From f398c07b9b50e55d276de14058b052f5af7d9cf2 Mon Sep 17 00:00:00 2001
From: Elise Rust <61128317+eliserust@users.noreply.github.com>
Date: Fri, 3 Dec 2021 14:04:23 -0500
Subject: [PATCH] Add files via upload

---
 colleges/colleges_cleaned2.csv | 250 +++++++++++++++++++++++++++++++++
 1 file changed, 250 insertions(+)
 create mode 100644 colleges/colleges_cleaned2.csv

diff --git a/colleges/colleges_cleaned2.csv b/colleges/colleges_cleaned2.csv
new file mode 100644
index 0000000..fe3859a
--- /dev/null
+++ b/colleges/colleges_cleaned2.csv
@@ -0,0 +1,250 @@
+"","state","county","city","ipeds_id","college","cases","rank2020","rank2015","enroll2020","enroll2015","NEVER","RARELY","SOMETIMES","FREQUENTLY","ALWAYS","winner","perc_enroll_change","case_rate"
+"1","Alabama","Lee","Auburn",100858,"Auburn University",2742,101,150,30440,24864,0.053,0.064,0.138,0.183,0.562,"Republican",0.224259974259974,0.0900788436268068
+"2","Alabama","Pike","Troy",102368,"Troy University",855,285,217,16981,20573,0.06,0.131,0.145,0.333,0.33,"Republican",-0.17459777378117,0.050350391614157
+"3","Alabama","Jefferson","Birmingham",100663,"University of Alabama at Birmingham",3143,193,256,21923,18568,0.049,0.037,0.107,0.179,0.628,"Democrat",0.180687203791469,0.143365415317247
+"4","Alabama","Mobile","Mobile",102094,"University of South Alabama",780,338,346,14834,15065,0.077,0.07,0.102,0.244,0.506,"Republican",-0.0153335545967474,0.0525819064311716
+"5","Alaska","Anchorage Municipality","Anchorage",102553,"University of Alaska Anchorage",186,348,283,14644,17363,0.042,0.05,0.049,0.196,0.663,NA,-0.156597362206992,0.0127014476918875
+"6","Arizona","Maricopa","Phoenix",104717,"Grand Canyon University",1935,5,11,90253,55497,0.023,0.025,0.059,0.158,0.734,"Democrat",0.626268086563238,0.0214397305352731
+"9","Arizona","Coconino","Flagstaff",105330,"Northern Arizona University",2959,94,135,31066,26594,0.039,0.08,0.07,0.11,0.702,"Democrat",0.168158231179965,0.0952488250820833
+"12","Arizona","Pima","Tucson",104179,"University of Arizona",4365,37,39,44097,40621,0.023,0.024,0.073,0.121,0.759,"Democrat",0.0855715024248541,0.098986325600381
+"15","Arkansas","Pope","Russellville",106467,"Arkansas Tech University",704,442,491,12101,11369,0.082,0.151,0.181,0.285,0.302,"Republican",0.0643856099920837,0.0581770101644492
+"19","Arkansas","Washington","Fayetteville",106397,"University of Arkansas",3336,129,144,27778,25341,0.034,0.028,0.101,0.186,0.651,"Republican",0.0961682648672112,0.120095039239686
+"23","California","Los Angeles","Lancaster",109350,"Antelope Valley College",101,364,378,14239,14262,0.021,0.013,0.049,0.131,0.786,"Democrat",-0.00161267704389286,0.00709319474682211
+"24","California","Kern","Bakersfield",109819,"Bakersfield College",0,163,275,24589,17770,0.022,0.028,0.105,0.177,0.668,"Republican",0.383736634777715,0
+"25","California","Orange","Cypress",113236,"Cypress College",20,316,325,15794,15881,0.023,0.021,0.046,0.156,0.754,"Democrat",-0.00547824444304515,0.00126630365961758
+"26","California","Santa Clara","Los Altos",114716,"Foothill College",0,343,358,14732,14814,0.015,0.014,0.04,0.168,0.764,"Democrat",-0.0055353044417443,0
+"27","California","San Diego","Oceanside",118912,"MiraCosta College",55,388,367,13720,14537,0.017,0.023,0.034,0.126,0.8,"Democrat",-0.0562014170736741,0.00400874635568513
+"28","California","Stanislaus","Modesto",118976,"Modesto Junior College",0,264,291,17908,17084,0.032,0.028,0.062,0.173,0.705,"Democrat",0.0482322641067666,0
+"29","California","Los Angeles","Whittier",121886,"Rio Hondo College",83,228,307,19997,16548,0.021,0.013,0.049,0.131,0.786,"Democrat",0.208423978728547,0.00415062259338901
+"30","California","San Diego","San Diego",122339,"San Diego City College",141,332,313,15066,16310,0.017,0.023,0.034,0.126,0.8,"Democrat",-0.0762722256284488,0.00935882118677818
+"31","California","San Diego","San Diego",122375,"San Diego Mesa College",140,188,162,22284,24251,0.017,0.023,0.034,0.126,0.8,"Democrat",-0.081110057317224,0.00628253455394005
+"32","California","San Diego","San Diego",122384,"San Diego Miramar College",88,312,469,15893,11891,0.017,0.023,0.034,0.126,0.8,"Democrat",0.336557059961315,0.00553702888063928
+"33","California","San Francisco","San Francisco",122597,"San Francisco State University",24,105,88,29778,29905,0.017,0.011,0.035,0.121,0.817,"Democrat",-0.00424678147466979,0.00080596413459601
+"34","California","Santa Clara","San Jose",122755,"San Jose State University",212,68,74,35400,31278,0.015,0.014,0.04,0.168,0.764,"Democrat",0.131785919815845,0.00598870056497175
+"35","California","Orange","Santa Ana",121619,"Santa Ana College",37,123,106,28425,28598,0.023,0.021,0.046,0.156,0.754,"Democrat",-0.00604937408210364,0.00130167106420405
+"36","California","Los Angeles","Santa Monica",122977,"Santa Monica College",11,116,87,28800,29999,0.021,0.013,0.049,0.131,0.786,"Democrat",-0.0399679989332978,0.000381944444444444
+"37","California","Orange","Orange",399212,"Santiago Canyon College",14,492,528,11373,10939,0.023,0.021,0.046,0.156,0.754,"Democrat",0.0396745589176342,0.00123098566780972
+"38","California","San Diego","Chula Vista",123800,"Southwestern College",24,250,237,18569,19591,0.017,0.023,0.034,0.126,0.8,"Democrat",-0.0521668112908989,0.00129247670849265
+"39","California","Santa Clara","Stanford",243744,"Stanford University",487,276,263,17381,18346,0.015,0.014,0.04,0.168,0.764,"Democrat",-0.0526000218031178,0.0280191013175306
+"40","California","Los Angeles","Los Angeles",123961,"University of Southern California",1936,29,36,47310,41368,0.021,0.013,0.049,0.131,0.786,"Democrat",0.143637594275769,0.0409215810610865
+"41","Colorado","Arapahoe","Littleton",126289,"Arapahoe Community College",104,478,483,11544,11621,0.013,0.026,0.065,0.193,0.703,"Democrat",-0.00662593580586869,0.00900900900900901
+"42","Colorado","Adams","Westminster",127200,"Front Range Community College",70,245,236,18880,19619,0.032,0.027,0.071,0.185,0.685,"Democrat",-0.0376675671542892,0.00370762711864407
+"43","Colorado","Denver","Denver",127565,"Metropolitan State University of Denver",240,223,183,20192,22752,0.02,0.018,0.062,0.194,0.707,"Democrat",-0.112517580872011,0.0118858954041204
+"44","Colorado","El Paso","Colorado Springs",127820,"Pikes Peak Community College",192,406,364,13204,14634,0.031,0.089,0.081,0.196,0.603,"Republican",-0.0977176438431051,0.0145410481672221
+"45","Colorado","Boulder","Boulder",126614,"University of Colorado Boulder",3725,63,69,36681,32017,0.008,0.015,0.032,0.195,0.75,"Democrat",0.14567261142518,0.101551211799024
+"46","Colorado","El Paso","Colorado Springs",126580,"University of Colorado Colorado Springs",365,409,497,13123,11321,0.031,0.089,0.081,0.196,0.603,"Republican",0.159173217913612,0.0278137620970815
+"47","Colorado","Denver","Denver",127060,"University of Denver",1310,445,476,11952,11778,0.02,0.018,0.062,0.194,0.707,"Democrat",0.0147733061640346,0.109605087014726
+"48","Colorado","Weld","Greeley",127741,"University of Northern Colorado",710,393,435,13437,12710,0.046,0.038,0.135,0.231,0.55,"Republican",0.0571990558615264,0.0528391754111781
+"49","Connecticut","Hartford","New Britain",128771,"Central Connecticut State University",332,455,471,11822,11865,0.015,0.023,0.065,0.13,0.767,"Democrat",-0.00362410450906026,0.0280832346472678
+"50","Connecticut","Tolland","Storrs",129020,"University of Connecticut",1673,132,142,27412,25911,0.008,0.008,0.027,0.147,0.81,"Democrat",0.0579290648759214,0.0610316649642492
+"51","Connecticut","New Haven","New Haven",130794,"Yale University",912,394,462,13433,12109,0.023,0.014,0.053,0.115,0.795,"Democrat",0.109340160211413,0.0678925035360679
+"52","Delaware","New Castle","Newark",130943,"University of Delaware",2328,168,188,24120,22166,0.027,0.013,0.041,0.133,0.786,"Democrat",0.0881530271587115,0.0965174129353234
+"53","Delaware","New Castle","New Castle",131113,"Wilmington University",0,340,404,14786,13621,0.027,0.013,0.041,0.133,0.786,"Democrat",0.0855296967917187,0
+"54","Florida","Broward","Fort Lauderdale",132709,"Broward College",129,46,29,40784,43883,0.026,0.023,0.043,0.117,0.791,"Democrat",-0.0706196021238293,0.00316300510003923
+"55","Florida","Volusia","Daytona Beach",133386,"Daytona State College",399,385,355,13737,14865,0.035,0.066,0.089,0.192,0.618,"Republican",-0.075882946518668,0.029045643153527
+"56","Florida","Brevard","Cocoa ",132693,"Eastern Florida State College",220,314,302,15820,16711,0.068,0.073,0.096,0.157,0.607,"Republican",-0.0533181736580695,0.0139064475347661
+"57","Florida","Palm Beach","Boca Raton",133669,"Florida Atlantic University",754,106,80,29772,30759,0.03,0.02,0.05,0.116,0.784,"Democrat",-0.0320881693162977,0.0253258094854225
+"58","Florida","Lee","Fort Myers",433660,"Florida Gulf Coast University",935,334,381,15031,14077,0.052,0.05,0.073,0.176,0.648,"Republican",0.067770121474746,0.0622047767946244
+"59","Florida","Miami-Dade","Miami",133951,"Florida International University",600,13,23,57942,47663,0.032,0.023,0.06,0.128,0.756,"Democrat",0.215659945869962,0.0103551827689759
+"60","Florida","Lee","Fort Myers",133508,"Florida SouthWestern State College",92,295,336,16556,15423,0.052,0.05,0.073,0.176,0.648,"Republican",0.0734617130260001,0.0055568978014013
+"61","Florida","Duval","Jacksonville",133702,"Florida State College at Jacksonville",76,177,115,23413,28134,0.049,0.042,0.086,0.194,0.629,"Democrat",-0.167804080472027,0.00324605988126255
+"62","Florida","Leon","Tallahassee",134097,"Florida State University",2427,44,37,41005,40909,0.051,0.022,0.071,0.156,0.7,"Democrat",0.00234667188149307,0.0591879039141568
+"63","Florida","Orange","Winter Park",134237,"Full Sail University",11,224,208,20170,20949,0.02,0.02,0.072,0.164,0.724,"Democrat",-0.0371855458494439,0.000545364402578086
+"64","Florida","Hillsborough","Tampa",134495,"Hillsborough Community College",441,179,136,23183,26590,0.023,0.031,0.069,0.155,0.722,"Democrat",-0.128130876269274,0.0190225596342147
+"65","Florida","St. Lucie","Fort Pierce",134608,"Indian River State College",379,292,287,16686,17248,0.077,0.022,0.08,0.173,0.648,"Republican",-0.0325834879406308,0.0227136521634904
+"66","Florida","Miami-Dade","Miami",135717,"Miami Dade College",71,15,4,54973,66298,0.032,0.023,0.06,0.128,0.756,"Democrat",-0.170819632568102,0.00129154312116857
+"67","Florida","Broward","Fort Lauderdale",136215,"Nova Southeastern University",175,217,143,20435,25670,0.026,0.023,0.043,0.117,0.791,"Democrat",-0.203934553954032,0.00856373868363102
+"68","Florida","Palm Beach","Lake Worth",136358,"Palm Beach State College",149,86,90,31816,29763,0.03,0.02,0.05,0.116,0.784,"Democrat",0.0689782615999731,0.00468317827508172
+"69","Florida","Pasco","New Port Richey",136400,"Pasco-Hernando State College",88,481,581,11525,10206,0.027,0.029,0.055,0.179,0.709,"Republican",0.129237703311777,0.0076355748373102
+"70","Florida","Pasco","Saint Leo",137032,"Saint Leo University",238,457,316,11808,16275,0.027,0.029,0.055,0.179,0.709,"Republican",-0.274470046082949,0.0201558265582656
+"71","Florida","Alachua","Gainesville",137096,"Santa Fe College",72,357,343,14324,15113,0.001,0.024,0.053,0.17,0.751,"Democrat",-0.0522067094554357,0.00502652890254119
+"72","Florida","Seminole","Sanford",137209,"Seminole State College of Florida",184,259,259,18104,18427,0.037,0.039,0.066,0.141,0.717,"Democrat",-0.0175286264720247,0.0101634997790544
+"73","Florida","Leon","Tallahassee",137759,"Tallahassee Community College",192,447,406,11914,13509,0.051,0.022,0.071,0.156,0.7,"Democrat",-0.118069435191354,0.0161154943763639
+"74","Florida","Orange","Orlando",132903,"University of Central Florida",4327,10,6,68475,59589,0.02,0.02,0.072,0.164,0.724,"Democrat",0.149121482152746,0.0631909456005842
+"75","Florida","Alachua","Gainesville",134130,"University of Florida",9914,16,19,52218,49878,0.001,0.024,0.053,0.17,0.751,"Democrat",0.0469144713099964,0.189857903404956
+"76","Florida","Miami-Dade","Miami",135726,"University of Miami",3097,278,295,17331,16935,0.032,0.023,0.06,0.128,0.756,"Democrat",0.0233835252435784,0.178697132306272
+"77","Florida","Duval","Jacksonville",136172,"University of North Florida",708,288,319,16776,16083,0.049,0.042,0.086,0.194,0.629,"Democrat",0.0430889759373251,0.0422031473533619
+"78","Florida","Orange","Orlando",138187,"Valencia College",160,32,33,46521,42180,0.02,0.02,0.072,0.164,0.724,"Democrat",0.102916073968706,0.0034393069796436
+"79","Georgia","DeKalb","Atlanta",139658,"Emory University",1261,351,371,14458,14513,0.036,0.028,0.075,0.156,0.704,NA,-0.00378970578102391,0.0872181491215936
+"80","Georgia","Gwinnett","Lawrenceville",447689,"Georgia Gwinnett College",399,427,612,12508,9719,0.036,0.054,0.081,0.19,0.639,"Democrat",0.286963679390884,0.0318995842660697
+"84","Georgia","Bulloch","Statesboro",139931,"Georgia Southern University",1597,142,218,26408,20517,0.053,0.049,0.163,0.31,0.424,"Republican",0.287127747721402,0.0604740987579521
+"88","Georgia","Fulton","Atlanta",139940,"Georgia State University",1200,76,67,34316,32165,0.026,0.036,0.089,0.187,0.662,"Democrat",0.0668739312917768,0.0349691106189533
+"92","Georgia","Cobb","Kennesaw",486840,"Kennesaw State University",1650,66,NA,35420,18637,0.039,0.049,0.116,0.225,0.572,"Democrat",0.900520470032731,0.046583850931677
+"100","Georgia","Clarke","Athens",139959,"University of Georgia",6391,51,55,38652,34536,0.054,0.057,0.06,0.226,0.603,"Democrat",0.119179986101459,0.16534720066232
+"104","Georgia","Lumpkin","Dahlonega",482680,"University of North Georgia",1288,231,333,19722,15455,0.035,0.086,0.13,0.245,0.504,"Republican",0.276091879650599,0.0653077781158098
+"108","Georgia","Carroll","Carrollton",141334,"University of West Georgia",323,386,467,13733,11929,0.089,0.133,0.154,0.168,0.457,"Republican",0.151228099589236,0.0235199883492318
+"112","Georgia","Lowndes","Valdosta",141264,"Valdosta State University",357,498,470,11211,11885,0.108,0.101,0.149,0.208,0.435,"Republican",-0.0567101388304586,0.0318437249130318
+"116","Hawaii","Honolulu","Honolulu",141574,"University of Hawaii at Manoa",73,268,232,17710,20006,0.011,0.012,0.027,0.151,0.798,"Democrat",-0.114765570328901,0.00412196499153021
+"117","Idaho","Ada","Boise ",142115,"Boise State University",1642,152,190,25504,21981,0.118,0.078,0.084,0.194,0.526,"Republican",0.160274782766935,0.0643820577164366
+"118","Idaho","Madison","Rexburg",142522,"Brigham Young University-Idaho",2655,42,124,42341,27692,0.101,0.207,0.196,0.25,0.245,"Republican",0.52899754441716,0.0627051793769632
+"119","Idaho","Bannock","Pocatello",142276,"Idaho State University",1168,432,417,12363,13326,0.084,0.193,0.176,0.195,0.352,"Republican",-0.0722647456100855,0.0944754509423279
+"120","Idaho","Latah","Moscow",142285,"University of Idaho",1025,454,465,11841,12024,0.002,0.012,0.066,0.328,0.592,"Democrat",-0.0152195608782435,0.0865636348281395
+"121","Illinois","Cook","Chicago",144740,"DePaul University",77,187,159,22437,24414,0.023,0.021,0.072,0.162,0.722,"Democrat",-0.0809781273040059,0.00343183135000223
+"122","Illinois","McLean","Normal",145813,"Illinois State University",2433,216,222,20635,20272,0.085,0.062,0.091,0.201,0.561,NA,0.0179064719810576,0.117906469590502
+"123","Illinois","Cook","Chicago",146719,"Loyola University Chicago",634,283,323,17007,15957,0.023,0.021,0.072,0.162,0.722,"Democrat",0.0658018424515886,0.0372787675662962
+"124","Illinois","Cook","Evanston",147767,"Northwestern University",1278,190,194,22127,21592,0.023,0.021,0.072,0.162,0.722,"Democrat",0.0247776954427566,0.0577574908482849
+"125","Illinois","Cook","Chicago",144050,"University of Chicago",637,284,348,17002,15048,0.023,0.021,0.072,0.162,0.722,"Democrat",0.129851143009038,0.0374661804493589
+"126","Illinois","Cook","Chicago",145600,"University of Illinois at Chicago",1743,87,116,31683,28038,0.023,0.021,0.072,0.162,0.722,"Democrat",0.130002139952921,0.0550137297604394
+"127","Indiana","Delaware","Muncie",150136,"Ball State University",1979,194,219,21884,20503,0.095,0.109,0.124,0.197,0.475,"Republican",0.0673559966834122,0.0904313653811003
+"128","Indiana","Vigo","Terre Haute",151324,"Indiana State University",597,413,444,13044,12448,0.118,0.064,0.102,0.25,0.466,"Republican",0.047879177377892,0.0457681692732291
+"129","Indiana","St. Joseph","Notre Dame",152080,"University of Notre Dame",3389,422,460,12607,12124,0.031,0.04,0.102,0.228,0.598,"Democrat",0.039838337182448,0.268818910129293
+"130","Indiana","Knox","Vincennes",152637,"Vincennes University",26,274,261,17481,18383,0.158,0.125,0.121,0.259,0.338,"Republican",-0.0490670728390361,0.00148732910016589
+"131","Iowa","Story","Ames",153603,"Iowa State University",3160,70,64,34992,32955,0.045,0.075,0.071,0.235,0.574,"Democrat",0.0618115612198452,0.0903063557384545
+"133","Iowa","Johnson","Iowa City",153658,"University of Iowa",3691,88,91,31656,29748,0.014,0.044,0.069,0.2,0.673,"Democrat",0.0641387656313029,0.116597169572909
+"135","Kansas","Ellis","Hays",155061,"Fort Hays State University",360,321,411,15523,13441,0.154,0.154,0.224,0.148,0.32,"Republican",0.154899189048434,0.0231913934162211
+"136","Kansas","Johnson","Overland Park",155210,"Johnson County Community College",232,252,234,18373,19672,0.029,0.019,0.075,0.224,0.654,"Democrat",-0.0660329402196015,0.0126272247319436
+"137","Kansas","Riley","Manhattan",155399,"Kansas State University",1710,189,155,22221,24581,0.03,0.05,0.124,0.261,0.535,"Democrat",-0.0960091127293438,0.0769542324827866
+"138","Kansas","Cowley","Winfield",155900,"Southwestern College",176,250,237,18569,19591,0.075,0.093,0.28,0.131,0.421,"Republican",-0.0521668112908989,0.00947816252894609
+"139","Kansas","Douglas","Lawrence",155317,"University of Kansas",1821,130,128,27690,26968,0.006,0.009,0.024,0.227,0.734,"Democrat",0.0267724710768318,0.0657638136511376
+"140","Kansas","Sedgwick","Wichita",156125,"Wichita State University",271,317,375,15778,14386,0.06,0.055,0.126,0.26,0.499,"Republican",0.0967607396079522,0.0171758144251489
+"141","Kentucky","Taylor","Campbellsville",156365,"Campbellsville University",305,486,1462,11470,3520,0.073,0.073,0.111,0.21,0.533,"Republican",2.25852272727273,0.0265911072362685
+"142","Kentucky","Madison","Richmond",156620,"Eastern Kentucky University",734,315,317,15815,16111,0.088,0.094,0.114,0.233,0.471,"Republican",-0.0183725405002793,0.0464116345241859
+"143","Kentucky","Jefferson","Louisville",156921,"Jefferson Community and Technical College",143,464,407,11699,13498,0.036,0.048,0.083,0.23,0.602,"Democrat",-0.133279004296933,0.0122232669458928
+"144","Kentucky","Campbell","Highland Heights",157447,"Northern Kentucky University",311,342,339,14764,15263,0.073,0.085,0.134,0.278,0.43,"Republican",-0.032693441656293,0.021064752099702
+"145","Kentucky","Fayette","Lexington",157085,"University of Kentucky",4095,112,110,29182,28435,0.031,0.051,0.066,0.202,0.65,"Democrat",0.026270441357482,0.140326228497019
+"146","Kentucky","Jefferson","Louisville",157289,"University of Louisville",2157,206,198,21430,18637,0.036,0.048,0.083,0.23,0.602,"Democrat",0.149863175403767,0.100653289780681
+"147","Kentucky","Whitley","Williamsburg",156541,"University of the Cumberlands",305,391,1140,13472,4924,0.176,0.062,0.113,0.174,0.476,"Republican",1.73598700243704,0.0226395486935867
+"148","Kentucky","Warren","Bowling Green",157951,"Western Kentucky University",1298,237,220,19456,20448,0.076,0.067,0.063,0.185,0.609,"Republican",-0.0485133020344288,0.0667146381578947
+"149","Louisiana","Orleans","New Orleans",158662,"Delgado Community College",70,363,252,14258,18698,NA,NA,NA,NA,NA,"Democrat",-0.237458551716761,0.00490952447748632
+"150","Louisiana","Lincoln","Ruston",159647,"Louisiana Tech University",839,448,524,11909,11015,NA,NA,NA,NA,NA,"Republican",0.0811620517476169,0.0704509194726677
+"151","Louisiana","Tangipahoa","Hammond",160612,"Southeastern Louisiana University",604,360,352,13490,18637,NA,NA,NA,NA,NA,"Republican",-0.276171057573644,0.0447739065974796
+"152","Louisiana","Orleans","New Orleans",160755,"Tulane University of Louisiana",2194,419,423,12646,12938,NA,NA,NA,NA,NA,"Democrat",-0.02256917607049,0.173493594812589
+"153","Louisiana","Lafayette","Lafayette",160658,"University of Louisiana at Lafayette",848,282,304,17123,16646,NA,NA,NA,NA,NA,"Republican",0.0286555328607473,0.0495240320037377
+"154","Maine","Penobscot","Orono",161253,"University of Maine",615,491,504,11404,11247,0.038,0.071,0.085,0.189,0.617,"Republican",0.0139592780296968,0.0539284461592424
+"155","Maryland","Baltimore City","Baltimore",162928,"Johns Hopkins University",1509,145,209,26152,20918,NA,NA,NA,NA,NA,"Democrat",0.250215125729037,0.0577011318446008
+"160","Maryland","Baltimore","Towson",164076,"Towson University",858,181,185,22923,22499,0.013,0.024,0.043,0.142,0.777,"Democrat",0.0188452820125339,0.0374296558042141
+"165","Massachusetts","Middlesex","Chestnut Hill",164924,"Boston College",1211,346,377,14720,14309,0.023,0.011,0.041,0.127,0.798,"Democrat",0.0287231812146202,0.0822690217391304
+"166","Massachusetts","Suffolk","Boston",164988,"Boston University",1828,74,65,34657,32411,0.02,0.007,0.049,0.136,0.788,"Democrat",0.0692974607386381,0.0527454771041925
+"167","Massachusetts","Middlesex","Cambridge",166027,"Harvard University",810,89,113,31566,28297,0.023,0.011,0.041,0.127,0.798,"Democrat",0.11552461391667,0.0256605208135335
+"168","Massachusetts","Middlesex","Cambridge",166683,"Massachusetts Institute of Technology",1046,477,499,11574,11301,0.023,0.011,0.041,0.127,0.798,"Democrat",0.0241571542341386,0.0903749783998618
+"169","Massachusetts","Suffolk","Boston",167358,"Northeastern University",1928,201,230,21627,20053,0.02,0.007,0.049,0.136,0.788,"Democrat",0.0784919962100434,0.0891478244786609
+"170","Massachusetts","Middlesex","Medford",168148,"Tufts University",788,475,537,11586,10872,0.023,0.011,0.041,0.127,0.798,"Democrat",0.065673289183223,0.0680131192818919
+"171","Michigan","Isabella","Mount Pleasant",169248,"Central Michigan University",1156,203,132,21622,26841,0.096,0.057,0.112,0.191,0.544,"Republican",-0.19444133974144,0.0534640643788734
+"172","Michigan","Washtenaw","Ypsilanti",169798,"Eastern Michigan University",901,242,174,19123,23447,0.019,0.022,0.046,0.18,0.733,"Democrat",-0.184415916748411,0.0471160382785128
+"173","Michigan","Mecosta","Big Rapids",169910,"Ferris State University",767,401,360,13250,14707,0.091,0.104,0.087,0.243,0.475,"Republican",-0.0990684707962195,0.0578867924528302
+"174","Michigan","Kent","Grand Rapids",170055,"Grand Rapids Community College",212,382,305,13788,16590,0.019,0.061,0.063,0.215,0.641,"Democrat",-0.168896925858951,0.0153756890049318
+"175","Michigan","Ottawa","Allendale",170082,"Grand Valley State University",3285,159,156,24677,24477,0.042,0.057,0.12,0.251,0.531,"Republican",0.00817093598071659,0.133119909227216
+"176","Michigan","Wayne","Dearborn",170240,"Henry Ford College",0,438,393,12219,13836,0.046,0.032,0.075,0.156,0.69,"Democrat",-0.116869037294016,0
+"177","Michigan","Ingham","East Lansing",171100,"Michigan State University",4312,24,20,50351,49317,0.062,0.03,0.076,0.237,0.595,"Democrat",0.0209664010381816,0.0856388155150841
+"178","Michigan","Oakland","Rochester",171571,"Oakland University",628,239,226,19309,20169,0.028,0.027,0.049,0.169,0.727,"Democrat",-0.0426396945807923,0.0325236936143767
+"179","Michigan","Washtenaw","Ann Arbor",172617,"Washtenaw Community College",2,435,451,12264,12327,0.019,0.022,0.046,0.18,0.733,"Democrat",-0.00511073253833049,0.000163078930202218
+"180","Michigan","Wayne","Detroit",172644,"Wayne State University",643,135,120,27025,27897,0.046,0.032,0.075,0.156,0.69,"Democrat",-0.0312578413449475,0.0237927844588344
+"181","Michigan","Kalamazoo","Kalamazoo",172699,"Western Michigan University",1583,185,161,22562,24294,0.02,0.059,0.062,0.167,0.693,"Democrat",-0.0712933234543509,0.0701622196613775
+"182","Mississippi","Oktibbeha","Mississippi State",176080,"Mississippi State University",1195,192,228,21974,20161,0.015,0.07,0.081,0.242,0.591,"Democrat",0.0899260949357671,0.0543824519887139
+"183","Mississippi","Lafayette","Oxford",176017,"University of Mississippi",1272,186,240,22456,19431,0.019,0.059,0.161,0.2,0.56,"Republican",0.155679069528074,0.0566441040256502
+"184","Mississippi","Forrest","Hattiesburg",176372,"University of Southern Mississippi",683,350,340,14509,15249,0.072,0.042,0.091,0.267,0.527,"Republican",-0.0485277723129386,0.0470742297884072
+"185","Missouri","Greene","Springfield",177472,"Ozarks Technical Community College",898,437,359,12221,14798,0.099,0.082,0.128,0.272,0.418,"Republican",-0.174145154750642,0.0734800752802553
+"186","Missouri","St. Louis City","St. Louis",179159,"Saint Louis University",771,353,284,14438,17343,NA,NA,NA,NA,NA,"Democrat",-0.167502738857176,0.0534007480260424
+"187","Missouri","Johnson","Warrensburg",176965,"University of Central Missouri",891,484,442,11487,12513,0.168,0.107,0.026,0.189,0.511,"Republican",-0.0819947254854951,0.0775659441107339
+"188","Missouri","Kansas City","Kansas City",178402,"University of Missouri-Kansas City",418,301,329,16375,15718,NA,NA,NA,NA,NA,"Democrat",0.0417992110955592,0.0255267175572519
+"189","Missouri","St. Louis City","Saint Louis",179894,"Webster University",84,490,271,11406,17904,NA,NA,NA,NA,NA,"Democrat",-0.362935656836461,0.00736454497632825
+"190","Montana","Gallatin","Bozeman",180461,"Montana State University",1952,287,356,16814,14852,0.132,0.093,0.115,0.213,0.448,"Democrat",0.132103420414759,0.116093731414298
+"191","Nebraska","Douglas","Omaha",181394,"University of Nebraska at Omaha",783,323,341,15431,15227,0.091,0.069,0.095,0.263,0.482,"Democrat",0.0133972548762067,0.0507420128313136
+"192","Nebraska","Lancaster","Lincoln",181464,"University of Nebraska-Lincoln",3118,149,158,25820,24445,0.093,0.061,0.112,0.264,0.47,"Democrat",0.0562487216199632,0.120759101471727
+"193","Nevada","Clark","Las Vegas",182005,"College of Southern Nevada",440,77,57,34169,18637,0.027,0.032,0.054,0.145,0.742,"Democrat",0.833395932821806,0.0128771693640434
+"194","New Hampshire","Hillsborough","Manchester",183026,"Southern New Hampshire University",28,3,111,104068,28389,0.03,0.069,0.066,0.164,0.67,"Democrat",2.66578604389024,0.000269054848752739
+"195","New Jersey","Union","Union",185262,"Kean University",209,369,373,14056,14404,0.012,0.011,0.059,0.202,0.716,"Democrat",-0.0241599555678978,0.0148690950483779
+"196","New Jersey","Essex","Montclair",185590,"Montclair State University",559,211,239,21115,19464,0.035,0.014,0.085,0.183,0.682,"Democrat",0.084823263460748,0.0264740705659484
+"197","New Jersey","Essex","Newark",185828,"New Jersey Institute of Technology",219,487,586,11423,10130,0.035,0.014,0.085,0.183,0.682,"Democrat",0.127640671273445,0.0191718462750591
+"198","New Jersey","Gloucester","Glassboro",184782,"Rowan University",1376,236,416,19465,13349,0.047,0.01,0.052,0.145,0.746,"Democrat",0.458161660049442,0.0706909838171076
+"199","New Jersey","Essex","Newark",186399,"Rutgers University-Newark",181,392,508,13451,11212,0.035,0.014,0.085,0.183,0.682,"Democrat",0.199696753478416,0.0134562486060516
+"200","New York","New York City","New York City",190521,"CUNY Borough of Manhattan Community College",44,141,164,26506,24186,NA,NA,NA,NA,NA,NA,0.0959232613908873,0.00166000150909228
+"201","New York","New York City","New York City",190549,"CUNY Brooklyn College",52,257,292,18161,17004,NA,NA,NA,NA,NA,NA,0.0680428134556575,0.00286327845382963
+"202","New York","New York City","New York City",190594,"CUNY Hunter College",102,178,180,23202,23019,NA,NA,NA,NA,NA,NA,0.00794995438550762,0.00439617274372899
+"203","New York","New York City","New York City",190600,"CUNY John Jay College of Criminal Justice",16,326,349,15394,15010,NA,NA,NA,NA,NA,NA,0.025582944703531,0.00103936598674808
+"204","New York","New York City","New York City",190619,"CUNY Kingsborough Community College",24,333,254,15051,18634,NA,NA,NA,NA,NA,NA,-0.192282923687882,0.00159457843332669
+"205","New York","New York City","New York City",190628,"CUNY LaGuardia Community College",77,240,238,19300,19564,NA,NA,NA,NA,NA,NA,-0.0134941729707626,0.00398963730569948
+"206","New York","New York City","New York City",190637,"CUNY Lehman College",35,339,463,14787,12085,NA,NA,NA,NA,NA,NA,0.2235829540753,0.00236694393724217
+"207","New York","New York City","New York City",190655,"CUNY New York City College of Technology",37,279,298,17269,16860,NA,NA,NA,NA,NA,NA,0.0242586002372479,0.00214256760669408
+"208","New York","New York City","New York City",190664,"CUNY Queens College",62,230,249,19746,18974,NA,NA,NA,NA,NA,NA,0.0406872562453884,0.0031398764306695
+"209","New York","New York City","New York City",190673,"CUNY Queensborough Community College",19,324,314,15411,16291,NA,NA,NA,NA,NA,NA,-0.0540175557056043,0.00123288560119395
+"210","New York","Tompkins","Ithaca",190415,"Cornell University",1044,173,193,23600,21593,0.012,0.01,0.046,0.098,0.833,"Democrat",0.0929467883110267,0.0442372881355932
+"211","New York","Albany","Albany",196680,"Excelsior College",0,103,40,30008,39897,0.006,0.012,0.052,0.142,0.788,"Democrat",-0.247863247863248,0
+"212","New York","New York City","New York City",191241,"Fordham University",1060,296,344,16515,15097,NA,NA,NA,NA,NA,NA,0.0939259455520964,0.0641840750832576
+"213","New York","Nassau","Brookville",192448,"Long Island University",320,331,554,15196,10599,0.017,0.018,0.043,0.142,0.779,"Democrat",0.43372016227946,0.0210581732034746
+"214","New York","Monroe","Rochester",193326,"Monroe Community College",377,434,309,12273,16458,0.018,0.012,0.056,0.129,0.785,"Democrat",-0.254283631060882,0.030717835899943
+"215","New York","Nassau","Garden City",193478,"Nassau Community College",163,275,176,17406,23318,0.017,0.018,0.043,0.142,0.779,"Democrat",-0.253538039282957,0.00936458692404918
+"216","New York","New York City","New York City",193900,"New York University",2389,17,28,51847,44599,NA,NA,NA,NA,NA,NA,0.162514854593152,0.0460778830019095
+"217","New York","New York City","New York City",194310,"Pace University",285,398,438,13326,12624,NA,NA,NA,NA,NA,NA,0.0556083650190114,0.0213867627194957
+"218","New York","Monroe","Rochester",195003,"Rochester Institute of Technology",457,298,306,16463,16583,0.018,0.012,0.056,0.129,0.785,"Democrat",-0.00723632635831876,0.0277592176395554
+"219","New York","Westchester","Valhalla",197294,"SUNY Westchester Community College",280,479,397,11535,13781,0.025,0.018,0.044,0.115,0.798,"Democrat",-0.162978013206589,0.0242739488513221
+"220","New York","Suffolk","Stony Brook",196097,"Stony Brook University",1126,143,165,26256,24143,0.04,0.019,0.053,0.106,0.782,"Republican",0.0875201921882119,0.042885435709933
+"221","New York","Suffolk","Selden",366395,"Suffolk County Community College",334,146,133,26078,26711,0.04,0.019,0.053,0.106,0.782,"Republican",-0.023698101905582,0.0128077306541913
+"222","New York","Onondaga","Syracuse",196413,"Syracuse University",1928,182,203,22803,21267,0.019,0.008,0.054,0.163,0.756,"Democrat",0.0722245732825504,0.0845502784721309
+"223","New York","New York City","New York City",196592,"Touro College",62,458,391,11800,13868,NA,NA,NA,NA,NA,NA,-0.149120276896452,0.00525423728813559
+"224","New York","Monroe","Rochester",195030,"University of Rochester",408,456,523,11817,11020,0.018,0.012,0.056,0.129,0.785,"Democrat",0.0723230490018149,0.0345265295760345
+"225","North Carolina","Watauga","Boone",197869,"Appalachian State University",1954,243,274,19108,17838,0.062,0.01,0.072,0.363,0.493,"Democrat",0.0711963224576746,0.102260833158886
+"229","North Carolina","Durham","Durham",198419,"Duke University",1202,294,332,16606,15467,0.017,0.014,0.033,0.104,0.832,"Democrat",0.0736406542962436,0.0723834758521017
+"233","North Carolina","Pitt","Greenville",198464,"East Carolina University",2397,118,130,28718,26887,0.034,0.065,0.085,0.204,0.612,"Democrat",0.0680998251943318,0.0834668152378299
+"237","North Carolina","New Hanover","Wilmington",199218,"University of North Carolina Wilmington",1430,290,387,16747,13937,0.019,0.032,0.032,0.25,0.667,"Republican",0.201621582837052,0.0853884277781095
+"241","North Carolina","Orange","Chapel Hill",199120,"University of North Carolina at Chapel Hill",2478,102,96,30011,29127,0.01,0.02,0.028,0.142,0.801,"Democrat",0.0303498472207917,0.0825697244343741
+"245","North Carolina","Mecklenburg","Charlotte",199139,"University of North Carolina at Charlotte",1726,107,137,29710,26571,0.029,0.037,0.075,0.166,0.694,"Democrat",0.11813631402657,0.0580949175361831
+"249","North Carolina","Guilford","Greensboro",199148,"University of North Carolina at Greensboro",629,225,268,20106,18074,0.04,0.055,0.117,0.199,0.588,"Democrat",0.112426690273321,0.0312841937730031
+"253","North Carolina","Wake","Raleigh",199856,"Wake Technical Community College",150,195,247,21872,19160,0.015,0.02,0.07,0.168,0.727,"Democrat",0.141544885177453,0.00685808339429407
+"257","North Carolina","Jackson","Cullowhee",200004,"Western Carolina University",756,467,589,11639,10107,0.077,0.065,0.067,0.176,0.616,"Republican",0.151578114178292,0.0649540338517055
+"261","North Dakota","Grand Forks","Grand Forks",200280,"University of North Dakota",2219,378,342,13847,15143,0.097,0.122,0.222,0.253,0.305,"Republican",-0.0855840982632239,0.160251317975013
+"262","Ohio","Cuyahoga","Cleveland",201645,"Case Western Reserve University",484,450,569,11890,10325,0.042,0.052,0.084,0.213,0.609,"Democrat",0.151573849878935,0.0407064760302775
+"263","Ohio","Cuyahoga","Cleveland",202134,"Cleveland State University",240,309,281,16069,17497,0.042,0.052,0.084,0.213,0.609,"Democrat",-0.0816139909698805,0.0149355902669737
+"264","Ohio","Cuyahoga","Cleveland",202356,"Cuyahoga Community College District",144,176,118,23440,27910,0.042,0.052,0.084,0.213,0.609,"Democrat",-0.160157649587961,0.00614334470989761
+"265","Ohio","Montgomery","Dayton",205470,"Sinclair Community College",75,249,246,18576,19176,0.041,0.065,0.065,0.222,0.607,"Democrat",-0.0312891113892365,0.0040374677002584
+"266","Ohio","Montgomery","Dayton",202480,"University of Dayton",1870,497,540,11241,10835,0.041,0.065,0.065,0.222,0.607,"Democrat",0.037471158283341,0.166355306467396
+"267","Ohio","Lucas","Toledo",206084,"University of Toledo",1077,221,215,20237,20743,0.078,0.056,0.111,0.189,0.566,"Democrat",-0.024393771392759,0.0532193506942729
+"268","Ohio","Mahoning","Youngstown",206695,"Youngstown State University",557,421,415,12607,13352,0.046,0.099,0.099,0.231,0.525,"Republican",-0.0557968843618933,0.044181803759816
+"269","Oklahoma","Oklahoma","Edmond",206941,"University of Central Oklahoma",893,327,288,15393,17220,0.096,0.064,0.097,0.225,0.518,"Republican",-0.10609756097561,0.058013382706425
+"272","Oregon","Benton","Corvallis",209542,"Oregon State University",1161,95,119,30986,27902,0.007,0.007,0.059,0.156,0.77,"Democrat",0.110529711131819,0.037468534176725
+"273","Oregon","Multnomah","Portland",209807,"Portland State University",45,150,114,25711,28260,0.013,0.016,0.054,0.178,0.738,"Democrat",-0.0901981599433829,0.00175022363968729
+"274","Oregon","Lane","Eugene",209551,"University of Oregon",1883,184,157,22644,24473,0.031,0.036,0.077,0.137,0.719,"Democrat",-0.0747354227107424,0.0831566860978626
+"275","Pennsylvania","Allegheny","Pittsburgh",211440,"Carnegie Mellon University",628,370,448,14029,12367,0.017,0.022,0.035,0.165,0.761,"Democrat",0.1343899086278,0.0447644165656854
+"276","Pennsylvania","Allegheny","Pittsburgh",210605,"Community College of Allegheny County",251,307,264,16086,18229,0.017,0.022,0.035,0.165,0.761,"Democrat",-0.117559931976521,0.015603630486137
+"277","Pennsylvania","Philadelphia","Philadelphia",212054,"Drexel University",755,161,140,24634,26132,0.023,0.012,0.051,0.12,0.794,"Democrat",-0.0573243532833308,0.030648696922952
+"278","Pennsylvania","Philadelphia","Philadelphia",216339,"Temple University",2118,50,48,39740,37270,0.023,0.012,0.051,0.12,0.794,"Democrat",0.0662731419372149,0.0532964267740312
+"279","Pennsylvania","Philadelphia","Philadelphia",215062,"University of Pennsylvania",2746,148,153,25860,24630,0.023,0.012,0.051,0.12,0.794,"Democrat",0.0499390986601705,0.106187161639598
+"280","Rhode Island","Washington","Kingston",217484,"University of Rhode Island",2146,266,310,17777,16387,0.012,0.022,0.034,0.126,0.807,"Democrat",0.0848233355708794,0.120717781402936
+"281","South Carolina","Pickens","Clemson",217882,"Clemson University",7597,155,201,24951,21303,0.066,0.059,0.146,0.236,0.493,"Republican",0.17124348683284,0.304476774477977
+"287","South Dakota","Brookings","Brookings",219356,"South Dakota State University",1005,441,441,12104,12525,0.04,0.124,0.263,0.229,0.345,"Republican",-0.0336127744510978,0.083030403172505
+"288","Tennessee","Washington","Johnson City",220075,"East Tennessee State University",719,358,361,14317,14691,0.061,0.074,0.166,0.218,0.48,"Republican",-0.0254577632564155,0.0502200181602291
+"289","Tennessee","Rutherford","Murfreesboro",220978,"Middle Tennessee State University",1033,200,170,21631,23881,0.081,0.073,0.121,0.215,0.51,"Republican",-0.0942171600854236,0.0477555360362443
+"290","Tennessee","Shelby","Memphis",220862,"University of Memphis",664,205,195,21458,21480,0.034,0.025,0.105,0.184,0.653,"Democrat",-0.00102420856610801,0.0309441700065244
+"291","Tennessee","Davidson","Nashville",221999,"Vanderbilt University",1609,417,432,12824,12757,0.02,0.037,0.086,0.181,0.677,"Democrat",0.00525201849964725,0.125467872738615
+"292","Texas","Travis","Austin",222992,"Austin Community College District",51,45,34,40799,41627,0.015,0.008,0.024,0.158,0.795,"Democrat",-0.019890936171235,0.00125003063800583
+"293","Texas","McLennan","Waco",223232,"Baylor University",4065,280,330,17217,15616,0.022,0.049,0.046,0.161,0.721,NA,0.102523053278689,0.236103850845095
+"294","Texas","Washington","Brenham",223427,"Blinn College",568,202,257,21623,18561,0.02,0.031,0.087,0.328,0.534,"Republican",0.164969559829751,0.0262683253942561
+"295","Texas","Jefferson","Beaumont",226091,"Lamar University",390,341,382,14783,14035,0.036,0.075,0.11,0.171,0.608,"Republican",0.0532953330958318,0.0263816546032605
+"296","Texas","Walker","Huntsville",227881,"Sam Houston State University",1366,209,245,21213,19210,0.029,0.058,0.079,0.179,0.655,"Republican",0.104268610098907,0.0643944750860321
+"297","Texas","Hidalgo","McAllen",409315,"South Texas College",283,84,75,31949,31232,0.055,0.003,0.033,0.084,0.826,"Democrat",0.0229572233606557,0.00885786722589126
+"298","Texas","Dallas","Dallas",228246,"Southern Methodist University",1550,466,529,11649,10929,0.024,0.019,0.059,0.141,0.757,"Democrat",0.065879769420807,0.133058631642201
+"299","Texas","Erath","Stephenville",228529,"Tarleton State University",758,410,418,13109,13307,0.017,0.096,0.075,0.202,0.609,"Republican",-0.0148793867889081,0.0578228697841178
+"300","Texas","Hays","San Marcos",228459,"Texas State University",2715,52,52,38644,35546,0,0.007,0.022,0.115,0.855,"Democrat",0.0871546728183199,0.0702567022047407
+"301","Texas","Lubbock","Lubbock",229115,"Texas Tech University",3443,56,63,38209,33111,0.031,0.072,0.056,0.232,0.61,"Republican",0.15396695962067,0.0901096600277422
+"302","Texas","Harris","Houston",225511,"University of Houston",1051,33,43,46324,39540,0.019,0.024,0.069,0.152,0.736,"Democrat",0.171573090541224,0.0226880234867455
+"303","Texas","Harris","Houston",225432,"University of Houston-Downtown",50,362,398,14265,13757,0.019,0.024,0.069,0.152,0.736,"Democrat",0.0369266555208258,0.00350508236943568
+"304","Texas","Denton","Denton",227216,"University of North Texas",1791,55,45,38241,38315,0.016,0.025,0.046,0.204,0.709,"Republican",-0.00193135847579277,0.046834549305719
+"305","Utah","Salt Lake","Salt Lake City",230746,"Salt Lake Community College",868,113,70,29156,32003,0.028,0.032,0.094,0.202,0.644,"Democrat",-0.0889604099615661,0.0297708876389079
+"308","Utah","Salt Lake","Salt Lake City",230764,"University of Utah",3328,80,68,33023,32077,0.028,0.032,0.094,0.202,0.644,"Democrat",0.0294915359915204,0.100778245465282
+"311","Utah","Cache","Logan",230728,"Utah State University",3272,128,122,27932,27812,0.09,0.108,0.08,0.31,0.411,"Republican",0.0043146843089314,0.117141629672061
+"315","Utah","Utah","Orem",230737,"Utah Valley University",1938,49,81,39931,30564,0.068,0.035,0.195,0.244,0.458,"Republican",0.306471666012302,0.0485337206681526
+"319","Utah","Weber","Ogden",230782,"Weber State University",643,124,148,28247,25155,0.066,0.089,0.072,0.287,0.486,"Republican",0.122917908964421,0.0227634793075371
+"323","Vermont","Chittenden","Burlington",231174,"University of Vermont",822,395,433,13395,12723,0.031,0.07,0.065,0.115,0.718,"Democrat",0.0528177316670597,0.0613661814109742
+"324","Virginia","Fairfax","Fairfax",232186,"George Mason University",923,61,60,37316,33917,0.018,0.016,0.054,0.163,0.748,"Democrat",0.100215231299938,0.0247346982527602
+"327","Virginia","Rockingham","Harrisonburg",232423,"James Madison University",2543,196,225,21751,20181,0.034,0.062,0.139,0.212,0.553,"Republican",0.0777959466825232,0.116914164865983
+"330","Virginia","Campbell","Lynchburg",232557,"Liberty University",1830,6,3,79152,77338,0.07,0.04,0.083,0.222,0.585,"Republican",0.0234554811347591,0.0231200727713766
+"333","Virginia","Norfolk","Norfolk",232982,"Old Dominion University",653,167,151,24176,24828,NA,NA,NA,NA,NA,NA,-0.0262606734332206,0.0270102581072138
+"334","Virginia","Richmond","Richmond",234030,"Virginia Commonwealth University",1150,97,79,30697,30974,0.015,0.07,0.109,0.167,0.64,"Republican",-0.00894298443856137,0.0374629442616542
+"337","Washington, D.C.","Washington, D.C.","Washington",131159,"American University",219,359,428,14311,12818,NA,NA,NA,NA,NA,NA,0.116476829458574,0.0153029138424988
+"338","Washington, D.C.","Washington, D.C.","Washington",131469,"George Washington University",742,125,146,28172,25264,NA,NA,NA,NA,NA,NA,0.115104496516783,0.0263382081499361
+"339","Washington, D.C.","Washington, D.C.","Washington",131496,"Georgetown University",866,241,273,19204,17849,NA,NA,NA,NA,NA,NA,0.0759146170653818,0.0450947719225161
+"340","Washington","King","Bellevue",234669,"Bellevue College",15,403,395,13226,13820,0.016,0.02,0.05,0.191,0.724,"Democrat",-0.0429811866859624,0.00113412974444276
+"341","Washington","Kittitas","Ellensburg",234827,"Central Washington University",479,433,501,12342,11287,0.032,0.084,0.033,0.179,0.672,"Republican",0.0934703641357314,0.0388105655485335
+"342","Washington","Spokane","Cheney",235097,"Eastern Washington University",387,420,429,12633,12791,0.033,0.057,0.08,0.151,0.679,"Republican",-0.0123524353060746,0.0306340536689622
+"343","Washington","Whitman","Pullman",236939,"Washington State University",2737,91,125,31478,27642,0.002,0.009,0.049,0.31,0.629,"Democrat",0.13877432891976,0.0869496156045492
+"344","Washington","Whatcom","Bellingham",237011,"Western Washington University",101,306,351,16121,14950,0.042,0.028,0.061,0.122,0.747,"Democrat",0.0783277591973244,0.00626512002977483
+"345","West Virginia","Cabell","Huntington",237525,"Marshall University",622,405,413,13204,13407,0.092,0.09,0.154,0.186,0.476,"Republican",-0.0151413440739912,0.0471069372917298
+"346","West Virginia","Monongalia","Morgantown",238032,"West Virginia University",2299,138,95,26864,29466,0.046,0.077,0.139,0.221,0.517,"Republican",-0.0883051652752325,0.0855792138177487
+"347","Wisconsin","Dane","Madison",238263,"Madison Area Technical College",28,330,337,15250,15402,0.017,0.02,0.092,0.23,0.641,"Democrat",-0.00986884820153227,0.00183606557377049
+"348","Wisconsin","Milwaukee","Milwaukee",239105,"Marquette University",1324,471,475,11605,11782,0.053,0.067,0.119,0.264,0.497,"Democrat",-0.0150229163130199,0.114088754847049
+"349","Wisconsin","Eau Claire","Eau Claire",240268,"University of Wisconsin-Eau Claire",994,472,532,11604,10923,0.042,0.076,0.203,0.255,0.424,"Democrat",0.0623455094754188,0.0856601172009652
+"350","Wisconsin","Dane","Madison",240444,"University of Wisconsin-Madison",7708,40,32,43463,42677,0.017,0.02,0.092,0.23,0.641,"Democrat",0.0184174145324179,0.177346248533235
+"351","Wisconsin","Milwaukee","Milwaukee",240453,"University of Wisconsin-Milwaukee",1632,136,126,27012,27416,0.053,0.067,0.119,0.264,0.497,"Democrat",-0.0147359206302889,0.0604175921812528
+"352","Wisconsin","Winnebago","Oshkosh",240365,"University of Wisconsin-Oshkosh",1457,300,389,16410,13900,0.074,0.194,0.126,0.156,0.45,"Republican",0.180575539568345,0.08878732480195
+"353","Wisconsin","Walworth","Whitewater",240189,"University of Wisconsin-Whitewater",847,411,464,13059,12027,0.116,0.146,0.137,0.191,0.41,"Republican",0.0858069343976054,0.0648594838808485
+"354","Wyoming","Albany","Laramie",240727,"University of Wyoming",2087,429,430,12450,12778,0.136,0.1,0.151,0.181,0.432,"Democrat",-0.0256691187979339,0.167630522088353