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Trump support vs. distance from major city
license: gpl-3.0

Visualizationifyizing the weak positive correlation between distance from the nearest major city and the support for Trump vs. Clinton in the general election. This continues my translating-counties-around-in-silly-ways series: distance from coast vs. primary result, distance from coast vs. general result, and this nonsense.

The result is uninteresting; I just wanted to try the chained transition illustrating the "methodology", such as it is. All data graphics should be data+code graphics! Since there's ultimately no difference between data and code. :) You could even visualize provenance etc. Object constancy baby. Every graphic a geometric proof of itself. Etc etc etc.

You can view up to the 1,000 largest cities (actually 998 because I exclude Alaska and Hawaii...) by appending a ?n=50 query string to the raw version (default is 50). E.g.: 2 cities; 998 cities.

TODO: Also figure out how these cities voted, or just align them with their counties. Hm. Obvious oversight, sorry.

[
{
"city": "New York",
"growth_from_2000_to_2013": "4.8%",
"latitude": 40.7127837,
"longitude": -74.0059413,
"population": "8405837",
"rank": "1",
"state": "New York"
},
{
"city": "Los Angeles",
"growth_from_2000_to_2013": "4.8%",
"latitude": 34.0522342,
"longitude": -118.2436849,
"population": "3884307",
"rank": "2",
"state": "California"
},
{
"city": "Chicago",
"growth_from_2000_to_2013": "-6.1%",
"latitude": 41.8781136,
"longitude": -87.6297982,
"population": "2718782",
"rank": "3",
"state": "Illinois"
},
{
"city": "Houston",
"growth_from_2000_to_2013": "11.0%",
"latitude": 29.7604267,
"longitude": -95.3698028,
"population": "2195914",
"rank": "4",
"state": "Texas"
},
{
"city": "Philadelphia",
"growth_from_2000_to_2013": "2.6%",
"latitude": 39.9525839,
"longitude": -75.1652215,
"population": "1553165",
"rank": "5",
"state": "Pennsylvania"
},
{
"city": "Phoenix",
"growth_from_2000_to_2013": "14.0%",
"latitude": 33.4483771,
"longitude": -112.0740373,
"population": "1513367",
"rank": "6",
"state": "Arizona"
},
{
"city": "San Antonio",
"growth_from_2000_to_2013": "21.0%",
"latitude": 29.4241219,
"longitude": -98.49362819999999,
"population": "1409019",
"rank": "7",
"state": "Texas"
},
{
"city": "San Diego",
"growth_from_2000_to_2013": "10.5%",
"latitude": 32.715738,
"longitude": -117.1610838,
"population": "1355896",
"rank": "8",
"state": "California"
},
{
"city": "Dallas",
"growth_from_2000_to_2013": "5.6%",
"latitude": 32.7766642,
"longitude": -96.79698789999999,
"population": "1257676",
"rank": "9",
"state": "Texas"
},
{
"city": "San Jose",
"growth_from_2000_to_2013": "10.5%",
"latitude": 37.3382082,
"longitude": -121.8863286,
"population": "998537",
"rank": "10",
"state": "California"
},
{
"city": "Austin",
"growth_from_2000_to_2013": "31.7%",
"latitude": 30.267153,
"longitude": -97.7430608,
"population": "885400",
"rank": "11",
"state": "Texas"
},
{
"city": "Indianapolis",
"growth_from_2000_to_2013": "7.8%",
"latitude": 39.768403,
"longitude": -86.158068,
"population": "843393",
"rank": "12",
"state": "Indiana"
},
{
"city": "Jacksonville",
"growth_from_2000_to_2013": "14.3%",
"latitude": 30.3321838,
"longitude": -81.65565099999999,
"population": "842583",
"rank": "13",
"state": "Florida"
},
{
"city": "San Francisco",
"growth_from_2000_to_2013": "7.7%",
"latitude": 37.7749295,
"longitude": -122.4194155,
"population": "837442",
"rank": "14",
"state": "California"
},
{
"city": "Columbus",
"growth_from_2000_to_2013": "14.8%",
"latitude": 39.9611755,
"longitude": -82.99879419999999,
"population": "822553",
"rank": "15",
"state": "Ohio"
},
{
"city": "Charlotte",
"growth_from_2000_to_2013": "39.1%",
"latitude": 35.2270869,
"longitude": -80.8431267,
"population": "792862",
"rank": "16",
"state": "North Carolina"
},
{
"city": "Fort Worth",
"growth_from_2000_to_2013": "45.1%",
"latitude": 32.7554883,
"longitude": -97.3307658,
"population": "792727",
"rank": "17",
"state": "Texas"
},
{
"city": "Detroit",
"growth_from_2000_to_2013": "-27.1%",
"latitude": 42.331427,
"longitude": -83.0457538,
"population": "688701",
"rank": "18",
"state": "Michigan"
},
{
"city": "El Paso",
"growth_from_2000_to_2013": "19.4%",
"latitude": 31.7775757,
"longitude": -106.4424559,
"population": "674433",
"rank": "19",
"state": "Texas"
},
{
"city": "Memphis",
"growth_from_2000_to_2013": "-5.3%",
"latitude": 35.1495343,
"longitude": -90.0489801,
"population": "653450",
"rank": "20",
"state": "Tennessee"
},
{
"city": "Seattle",
"growth_from_2000_to_2013": "15.6%",
"latitude": 47.6062095,
"longitude": -122.3320708,
"population": "652405",
"rank": "21",
"state": "Washington"
},
{
"city": "Denver",
"growth_from_2000_to_2013": "16.7%",
"latitude": 39.7392358,
"longitude": -104.990251,
"population": "649495",
"rank": "22",
"state": "Colorado"
},
{
"city": "Washington",
"growth_from_2000_to_2013": "13.0%",
"latitude": 38.9071923,
"longitude": -77.0368707,
"population": "646449",
"rank": "23",
"state": "District of Columbia"
},
{
"city": "Boston",
"growth_from_2000_to_2013": "9.4%",
"latitude": 42.3600825,
"longitude": -71.0588801,
"population": "645966",
"rank": "24",
"state": "Massachusetts"
},
{
"city": "Nashville-Davidson",
"growth_from_2000_to_2013": "16.2%",
"latitude": 36.1626638,
"longitude": -86.7816016,
"population": "634464",
"rank": "25",
"state": "Tennessee"
},
{
"city": "Baltimore",
"growth_from_2000_to_2013": "-4.0%",
"latitude": 39.2903848,
"longitude": -76.6121893,
"population": "622104",
"rank": "26",
"state": "Maryland"
},
{
"city": "Oklahoma City",
"growth_from_2000_to_2013": "20.2%",
"latitude": 35.4675602,
"longitude": -97.5164276,
"population": "610613",
"rank": "27",
"state": "Oklahoma"
},
{
"city": "Louisville/Jefferson County",
"growth_from_2000_to_2013": "10.0%",
"latitude": 38.2526647,
"longitude": -85.7584557,
"population": "609893",
"rank": "28",
"state": "Kentucky"
},
{
"city": "Portland",
"growth_from_2000_to_2013": "15.0%",
"latitude": 45.5230622,
"longitude": -122.6764816,
"population": "609456",
"rank": "29",
"state": "Oregon"
},
{
"city": "Las Vegas",
"growth_from_2000_to_2013": "24.5%",
"latitude": 36.1699412,
"longitude": -115.1398296,
"population": "603488",
"rank": "30",
"state": "Nevada"
},
{
"city": "Milwaukee",
"growth_from_2000_to_2013": "0.3%",
"latitude": 43.0389025,
"longitude": -87.9064736,
"population": "599164",
"rank": "31",
"state": "Wisconsin"
},
{
"city": "Albuquerque",
"growth_from_2000_to_2013": "23.5%",
"latitude": 35.0853336,
"longitude": -106.6055534,
"population": "556495",
"rank": "32",
"state": "New Mexico"
},
{
"city": "Tucson",
"growth_from_2000_to_2013": "7.5%",
"latitude": 32.2217429,
"longitude": -110.926479,
"population": "526116",
"rank": "33",
"state": "Arizona"
},
{
"city": "Fresno",
"growth_from_2000_to_2013": "18.3%",
"latitude": 36.7468422,
"longitude": -119.7725868,
"population": "509924",
"rank": "34",
"state": "California"
},
{
"city": "Sacramento",
"growth_from_2000_to_2013": "17.2%",
"latitude": 38.5815719,
"longitude": -121.4943996,
"population": "479686",
"rank": "35",
"state": "California"
},
{
"city": "Long Beach",
"growth_from_2000_to_2013": "1.5%",
"latitude": 33.7700504,
"longitude": -118.1937395,
"population": "469428",
"rank": "36",
"state": "California"
},
{
"city": "Kansas City",
"growth_from_2000_to_2013": "5.5%",
"latitude": 39.0997265,
"longitude": -94.5785667,
"population": "467007",
"rank": "37",
"state": "Missouri"
},
{
"city": "Mesa",
"growth_from_2000_to_2013": "13.5%",
"latitude": 33.4151843,
"longitude": -111.8314724,
"population": "457587",
"rank": "38",
"state": "Arizona"
},
{
"city": "Virginia Beach",
"growth_from_2000_to_2013": "5.1%",
"latitude": 36.8529263,
"longitude": -75.97798499999999,
"population": "448479",
"rank": "39",
"state": "Virginia"
},
{
"city": "Atlanta",
"growth_from_2000_to_2013": "6.2%",
"latitude": 33.7489954,
"longitude": -84.3879824,
"population": "447841",
"rank": "40",
"state": "Georgia"
},
{
"city": "Colorado Springs",
"growth_from_2000_to_2013": "21.4%",
"latitude": 38.8338816,
"longitude": -104.8213634,
"population": "439886",
"rank": "41",
"state": "Colorado"
},
{
"city": "Omaha",
"growth_from_2000_to_2013": "5.9%",
"latitude": 41.2523634,
"longitude": -95.99798829999999,
"population": "434353",
"rank": "42",
"state": "Nebraska"
},
{
"city": "Raleigh",
"growth_from_2000_to_2013": "48.7%",
"latitude": 35.7795897,
"longitude": -78.6381787,
"population": "431746",
"rank": "43",
"state": "North Carolina"
},
{
"city": "Miami",
"growth_from_2000_to_2013": "14.9%",
"latitude": 25.7616798,
"longitude": -80.1917902,
"population": "417650",
"rank": "44",
"state": "Florida"
},
{
"city": "Oakland",
"growth_from_2000_to_2013": "1.3%",
"latitude": 37.8043637,
"longitude": -122.2711137,
"population": "406253",
"rank": "45",
"state": "California"
},
{
"city": "Minneapolis",
"growth_from_2000_to_2013": "4.5%",
"latitude": 44.977753,
"longitude": -93.2650108,
"population": "400070",
"rank": "46",
"state": "Minnesota"
},
{
"city": "Tulsa",
"growth_from_2000_to_2013": "1.3%",
"latitude": 36.1539816,
"longitude": -95.99277500000001,
"population": "398121",
"rank": "47",
"state": "Oklahoma"
},
{
"city": "Cleveland",
"growth_from_2000_to_2013": "-18.1%",
"latitude": 41.49932,
"longitude": -81.6943605,
"population": "390113",
"rank": "48",
"state": "Ohio"
},
{
"city": "Wichita",
"growth_from_2000_to_2013": "9.7%",
"latitude": 37.688889,
"longitude": -97.336111,
"population": "386552",
"rank": "49",
"state": "Kansas"
},
{
"city": "Arlington",
"growth_from_2000_to_2013": "13.3%",
"latitude": 32.735687,
"longitude": -97.10806559999999,
"population": "379577",
"rank": "50",
"state": "Texas"
},
{
"city": "New Orleans",
"growth_from_2000_to_2013": "-21.6%",
"latitude": 29.95106579999999,
"longitude": -90.0715323,
"population": "378715",
"rank": "51",
"state": "Louisiana"
},
{
"city": "Bakersfield",
"growth_from_2000_to_2013": "48.4%",
"latitude": 35.3732921,
"longitude": -119.0187125,
"population": "363630",
"rank": "52",
"state": "California"
},
{
"city": "Tampa",
"growth_from_2000_to_2013": "16.0%",
"latitude": 27.950575,
"longitude": -82.4571776,
"population": "352957",
"rank": "53",
"state": "Florida"
},
{
"city": "Honolulu",
"growth_from_2000_to_2013": "-6.2%",
"latitude": 21.3069444,
"longitude": -157.8583333,
"population": "347884",
"rank": "54",
"state": "Hawaii"
},
{
"city": "Aurora",
"growth_from_2000_to_2013": "24.4%",
"latitude": 39.7294319,
"longitude": -104.8319195,
"population": "345803",
"rank": "55",
"state": "Colorado"
},
{
"city": "Anaheim",
"growth_from_2000_to_2013": "4.7%",
"latitude": 33.8352932,
"longitude": -117.9145036,
"population": "345012",
"rank": "56",
"state": "California"
},
{
"city": "Santa Ana",
"growth_from_2000_to_2013": "-1.2%",
"latitude": 33.7455731,
"longitude": -117.8678338,
"population": "334227",
"rank": "57",
"state": "California"
},
{
"city": "St. Louis",
"growth_from_2000_to_2013": "-8.2%",
"latitude": 38.6270025,
"longitude": -90.19940419999999,
"population": "318416",
"rank": "58",
"state": "Missouri"
},
{
"city": "Riverside",
"growth_from_2000_to_2013": "22.5%",
"latitude": 33.9533487,
"longitude": -117.3961564,
"population": "316619",
"rank": "59",
"state": "California"
},
{
"city": "Corpus Christi",
"growth_from_2000_to_2013": "14.1%",
"latitude": 27.8005828,
"longitude": -97.39638099999999,
"population": "316381",
"rank": "60",
"state": "Texas"
},
{
"city": "Lexington-Fayette",
"growth_from_2000_to_2013": "18.0%",
"latitude": 38.0405837,
"longitude": -84.5037164,
"population": "308428",
"rank": "61",
"state": "Kentucky"
},
{
"city": "Pittsburgh",
"growth_from_2000_to_2013": "-8.3%",
"latitude": 40.44062479999999,
"longitude": -79.9958864,
"population": "305841",
"rank": "62",
"state": "Pennsylvania"
},
{
"city": "Anchorage",
"growth_from_2000_to_2013": "15.4%",
"latitude": 61.2180556,
"longitude": -149.9002778,
"population": "300950",
"rank": "63",
"state": "Alaska"
},
{
"city": "Stockton",
"growth_from_2000_to_2013": "21.8%",
"latitude": 37.9577016,
"longitude": -121.2907796,
"population": "298118",
"rank": "64",
"state": "California"
},
{
"city": "Cincinnati",
"growth_from_2000_to_2013": "-10.1%",
"latitude": 39.1031182,
"longitude": -84.5120196,
"population": "297517",
"rank": "65",
"state": "Ohio"
},
{
"city": "St. Paul",
"growth_from_2000_to_2013": "2.8%",
"latitude": 44.9537029,
"longitude": -93.0899578,
"population": "294873",
"rank": "66",
"state": "Minnesota"
},
{
"city": "Toledo",
"growth_from_2000_to_2013": "-10.0%",
"latitude": 41.6639383,
"longitude": -83.55521200000001,
"population": "282313",
"rank": "67",
"state": "Ohio"
},
{
"city": "Greensboro",
"growth_from_2000_to_2013": "22.3%",
"latitude": 36.0726354,
"longitude": -79.7919754,
"population": "279639",
"rank": "68",
"state": "North Carolina"
},
{
"city": "Newark",
"growth_from_2000_to_2013": "2.1%",
"latitude": 40.735657,
"longitude": -74.1723667,
"population": "278427",
"rank": "69",
"state": "New Jersey"
},
{
"city": "Plano",
"growth_from_2000_to_2013": "22.4%",
"latitude": 33.0198431,
"longitude": -96.6988856,
"population": "274409",
"rank": "70",
"state": "Texas"
},
{
"city": "Henderson",
"growth_from_2000_to_2013": "51.0%",
"latitude": 36.0395247,
"longitude": -114.9817213,
"population": "270811",
"rank": "71",
"state": "Nevada"
},
{
"city": "Lincoln",
"growth_from_2000_to_2013": "18.0%",
"latitude": 40.8257625,
"longitude": -96.6851982,
"population": "268738",
"rank": "72",
"state": "Nebraska"
},
{
"city": "Buffalo",
"growth_from_2000_to_2013": "-11.3%",
"latitude": 42.88644679999999,
"longitude": -78.8783689,
"population": "258959",
"rank": "73",
"state": "New York"
},
{
"city": "Jersey City",
"growth_from_2000_to_2013": "7.2%",
"latitude": 40.72815749999999,
"longitude": -74.0776417,
"population": "257342",
"rank": "74",
"state": "New Jersey"
},
{
"city": "Chula Vista",
"growth_from_2000_to_2013": "46.2%",
"latitude": 32.6400541,
"longitude": -117.0841955,
"population": "256780",
"rank": "75",
"state": "California"
},
{
"city": "Fort Wayne",
"growth_from_2000_to_2013": "1.0%",
"latitude": 41.079273,
"longitude": -85.1393513,
"population": "256496",
"rank": "76",
"state": "Indiana"
},
{
"city": "Orlando",
"growth_from_2000_to_2013": "31.2%",
"latitude": 28.5383355,
"longitude": -81.3792365,
"population": "255483",
"rank": "77",
"state": "Florida"
},
{
"city": "St. Petersburg",
"growth_from_2000_to_2013": "0.3%",
"latitude": 27.773056,
"longitude": -82.64,
"population": "249688",
"rank": "78",
"state": "Florida"
},
{
"city": "Chandler",
"growth_from_2000_to_2013": "38.7%",
"latitude": 33.3061605,
"longitude": -111.8412502,
"population": "249146",
"rank": "79",
"state": "Arizona"
},
{
"city": "Laredo",
"growth_from_2000_to_2013": "38.2%",
"latitude": 27.5305671,
"longitude": -99.48032409999999,
"population": "248142",
"rank": "80",
"state": "Texas"
},
{
"city": "Norfolk",
"growth_from_2000_to_2013": "5.0%",
"latitude": 36.8507689,
"longitude": -76.28587259999999,
"population": "246139",
"rank": "81",
"state": "Virginia"
},
{
"city": "Durham",
"growth_from_2000_to_2013": "29.9%",
"latitude": 35.9940329,
"longitude": -78.898619,
"population": "245475",
"rank": "82",
"state": "North Carolina"
},
{
"city": "Madison",
"growth_from_2000_to_2013": "15.8%",
"latitude": 43.0730517,
"longitude": -89.4012302,
"population": "243344",
"rank": "83",
"state": "Wisconsin"
},
{
"city": "Lubbock",
"growth_from_2000_to_2013": "19.6%",
"latitude": 33.5778631,
"longitude": -101.8551665,
"population": "239538",
"rank": "84",
"state": "Texas"
},
{
"city": "Irvine",
"growth_from_2000_to_2013": "61.3%",
"latitude": 33.6839473,
"longitude": -117.7946942,
"population": "236716",
"rank": "85",
"state": "California"
},
{
"city": "Winston-Salem",
"growth_from_2000_to_2013": "16.9%",
"latitude": 36.09985959999999,
"longitude": -80.244216,
"population": "236441",
"rank": "86",
"state": "North Carolina"
},
{
"city": "Glendale",
"growth_from_2000_to_2013": "5.7%",
"latitude": 33.5386523,
"longitude": -112.1859866,
"population": "234632",
"rank": "87",
"state": "Arizona"
},
{
"city": "Garland",
"growth_from_2000_to_2013": "8.5%",
"latitude": 32.912624,
"longitude": -96.63888329999999,
"population": "234566",
"rank": "88",
"state": "Texas"
},
{
"city": "Hialeah",
"growth_from_2000_to_2013": "3.2%",
"latitude": 25.8575963,
"longitude": -80.2781057,
"population": "233394",
"rank": "89",
"state": "Florida"
},
{
"city": "Reno",
"growth_from_2000_to_2013": "26.8%",
"latitude": 39.5296329,
"longitude": -119.8138027,
"population": "233294",
"rank": "90",
"state": "Nevada"
},
{
"city": "Chesapeake",
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"latitude": 44.9591352,
"longitude": -89.6301221,
"population": "39309",
"rank": "945",
"state": "Wisconsin"
},
{
"city": "Sherman",
"growth_from_2000_to_2013": "11.6%",
"latitude": 33.6356618,
"longitude": -96.6088805,
"population": "39296",
"rank": "946",
"state": "Texas"
},
{
"city": "Ocoee",
"growth_from_2000_to_2013": "57.9%",
"latitude": 28.5691677,
"longitude": -81.5439619,
"population": "39172",
"rank": "947",
"state": "Florida"
},
{
"city": "Shakopee",
"growth_from_2000_to_2013": "85.7%",
"latitude": 44.7973962,
"longitude": -93.5272861,
"population": "39167",
"rank": "948",
"state": "Minnesota"
},
{
"city": "Woburn",
"growth_from_2000_to_2013": "4.4%",
"latitude": 42.4792618,
"longitude": -71.1522765,
"population": "39083",
"rank": "949",
"state": "Massachusetts"
},
{
"city": "Bremerton",
"growth_from_2000_to_2013": "4.9%",
"latitude": 47.5673202,
"longitude": -122.6329356,
"population": "39056",
"rank": "950",
"state": "Washington"
},
{
"city": "Rock Island",
"growth_from_2000_to_2013": "-1.9%",
"latitude": 41.5094771,
"longitude": -90.5787476,
"population": "38877",
"rank": "951",
"state": "Illinois"
},
{
"city": "Muskogee",
"growth_from_2000_to_2013": "-0.7%",
"latitude": 35.7478769,
"longitude": -95.3696909,
"population": "38863",
"rank": "952",
"state": "Oklahoma"
},
{
"city": "Cape Girardeau",
"growth_from_2000_to_2013": "9.4%",
"latitude": 37.3058839,
"longitude": -89.51814759999999,
"population": "38816",
"rank": "953",
"state": "Missouri"
},
{
"city": "Annapolis",
"growth_from_2000_to_2013": "7.6%",
"latitude": 38.9784453,
"longitude": -76.4921829,
"population": "38722",
"rank": "954",
"state": "Maryland"
},
{
"city": "Greenacres",
"growth_from_2000_to_2013": "35.5%",
"latitude": 26.6276276,
"longitude": -80.1353896,
"population": "38696",
"rank": "955",
"state": "Florida"
},
{
"city": "Ormond Beach",
"growth_from_2000_to_2013": "5.8%",
"latitude": 29.2858129,
"longitude": -81.0558894,
"population": "38661",
"rank": "956",
"state": "Florida"
},
{
"city": "Hallandale Beach",
"growth_from_2000_to_2013": "12.4%",
"latitude": 25.9812024,
"longitude": -80.14837899999999,
"population": "38632",
"rank": "957",
"state": "Florida"
},
{
"city": "Stanton",
"growth_from_2000_to_2013": "2.8%",
"latitude": 33.8025155,
"longitude": -117.9931165,
"population": "38623",
"rank": "958",
"state": "California"
},
{
"city": "Puyallup",
"growth_from_2000_to_2013": "11.8%",
"latitude": 47.1853785,
"longitude": -122.2928974,
"population": "38609",
"rank": "959",
"state": "Washington"
},
{
"city": "Pacifica",
"growth_from_2000_to_2013": "0.5%",
"latitude": 37.6138253,
"longitude": -122.4869194,
"population": "38606",
"rank": "960",
"state": "California"
},
{
"city": "Hanover Park",
"growth_from_2000_to_2013": "0.6%",
"latitude": 41.9994722,
"longitude": -88.1450735,
"population": "38510",
"rank": "961",
"state": "Illinois"
},
{
"city": "Hurst",
"growth_from_2000_to_2013": "5.8%",
"latitude": 32.8234621,
"longitude": -97.1705678,
"population": "38448",
"rank": "962",
"state": "Texas"
},
{
"city": "Lima",
"growth_from_2000_to_2013": "-8.1%",
"latitude": 40.742551,
"longitude": -84.1052256,
"population": "38355",
"rank": "963",
"state": "Ohio"
},
{
"city": "Marana",
"growth_from_2000_to_2013": "166.2%",
"latitude": 32.436381,
"longitude": -111.2224422,
"population": "38290",
"rank": "964",
"state": "Arizona"
},
{
"city": "Carpentersville",
"growth_from_2000_to_2013": "22.8%",
"latitude": 42.1211364,
"longitude": -88.2578582,
"population": "38241",
"rank": "965",
"state": "Illinois"
},
{
"city": "Oakley",
"growth_from_2000_to_2013": "47.7%",
"latitude": 37.9974219,
"longitude": -121.7124536,
"population": "38194",
"rank": "966",
"state": "California"
},
{
"city": "Huber Heights",
"growth_from_2000_to_2013": "-0.2%",
"latitude": 39.843947,
"longitude": -84.12466080000002,
"population": "38142",
"rank": "967",
"state": "Ohio"
},
{
"city": "Lancaster",
"growth_from_2000_to_2013": "46.4%",
"latitude": 32.5920798,
"longitude": -96.7561082,
"population": "38071",
"rank": "968",
"state": "Texas"
},
{
"city": "Montclair",
"growth_from_2000_to_2013": "12.1%",
"latitude": 34.0775104,
"longitude": -117.6897776,
"population": "38027",
"rank": "969",
"state": "California"
},
{
"city": "Wheeling",
"growth_from_2000_to_2013": "4.8%",
"latitude": 42.1391927,
"longitude": -87.9289591,
"population": "38015",
"rank": "970",
"state": "Illinois"
},
{
"city": "Brookfield",
"growth_from_2000_to_2013": "-1.9%",
"latitude": 43.0605671,
"longitude": -88.1064787,
"population": "37999",
"rank": "971",
"state": "Wisconsin"
},
{
"city": "Park Ridge",
"growth_from_2000_to_2013": "0.1%",
"latitude": 42.0111412,
"longitude": -87.84061919999999,
"population": "37839",
"rank": "972",
"state": "Illinois"
},
{
"city": "Florence",
"growth_from_2000_to_2013": "19.8%",
"latitude": 34.1954331,
"longitude": -79.7625625,
"population": "37792",
"rank": "973",
"state": "South Carolina"
},
{
"city": "Roy",
"growth_from_2000_to_2013": "13.3%",
"latitude": 41.1616108,
"longitude": -112.0263313,
"population": "37733",
"rank": "974",
"state": "Utah"
},
{
"city": "Winter Garden",
"growth_from_2000_to_2013": "142.5%",
"latitude": 28.5652787,
"longitude": -81.58618469999999,
"population": "37711",
"rank": "975",
"state": "Florida"
},
{
"city": "Chelsea",
"growth_from_2000_to_2013": "7.3%",
"latitude": 42.3917638,
"longitude": -71.0328284,
"population": "37670",
"rank": "976",
"state": "Massachusetts"
},
{
"city": "Valley Stream",
"growth_from_2000_to_2013": "3.6%",
"latitude": 40.6642699,
"longitude": -73.70846449999999,
"population": "37659",
"rank": "977",
"state": "New York"
},
{
"city": "Spartanburg",
"growth_from_2000_to_2013": "-6.2%",
"latitude": 34.9495672,
"longitude": -81.9320482,
"population": "37647",
"rank": "978",
"state": "South Carolina"
},
{
"city": "Lake Oswego",
"growth_from_2000_to_2013": "5.3%",
"latitude": 45.42067489999999,
"longitude": -122.6706498,
"population": "37610",
"rank": "979",
"state": "Oregon"
},
{
"city": "Friendswood",
"growth_from_2000_to_2013": "28.6%",
"latitude": 29.5293998,
"longitude": -95.2010447,
"population": "37587",
"rank": "980",
"state": "Texas"
},
{
"city": "Westerville",
"growth_from_2000_to_2013": "5.7%",
"latitude": 40.1261743,
"longitude": -82.92906959999999,
"population": "37530",
"rank": "981",
"state": "Ohio"
},
{
"city": "Northglenn",
"growth_from_2000_to_2013": "15.5%",
"latitude": 39.8961821,
"longitude": -104.9811468,
"population": "37499",
"rank": "982",
"state": "Colorado"
},
{
"city": "Phenix City",
"growth_from_2000_to_2013": "31.9%",
"latitude": 32.4709761,
"longitude": -85.0007653,
"population": "37498",
"rank": "983",
"state": "Alabama"
},
{
"city": "Grove City",
"growth_from_2000_to_2013": "35.6%",
"latitude": 39.88145189999999,
"longitude": -83.0929644,
"population": "37490",
"rank": "984",
"state": "Ohio"
},
{
"city": "Texarkana",
"growth_from_2000_to_2013": "7.4%",
"latitude": 33.425125,
"longitude": -94.04768820000001,
"population": "37442",
"rank": "985",
"state": "Texas"
},
{
"city": "Addison",
"growth_from_2000_to_2013": "2.6%",
"latitude": 41.931696,
"longitude": -87.9889556,
"population": "37385",
"rank": "986",
"state": "Illinois"
},
{
"city": "Dover",
"growth_from_2000_to_2013": "16.0%",
"latitude": 39.158168,
"longitude": -75.5243682,
"population": "37366",
"rank": "987",
"state": "Delaware"
},
{
"city": "Lincoln Park",
"growth_from_2000_to_2013": "-6.7%",
"latitude": 42.2505943,
"longitude": -83.1785361,
"population": "37313",
"rank": "988",
"state": "Michigan"
},
{
"city": "Calumet City",
"growth_from_2000_to_2013": "-4.5%",
"latitude": 41.6155909,
"longitude": -87.5294871,
"population": "37240",
"rank": "989",
"state": "Illinois"
},
{
"city": "Muskegon",
"growth_from_2000_to_2013": "-7.1%",
"latitude": 43.2341813,
"longitude": -86.24839209999999,
"population": "37213",
"rank": "990",
"state": "Michigan"
},
{
"city": "Aventura",
"growth_from_2000_to_2013": "47.2%",
"latitude": 25.9564812,
"longitude": -80.1392121,
"population": "37199",
"rank": "991",
"state": "Florida"
},
{
"city": "Martinez",
"growth_from_2000_to_2013": "3.4%",
"latitude": 38.0193657,
"longitude": -122.1341321,
"population": "37165",
"rank": "992",
"state": "California"
},
{
"city": "Greenfield",
"growth_from_2000_to_2013": "4.8%",
"latitude": 42.9614039,
"longitude": -88.0125865,
"population": "37159",
"rank": "993",
"state": "Wisconsin"
},
{
"city": "Apache Junction",
"growth_from_2000_to_2013": "15.7%",
"latitude": 33.4150485,
"longitude": -111.5495777,
"population": "37130",
"rank": "994",
"state": "Arizona"
},
{
"city": "Monrovia",
"growth_from_2000_to_2013": "0.2%",
"latitude": 34.1442616,
"longitude": -118.0019482,
"population": "37101",
"rank": "995",
"state": "California"
},
{
"city": "Weslaco",
"growth_from_2000_to_2013": "28.8%",
"latitude": 26.1595194,
"longitude": -97.9908366,
"population": "37093",
"rank": "996",
"state": "Texas"
},
{
"city": "Keizer",
"growth_from_2000_to_2013": "14.4%",
"latitude": 44.9901194,
"longitude": -123.0262077,
"population": "37064",
"rank": "997",
"state": "Oregon"
},
{
"city": "Spanish Fork",
"growth_from_2000_to_2013": "78.1%",
"latitude": 40.114955,
"longitude": -111.654923,
"population": "36956",
"rank": "998",
"state": "Utah"
},
{
"city": "Beloit",
"growth_from_2000_to_2013": "2.9%",
"latitude": 42.5083482,
"longitude": -89.03177649999999,
"population": "36888",
"rank": "999",
"state": "Wisconsin"
},
{
"city": "Panama City",
"growth_from_2000_to_2013": "0.1%",
"latitude": 30.1588129,
"longitude": -85.6602058,
"population": "36877",
"rank": "1000",
"state": "Florida"
}
]
<!DOCTYPE html>
<meta charset="utf-8">
<style>
body {
width: 960px;
margin: 0;
position: relative;
font-size: 14px;
font-family: sans-serif;
text-transform: uppercase;
}
svg {
overflow: visible;
}
.counties {
fill: #ccc;
}
.county-borders {
fill: none;
/*stroke: #ccc;
stroke-width: .5px;*/
stroke-linejoin: round;
stroke-linecap: round;
}
.labels text {
fill: black;
}
button {
position: absolute;
font-size: 14px;
font-family: sans-serif;
text-transform: uppercase;
}
path.trendline {
stroke-width: 2;
stroke: black;
}
circle.city {
fill: white;
stroke: black;
stroke-width: 1;
}
</style>
<body>
<script src="//d3js.org/d3.v4.min.js"></script>
<script src="//d3js.org/topojson.v1.min.js"></script>
<script src="//d3js.org/queue.v1.min.js"></script>
<script>
var urlParams = new URLSearchParams(window.location.search);
var n = urlParams.has('n') ? urlParams.get('n') : 50,
width = 960,
height = 500,
margin = [100, 50]; //side, top
var projection = d3.geoAlbers()
.translate([width / 2, height / 2]);
var path = d3.geoPath()
.projection(projection);
var color = function(d) {
if(d.trumpFraction === null) return 'none';
return d3.scaleLinear()
.domain([0,1])
.range(['#3c3b6e', '#b22234'])
(d.trumpFraction)
}
var x = d3.scaleLinear(),
y = d3.scaleLinear();
var svg = d3.select("body").append("svg")
.attr("width", width)
.attr("height", height);
var labels = svg.append('g')
.classed('labels', true)
.style('opacity', 0);
labels.append('text')
.attr('x', width/2)
.attr('y', 0)
.text('100% for Trump')
.style('text-anchor', 'middle')
.attr('dy', '2em');
labels.append('text')
.attr('x', width/2)
.attr('y', height)
.text('100% for Clinton')
.style('text-anchor', 'middle')
.attr('dy', '-2em');
labels.append('text')
.attr('x', 0)
.attr('y', height/2)
.text('Urban')
.style('text-anchor', 'beginning')
.attr('dx', '1em');
labels.append('text')
.attr('x', width)
.attr('y', height/2)
.text('Rural')
.style('text-anchor', 'end')
.attr('dx', '-1em');
var geoButton = d3.select('body').append('button')
.style('top', '1em')
.style('left', '1em')
.text("Geographify")
var scatButton = d3.select('body').append('button')
.style('top', '1em')
.style('right', '1em')
.text("Scatterify")
queue()
.defer(d3.json, "us.json")
.defer(d3.tsv, "results.tsv", parseElection)
.defer(d3.json, "cities.json")
.await(ready);
function ready(error, us, election, cities) {
if (error) throw error;
var counties = topojson.feature(us, us.objects.counties);
cities = cities
.filter(d => d.state !== "Hawaii" && d.state !== "Alaska")
.slice(0,n);
counties.features = counties.features.filter(function(county, i) {
var fips = county.id.toString();
return !(fips.substr(0,1) == '2' && fips.length == 4) && //Alaska
!(fips.substr(0,2) == '15' && fips.length == 5) && //Hawaii
!(fips.substr(0,2) == '72' && fips.length == 5) && // Puerto Rico
!(fips.substr(0,2) == '60' && fips.length == 5) && // American Samoa
!(fips.substr(0,2) == '66' && fips.length == 5) && // Guam
!(fips.substr(0,2) == '78' && fips.length == 5) // Virgin Islands
})
counties.features.forEach(function(county, i) {
// trump!
var countyResults = election.filter(function(d) {
return d.fips === county.id;
});
var hillary = countyResults.filter(function(d) {
return d.cand == "Hillary Clinton"
})[0]
var trump = countyResults.filter(function(d) {
return d.cand == "Donald Trump"
})[0]
if(hillary && trump) {
county.trumpFraction = trump.votes / (hillary.votes + trump.votes);
} else {
county.trumpFraction = null;
}
// centroid
county.centroid = path.centroid(county);
// find nearest city (slowly)
var citydistances = cities.map((c,ci) =>
d3.geoDistance(
projection.invert(county.centroid),
[c.longitude, c.latitude]
)
)
county.nearestCity = cities[citydistances.indexOf(Math.min(...citydistances))]
// calculate distance and angle
if(county.nearestCity) {
var city = projection([county.nearestCity.longitude, county.nearestCity.latitude]);
county.theta = Math.atan2(city[1] - county.centroid[1], county.centroid[0] - city[0])
county.distance = dist(city, county.centroid)
county.geoDistance = Math.min(...citydistances)
}
});
x
.domain(d3.extent(counties.features.map(d => d.geoDistance)))
.range([0 + margin[0], width - margin[0]])
y
.domain([0,1])
.range([height - margin[1], 0 + margin[1]])
var county = svg.append("g")
.attr("class", "counties")
.selectAll("path")
.data(counties.features)
.enter().append("path")
.style("fill", color)
.attr("d", path);
svg.append("path")
.attr("class", "county-borders")
.datum(topojson.mesh(us, us.objects.counties, function(a, b) { return a !== b; }))
.attr("d", path);
var city = svg.selectAll("circle.city")
.data(cities)
.enter()
.append("circle")
.classed("city", true)
.attr("fill", "white")
.attr("r", 3)
.attr("cx", function(d) { return projection([d.longitude, d.latitude])[0]; })
.attr("cy", function(d) { return projection([d.longitude, d.latitude])[1]; })
geoButton.on('click', geographify);
scatButton.on('click', scatterify);
// TRENDLINE
// http://bl.ocks.org/benvandyke/8459843
// get the x and y values for least squares
var eligibleCounties = counties.features.filter(function(d) { return d.trumpFraction !== null; });
var xSeries = eligibleCounties.map(function(d) { return d.geoDistance; });
var ySeries = eligibleCounties.map(function(d) { return d.trumpFraction; });
var leastSquaresCoeff = leastSquares(xSeries, ySeries);
var trendlineData = [
[0, leastSquaresCoeff.intercept],
[d3.max(eligibleCounties, function(d) { return d.geoDistance}), leastSquaresCoeff.intercept + d3.max(eligibleCounties, function(d) { return d.geoDistance}) * leastSquaresCoeff.slope]
];
var trendlinePath = d3.line()
.x(function(d) { return x(d[0]); })
.y(function(d) { return y(d[1]); });
var trendline = svg.append("path")
.classed("trendline", true)
.style('opacity', 0)
.datum(trendlineData)
.attr('d', trendlinePath);
labels.append("text")
.attr('x', width)
.attr('y', height)
.attr('dx', '-1em')
.attr('dy', '-2em')
.text('R² = ' + Math.round(leastSquaresCoeff.rSquare * 1000)/1000)
.style('text-anchor', 'end');
setTimeout(scatterify, 3000);
function scatterify() {
city.transition()
.delay(1000)
.duration(2000)
.attr("transform", (c,i) => "translate(" + getDisplacement(c) + ")")
.transition()
.duration(2000)
.attr("transform", (c,i) => "translate(" + getCollapse(c) + ")")
.transition()
.delay(2000)
.duration(2000)
.attr("transform", (c,i) => "translate(" + getToOrigin(c) + ")")
.transition()
.style("opacity", 0);
county.transition()
.delay(1000)
.duration(2000)
.attr("transform", (d,i) => !d.nearestCity ? null : "translate(" + getDisplacement(d.nearestCity) + ")")
.transition()
.duration(2000)
.attr("transform", (d,i) => !d.nearestCity ? null : "translate(" + getCollapse(d.nearestCity) + ")")
.style("opacity", .25)
.transition()
.duration(2000)
.attrTween("transform", function(d,i) {
return function(t) {
if(!d.nearestCity) return null;
return "translate(" + get1Distance(d,t) + ")"
}
})
.transition()
.duration(2000)
.attr("transform", (d,i) => !d.nearestCity ? null : "translate(" + getScatterX(d) + ")")
.style("opacity", .5)
.transition()
.duration(2000)
.attr("transform", (d,i) => !d.nearestCity ? null : "translate(" + getScatter(d) + ")")
labels.transition()
.delay(8000)
.duration(1000)
.style('opacity', 1);
trendline.transition()
.delay(10000)
.duration(1000)
.style('opacity', 1);
scatButton.attr('disabled', 'disabled');
geoButton.attr('disabled', null);
}
function geographify() {
city.transition()
.duration(2000)
.attr("transform", "translate(0,0)")
.style("opacity", 1)
county.transition()
.duration(2000)
.attr("transform", "translate(0,0)")
.style("opacity", 1)
labels.transition()
.duration(2000)
.style('opacity', 0);
trendline.transition()
.duration(2000)
.style('opacity', 0);
scatButton.attr('disabled', null);
geoButton.attr('disabled', 'disabled');
}
}
function getDisplacement(d) {
var p = projection([d.longitude, d.latitude]);
var dx = p[0] - width/2
var dy = p[1] - height/2
return [dx/2,dy/2]
}
function getCollapse(d) {
var p = projection([d.longitude, d.latitude]);
var dx = p[0] - width/2
var dy = p[1] - height/2
return [-dx,-dy]
}
function getToOrigin(d) {
var p = projection([d.longitude, d.latitude]);
var dx = p[0] - margin[0]
var dy = p[1] - (height - margin[1])
return [-dx,-dy]
}
function get1Distance(d, t) {
var city = projection([d.nearestCity.longitude, d.nearestCity.latitude]);
var dx = -city[0] + width/2 + (city[0] - d.centroid[0])
var dy = -city[1] + height/2 + (city[1] - d.centroid[1])
var i = d3.interpolateNumber(d.theta, 0);
return [
dx + d.distance * Math.cos(i(t)),
dy - d.distance * Math.sin(i(t))
]
}
function getScatterX(d) {
return [
x(d.geoDistance) - d.centroid[0],
height - margin[1] - d.centroid[1]
]
}
function getScatter(d) {
return [
x(d.geoDistance) - d.centroid[0],
y(d.trumpFraction) - d.centroid[1]
]
}
function dist(a,b) {
return Math.sqrt(
Math.pow(b[0] - a[0], 2) +
Math.pow(b[1] - a[1], 2)
)
}
function parseElection (d) {
if((d.cand !== "Donald Trump" && d.cand !== "Hillary Clinton") || isNaN(d.fips)) {
return null;
}
return {
fips: parseInt(d.fips),
cand: d.cand,
votes: parseInt(d.votes)
};
}
// returns slope, intercept and r-square of the line
// from http://bl.ocks.org/benvandyke/8459843
function leastSquares(xSeries, ySeries) {
var reduceSumFunc = function(prev, cur) { return prev + cur; };
var xBar = xSeries.reduce(reduceSumFunc) * 1.0 / xSeries.length;
var yBar = ySeries.reduce(reduceSumFunc) * 1.0 / ySeries.length;
var ssXX = xSeries.map(function(d) { return Math.pow(d - xBar, 2); })
.reduce(reduceSumFunc);
var ssYY = ySeries.map(function(d) { return Math.pow(d - yBar, 2); })
.reduce(reduceSumFunc);
var ssXY = xSeries.map(function(d, i) { return (d - xBar) * (ySeries[i] - yBar); })
.reduce(reduceSumFunc);
var slope = ssXY / ssXX;
var intercept = yBar - (xBar * slope);
var rSquare = Math.pow(ssXY, 2) / (ssXX * ssYY);
return {
slope: slope,
intercept: intercept,
rSquare: rSquare
};
}
</script>
We can make this file beautiful and searchable if this error is corrected: It looks like row 3978 should actually have 3 columns, instead of 2. in line 3977.
fips cand votes
6037 Hillary Clinton 1654626
6037 Donald Trump 542591
17031 Hillary Clinton 1528582
17031 Donald Trump 440213
48201 Hillary Clinton 706471
48201 Donald Trump 544960
4013 Donald Trump 590465
4013 Hillary Clinton 549040
12086 Hillary Clinton 623006
12086 Donald Trump 333666
53033 Hillary Clinton 638033
53033 Donald Trump 191806
6059 Hillary Clinton 413982
6059 Donald Trump 371268
12011 Hillary Clinton 546956
12011 Donald Trump 258521
26163 Hillary Clinton 517022
26163 Donald Trump 228313
6073 Hillary Clinton 429338
6073 Donald Trump 298521
25017 Hillary Clinton 508919
25017 Donald Trump 216163
32003 Hillary Clinton 401068
32003 Donald Trump 319571
48113 Hillary Clinton 458845
48113 Donald Trump 261865
36047 Hillary Clinton 595086
36047 Donald Trump 133653
42101 Hillary Clinton 560542
42101 Donald Trump 105418
27053 Hillary Clinton 429283
27053 Donald Trump 191768
26125 Hillary Clinton 342976
26125 Donald Trump 289127
48439 Donald Trump 345683
48439 Hillary Clinton 288001
12099 Hillary Clinton 371411
12099 Donald Trump 270762
42003 Hillary Clinton 363017
42003 Donald Trump 257488
36081 Hillary Clinton 473389
36081 Donald Trump 138550
36103 Donald Trump 328403
36103 Hillary Clinton 276953
36059 Hillary Clinton 307326
36059 Donald Trump 275479
12057 Hillary Clinton 306422
12057 Donald Trump 265928
36061 Hillary Clinton 515481
36061 Donald Trump 58935
48029 Hillary Clinton 319191
48029 Donald Trump 240161
39035 Hillary Clinton 383974
39035 Donald Trump 179894
39049 Hillary Clinton 335961
39049 Donald Trump 192328
6085 Hillary Clinton 406049
6085 Donald Trump 116196
12095 Hillary Clinton 329579
12095 Donald Trump 195091
51059 Hillary Clinton 354485
51059 Donald Trump 157837
6065 Hillary Clinton 253215
6065 Donald Trump 240013
37183 Hillary Clinton 298353
37183 Donald Trump 193607
29189 Hillary Clinton 280866
29189 Donald Trump 199081
6071 Hillary Clinton 258409
6071 Donald Trump 214698
12103 Donald Trump 238746
12103 Hillary Clinton 233327
48453 Hillary Clinton 306475
48453 Donald Trump 126750
37119 Hillary Clinton 292258
37119 Donald Trump 154303
55079 Hillary Clinton 288986
55079 Donald Trump 126091
12031 Donald Trump 210061
12031 Hillary Clinton 203627
42091 Hillary Clinton 251063
42091 Donald Trump 160803
6001 Hillary Clinton 337524
6001 Donald Trump 64010
26099 Donald Trump 224589
26099 Hillary Clinton 176238
17043 Hillary Clinton 222499
17043 Donald Trump 164355
9001 Hillary Clinton 238723
9001 Donald Trump 155457
24031 Hillary Clinton 309761
24031 Donald Trump 82985
13121 Hillary Clinton 281875
13121 Donald Trump 110372
9003 Hillary Clinton 233789
9003 Donald Trump 147912
39061 Hillary Clinton 207587
39061 Donald Trump 169972
34003 Hillary Clinton 209251
34003 Donald Trump 163220
36029 Hillary Clinton 192065
36029 Donald Trump 173817
25027 Hillary Clinton 197126
25027 Donald Trump 157138
36119 Hillary Clinton 245670
36119 Donald Trump 121643
25009 Hillary Clinton 220027
25009 Donald Trump 135405
9009 Hillary Clinton 203601
9009 Donald Trump 158373
6067 Hillary Clinton 217211
6067 Donald Trump 133829
18097 Hillary Clinton 212676
18097 Donald Trump 130228
4019 Hillary Clinton 195649
4019 Donald Trump 147019
36005 Hillary Clinton 318403
36005 Donald Trump 34424
25021 Hillary Clinton 219129
25021 Donald Trump 119171
41051 Hillary Clinton 271754
41051 Donald Trump 63055
48085 Donald Trump 200395
48085 Hillary Clinton 139837
21111 Hillary Clinton 190824
21111 Donald Trump 143758
24033 Hillary Clinton 313627
24033 Donald Trump 29290
42017 Hillary Clinton 165861
42017 Donald Trump 163873
6013 Hillary Clinton 231968
6013 Donald Trump 87211
24005 Hillary Clinton 189437
24005 Donald Trump 131009
47157 Hillary Clinton 206640
47157 Donald Trump 114948
13067 Hillary Clinton 159416
13067 Donald Trump 152602
12071 Donald Trump 191141
12071 Hillary Clinton 124725
13135 Hillary Clinton 165063
13135 Donald Trump 146463
36055 Hillary Clinton 174063
36055 Donald Trump 128871
12009 Donald Trump 181620
12009 Hillary Clinton 119525
8041 Donald Trump 176506
8041 Hillary Clinton 105807
34025 Donald Trump 165305
34025 Hillary Clinton 135825
8059 Hillary Clinton 151885
8059 Donald Trump 130233
26081 Donald Trump 147959
26081 Hillary Clinton 138567
53061 Hillary Clinton 165740
53061 Donald Trump 114775
55025 Hillary Clinton 217506
55025 Donald Trump 71270
25025 Hillary Clinton 241212
25025 Donald Trump 50042
34013 Hillary Clinton 231031
34013 Donald Trump 62059
53053 Hillary Clinton 148918
53053 Donald Trump 125964
13089 Hillary Clinton 239131
13089 Donald Trump 47531
29095 Hillary Clinton 163723
29095 Donald Trump 114777
17097 Hillary Clinton 168186
17097 Donald Trump 108608
48121 Donald Trump 169175
48121 Hillary Clinton 110000
17197 Hillary Clinton 146230
17197 Donald Trump 129726
1073 Hillary Clinton 151581
1073 Donald Trump 130614
15003 Hillary Clinton 175634
15003 Donald Trump 90296
42045 Hillary Clinton 169169
42045 Donald Trump 106559
12105 Donald Trump 157216
12105 Hillary Clinton 117182
34023 Hillary Clinton 164887
34023 Donald Trump 108981
49035 Hillary Clinton 126702
49035 Donald Trump 91375
8005 Hillary Clinton 148365
8005 Donald Trump 109638
11001 Hillary Clinton 260223
11001 Donald Trump 11553
6075 Hillary Clinton 238772
6075 Donald Trump 27633
20091 Donald Trump 133907
20091 Hillary Clinton 126324
40109 Donald Trump 141429
40109 Hillary Clinton 112661
35001 Hillary Clinton 141960
35001 Donald Trump 93874
27123 Hillary Clinton 176929
27123 Donald Trump 70778
42029 Hillary Clinton 140188
42029 Donald Trump 115582
25023 Hillary Clinton 133828
25023 Donald Trump 114722
10003 Hillary Clinton 162905
10003 Donald Trump 85507
48157 Hillary Clinton 134475
48157 Donald Trump 117212
12127 Donald Trump 142763
12127 Hillary Clinton 108793
34029 Donald Trump 170103
34029 Hillary Clinton 81845
6111 Hillary Clinton 143095
6111 Donald Trump 101351
37081 Hillary Clinton 147949
37081 Donald Trump 97461
39153 Hillary Clinton 129922
39153 Donald Trump 109531
39113 Donald Trump 120766
39113 Hillary Clinton 117661
34027 Donald Trump 125376
34027 Hillary Clinton 114437
2000 Donald Trump 130415
2000 Hillary Clinton 93007
40143 Donald Trump 143985
40143 Hillary Clinton 87663
47037 Hillary Clinton 148473
47037 Donald Trump 84365
25005 Hillary Clinton 127619
25005 Donald Trump 104775
24003 Hillary Clinton 116074
24003 Donald Trump 114509
44007 Hillary Clinton 141597
44007 Donald Trump 90321
12101 Donald Trump 141943
12101 Hillary Clinton 89998
42071 Donald Trump 137145
42071 Hillary Clinton 90066
55133 Donald Trump 145519
55133 Hillary Clinton 79199
8031 Hillary Clinton 174611
8031 Donald Trump 43637
41067 Hillary Clinton 137818
41067 Donald Trump 75903
27037 Hillary Clinton 110251
27037 Donald Trump 99624
12115 Donald Trump 124098
12115 Hillary Clinton 97676
19153 Hillary Clinton 119671
19153 Donald Trump 93421
12117 Donald Trump 109265
12117 Hillary Clinton 105611
34007 Hillary Clinton 142375
34007 Donald Trump 71020
31055 Hillary Clinton 105207
31055 Donald Trump 102151
34039 Hillary Clinton 145412
34039 Donald Trump 67582
6081 Hillary Clinton 163084
6081 Donald Trump 40809
45045 Donald Trump 125595
45045 Hillary Clinton 73338
48141 Hillary Clinton 145509
48141 Donald Trump 54567
33011 Donald Trump 99873
33011 Hillary Clinton 99348
32031 Hillary Clinton 97032
32031 Donald Trump 94529
24510 Hillary Clinton 178562
24510 Donald Trump 22726
42133 Donald Trump 126933
42133 Hillary Clinton 67428
48339 Donald Trump 150188
48339 Hillary Clinton 45744
6019 Hillary Clinton 98103
6019 Donald Trump 94005
53063 Donald Trump 100669
53063 Hillary Clinton 83941
34017 Hillary Clinton 149980
34017 Donald Trump 45615
48491 Donald Trump 104029
48491 Hillary Clinton 84252
18089 Hillary Clinton 116896
18089 Donald Trump 75565
25013 Hillary Clinton 110313
25013 Donald Trump 78230
29183 Donald Trump 120899
29183 Hillary Clinton 68225
22033 Hillary Clinton 102711
22033 Donald Trump 84620
26049 Hillary Clinton 102744
26049 Donald Trump 84174
16001 Donald Trump 93748
16001 Hillary Clinton 75676
34005 Hillary Clinton 108361
34005 Donald Trump 79539
8069 Hillary Clinton 92170
8069 Donald Trump 82624
17089 Hillary Clinton 99389
17089 Donald Trump 82087
36067 Hillary Clinton 102915
36067 Donald Trump 78277
39095 Hillary Clinton 107363
39095 Donald Trump 74102
53011 Hillary Clinton 88507
53011 Donald Trump 88266
34031 Hillary Clinton 112608
34031 Donald Trump 71488
26161 Hillary Clinton 128025
26161 Donald Trump 50335
27003 Donald Trump 93341
27003 Hillary Clinton 75499
8035 Donald Trump 100178
8035 Hillary Clinton 67045
41005 Hillary Clinton 90187
41005 Donald Trump 79062
42129 Donald Trump 116427
42129 Hillary Clinton 59506
22051 Donald Trump 100292
22051 Hillary Clinton 73540
41039 Hillary Clinton 100497
41039 Donald Trump 66218
20173 Donald Trump 101319
20173 Hillary Clinton 66716
51107 Hillary Clinton 99909
51107 Donald Trump 69633
47093 Donald Trump 105724
47093 Hillary Clinton 62861
33015 Donald Trump 90447
33015 Hillary Clinton 79994
12081 Donald Trump 101681
12081 Hillary Clinton 71066
8013 Hillary Clinton 124715
8013 Donald Trump 38766
42011 Donald Trump 93094
42011 Hillary Clinton 75169
45019 Hillary Clinton 89048
45019 Donald Trump 75233
51041 Donald Trump 84938
51041 Hillary Clinton 80993
8001 Hillary Clinton 86471
8001 Donald Trump 73807
12083 Donald Trump 107710
12083 Hillary Clinton 61958
48215 Hillary Clinton 118739
48215 Donald Trump 48608
37067 Hillary Clinton 92488
37067 Donald Trump 74793
51810 Donald Trump 84389
51810 Hillary Clinton 76744
23005 Hillary Clinton 102935
23005 Donald Trump 57697
39151 Donald Trump 96345
39151 Hillary Clinton 66581
12021 Donald Trump 105297
12021 Hillary Clinton 60941
12069 Donald Trump 101888
12069 Hillary Clinton 62597
45079 Hillary Clinton 108401
45079 Donald Trump 52753
6029 Donald Trump 95064
6029 Hillary Clinton 64980
39017 Donald Trump 104441
39017 Hillary Clinton 56700
36085 Donald Trump 95612
36085 Hillary Clinton 67561
22071 Hillary Clinton 133833
22071 Donald Trump 24267
49049 Donald Trump 84863
49049 Hillary Clinton 22934
6097 Hillary Clinton 116027
6097 Donald Trump 37421
1097 Donald Trump 91087
1097 Hillary Clinton 68429
51087 Hillary Clinton 93615
51087 Donald Trump 59674
5119 Hillary Clinton 89377
5119 Donald Trump 61182
1089 Donald Trump 89199
1089 Hillary Clinton 62435
34035 Hillary Clinton 83839
34035 Donald Trump 64640
18057 Donald Trump 87299
18057 Hillary Clinton 57214
42077 Hillary Clinton 77087
42077 Donald Trump 70285
12073 Hillary Clinton 91936
12073 Donald Trump 53777
12033 Donald Trump 88370
12033 Hillary Clinton 57114
37063 Hillary Clinton 118783
37063 Donald Trump 27879
24027 Hillary Clinton 93808
24027 Donald Trump 44792
18003 Donald Trump 83801
18003 Hillary Clinton 55222
26139 Donald Trump 90456
26139 Hillary Clinton 46276
51153 Hillary Clinton 83093
51153 Donald Trump 54065
27163 Hillary Clinton 67086
27163 Donald Trump 64429
42095 Donald Trump 71384
42095 Hillary Clinton 65936
34021 Hillary Clinton 93721
34021 Donald Trump 42604
6095 Hillary Clinton 87419
6095 Donald Trump 45641
47065 Donald Trump 78661
47065 Hillary Clinton 55260
36071 Donald Trump 72129
36071 Hillary Clinton 63037
12111 Donald Trump 70248
12111 Hillary Clinton 66812
17111 Donald Trump 71117
17111 Hillary Clinton 59827
12097 Hillary Clinton 85287
12097 Donald Trump 50252
6083 Hillary Clinton 85147
6083 Donald Trump 45788
34015 Donald Trump 66949
34015 Hillary Clinton 66355
39093 Donald Trump 65346
39093 Hillary Clinton 64958
12109 Donald Trump 88633
12109 Hillary Clinton 43037
21067 Hillary Clinton 69776
21067 Donald Trump 56890
37021 Hillary Clinton 74937
37021 Donald Trump 55339
6077 Hillary Clinton 71349
6077 Donald Trump 56194
8123 Donald Trump 75882
8123 Hillary Clinton 45869
26065 Hillary Clinton 81266
26065 Donald Trump 44354
42079 Donald Trump 77508
42079 Hillary Clinton 51454
25001 Hillary Clinton 71632
25001 Donald Trump 53842
42043 Hillary Clinton 64287
42043 Donald Trump 60620
31109 Hillary Clinton 60533
31109 Donald Trump 60456
17119 Donald Trump 70295
17119 Hillary Clinton 50336
12001 Hillary Clinton 75370
12001 Donald Trump 46584
29077 Donald Trump 77387
29077 Hillary Clinton 42400
55009 Donald Trump 67192
55009 Hillary Clinton 53358
29510 Hillary Clinton 101487
29510 Donald Trump 20281
26077 Hillary Clinton 67142
26077 Donald Trump 51031
36001 Hillary Clinton 74775
36001 Donald Trump 44227
9011 Hillary Clinton 62951
9011 Donald Trump 54574
45051 Donald Trump 83819
45051 Hillary Clinton 36731
37051 Hillary Clinton 70523
37051 Donald Trump 50593
22103 Donald Trump 90914
22103 Hillary Clinton 27716
24025 Donald Trump 74261
24025 Hillary Clinton 43803
48167 Donald Trump 73566
48167 Hillary Clinton 45503
36087 Hillary Clinton 63454
36087 Donald Trump 57148
45063 Donald Trump 79866
45063 Hillary Clinton 35143
45083 Donald Trump 76101
45083 Hillary Clinton 39888
48039 Donald Trump 72653
48039 Hillary Clinton 43075
36027 Donald Trump 58163
36027 Hillary Clinton 56874
51013 Hillary Clinton 91879
51013 Donald Trump 20155
17163 Hillary Clinton 60180
17163 Donald Trump 53479
42049 Donald Trump 57168
42049 Hillary Clinton 54820
53067 Hillary Clinton 62130
53067 Donald Trump 44320
42041 Donald Trump 65649
42041 Hillary Clinton 44282
24021 Donald Trump 56472
24021 Hillary Clinton 51891
19113 Hillary Clinton 58481
19113 Donald Trump 48183
39165 Donald Trump 75947
39165 Hillary Clinton 33036
23031 Hillary Clinton 55828
23031 Donald Trump 50388
45091 Donald Trump 66245
45091 Hillary Clinton 41230
17201 Donald Trump 53922
17201 Hillary Clinton 52595
39099 Hillary Clinton 56188
39099 Donald Trump 52808
39085 Donald Trump 62627
39085 Hillary Clinton 45056
51550 Donald Trump 53988
51550 Hillary Clinton 52554
27137 Hillary Clinton 57769
27137 Donald Trump 44631
13057 Donald Trump 80611
13057 Hillary Clinton 25203
41047 Donald Trump 54336
41047 Hillary Clinton 48803
53035 Hillary Clinton 57049
53035 Donald Trump 43265
6099 Donald Trump 52567
6099 Hillary Clinton 51171
18141 Hillary Clinton 52247
18141 Donald Trump 52019
40027 Donald Trump 62469
40027 Hillary Clinton 38790
29047 Donald Trump 57328
29047 Hillary Clinton 45182
37129 Donald Trump 54665
37129 Hillary Clinton 50219
47149 Donald Trump 64428
47149 Hillary Clinton 36627
12019 Donald Trump 74898
12019 Hillary Clinton 27768
6079 Hillary Clinton 53911
6079 Donald Trump 44981
13051 Hillary Clinton 58998
13051 Donald Trump 43649
29099 Donald Trump 68973
29099 Hillary Clinton 31546
10005 Donald Trump 62607
10005 Hillary Clinton 39329
34001 Hillary Clinton 54472
34001 Donald Trump 47882
22017 Hillary Clinton 53448
22017 Donald Trump 48977
22055 Donald Trump 68191
22055 Hillary Clinton 32726
26093 Donald Trump 65665
26093 Hillary Clinton 34378
6061 Donald Trump 55212
6061 Hillary Clinton 43915
47187 Donald Trump 68160
47187 Hillary Clinton 30992
53073 Hillary Clinton 57197
53073 Donald Trump 38985
36091 Donald Trump 51088
36091 Hillary Clinton 46546
48355 Donald Trump 50704
48355 Hillary Clinton 49102
41029 Donald Trump 53083
41029 Hillary Clinton 43550
37179 Donald Trump 66265
37179 Hillary Clinton 34051
42069 Hillary Clinton 51593
42069 Donald Trump 48102
12091 Donald Trump 71788
12091 Hillary Clinton 23711
39041 Donald Trump 55660
39041 Hillary Clinton 39584
1117 Donald Trump 72846
1117 Hillary Clinton 22927
48303 Donald Trump 65566
48303 Hillary Clinton 27956
13151 Hillary Clinton 49902
13151 Donald Trump 45641
9005 Donald Trump 53376
9005 Hillary Clinton 39836
13117 Donald Trump 69801
13117 Hillary Clinton 23427
42125 Donald Trump 58941
42125 Hillary Clinton 34436
5007 Donald Trump 60751
5007 Hillary Clinton 27894
17167 Donald Trump 49823
17167 Hillary Clinton 40731
39025 Donald Trump 65960
39025 Hillary Clinton 26096
12015 Donald Trump 60196
12015 Hillary Clinton 33421
55087 Donald Trump 51579
55087 Hillary Clinton 38117
37071 Donald Trump 61467
37071 Hillary Clinton 30982
51760 Hillary Clinton 74640
51760 Donald Trump 14254
1101 Hillary Clinton 58669
1101 Donald Trump 33928
26145 Donald Trump 45469
26145 Hillary Clinton 44395
1003 Donald Trump 72780
1003 Hillary Clinton 18409
39155 Donald Trump 48152
39155 Hillary Clinton 42130
48027 Donald Trump 51780
48027 Hillary Clinton 37608
12053 Donald Trump 59029
12053 Hillary Clinton 31818
4021 Donald Trump 53857
4021 Hillary Clinton 35737
55101 Donald Trump 46620
55101 Hillary Clinton 42506
4025 Donald Trump 58862
4025 Hillary Clinton 29705
42019 Donald Trump 61388
42019 Hillary Clinton 26834
49011 Donald Trump 41250
49011 Hillary Clinton 20206
48061 Hillary Clinton 59319
48061 Donald Trump 29432
28049 Hillary Clinton 64922
28049 Donald Trump 24919
37025 Donald Trump 53224
37025 Hillary Clinton 35048
41017 Donald Trump 43667
41017 Hillary Clinton 40222
39103 Donald Trump 53811
39103 Hillary Clinton 31582
13063 Hillary Clinton 75908
13063 Donald Trump 11740
17019 Hillary Clinton 49694
17019 Donald Trump 33235
9007 Hillary Clinton 45306
9007 Donald Trump 38847
6041 Hillary Clinton 69518
6041 Donald Trump 14214
12113 Donald Trump 65126
12113 Hillary Clinton 18398
48245 Donald Trump 42828
48245 Hillary Clinton 42404
12005 Donald Trump 62010
12005 Hillary Clinton 21689
36063 Donald Trump 49223
36063 Hillary Clinton 32888
55139 Donald Trump 43447
55139 Hillary Clinton 37054
12085 Donald Trump 53182
12085 Hillary Clinton 30158
24013 Donald Trump 55593
24013 Hillary Clinton 24314
19163 Hillary Clinton 40302
19163 Donald Trump 39083
37101 Donald Trump 54082
37101 Hillary Clinton 28153
36065 Donald Trump 48490
36065 Hillary Clinton 30749
22019 Donald Trump 54182
22019 Hillary Clinton 26293
29019 Hillary Clinton 41072
29019 Donald Trump 36146
48423 Donald Trump 58631
48423 Hillary Clinton 22128
25015 Hillary Clinton 54572
25015 Donald Trump 22089
33013 Hillary Clinton 40056
33013 Donald Trump 37631
1125 Donald Trump 47701
1125 Hillary Clinton 31746
49057 Donald Trump 38447
49057 Hillary Clinton 22187
37097 Donald Trump 54164
37097 Hillary Clinton 24441
45007 Donald Trump 56109
45007 Hillary Clinton 21040
6087 Hillary Clinton 60529
6087 Donald Trump 14523
23019 Donald Trump 41601
23019 Hillary Clinton 32832
12061 Donald Trump 48564
12061 Hillary Clinton 28997
37135 Hillary Clinton 59105
37135 Donald Trump 18373
44003 Donald Trump 38141
44003 Hillary Clinton 37582
39057 Donald Trump 47506
39057 Hillary Clinton 28023
12017 Donald Trump 54377
12017 Hillary Clinton 22765
5143 Donald Trump 40418
5143 Hillary Clinton 32296
39089 Donald Trump 49346
39089 Hillary Clinton 26360
27109 Hillary Clinton 36266
27109 Donald Trump 35668
42007 Donald Trump 46081
42007 Hillary Clinton 30225
17113 Donald Trump 37081
17113 Hillary Clinton 35918
27145 Donald Trump 47618
27145 Hillary Clinton 25575
45015 Donald Trump 44223
45015 Hillary Clinton 30492
38017 Donald Trump 39738
38017 Hillary Clinton 31291
37147 Hillary Clinton 40967
37147 Donald Trump 35191
46099 Donald Trump 42043
46099 Hillary Clinton 30610
48309 Donald Trump 48245
48309 Hillary Clinton 27046
26147 Donald Trump 49067
26147 Hillary Clinton 24553
31153 Donald Trump 44649
31153 Hillary Clinton 27704
36007 Donald Trump 38077
36007 Hillary Clinton 35212
17143 Hillary Clinton 37436
17143 Donald Trump 35299
50007 Hillary Clinton 54463
50007 Donald Trump 18298
36111 Hillary Clinton 40010
36111 Donald Trump 32962
26121 Hillary Clinton 36640
26121 Donald Trump 35962
9013 Hillary Clinton 38450
9013 Donald Trump 33989
12119 Donald Trump 52722
12119 Hillary Clinton 22631
18127 Donald Trump 38719
18127 Hillary Clinton 33531
55131 Donald Trump 51729
55131 Hillary Clinton 20854
55059 Donald Trump 36025
55059 Hillary Clinton 35770
19103 Hillary Clinton 49942
19103 Donald Trump 20993
42027 Hillary Clinton 36555
42027 Donald Trump 35099
18063 Donald Trump 48326
18063 Hillary Clinton 22595
51710 Hillary Clinton 51429
51710 Donald Trump 19875
55105 Hillary Clinton 39336
55105 Donald Trump 31483
54039 Donald Trump 43464
54039 Hillary Clinton 27985
13245 Hillary Clinton 48707
13245 Donald Trump 24441
8077 Donald Trump 48129
8077 Hillary Clinton 20958
45003 Donald Trump 45981
45003 Hillary Clinton 25426
27139 Donald Trump 39948
27139 Hillary Clinton 28502
51510 Hillary Clinton 57147
51510 Donald Trump 13241
10001 Donald Trump 36989
10001 Hillary Clinton 33347
4015 Donald Trump 54656
4015 Hillary Clinton 16485
26115 Donald Trump 43255
26115 Hillary Clinton 26859
39133 Donald Trump 38978
39133 Hillary Clinton 31463
34037 Donald Trump 46486
34037 Hillary Clinton 24132
20177 Donald Trump 35349
20177 Hillary Clinton 33270
45013 Donald Trump 39986
45013 Hillary Clinton 29577
24017 Hillary Clinton 46063
24017 Donald Trump 24163
6007 Donald Trump 35354
6007 Hillary Clinton 31638
37057 Donald Trump 52870
37057 Hillary Clinton 17328
16027 Donald Trump 46755
16027 Hillary Clinton 16683
18163 Donald Trump 40422
18163 Hillary Clinton 28296
21117 Donald Trump 42958
21117 Hillary Clinton 24213
26021 Donald Trump 38646
26021 Hillary Clinton 29496
48209 Donald Trump 33730
48209 Hillary Clinton 33117
47165 Donald Trump 50105
47165 Hillary Clinton 18153
37035 Donald Trump 48062
37035 Hillary Clinton 21050
6053 Hillary Clinton 47387
6053 Donald Trump 19580
34019 Donald Trump 38565
34019 Hillary Clinton 28797
39045 Donald Trump 43163
39045 Hillary Clinton 24150
53005 Donald Trump 42071
53005 Hillary Clinton 23160
35049 Hillary Clinton 49956
35049 Donald Trump 14198
13139 Donald Trump 51681
13139 Hillary Clinton 16153
35013 Hillary Clinton 37543
35013 Donald Trump 25095
6017 Donald Trump 37286
6017 Hillary Clinton 28026
26075 Donald Trump 39793
26075 Hillary Clinton 25795
42055 Donald Trump 49554
42055 Hillary Clinton 17322
37001 Donald Trump 38235
37001 Hillary Clinton 29268
27171 Donald Trump 43274
27171 Hillary Clinton 20336
55073 Donald Trump 39010
55073 Hillary Clinton 26476
51700 Hillary Clinton 40997
51700 Donald Trump 23650
13215 Hillary Clinton 39602
13215 Donald Trump 26901
22073 Donald Trump 41712
22073 Hillary Clinton 24420
33017 Hillary Clinton 34884
33017 Donald Trump 29064
37019 Donald Trump 42440
37019 Hillary Clinton 23117
16055 Donald Trump 44449
16055 Hillary Clinton 16264
18081 Donald Trump 45456
18081 Hillary Clinton 17318
48041 Donald Trump 38662
48041 Hillary Clinton 23041
23011 Donald Trump 31753
23011 Hillary Clinton 29296
36083 Donald Trump 31933
36083 Hillary Clinton 30039
42089 Hillary Clinton 31930
42089 Donald Trump 31706
51179 Donald Trump 33840
51179 Hillary Clinton 27879
18039 Donald Trump 41810
18039 Hillary Clinton 20667
30111 Donald Trump 38675
30111 Hillary Clinton 21117
15001 Hillary Clinton 41258
15001 Donald Trump 17500
13223 Donald Trump 44646
13223 Hillary Clinton 18004
25003 Hillary Clinton 43540
25003 Donald Trump 16799
44009 Hillary Clinton 33511
44009 Donald Trump 27074
13073 Donald Trump 43060
13073 Hillary Clinton 18863
28033 Donald Trump 42155
28033 Hillary Clinton 19892
37151 Donald Trump 49156
37151 Hillary Clinton 13074
17179 Donald Trump 38620
17179 Hillary Clinton 20568
19013 Hillary Clinton 32006
19013 Donald Trump 27382
37159 Donald Trump 42388
37159 Hillary Clinton 19208
48139 Donald Trump 44807
48139 Hillary Clinton 16197
17161 Hillary Clinton 32258
17161 Donald Trump 26969
55063 Hillary Clinton 32402
55063 Donald Trump 26384
42107 Donald Trump 43937
42107 Hillary Clinton 16724
45035 Donald Trump 34932
45035 Hillary Clinton 24010
51085 Donald Trump 39592
51085 Hillary Clinton 19360
39173 Donald Trump 31734
39173 Hillary Clinton 26440
51177 Donald Trump 34619
51177 Hillary Clinton 24204
28047 Donald Trump 39710
28047 Hillary Clinton 20679
18157 Donald Trump 30711
18157 Hillary Clinton 27207
36093 Hillary Clinton 30870
36093 Donald Trump 27268
48091 Donald Trump 44996
48091 Hillary Clinton 14166
6089 Donald Trump 40447
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8007 Donald Trump 4234
8007 Hillary Clinton 2489
17193 Donald Trump 5639
17193 Hillary Clinton 1412
51029 Donald Trump 3969
51029 Hillary Clinton 3128
48219 Donald Trump 5793
48219 Hillary Clinton 1257
12045 Donald Trump 5320
12045 Hillary Clinton 1715
31131 Donald Trump 4833
31131 Hillary Clinton 2017
1023 Donald Trump 4102
1023 Hillary Clinton 3109
21099 Donald Trump 5320
21099 Hillary Clinton 1730
31043 Donald Trump 4028
31043 Hillary Clinton 2904
51077 Donald Trump 5593
51077 Hillary Clinton 1407
5135 Donald Trump 5405
5135 Hillary Clinton 1472
28007 Donald Tru
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(Sorry about that, but we can’t show files that are this big right now.)

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