", "\n", "1. How can cyber popularities of the incumbent governors be measured?\n", "2. How can physical popularities of incumbent governors be measured?\n", "3. How can the relationship between incumbent governors’ physical-world and cyber-world popularities be calculated and visualized?\n", "4. To what extent US cities are interested in governors’ politics on the social media?" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import folium\n", "from IPython.display import HTML\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# read in election and twitter datasets in tabular format\n", "df = pd.read_csv('../data/governors-challengers.csv')\n", "ch = pd.read_table('../data/tw_ch.csv',usecols=['screen_name','followers_count'], encoding='utf-16')\n", "gov = pd.read_table('../data/tw_gov.csv',usecols=['screen_name','followers'])\n", "#rename column names for clarification and seamless merging\n", "ch = ch.rename(columns={'screen_name':'twch','followers_count':'folch'}) \n", "gov = gov.rename(columns={'screen_name':'twgov','followers':'folgov'})" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# map of Incumbent Governors Vote Shares (%)\n", "mapname = 'gov_share'\n", "state_geo = 'us_states.geojson'\n", "states = folium.Map(location=[40, -99], zoom_start=4)\n", "states.geo_json(geo_path=state_geo, data=df, data_out=mapname+'.json',\n", " columns=['state', 'shareGov'],\n", " threshold_scale=[45,50,55,60,65,70],\n", " key_on='feature.properties.name',\n", " fill_color='PuRd', fill_opacity=0.7, line_opacity=0.2,\n", " legend_name='Incumbent Governor Vote Share (%)')\n", "states.create_map(path=mapname+'.html')\n", "HTML('')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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statepartysincetwgovtwchshareGovshareChvoterCntpopulationfolgovfolchtwshareshareDiff
0AlabamaR2011GovernorBentleyGriffith201463.60000036.40117457548493772942294796.88168933.281689
1AlaskaI2014AkGovBillWalkerSeanParnellAK50.89947146.40243597736732985619813.71293337.186538
2ArizonaR2015dougduceyFredDuVal56.25657241.60149291567314849586642859.8601223.603550
3ArkansasR2015AsaHutchinsonMikeRossUpdates57.17234341.5084444229663696761351365.8068918.634549
4CaliforniaD2011JerryBrownGovneelkashkari59.40000040.606496307388025001046725625399.40616040.006160
5ColoradoD2011hickforcobobbeauprez51.52151146.201992332535586641798360292.06607940.544568
6ConnecticutD2011GovMalloyOfficeTomFoleyCT51.26390348.201081315359667745679312693.59491942.331016
7FloridaR2011FLGovScottCharlieCrist50.57712547.10594089819893297539222432668.91166518.334541
8GeorgiaR2011GovernorDealcarter4governor54.09836144.8025397881009734320108868769.83156815.733207
9HawaiiD2014GovHawaiiDukeAiona201457.15935337.103661251419561599455811.61528045.544073
10IdahoR2007ButchOtterAJYoureALiberal58.08903438.6043960916344641065210099.06994040.980907
11IllinoisR2015BruceRaunerGovernorQuinn52.53360945.90350830212880580196542023649.2704943.263115
12IndianaR2013GovPenceINGreggForGov51.66666746.402556910659685556825316494.72570043.059033
13IowaR2011TerryBranstadSenator_Hatch61.30705437.301125055310712614696241985.86619924.559145
14KansasR2011govsambrownbackPaulDavisKS52.02913646.10847988290402111728571467.23999515.210859
15KentuckyD2007GovSteveBeshearwilliamsfarmer61.20879135.3083313944134572011052297.46995036.261158
16LouisianaR2008BobbyJindalHollis4Governor78.63288717.88102316346496761741234799.97301521.340128
17MaineR2011Governor_LePageMichaud201452.67759643.3060996313300894111249662.2218869.544290
18MarylandR2015ChangeMarylandBrownforMD52.38578746.90164141959764075465342861.4528289.067041
19MassachusettsR2015MassGovernormarthacoakley50.99894846.60214938067454081172462731281.10654530.107597
20MichiganR2011onetoughnerdMarkSchauer52.14723946.803137941990987742558562088.33492536.187685
21MississippiR2012PhilBryantMSdupreeforgov61.00000039.0089346829940791826158496.90103535.901035
22MissouriD2009GovJayNixonspenceformo56.21788342.602715818606358922524208991.51261535.294732
23MontanaD2013GovernorBullockRickHill201250.88265847.304792641023579556437593.68580642.803147
24NebraskaR2015GovRickettsVote4Chuck59.68911938.905240681881503740216925.43829534.250824
25NevadaR2011GovSandovalGoodman4Nevada74.70899523.905475822839099113565899.49185224.782857
26New HampshireD2013GovernorHassanWalt4NH52.60000047.404855341326813837964192.89357040.293570
27New JerseyR2010GovChristieSenatorBuono61.31979738.1020736428938175505401359899.29312237.973325
28New MexicoR2011Gov_MartinezGaryKingforGov57.30000042.70503096208557213874187788.08329630.783296
29New YorkD2011NYGovCuomoRobAstorino57.08245240.601829387197462271456051149192.68536435.602912
30North CarolinaR2013PatMcCroryNCWalterDalton55.87334043.204474892994396427965166794.37432538.500985
31North DakotaR2010NDGovDalrympleTaylorforND64.82051334.3031633673948233259435.85313228.967381
32OhioR2011JohnKasichFitzGeraldForOH65.97724932.9030110521159416367029590591.90363925.926390
33OklahomaR2011GovMaryFallinJoeD4OK57.64462841.00823267387805120880672175.64943318.004805
34OregonD2015GovKitzDRichardsonOR52.69841344.701342101397023920809144693.50258440.804171
35PennsylvaniaD2015WolfForPACorbettforGov54.90000045.1034593751278720910187713158.8231903.923190
36Rhode IslandD2015GinaRaimondoMayorFung52.91828836.30322324105517311006435471.65364618.735358
37South CarolinaR2011nikkihaleyvincentsheheen57.49486741.401231757483248298004407896.00517238.510306
38South DakotaR2011SDGovDaugaardSusanForSD73.51407725.40277248853175714298187.92318114.409104
39TexasR2015GregAbbott_TXWendyDavisTexas60.38696538.904707388269569585837417190625.34914035.037825
40UtahR2009GovHerbertPeterSCooke71.17585827.7091369629429021382763095.64224924.466391
41VermontD2011GovPeterShumlinMilneForVT50.59978245.301936036265621312629997.77281247.173030
42VirginiaD2014GovernorVAKenCuccinelli51.33689845.5022228408326289226111835155.1999413.863043
43WashingtonD2013GovInsleerobmckenna51.20000048.802851938706153015530591772.41106021.211060
44West VirginiaD2010GovTomblinMaloneyforWV52.49480245.7065603418503266038100685.71834233.223539
45WisconsinR2011GovWalkerBurke4WI52.88169946.60240809657575641004131123289.93954137.057842
46WyomingR2011GovMattMeadgosar4gov68.38074428.90156914584153134136778.51288110.132137
\n", "
" ], "text/plain": [ " state party since twgov twch shareGov \\\n", "0 Alabama R 2011 GovernorBentley Griffith2014 63.600000 \n", "1 Alaska I 2014 AkGovBillWalker SeanParnellAK 50.899471 \n", "2 Arizona R 2015 dougducey FredDuVal 56.256572 \n", "3 Arkansas R 2015 AsaHutchinson MikeRossUpdates 57.172343 \n", "4 California D 2011 JerryBrownGov neelkashkari 59.400000 \n", "5 Colorado D 2011 hickforco bobbeauprez 51.521511 \n", "6 Connecticut D 2011 GovMalloyOffice TomFoleyCT 51.263903 \n", "7 Florida R 2011 FLGovScott CharlieCrist 50.577125 \n", "8 Georgia R 2011 GovernorDeal carter4governor 54.098361 \n", "9 Hawaii D 2014 GovHawaii DukeAiona2014 57.159353 \n", "10 Idaho R 2007 ButchOtter AJYoureALiberal 58.089034 \n", "11 Illinois R 2015 BruceRauner GovernorQuinn 52.533609 \n", "12 Indiana R 2013 GovPenceIN GreggForGov 51.666667 \n", "13 Iowa R 2011 TerryBranstad Senator_Hatch 61.307054 \n", "14 Kansas R 2011 govsambrownback PaulDavisKS 52.029136 \n", "15 Kentucky D 2007 GovSteveBeshear williamsfarmer 61.208791 \n", "16 Louisiana R 2008 BobbyJindal Hollis4Governor 78.632887 \n", "17 Maine R 2011 Governor_LePage Michaud2014 52.677596 \n", "18 Maryland R 2015 ChangeMaryland BrownforMD 52.385787 \n", "19 Massachusetts R 2015 MassGovernor marthacoakley 50.998948 \n", "20 Michigan R 2011 onetoughnerd MarkSchauer 52.147239 \n", "21 Mississippi R 2012 PhilBryantMS dupreeforgov 61.000000 \n", "22 Missouri D 2009 GovJayNixon spenceformo 56.217883 \n", "23 Montana D 2013 GovernorBullock RickHill2012 50.882658 \n", "24 Nebraska R 2015 GovRicketts Vote4Chuck 59.689119 \n", "25 Nevada R 2011 GovSandoval Goodman4Nevada 74.708995 \n", "26 New Hampshire D 2013 GovernorHassan Walt4NH 52.600000 \n", "27 New Jersey R 2010 GovChristie SenatorBuono 61.319797 \n", "28 New Mexico R 2011 Gov_Martinez GaryKingforGov 57.300000 \n", "29 New York D 2011 NYGovCuomo RobAstorino 57.082452 \n", "30 North Carolina R 2013 PatMcCroryNC WalterDalton 55.873340 \n", "31 North Dakota R 2010 NDGovDalrymple TaylorforND 64.820513 \n", "32 Ohio R 2011 JohnKasich FitzGeraldForOH 65.977249 \n", "33 Oklahoma R 2011 GovMaryFallin JoeD4OK 57.644628 \n", "34 Oregon D 2015 GovKitz DRichardsonOR 52.698413 \n", "35 Pennsylvania D 2015 WolfForPA CorbettforGov 54.900000 \n", "36 Rhode Island D 2015 GinaRaimondo MayorFung 52.918288 \n", "37 South Carolina R 2011 nikkihaley vincentsheheen 57.494867 \n", "38 South Dakota R 2011 SDGovDaugaard SusanForSD 73.514077 \n", "39 Texas R 2015 GregAbbott_TX WendyDavisTexas 60.386965 \n", "40 Utah R 2009 GovHerbert PeterSCooke 71.175858 \n", "41 Vermont D 2011 GovPeterShumlin MilneForVT 50.599782 \n", "42 Virginia D 2014 GovernorVA KenCuccinelli 51.336898 \n", "43 Washington D 2013 GovInslee robmckenna 51.200000 \n", "44 West Virginia D 2010 GovTomblin MaloneyforWV 52.494802 \n", "45 Wisconsin R 2011 GovWalker Burke4WI 52.881699 \n", "46 Wyoming R 2011 GovMattMead gosar4gov 68.380744 \n", "\n", " shareCh voterCnt population folgov folch twshare shareDiff \n", "0 36.40 1174575 4849377 29422 947 96.881689 33.281689 \n", "1 46.40 243597 736732 985 6198 13.712933 37.186538 \n", "2 41.60 1492915 6731484 9586 6428 59.860122 3.603550 \n", "3 41.50 844442 2966369 6761 3513 65.806891 8.634549 \n", "4 40.60 6496307 38802500 1046725 6253 99.406160 40.006160 \n", "5 46.20 1992332 5355866 41798 3602 92.066079 40.544568 \n", "6 48.20 1081315 3596677 45679 3126 93.594919 42.331016 \n", "7 47.10 5940898 19893297 53922 24326 68.911665 18.334541 \n", "8 44.80 2539788 10097343 20108 8687 69.831568 15.733207 \n", "9 37.10 366125 1419561 599 4558 11.615280 45.544073 \n", "10 38.60 439609 1634464 10652 100 99.069940 40.980907 \n", "11 45.90 3508302 12880580 19654 20236 49.270494 3.263115 \n", "12 46.40 2556910 6596855 56825 3164 94.725700 43.059033 \n", "13 37.30 1125055 3107126 14696 2419 85.866199 24.559145 \n", "14 46.10 847988 2904021 11728 5714 67.239995 15.210859 \n", "15 35.30 833139 4413457 20110 522 97.469950 36.261158 \n", "16 17.88 1023163 4649676 174123 47 99.973015 21.340128 \n", "17 43.30 609963 1330089 4111 2496 62.221886 9.544290 \n", "18 46.90 1641419 5976407 5465 3428 61.452828 9.067041 \n", "19 46.60 2149380 6745408 117246 27312 81.106545 30.107597 \n", "20 46.80 3137941 9909877 42558 5620 88.334925 36.187685 \n", "21 39.00 893468 2994079 18261 584 96.901035 35.901035 \n", "22 42.60 2715818 6063589 22524 2089 91.512615 35.294732 \n", "23 47.30 479264 1023579 5564 375 93.685806 42.803147 \n", "24 38.90 524068 1881503 740 2169 25.438295 34.250824 \n", "25 23.90 547582 2839099 11356 58 99.491852 24.782857 \n", "26 47.40 485534 1326813 8379 641 92.893570 40.293570 \n", "27 38.10 2073642 8938175 505401 3598 99.293122 37.973325 \n", "28 42.70 503096 2085572 13874 1877 88.083296 30.783296 \n", "29 40.60 1829387 19746227 145605 11491 92.685364 35.602912 \n", "30 43.20 4474892 9943964 27965 1667 94.374325 38.500985 \n", "31 34.30 316336 739482 332 594 35.853132 28.967381 \n", "32 32.90 3011052 11594163 67029 5905 91.903639 25.926390 \n", "33 41.00 823267 3878051 20880 6721 75.649433 18.004805 \n", "34 44.70 1342101 3970239 20809 1446 93.502584 40.804171 \n", "35 45.10 3459375 12787209 10187 7131 58.823190 3.923190 \n", "36 36.30 322324 1055173 11006 4354 71.653646 18.735358 \n", "37 41.40 1231757 4832482 98004 4078 96.005172 38.510306 \n", "38 25.40 277248 853175 7142 981 87.923181 14.409104 \n", "39 38.90 4707388 26956958 58374 171906 25.349140 35.037825 \n", "40 27.70 913696 2942902 13827 630 95.642249 24.466391 \n", "41 45.30 193603 626562 13126 299 97.772812 47.173030 \n", "42 45.50 2222840 8326289 22611 18351 55.199941 3.863043 \n", "43 48.80 2851938 7061530 15530 5917 72.411060 21.211060 \n", "44 45.70 656034 1850326 6038 1006 85.718342 33.223539 \n", "45 46.60 2408096 5757564 100413 11232 89.939541 37.057842 \n", "46 28.90 156914 584153 1341 367 78.512881 10.132137 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#let's merge on screen names\n", "df = df.merge(gov)\n", "df = df.merge(ch)\n", "\n", "# governors' twitter followers share (only considering the primary challenger)\n", "df['twshare'] = 100 * df.folgov / (df.folgov + df.folch)\n", "# similarly, update shareGov field\n", "df['shareGov'] = 100 * df.shareGov / (df.shareGov + df.shareCh)\n", "# get the vote share - twitter share diff\n", "df['shareDiff'] = abs(df['twshare'] - df['shareGov'])\n", "df" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "states = folium.Map(location=[40, -99], zoom_start=4)\n", "states.geo_json(geo_path=state_geo, data=df, data_out='govtw_share.json',\n", " columns=['state', 'twshare'],\n", " threshold_scale=[50,60,70,80,90,99],\n", " key_on='feature.properties.name',\n", " fill_color='PuRd', fill_opacity=0.7, line_opacity=0.2,\n", " legend_name='Incumbent Governors Twitter Follower Share (%)')\n", "states.create_map(path='govtw_share.html')\n", "HTML('')" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mapname = 'share_diff'\n", "states = folium.Map(location=[40, -99], zoom_start=4)\n", "states.geo_json(geo_path=state_geo, data=df, data_out=mapname+'.json',\n", " threshold_scale=[5, 10, 15, 20, 30, 40],\n", " columns=['state', 'shareDiff'],\n", " key_on='feature.properties.name',\n", " fill_color='YlGnBu', fill_opacity=0.7, line_opacity=0.2,\n", " legend_name='The Difference Between Governors Vote Share & Twitter Follower Share (%)')\n", "states.create_map(path=mapname+'.html')\n", "HTML('')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ 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\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
twshareshareGov
twshare1.000000.19558
shareGov0.195581.00000
\n", "
" ], "text/plain": [ " twshare shareGov\n", "twshare 1.00000 0.19558\n", "shareGov 0.19558 1.00000" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# correlation between twitter share of governors\n", "# and their 'normalized' vote share\n", "df[['twshare','shareGov']].corr()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA5kAAAOLCAYAAADaSEe2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlcTfn/B/DXue1FJdqRSNGKCtkLYYRkGdm3mdBYYjCY\n", "72jGmDGWMMY+M3YmxpJlllAy9l0IMRQqS7JmqfT5/eFxz6/r3hZcxLyej4fHzP2cz/mczznnc0/3\n", "fT6f8zmSEEKAiIiIiIiISAsU77oCRERERERE9OFgkElERERERERawyCTiIiIiIiItIZBJhERERER\n", "EWkNg0wiIiIiIiLSGgaZREREREREpDUMMoneoKVLl0KhUCAhIeFdV+Wd2LVrFxQKBZYtWyanpaSk\n", "QKFQ4Ouvv36HNSsd+vbtC4WCl+H/sv/S9yE+Ph7169eHqakpFAoFli9frpVytX0MFQoF+vXrp5Wy\n", 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Governor\",fontsize=14);\n", "ax.set_title('Twitter Follower Share vs Vote Share of Sitting US Governors',fontsize=18);\n", "ax.text(0.01,0.99,'Correlation between Twitter share and vote share : '+\n", " '{:2.2f}'.format(df[['twshare','shareGov']].corr().ix[0,1]),\n", " horizontalalignment='left',verticalalignment='top',\n", " transform=ax.transAxes,fontsize=12);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXsAAAJOCAYAAABWYaeIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3X1cVGX+//HXDDDcg6IomaAiCijeJOQt4m2hWG7rrmmb\n", "Fmm2X2VNSxDtVktFxJt2V+y3623qmqm5pWU3opmBWqiVSqApCaIijIqAgCMz8/uDmAUdBBHh4Hye\n", "j0ePmJlzrnM+88c1x+tc1/uojEajESGEEA80dUOfgBBCiPtPOnshhLAAjaKzT0lJaehTqHeWWDNY\n", "Zt1Ss6gP0tkrlCXWDJZZt9Qs6kOj6OyFEELcG+nshRDCAqhk6qUQQjz4rKvb4MKFC/VxHnfk7OxM\n", "QUFBQ59GvbLEmsEy67bEmlu1anXHz8ePH8+GDRtuez8+Pp7AwEB69+5d5b5z5szhueeew9vb+57P\n", 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statepartysincetwgovtwchshareGovshareChvoterCntfolgovfolchtwshareshareDiff
1AlaskaI2014AkGovBillWalkerSeanParnellAK50.89947146.4243597985619813.71293337.186538
9HawaiiD2014GovHawaiiDukeAiona201457.15935337.1366125599455811.61528045.544073
11IllinoisR2015BruceRaunerGovernorQuinn52.53360945.93508302196542023649.2704943.263115
24NebraskaR2015GovRickettsVote4Chuck59.68911938.9524068740216925.43829534.250824
31North DakotaR2010NDGovDalrympleTaylorforND64.82051334.331633633259435.85313228.967381
39TexasR2015GregAbbott_TXWendyDavisTexas60.38696538.947073885837417190625.34914035.037825
\n", "
" ], "text/plain": [ " state party since twgov twch shareGov \\\n", "1 Alaska I 2014 AkGovBillWalker SeanParnellAK 50.899471 \n", "9 Hawaii D 2014 GovHawaii DukeAiona2014 57.159353 \n", "11 Illinois R 2015 BruceRauner GovernorQuinn 52.533609 \n", "24 Nebraska R 2015 GovRicketts Vote4Chuck 59.689119 \n", "31 North Dakota R 2010 NDGovDalrymple TaylorforND 64.820513 \n", "39 Texas R 2015 GregAbbott_TX WendyDavisTexas 60.386965 \n", "\n", " shareCh voterCnt folgov folch twshare shareDiff \n", "1 46.4 243597 985 6198 13.712933 37.186538 \n", "9 37.1 366125 599 4558 11.615280 45.544073 \n", "11 45.9 3508302 19654 20236 49.270494 3.263115 \n", "24 38.9 524068 740 2169 25.438295 34.250824 \n", "31 34.3 316336 332 594 35.853132 28.967381 \n", "39 38.9 4707388 58374 171906 25.349140 35.037825 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# states whose incumbent governors have less followers than their challengers...\n", "df[df['folch']>df['folgov']]" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[('33.528370,-112.076300', 50),\n", " ('38.880344,-77.108260', 50),\n", " ('38.913611,-77.013222', 50),\n", " ('39.307956,-76.617016', 49),\n", " ('39.998012,-75.144793', 49),\n", " ('39.726287,-104.965486', 48),\n", " ('38.816242,-77.071282', 48),\n", " ('42.321597,-71.089115', 48),\n", " ('33.759506,-84.403176', 48),\n", " ('40.441419,-79.977292', 47)]" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import json\n", "from collections import Counter\n", "f = json.load(open('../data/geocoded.json'))\n", "c2 = Counter()\n", "c = Counter()\n", "for state in f:\n", " #print(state,f[state]['flocs'])\n", " c2.update(f[state]['flocs'].keys())\n", " c.update(f[state]['flocs'])\n", "c2.most_common(10)" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "collapsed": false }, 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"print(fit.alpha,fit.sigma)\n", "#print(fit.distribution_compare('power_law', 'lognormal'))" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA7cAAAIACAYAAABZ3Jt6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VNX9//H3nSSTTPZMWMKaABGFwaIsooBsoq1A1Z+t\n", "Uakr1SpufNFaBUVEcUG/fJVWtKigoK0Qad2qoqiAslkRQR2WgLLIkoCEQMg2Seb8/kiZMiSQATKZ\n", "JPN6Ph48zJy5c+9n7pw75pNz7udYxhgjAAAAAAAaMVuoAwAAAAAA4FSR3AIAAAAAGj2SWwAAAABA\n", "o0dyCwAAAABo9EhuAQAAAACNHsktAAAAAKDRI7kFEFa2bt0qm82m5cuXhzqUWmVkZOixxx4LdRjV\n", "jBs3Ti1btpTNZtOcOXNCFkegn2VDPY915YYbbtCFF17oe/zwww/rtNNOC+oxO3TooMcffzyoxwiG\n", "pt4XACDckdwCCAmbzXbcfx07djzu62+66SYNHjw4KLG9+uqrstlsOvfcc6s9l5mZqUmTJgXluEez\n", "LEuWZdXLsQL15ZdfasqUKZo5c6Zyc3OVlZVV43YZGRm+z9LhcOi0007ThAkTVF5eXmextG/fXrm5\n", "uTrnnHOOu12wzmNkZGSdJPc19f/Y2NiAX1/T+wt2v1m1apXGjh0b1GMEaunSpbLZbNq+fXut24bi\n", 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"ax.scatter(range(len(c)),sorted(list(c.values()),reverse = True))\n", "ax.set_yscale('log')\n", "#ax.set_xscale('log')\n", "ax.set_xlim(-100,len(c)+100)\n", "ax.set_ylim(0.9,c.most_common(1)[0][1]+5000)\n", "ax.set_xlabel('Cities (ranked)')\n", "ax.set_ylabel('Residents following at least one governor')\n", "ax.set_title('Total Number of Residents Following at least one Governor');" ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "116 West Rose Lane, Phoenix, AZ 85013, USA \t # of govs followed: 50\n", "4075 Wilson Boulevard, Arlington, VA 22203, USA \t # of govs followed: 50\n", "139 Randolph Place Northwest, Washington, DC 20001, USA \t # of govs followed: 50\n", "North Charles Street & Interstate 83, Baltimore, MD 21201, USA \t # of govs followed: 49\n", "3023 North 9th Street, Philadelphia, PA 19133, USA \t # of govs followed: 49\n", "636 Williams Street, Denver, CO 80218, USA \t # of govs followed: 48\n", "2729 King Street, Alexandria, VA 22302, USA \t # of govs followed: 48\n", "146 Dale Street, Boston, MA 02119, USA \t # of govs followed: 48\n", "182 Northside Drive Northwest, Atlanta, GA 30314, USA \t # of govs followed: 48\n", "Elmore Street, Pittsburgh, PA 15219, USA \t # of govs followed: 47\n" ] } ], "source": [ "# http://code.xster.net/pygeocoder/wiki/Home\n", "from pygeocoder import Geocoder\n", "for i in range(10):\n", " x = c2.most_common(10)[i]\n", " results = Geocoder.reverse_geocode(\n", " float(x[0].split(',')[0]),\n", " float(x[0].split(',')[1]))\n", " print(results, '\\t # of govs followed:',x[1])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "states = folium.Map(location=[40, -99], zoom_start=4, tiles='Mapbox Bright')\n", "for k,v in c2.items():\n", " states.circle_marker(location=k.split(','), radius=v*10)\n", "states.create_map(path='unique_govs.html')\n", "HTML('')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import json\n", "from collections import Counter\n", "f = json.load(open('../data/geocoded.json'))\n", "c = Counter()\n", "for state in f:\n", " #print(state,f[state]['flocs'])\n", " c.update(f[state]['flocs'])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "139 Randolph Place Northwest, Washington, DC 20001, USA \t # of followers: 26485\n", "146 Dale Street, Boston, MA 02119, USA \t # of followers: 14453\n", "182 Northside Drive Northwest, Atlanta, GA 30314, USA \t # of followers: 8384\n", "636 Williams Street, Denver, CO 80218, USA \t # of followers: 8379\n", "1017 West 31st Street, Austin, TX 78705, USA \t # of followers: 6633\n", "2801 South Leavitt Street, Chicago, IL 60608, USA \t # of followers: 6432\n", "2513 East Burnside Street, Portland, OR 97214, USA \t # of followers: 5856\n", "Buffalo Bayou Bike Trail, Houston, TX 77019, USA \t # of followers: 5521\n", "1816 Portland Avenue, Minneapolis, MN 55404, USA \t # of followers: 4804\n", "3814 Munger Avenue, Dallas, TX 75204, USA \t # of followers: 4674\n" ] } ], "source": [ "# http://code.xster.net/pygeocoder/wiki/Home\n", "from pygeocoder import Geocoder\n", "for i in range(10):\n", " x = c.most_common(10)[i]\n", " lat,lon = x[0].split(',')\n", " results = Geocoder.reverse_geocode(float(lat), float(lon))\n", " print(results, '\\t # of followers:',x[1])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "states = folium.Map(location=[40, -99], zoom_start=4, tiles='Mapbox Bright')\n", "for k,v in c.items():\n", " states.circle_marker(location=k.split(','), radius=v)\n", "states.create_map(path='all_followers.html')\n", "HTML('')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1\n", "1\n" ] } ], "source": [ "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.path import Path\n", "\n", "# Mercator Projection\n", "# http://matplotlib.org/basemap/users/merc.html\n", "m = Basemap(projection='merc', llcrnrlat=-80, urcrnrlat=80,\n", " llcrnrlon=-180, urcrnrlon=180, lat_ts=20, resolution='c')\n", "\n", "# Poly vertices\n", "p = [[25.774252, -80.190262], [18.466465, -66.118292], [32.321384, -64.75737]]\n", "\n", "# Projected vertices\n", "p_projected = [m(x[1], x[0]) for x in p]\n", "\n", "# Create the Path\n", "p_path = Path(p_projected)\n", "\n", "# Test points\n", "p1 = [27.254629577800088, -76.728515625]\n", "p2 = [27.254629577800088, -74.928515625]\n", "\n", "# Test point projection\n", "p1_projected = m(p1[1], p1[0])\n", "p2_projected = m(p2[1], p2[0])\n", "\n", "print(p_path.contains_point(p1_projected))\n", "print(p_path.contains_point(p2_projected))" ] } ], "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": 0 }