diff --git a/materials/tutorial_03/data/US_county_cancer_data.csv b/materials/tutorial_03/data/US_county_cancer_data.csv
new file mode 100644
index 0000000..8dc15db
--- /dev/null
+++ b/materials/tutorial_03/data/US_county_cancer_data.csv
@@ -0,0 +1,3048 @@
+avgAnnCount,avgDeathsPerYear,TARGET_deathRate,incidenceRate,medIncome,popEst2015,povertyPercent,studyPerCap,binnedInc,MedianAge,MedianAgeMale,MedianAgeFemale,Geography,AvgHouseholdSize,PercentMarried,PctNoHS18_24,PctHS18_24,PctSomeCol18_24,PctBachDeg18_24,PctHS25_Over,PctBachDeg25_Over,PctEmployed16_Over,PctUnemployed16_Over,PctPrivateCoverage,PctPrivateCoverageAlone,PctEmpPrivCoverage,PctPublicCoverage,PctPublicCoverageAlone,PctWhite,PctBlack,PctAsian,PctOtherRace,PctMarriedHouseholds,BirthRate
+1397,469,164.9,489.8,61898,260131,11.2,499.7482038,"(61494.5, 125635]",39.3,36.9,41.7,"Kitsap County, Washington",2.54,52.5,11.5,39.5,42.1,6.9,23.2,19.6,51.9,8,75.1,,41.6,32.9,14,81.78052858,2.594728333,4.821857102,1.843478533,52.85607588,6.118831029
+173,70,161.3,411.6,48127,43269,18.6,23.11123437,"(48021.6, 51046.4]",33,32.2,33.7,"Kittitas County, Washington",2.34,44.5,6.1,22.4,64,7.5,26,22.7,55.9,7.8,70.2,53.8,43.6,31.1,15.3,89.22850915,0.969102455,2.246232585,3.741351531,45.37250044,4.333095578
+102,50,174.7,349.7,49348,21026,14.6,47.56016361,"(48021.6, 51046.4]",45,44,45.8,"Klickitat County, Washington",2.62,54.2,24,36.6,,9.5,29,16,45.9,7,63.7,43.5,34.9,42.1,21.1,90.9221902,0.739673391,0.465898175,2.747358309,54.44486837,3.729487817
+427,202,194.8,430.4,44243,75882,17.1,342.6372526,"(42724.4, 45201]",42.8,42.2,43.4,"Lewis County, Washington",2.52,52.7,20.2,41.2,36.1,2.5,31.6,9.3,48.3,12.1,58.4,40.3,35,45.3,25,91.74468649,0.782625968,1.16135867,1.362643183,51.02151448,4.603840773
+57,26,144.4,350.1,49955,10321,12.5,0,"(48021.6, 51046.4]",48.3,47.8,48.9,"Lincoln County, Washington",2.34,57.8,14.9,43,40,2,33.4,15,48.2,4.8,61.6,43.9,35.1,44,22.7,94.10402393,0.270192029,0.665830358,0.492135482,54.02745995,6.796657382
+428,152,176,505.4,52313,61023,15.6,180.259902,"(51046.4, 54545.6]",45.4,43.5,48,"Mason County, Washington",2.58,50.4,29.9,35.1,,4.5,30.4,11.9,44.1,12.9,60,38.8,32.6,43.2,20.2,84.88263065,1.653205244,1.53805662,3.31463539,51.22035959,4.964476021
+250,97,175.9,461.8,37782,41516,23.2,0,"(37413.8, 40362.7]",42.6,42.2,43.5,"Okanogan County, Washington",2.42,54.1,26.1,41.4,,5.8,29.8,11.9,51.8,8.9,49.5,35,28.3,46.4,28.7,75.10645505,0.616955386,0.866156973,8.356721185,51.01389975,4.204317269
+146,71,183.6,404,40189,20848,17.8,0,"(37413.8, 40362.7]",51.7,50.8,52.5,"Pacific County, Washington",2.24,52.7,27.3,33.9,36.5,2.2,31.6,11.3,40.9,8.9,55.8,33.1,25.9,50.9,24.1,89.40663599,0.305158634,1.889077258,2.286267861,48.96703297,5.889178996
+88,36,190.5,459.4,42579,13088,22.3,0,"(40362.7, 42724.4]",49.3,48.4,49.8,"Pend Oreille County, Washington",2.38,55.9,34.7,39.4,,1.4,32.2,12,39.5,10.3,55.5,37.8,29.9,48.1,26.6,91.78747687,0.185070944,0.208204812,0.616903146,53.44699778,5.587583149
+4025,1380,177.8,510.9,60397,843954,13.1,427.7484318,"(54545.6, 61494.5]",35.8,34.7,37,"Pierce County, Washington",2.65,50,15.6,36.3,,7.1,28.8,16.2,56.6,9.2,69.9,,44.4,31.4,16.5,74.72966791,6.710854162,6.041472008,2.699184381,50.06357342,5.533430211
+113,36,121.4,413.3,54721,16252,12.7,0,"(54545.6, 61494.5]",54.4,54,54.6,"San Juan County, Washington",2.04,56.8,17.7,32.4,,5.2,17.2,26.2,54.6,5.9,67.2,,27.9,41.6,18.3,92.57332665,0.651792429,1.428929556,2.237402858,50.0389206,4.586129754
+740,269,172.7,499.3,51395,121846,15.7,837.1222691,"(51046.4, 54545.6]",41,40,42.2,"Skagit County, Washington",2.56,53.6,25.5,33.8,37.6,3.1,26.7,15.9,,8.2,64.4,,38,38.1,20.2,85.59027341,0.806079954,1.887835902,6.226590583,52.93732685,5.818153266
+55,26,188.3,398.9,52673,11339,12.6,0,"(51046.4, 54545.6]",45.2,44.9,45.5,"Skamania County, Washington",2.49,54.4,20,43.8,,2.4,29.2,14.2,51.5,8.3,64.4,49.7,42.6,36.1,20.5,93.41812683,0.844970204,0.978386552,0.773814818,52.94771969,4.805591962
+3438,1118,165.3,493.4,71890,772501,9.9,138.5111476,"(61494.5, 125635]",37.6,36.6,38.7,"Snohomish County, Washington",2.68,52.1,15.4,33.3,,8.3,24.3,20.9,62.1,7.5,73.3,61.6,54.3,25.9,14.1,78.83273756,2.595851085,9.51151338,2.252719804,52.72049671,4.729251068
+2265,901,171,440.7,50083,490945,16.3,462.3735856,"(48021.6, 51046.4]",37.2,35.7,38.7,"Spokane County, Washington",2.45,49.4,10.9,29.3,51.2,8.6,25.7,18.1,55.1,8.4,65.2,50.6,42.5,36.5,21.4,89.03816718,1.827041461,2.315985625,1.03362505,48.18837711,5.355835918
+251,106,174.2,423.8,43823,43791,19.3,0,"(42724.4, 45201]",46.2,45.6,46.8,"Stevens County, Washington",2.44,57.2,25.1,35.3,,3.9,34.4,10.7,46.3,9.4,58.3,39.3,33.9,45.8,24.1,89.17745936,0.489115459,0.603931294,0.865711399,55.21239889,3.631082062
+1390,483,169.9,495.9,61653,269536,11.9,207.7644545,"(61494.5, 125635]",38.5,37.1,39.9,"Thurston County, Washington",2.52,52.4,14.8,31.7,46.2,7.4,22.7,20.3,56.5,8.5,74.5,55.4,43.5,30.7,13.7,82.58622199,2.839873174,5.83580425,1.226386727,50.87449211,5.180155167
+32,12,153.8,463.2,51022,4042,13.9,0,"(48021.6, 51046.4]",52.1,51.5,53.1,"Wahkiakum County, Washington",2.31,53.5,37.2,20.8,37.8,4.2,33.1,10.1,35.7,10.6,64.7,38.6,35.2,49.7,20.4,92.96158612,0.123915737,1.140024783,0,53.37995338,0.535475234
+305,120,162.8,442.5,49819,60338,15.7,464.0525042,"(48021.6, 51046.4]",36.9,35.5,39.1,"Walla Walla County, Washington",2.5,46.5,13.7,29.2,,5.6,22.6,16.4,54.5,6.4,65.7,47.6,40,38,18.8,86.23882396,1.649198004,1.617386063,5.63573653,49.3270649,4.138710893
+1081,367,163.3,490.9,53733,212284,15.7,249.6655424,"(51046.4, 54545.6]",36.5,35.6,37.5,"Whatcom County, Washington",2.53,47.5,9.4,22.1,,7.7,23,21.3,57.8,8.2,68.7,54.6,44.8,31.9,17.4,85.4703042,0.880733945,3.925156929,2.425881217,48.06875024,4.4729858
+134,50,140.8,390.5,41837,48177,28.4,0,"(40362.7, 42724.4]",24.2,24.4,23.9,"Whitman County, Washington",2.31,36.1,1.2,16.4,,10.3,17.4,25.7,53.4,8.8,78.3,66.2,53.8,22.9,11.9,83.58260051,2.154609838,7.614951751,1.61542247,40.55405483,3.304159034
+958,403,169.4,411,44342,248830,20.5,301.4106016,"(42724.4, 45201]",32.5,31.6,33.6,"Yakima County, Washington",3.05,48.6,28.7,39.3,,3,27.8,9.8,56,9,54.6,42.3,30.8,35.7,22.4,78.02051672,0.842737502,1.089697989,12.95026838,50.66898414,6.560611666
+94,41,189.7,445.2,35615,16704,21.5,0,"(34218.1, 37413.8]",41.5,40.9,42.1,"Barbour County, West Virginia",2.68,52,9.8,36.1,45.8,8.3,47.1,7.9,46.5,9,55.6,40.1,36.5,44.8,26.4,96.84418146,0.836770068,0.37654653,0.029884645,55.28885946,2.292860865
+499,215,206.1,463.1,56737,111901,13.2,89.3647063,"(54545.6, 61494.5]",38.4,38,38.6,"Berkeley County, West Virginia",0.0263,51.8,17,40.8,32.2,10,38.2,12.7,58.7,9.7,70,,49.7,33.1,17.3,87.80122144,7.333247489,1.052205585,0.905963725,51.52350516,4.872468117
+152,70,236.7,501.8,37625,23372,22.1,0,"(37413.8, 40362.7]",41.9,41.2,43.2,"Boone County, West Virginia",2.5,55.2,21.3,42.9,,5.2,49.4,5.4,39.5,9.2,60.2,42.8,41.3,46.3,25.4,98.3125,0.675,0.091666667,0.129166667,53.06378967,4.220287661
+80,40,196.3,396.6,33817,14415,22.2,0,"[22640, 34218.1]",44.5,43.7,45.3,"Braxton County, West Virginia",2.51,52.4,32.6,46.2,,3.4,49.1,8.5,44.3,14.4,56.1,41.9,38.9,43.4,25.4,97.91234619,0.497718789,0,0,53.27269485,5.469020422
+164,69,186.2,481.6,43572,23350,15.1,0,"(42724.4, 45201]",45.9,44.1,48,"Brooke County, West Virginia",2.26,50.3,11.1,30.6,,3.8,43.7,11,51.9,6.4,68.3,49.5,46.4,39.7,19.4,96.81808578,1.745193323,0.515529263,0.063384745,47.58723829,4.970530452
+564,237,194,483.4,34887,96844,21.9,330.4283177,"(34218.1, 37413.8]",38.5,36.9,39.9,"Cabell County, West Virginia",2.32,43,9.7,28.2,,11.5,31.9,14.8,50.3,6.8,63.3,48.2,44.4,39,21.7,91.06936297,4.818020326,1.189787656,0.228249194,40.76501639,4.521925134
+50,25,226.5,459.9,32162,7470,21.8,0,"[22640, 34218.1]",47,47.6,46.5,"Calhoun County, West Virginia",2.44,55.7,11.6,31.4,,0,48.9,7.6,39.9,18.1,52.4,36.5,35.1,46,25.2,98.25327511,0.09262935,0.052931057,0.026465529,53.33333333,4.780114723
+70,26,212.9,591,32961,8910,25.1,4938.271605,"[22640, 34218.1]",43.3,43.4,43.3,"Clay County, West Virginia",2.62,55.8,19.5,51.1,,0,49.1,5.8,39.6,12.3,48.7,33.7,32.6,52,32.5,98.04178974,0,0,0.043758889,58.09248555,8.753056235
+25,19,185.6,234,41838,8176,17.4,0,"(40362.7, 42724.4]",43.7,41.8,45.5,"Doddridge County, West Virginia",2.85,45.8,26.2,61.7,10.1,1.9,44.3,8.8,41,6.5,55.2,37.7,35.5,45.2,25.4,96.67113767,1.085233508,0.085355444,0,53.92670157,6.016466118
+280,137,217,457,36739,44997,21.4,0,"(34218.1, 37413.8]",43.2,42,45.1,"Fayette County, West Virginia",2.47,50.9,17.3,49.3,,4.4,44.4,8.4,42.6,9.2,53.4,36.1,34,47.8,27.8,93.37637809,5.160978609,0.103219572,0.230596917,49.88397759,6.526136485
+45,21,209.9,463.1,32705,8518,28.9,0,"[22640, 34218.1]",38.4,37.4,41.2,"Gilmer County, West Virginia",2.4,43.2,7.8,29.4,,3.9,36.6,9.8,37.1,9.4,61.3,,41.2,39,18.8,81.55946321,10.89773253,0.323924109,1.353540028,52.58746356,2.328431373
+58,22,128,356.3,41039,11766,17,0,"(40362.7, 42724.4]",45.6,45.5,45.7,"Grant County, West Virginia",0.028,50.5,16.3,41.5,33.8,8.4,50.2,7,51.3,6.7,65.1,48,44.5,42.4,21.2,97.37621667,1.379602201,0,0.110029623,55.4011976,3.528435035
+250,103,195.1,494.9,36996,35516,21.1,0,"(34218.1, 37413.8]",45.3,44.6,46.7,"Greenbrier County, West Virginia",2.28,52.2,22.4,36.6,27.8,13.3,44,11.2,48.2,7.2,61.9,43.3,39.1,43,22.1,94.14288118,2.299108395,0.38692312,0.42617619,47.48027903,4.354354354
+145,66,212.1,475.1,35980,23353,21.2,0,"(34218.1, 37413.8]",44.6,44,45.1,"Hampshire County, West Virginia",2.25,38.7,21.5,47.4,,5.3,50,6.9,46,8.1,50.5,38.2,35.6,44.7,31.1,97.15827033,1.422988701,0.03398182,0.097697732,33.68648224,2.28320067
+218,85,184.1,495,48178,29815,12.9,0,"(48021.6, 51046.4]",45.6,44.1,47.9,"Hancock County, West Virginia",2.32,51.8,20,23.8,,14.8,42.8,12.6,53.2,7.2,69.5,50.3,46.7,37.6,17.1,95.71537366,2.238336479,0.248336148,0,48.44113541,5.693029274
+68,29,153,374.9,41010,13852,15.3,0,"(40362.7, 42724.4]",44.5,44.2,45,"Hardy County, West Virginia",2.69,50.1,24.9,54.2,,3.9,47.7,9.3,53.7,7.9,65.8,,46.9,38.2,19.1,94.69001148,4.355625718,0.46641791,0.215269805,51.41582622,2.955003358
+449,192,206.7,506.6,42121,68714,13.9,160.0838257,"(40362.7, 42724.4]",42,40.5,43.5,"Harrison County, West Virginia",2.48,52.4,17.7,38.6,34.2,9.5,39.5,13.5,53,7.4,64,47.3,44,39.5,21.3,95.67378765,1.820342619,0.526102206,0.155076959,49.69820377,5.060383303
+182,78,194.2,475.8,41121,29237,16.7,0,"(40362.7, 42724.4]",42.6,41.2,44.1,"Jackson County, West Virginia",2.62,54.5,13.7,41.2,35.9,9.2,41.1,11.7,46.8,6.8,66.9,48.8,45.6,40.6,21.3,97.40224228,0.66311184,0.201668034,0.061525841,55.45062062,4.735242361
+245,101,178.2,423.7,66950,56482,10.2,0,"(61494.5, 125635]",39.7,39.9,39.3,"Jefferson County, West Virginia",2.65,53.3,14.1,24.5,55.3,6.2,32.1,18.2,60.3,8.4,73.3,58.6,53.8,29.2,14.6,88.24211251,6.96562466,1.622776832,0.56688521,54.09965078,4.995519713
+1285,539,205.4,508.7,43936,188332,16.8,191.1517958,"(42724.4, 45201]",42.8,40.9,44.3,"Kanawha County, West Virginia",2.28,47.9,20.4,33,,7.6,37.3,14.7,54.1,7,66,48.6,45.4,39.4,20.4,88.72214738,4.475812581,1.100738543,0.189222197,43.74346505,4.091266719
+124,50,218.4,553,40568,16448,20,0,"(40362.7, 42724.4]",43.3,42.2,44.7,"Lewis County, West Virginia",2.48,50.6,15.6,41.8,,9.8,49.7,9.3,47.1,7.2,56.4,39.4,35.5,46.8,26.9,97.8094195,0.535475234,0.261652671,0,49.87741342,4.374100719
+139,60,226.9,513.2,34295,21415,24.4,46.69624095,"(34218.1, 37413.8]",41.9,41.4,42.8,"Lincoln County, West Virginia",2.69,50.6,16.9,50.7,27.2,5.2,43.4,5.7,42.2,10.1,51.7,34.3,31.7,52.6,31.6,98.32560297,0.477736549,0.269016698,0,52.9271954,2.635983264
+245,113,240.1,523.9,36437,34707,20.2,28.81263146,"(34218.1, 37413.8]",42.6,41.5,44.1,"Logan County, West Virginia",2.5,53.1,15,45.9,,2.2,41.6,5.5,40.5,10.9,56.1,40.5,39.9,45.5,25.8,96.44574944,2.192393736,0.363534676,0.164988814,52.33924375,4.195713917
+137,70,234.8,457.1,24707,19835,34.9,0,"[22640, 34218.1]",44.1,41.5,46.5,"McDowell County, West Virginia",2.39,46,32.3,51.6,,3.1,43.9,3.2,27,13.3,39.7,24.3,23.4,58.5,37.7,89.35679262,9.157773291,0,0.572060379,44.26650367,3.860072376
+373,144,188.8,510.9,43729,56925,17.9,0,"(42724.4, 45201]",41.1,39.7,42.7,"Marion County, West Virginia",2.47,51,11.2,34.4,,5.4,40.9,14.5,,4.9,67.6,,48.5,35.7,18.3,93.95492164,3.62211657,0.515935904,0,49.46399182,5.113459745
+208,87,184.6,456.3,43356,31978,15.2,0,"(42724.4, 45201]",44.3,42.9,46.5,"Marshall County, West Virginia",2.36,57.7,8.5,45.9,,9.2,45.1,11.4,50.9,7,70.3,50.4,47.8,37.5,17,97.66625616,0.858990148,0.406403941,0.172413793,55.3172673,3.174132305
+168,78,209.5,463.4,35799,27037,20.6,1146.576913,"(34218.1, 37413.8]",43,42.3,44.1,"Mason County, West Virginia",2.44,51.6,23.1,42.5,,3.3,47.5,7.8,41.2,10.3,59.6,41.6,39,47.6,26.6,97.86584244,0.724877654,0.058873312,0.099348714,50.71046319,3.66910141
+418,184,210,493.8,35046,61164,20.5,81.74743313,"(34218.1, 37413.8]",42.3,40.6,43.7,"Mercer County, West Virginia",2.39,50.6,14,37.3,,6.1,37.9,12.5,46.6,5.1,56.4,,35.9,48.2,27.1,91.14249245,5.857071303,0.654376242,0.177731819,48.3713803,4.807972069
+170,76,198.4,456.6,40012,27451,16.1,0,"(37413.8, 40362.7]",43.2,42.1,44.4,"Mineral County, West Virginia",2.4,44.2,9.5,48.4,37.3,4.8,50.2,8.5,47,8.8,58.6,45.1,41.6,39.4,23.3,94.81534859,3.145379211,0.299045217,0.169338858,42.97381269,7.391231312
+163,76,240.8,507,29839,25292,28.1,0,"[22640, 34218.1]",41.7,40.4,42.7,"Mingo County, West Virginia",2.38,55.6,17.2,47.3,,0.6,41,5.4,38.1,14.1,51.6,35.6,34.1,50.9,31.3,96.08962246,1.415294435,0.408777139,0.327792989,52.14865363,2.796024928
+382,132,155.9,444.5,43835,104236,22.5,95.9361449,"(42724.4, 45201]",30,28.5,31.3,"Monongalia County, West Virginia",2.56,37.2,3.5,23.8,58.2,14.5,29.9,20.6,55.4,5.8,76.5,63.8,57.1,23.3,12.4,90.57717276,3.597002007,3.150450486,0.353110123,40.42122317,4.001671717
+86,39,190.7,434.6,36351,13506,19.3,0,"(34218.1, 37413.8]",46.6,45.4,48.3,"Monroe County, West Virginia",2.3,56.8,10.6,42,47,0.3,49.4,8.7,48,7.3,60.5,40.4,36.6,45.2,23.7,97.65619224,0.695009242,0,0,53.16042597,6.07651913
+105,52,209.7,425.4,44446,17524,13,0,"(42724.4, 45201]",46.1,45.8,46.6,"Morgan County, West Virginia",2.36,47.7,13.3,53.1,,7.6,41.2,11.1,49.3,12.3,63.7,,38.4,38.4,17.3,97.35622318,0.772532189,0.417739628,0,45.14153511,4.090035685
+160,72,199.8,455.5,36375,25594,19.6,0,"(34218.1, 37413.8]",43.4,42.3,44.7,"Nicholas County, West Virginia",2.39,57.9,14.7,44.2,,1.3,48,8.2,46.5,8.4,61.6,,42.2,44.1,23.5,99.32896259,0.034708831,0.208252989,0,55.74302401,3.346456693
+308,123,184.4,500.9,40195,43066,18.4,301.8622579,"(37413.8, 40362.7]",43.3,41.3,45.1,"Ohio County, West Virginia",2.24,45.2,8.9,26.7,,8.1,34.5,18.7,56,5.5,70.9,,47.9,36.2,16.8,93.13655843,4.152439444,0.850195935,0.288745789,42.92698827,3.257226644
+45,19,139.8,381.8,38204,7229,16.7,0,"(37413.8, 40362.7]",49.1,47.4,50.3,"Pendleton County, West Virginia",2.35,55.3,25.9,41.3,,3.6,46,7.3,45.4,4.9,59.8,41,31,45.3,24.1,95.9605512,2.728992164,0.040529587,0.108078898,54.86268174,7.611940299
+45,21,213.3,458.9,44801,7674,16.5,0,"(42724.4, 45201]",43.6,42,45.6,"Pleasants County, West Virginia",2.43,55,9,47.1,,4.3,50.1,7.3,45.6,8.2,71.6,53.8,51.8,36.8,17.7,97.14510215,0.275013096,0,0,56.79225717,2.966381015
+50,23,176.8,384.8,34341,8607,17.6,0,"(34218.1, 37413.8]",48.4,47.9,49,"Pocahontas County, West Virginia",2.24,56.4,10,54.9,27.1,8,47.4,10,50.7,5.7,60,40,37.8,44.9,23,96.75750259,1.483270093,0,0,53.27803051,4.256631709
+183,73,169.8,435.3,41420,33940,17.6,0,"(40362.7, 42724.4]",42.3,40.4,43.5,"Preston County, West Virginia",2.52,53.3,18,44.6,31.4,5.9,46.4,9,49.5,7,63.5,46.8,43.8,39.3,21.1,94.16427578,3.972315064,0.156762992,0.328314946,56.80724824,4.038301415
+328,114,171.5,497.2,59472,56848,10,211.0892204,"(54545.6, 61494.5]",41,40.4,41.6,"Putnam County, West Virginia",2.6,57.4,7.7,43.6,43,5.8,37.8,14.8,57.7,3.7,73.6,59.4,55.3,31.2,15.8,96.62520319,1.500106015,0.33924659,0.169623295,58.72299258,6.034482759
+482,206,198.2,469.6,40270,77510,17.7,12.90156109,"(37413.8, 40362.7]",41.6,40,43.4,"Raleigh County, West Virginia",2.4,51.3,11.9,41.1,,8.3,39.5,12,45.5,6.6,60.6,36.8,33.6,44.6,24,88.30214159,8.28099321,1.188641025,0.52488757,49.67065294,3.77850558
+161,68,168.6,405.2,37468,29126,20.8,0,"(37413.8, 40362.7]",43.2,41.7,45.1,"Randolph County, West Virginia",2.35,52.2,24.3,35.7,,7.6,46.3,10.6,48.7,6.7,59.6,43.1,40.5,43.3,23.4,96.90447812,1.924059254,0.17708156,0.08854078,51.97613076,4.231027535
+72,32,214.7,502,46383,9982,17.7,0,"(45201, 48021.6]",45.2,45.1,45.3,"Ritchie County, West Virginia",2.56,49.5,23.1,38,,0.3,47.9,6.3,44.8,10.6,57.4,38.9,37,46.9,24.3,98.234714,0.473372781,0,0.029585799,49.74632166,6.267539757
+89,41,204,449.2,33041,14435,23.1,0,"[22640, 34218.1]",44.2,43.2,45,"Roane County, West Virginia",2.48,53.9,26,45.8,,10,46.5,8.2,41.3,8.9,51.6,36,32.9,51.8,32.6,97.9365947,0.020497404,0.12981689,0.204974037,52.19686649,2.353331124
+76,36,170.4,377.1,32456,13239,25.8,0,"[22640, 34218.1]",46.3,46.9,46,"Summers County, West Virginia",2.22,53.5,20,46.2,,8.4,40.5,7.6,42.2,10,60.2,38.7,35.2,49.6,24.7,93.04489073,5.06497342,0.147666864,0.191966923,50.44770774,3.812668868
+87,39,172.2,400.9,40305,16912,16.8,0,"(37413.8, 40362.7]",43,41.6,44.5,"Taylor County, West Virginia",2.45,52.3,9.2,44.6,,5,43.6,11.7,48.9,9.5,63.7,45.9,43.9,42.6,20.6,97.26100018,0.948341874,0.960122519,0.035341933,52.0647653,6.801152738
+56,19,168.1,528.4,36466,6966,17.1,0,"(34218.1, 37413.8]",47.7,47,48.4,"Tucker County, West Virginia",2.26,60.5,7,50.6,,0,52.7,7.1,51.7,7.6,68,,46.1,39.3,17.9,98.16408491,0.229489386,0.602409639,0,56.87707641,3.868613139
+61,27,199.1,468.3,41019,8975,15.8,0,"(40362.7, 42724.4]",46.2,45.6,46.9,"Tyler County, West Virginia",2.48,53.5,19,44.1,,6.3,49.2,7.2,44.1,10.9,62.3,41.7,38.9,43,19.8,98.73796081,0.166057788,0,0.022141038,52.40597345,1.988950276
+142,60,189.5,453.7,38387,24758,19.7,0,"(37413.8, 40362.7]",41.8,41.2,42.5,"Upshur County, West Virginia",2.57,51.5,9.1,39.1,,6.1,48.4,9.3,48.2,8,59.7,45,41.3,40.2,23.3,97.41449511,1.099348534,0.236156352,0.052931596,53.55768173,5.300938708
+236,102,183.8,433.2,37242,40971,20,24.40750775,"(34218.1, 37413.8]",42.5,41.3,43.5,"Wayne County, West Virginia",2.47,48.9,13.4,43.3,,3.2,40.9,7.5,43.3,9.9,54.6,39.7,37,45.6,27.1,97.9300706,0.361454493,0.132533314,0.214462999,47.52860823,4.112005292
+65,33,259.5,511.9,29331,8755,26.1,114.2204455,"[22640, 34218.1]",46.3,45.5,46.6,"Webster County, West Virginia",2.28,54.1,10.4,54.6,32.3,2.8,43,5.3,40.2,14.8,45.1,31.2,28.2,53.3,35.4,97.98364512,0.123221687,0.369665061,0,48.72652431,4.203539823
+120,50,202.6,514.6,40013,15816,18.5,0,"(37413.8, 40362.7]",46,44.6,47.2,"Wetzel County, West Virginia",2.46,51.4,19.8,52.5,,3.2,48.7,6,41.7,8.1,63.5,42.7,39.7,44.6,21.3,98.44030451,0.117596088,0.470384354,0,51.70881226,6.161137441
+35,14,185.8,455.3,38600,5880,20.3,0,"(37413.8, 40362.7]",45,45.4,44,"Wirt County, West Virginia",2.4,52.2,21.1,31.6,,2.3,47.6,7.8,47.9,8.4,61.6,46.7,44,41.4,23.5,97.41482623,0.838897449,0,0.119842493,51.76954733,5.968928863
+554,217,185.5,488.8,41932,86452,17.2,173.5066858,"(40362.7, 42724.4]",42.5,41.1,44,"Wood County, West Virginia",2.37,51.1,15.8,36.5,,4.2,38.1,12.2,52.4,8.6,63,,42.2,42,22.7,96.18988205,1.059393015,0.607678,0.251851338,47.88351017,6.23870268
+134,69,235.4,447.8,34419,22151,22.8,0,"(34218.1, 37413.8]",42.8,41.5,44.2,"Wyoming County, West Virginia",2.48,55.7,23.3,33.7,,3.6,46,4.5,34.6,10.1,54.6,38.3,36.7,49.9,28.7,97.72588122,0.782821657,0,0.126825855,54.03848244,6.018614271
+164,73,206,467.9,42063,20148,17.8,0,"(40362.7, 42724.4]",51.4,49.7,53.3,"Adams County, Wisconsin",2.47,50.9,21.5,44.6,,3.3,43.7,8.5,42.2,10.1,63.9,38.9,34.1,50.8,22.6,93.18859713,3.051195541,0.391178915,0.718791257,54.12278449,3.861129137
+90,45,217.5,451.5,41294,15843,14.9,0,"(40362.7, 42724.4]",42.2,40.8,42.8,"Ashland County, Wisconsin",2.29,45.9,8.9,31.3,,6,35,14.6,58.2,7.9,62.7,46.2,39.4,42.5,23.9,84.96217095,0.525229788,0.518977052,0.175076596,42.79547484,6.460336538
+254,112,168.4,412.1,46375,45563,13.7,1097.381647,"(45201, 48021.6]",43.9,42,45.6,"Barron County, Wisconsin",2.35,55.8,15.6,44.4,,3.3,39.8,10.6,60,6,68.4,50.9,43.2,39.2,19,95.66169067,1.267346671,0.474981395,0.709188811,52.64644351,5.884312202
+88,42,171.7,369.9,44395,14977,13.6,0,"(42724.4, 45201]",50.8,50.5,51.1,"Bayfield County, Wisconsin",2.16,58.5,14.2,28.8,,4.5,30.2,18.9,54.1,7.2,65.9,,37.2,44.1,21,86.37873754,0.664451827,0.445182724,0.252491694,52.79664691,5.547054323
+1214,406,158.6,479.1,54141,258718,12,1213.676667,"(51046.4, 54545.6]",36.8,35.7,37.9,"Brown County, Wisconsin",2.46,51.4,16.8,28.7,,9,31.3,20,65.4,6.1,72.5,60,54.6,30,17.2,86.45045286,2.359873899,3.026496072,2.879666453,49.80425278,5.921762149
+71,33,166.4,385.7,50998,13192,10.5,151.6070346,"(48021.6, 51046.4]",45,45.1,44.9,"Buffalo County, Wisconsin",2.29,59,14.5,39,,5.5,42.5,12.4,64.7,3.7,73.4,56.7,49.3,34.5,16,97.49230423,0.473008484,0.090096854,0.848412043,54.08074857,7.17472119
+103,50,190.1,399.2,41810,15159,16.5,0,"(40362.7, 42724.4]",50.9,50.6,51.4,"Burnett County, Wisconsin",2.08,59,14.7,34.9,,6.8,40,11.9,50.3,7.5,64.2,,34.3,48.2,23.7,91.5416721,0.482587714,0.410851702,0.254336768,51.08041575,4.96054115
+238,79,157.9,474.1,68430,49762,5.9,0,"(61494.5, 125635]",39,38.4,39.8,"Calumet County, Wisconsin",2.66,62,14.6,27.9,,11.9,33.8,20.6,69.4,3.1,84.1,72.2,66.3,22.4,10.6,94.67772455,0.779016869,2.411530255,0.696485366,62.98229565,4.330985915
+356,123,160.1,482.4,52485,63531,10.7,487.9507642,"(51046.4, 54545.6]",40.6,39.1,42,"Chippewa County, Wisconsin",2.44,55.6,14.2,36.1,42.6,7,38.5,13.5,61.8,5.1,73.4,56.9,50.8,33.9,15.7,95.12569413,1.358983689,1.202360423,0.229397712,55.24062236,5.497771174
+184,70,157.6,455.2,45316,34445,16,0,"(45201, 48021.6]",37.1,36.4,38.4,"Clark County, Wisconsin",2.65,58.2,37.3,35.4,,2.7,43.3,8.4,61.2,4.8,56.6,41.9,34.1,34,17.6,97.12034301,0.402688452,0.446144041,0.625760473,57.41970774,9.86429301
+323,123,176.6,476.1,59020,56743,8.8,0,"(54545.6, 61494.5]",42,41.3,42.7,"Columbia County, Wisconsin",2.44,54.9,18.5,39.2,,8.1,34.9,15.8,65,5.8,78.2,61.6,55.8,29.4,12.9,95.67367993,1.513947038,0.531736358,0.374511986,54.30466505,4.654466449
+109,43,176.4,466.4,43562,16391,14.7,122.0181807,"(42724.4, 45201]",45.9,44.2,47.1,"Crawford County, Wisconsin",2.38,52.3,8.9,48.5,,4.9,42.7,10.1,55.6,6.5,67.4,49,43.9,41,20.3,96.23248195,1.789722745,0.370078262,0.145604562,51.27585686,5.300353357
+2015,707,153.8,430.7,61937,523643,13.4,129.8594653,"(61494.5, 125635]",34.6,33.7,35.6,"Dane County, Wisconsin",2.35,47.5,6.3,21.9,,21.4,19,28.3,69.5,4.9,82.5,,62.8,22.6,10.2,84.4213423,5.199353976,5.404960427,1.885542476,45.26843317,4.458527742
+463,201,178.9,437.3,54359,88502,9.9,0,"(51046.4, 54545.6]",42,40.4,43.7,"Dodge County, Wisconsin",2.51,51.1,15,45.6,,6.2,40.2,11.5,60.1,6,77.7,57.6,51.7,30.3,13.9,93.82361909,2.096061978,0.603069556,0.927191209,53.53820299,4.49736915
+208,77,158.7,449.3,49717,27554,11,1778.326196,"(48021.6, 51046.4]",51.7,50.2,53.2,"Door County, Wisconsin",2.11,62.6,20.8,31,,11.1,32.9,19.7,55.6,6.2,75.8,,42.4,39.5,15.5,96.61750388,0.540910894,0.479607659,0.393061916,56.50832819,4.481380181
+187,104,192.8,354.7,46475,43601,13.9,0,"(45201, 48021.6]",40.6,39.8,41.3,"Douglas County, Wisconsin",2.28,47.6,10.9,26.9,54.7,7.5,33.2,15.4,59.9,7,66.5,51.4,47.1,37.9,20.6,92.94732756,1.102764903,1.137012261,0.264846229,44.24412034,6.150455775
+177,72,155.6,396.1,52224,44497,13.9,0,"(51046.4, 54545.6]",34.1,33.4,35,"Dunn County, Wisconsin",2.48,47.6,4.5,25.4,,5.5,34.6,16.2,62,6.1,72.4,57.5,50.2,32.3,16.8,94.42242804,0.597839625,2.096967776,0.23551258,51.38981814,5.116736739
+454,177,163.4,440.9,48102,102105,14.4,675.7749376,"(48021.6, 51046.4]",33.8,33,34.7,"Eau Claire County, Wisconsin",2.43,46.4,6.9,26.6,,8.3,26.9,19.9,65.3,5.8,74.8,60.1,54.2,29.4,14.6,92.75184882,0.737551959,3.447833256,0.233015077,46.89544532,4.346348463
+23,13,171.9,308.2,44562,4464,12.8,0,"(42724.4, 45201]",51.1,50.8,51.3,"Florence County, Wisconsin",2.32,59.9,23.9,15.7,,0,39.2,12,51.1,7.2,68.9,48.1,38.9,41.8,17.6,98.45844504,0.201072386,0.067024129,0,57.93067227,3.462050599
+579,206,159.4,477,52149,101973,9.9,235.3564179,"(51046.4, 54545.6]",41,40.1,41.8,"Fond du Lac County, Wisconsin",2.4,54.8,10.6,33.8,,6.2,38.5,14.8,64.6,5.3,77.1,60.3,54.8,30.6,14.4,93.58516484,1.164638933,1.315737834,1.864207221,53.51968638,4.541733098
+68,25,166.4,490.6,41418,9057,17,4306.06161,"(40362.7, 42724.4]",45.3,44.4,46.4,"Forest County, Wisconsin",2.33,52.8,18.9,42.2,,4.4,40.7,8.8,47.6,10.1,59.8,40.1,35.1,43.9,20.4,82.26229508,0.491803279,0.153005464,0,51.39107612,7.250418293
+257,108,166.9,428.2,46972,52250,15,0,"(45201, 48021.6]",36.1,33.2,39.7,"Grant County, Wisconsin",2.44,48.6,8.4,23.8,63,4.7,38.7,13.1,62.2,4.6,74.8,58.4,50.5,30.4,13.9,96.73716716,1.303190973,0.736079551,0.273844899,51.66349565,5.174434328
+187,74,158.4,420,53328,37186,8.7,0,"(51046.4, 54545.6]",42.2,41.3,43.2,"Green County, Wisconsin",2.47,56.7,10.5,40.9,36.1,12.4,39,14.8,67.6,3.5,78.2,,53.9,30.2,13.8,97.19792679,0.296944174,0.639779721,0.410322859,55.2736352,5.46031746
+89,32,152.3,447.2,61802,17110,8.2,0,"(61494.5, 125635]",458.4,36.3,40.7,"Seward County, Nebraska",2.46,58.1,4.3,22.7,,6.2,29.5,18,63.4,3.5,83.4,67.6,55,24.3,9,96.47605601,0.352982704,0.482409695,1.194258148,60.49149338,9.675645959
+29,15,169.9,356.1,40351,5220,16,191.5708812,"(37413.8, 40362.7]",46.1,45.2,47.8,"Sheridan County, Nebraska",2.29,56.5,30.1,26.2,,5.4,31.1,17.2,61.2,1.4,64.9,,28.1,38.3,17.8,84.54854552,0.434454099,0.547789951,0.491122025,52.45683931,5.360824742
+20,10,187.4,400.6,43883,3091,12.1,0,"(42724.4, 45201]",49.5,47.7,50.5,"Sherman County, Nebraska",2.21,61,11.9,14.8,59.1,14.2,42.3,10,62.2,3.1,75.6,55.9,44.3,35.3,14.8,97.90794979,1.223044738,0.193112327,0.418410042,53.95787945,7.992565056
+16,10,138.2,221.5,55955,5937,9.2,0,"(54545.6, 61494.5]",38.8,36.8,41.4,"Stanton County, Nebraska",2.61,62.7,12.4,29.1,,5.3,35,14.2,68.3,2.6,76.1,60.8,48.8,28,12.4,97.18796251,0.559118566,0.263114619,0.345337938,61.73052088,5.678233438
+40,13,120.2,432.5,49517,5163,10.7,0,"(48021.6, 51046.4]",48.9,47.6,50.9,"Thayer County, Nebraska",2.15,67,21.5,22.7,,9.2,37,14.8,,1.7,74,54.6,39.3,36.1,16.8,97.10536472,0.057892706,0,0,59.54720205,6.35451505
+30,14,215,453.6,41344,7064,34,0,"(40362.7, 42724.4]",28.6,27.5,30.3,"Thurston County, Nebraska",3.3,40.9,30.2,32.9,,3,35.5,9.2,,14.4,39.9,31.5,26.1,39.1,28.4,41.41952203,0.100777426,0.56147423,0.388712928,41.69865643,8.467741935
+24,12,156.3,350.1,44726,4154,12.3,0,"(42724.4, 45201]",46,44.2,46.6,"Valley County, Nebraska",2.21,64.2,17.2,34.4,,3.1,42.6,14.5,67,1.4,70.5,,35.6,38.3,16.9,98.30747532,0.070521862,0,0.023507287,56.87928308,5.01285347
+104,39,159.2,431.4,69191,20248,7.4,0,"(61494.5, 125635]",41.2,40.1,42.4,"Washington County, Nebraska",2.48,63.5,13,24.9,,11.2,31.1,22.6,68,1.4,82.4,68.2,58.2,22.9,8.3,97.27995261,0.676309424,0.098731303,0.306067039,62.95743092,5.725611099
+39,15,142.1,392,53290,9367,13.6,0,"(51046.4, 54545.6]",30.1,27.2,32.2,"Wayne County, Nebraska",2.33,53.9,3.6,17.7,,2.4,20.5,25.8,66.8,3,82.7,66.6,57.2,22.2,9.1,95.25729443,3.342175066,0.021220159,0.732095491,58.74285714,5.981533521
+31,12,162.7,495.5,40979,3625,12.7,0,"(40362.7, 42724.4]",47.5,45.5,49,"Webster County, Nebraska",2.31,57.2,28,31.1,,3.5,36.1,12.9,56.7,4.7,69.1,50.4,38.5,38.3,17.7,95.53692183,0.054097917,1.379496889,0.513930214,54.25257732,3.524229075
+72,33,164.7,389.2,51335,13806,10.6,0,"(51046.4, 54545.6]",41.3,38.2,43.6,"York County, Nebraska",2.31,56.5,13.6,25.8,55.3,5.3,32.6,19,65.5,2,77.4,58.2,44.1,28.9,11.6,95.60940326,0.933092224,0.224231465,0.701627486,55.1213419,6.993486459
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+1962.667684,3120,167.7,453.5494221,51241,2114801,15.6,405.2390745,"(51046.4, 54545.6]",36.4,35.9,37,"Clark County, Nevada",2.78,44.6,20.2,35.5,,4.9,28.8,15.1,57.7,10.8,62.9,51.7,45.4,27.3,16,63.75048389,10.83685568,9.169756707,10.14589511,43.81306543,5.125073246
+1962.667684,108,145.2,453.5494221,60322,47710,10.3,0,"(54545.6, 61494.5]",49.4,48.7,50,"Douglas County, Nevada",2.37,58.9,17.3,38.6,,5,24.7,16.4,51.5,8.5,70.7,48.9,39.6,35.8,12.9,89.15127277,0.554391756,1.305571426,3.49986246,56.13529501,5.193753615
+1962.667684,55,143.2,453.5494221,72648,51935,10.8,0,"(61494.5, 125635]",33.5,32.9,34.1,"Elko County, Nevada",2.87,56.6,19,33.7,42.3,5.1,26.8,12.3,67,5.5,73,63.9,60.9,18.5,10,88.13661223,1.289709476,0.927039293,2.561964237,57.82097649,6.700733537
+1962.667684,4,262.1,453.5494221,47180,829,14,0,"(45201, 48021.6]",46.5,43,47.5,"Esmeralda County, Nevada",2.35,44.3,1.2,62.7,36.1,0,43.2,12.6,46,11.9,56.5,38.8,34.9,37.1,16.5,87.37949167,0,0,7.975460123,40.57971014,4.326923077
+1962.667684,4,178.7,453.5494221,70535,2016,9.8,0,"(61494.5, 125635]",43.9,44.9,42.6,"Eureka County, Nevada",2.17,64.7,48.1,19.2,32.7,0,35.8,14.2,64,4.7,76.4,63.3,52.6,18.6,2.6,95.80587178,0.119832235,0,1.437986818,56.06258149,2.412868633
+1962.667684,27,191.5,453.5494221,67423,17019,10.7,0,"(61494.5, 125635]",35.3,34.9,35.4,"Humboldt County, Nevada",2.74,51.6,31.9,40.2,,4.7,37.4,8.8,64.5,7.8,69.4,59.2,53.9,20.6,11.6,87.06275268,0.451163063,0.31640007,4.371008379,51.35794438,5.517423442
+1962.667684,7,123.8,453.5494221,74347,5903,11,0,"(61494.5, 125635]",37.2,36.4,37.6,"Lander County, Nevada",2.79,54.3,24.3,51.6,,3.3,37.5,4.7,59.8,12,69.1,57.3,53.7,24.4,11.3,88.44601413,0.134544231,0.807265388,2.371342079,56.90633869,11.63179916
+1962.667684,9,127.4,453.5494221,45629,5036,15.1,0,"(45201, 48021.6]",37.4,37.3,38.1,"Lincoln County, Nevada",2.55,56.8,30.1,38.4,30.7,0.8,32.1,15.9,41,11.8,64.1,51.8,48.5,31.5,15.5,90.64304967,2.9264536,0.077011937,0.904890258,59.21402018,4.519774011
+1962.667684,124,195.7,453.5494221,48576,52585,13.7,0,"(48021.6, 51046.4]",43.2,43.1,43.4,"Lyon County, Nevada",2.63,51.1,30.2,36.7,,0.2,30.2,11.1,48.6,13.6,61.1,44.5,38.6,37.5,19.1,85.73668622,0.936949494,1.306696092,5.42617651,51.96681008,4.62962963
+1962.667684,20,254.3,453.5494221,40714,4478,19,0,"(40362.7, 42724.4]",48.7,48,49.2,"Mineral County, Nevada",0.0225,41.8,6.1,42.3,51.6,0,31.2,6.8,48.1,15.4,58.1,39.6,36.4,43.2,21.6,66.68856767,1.314060447,4.095488392,4.358300482,34.42211055,9.518477044
+1962.667684,154,213.5,453.5494221,42881,42477,16.8,0,"(42724.4, 45201]",50.8,50.8,50.8,"Nye County, Nevada",0.0242,54.4,32.3,41.2,,3.3,35.6,9.2,39.7,13.4,53.1,34.6,30.2,48.2,25,85.66334311,2.564222874,1.431085044,5.158944282,52.18339358,6.302577113
+1962.667684,9,121.8,453.5494221,52001,6634,18.5,0,"(51046.4, 54545.6]",41.3,39.5,44.1,"Pershing County, Nevada",2.29,44.8,38,28.9,,0,35.4,7.5,36.9,9.5,59.9,43.8,38.1,34.7,19.1,86.35822672,4.819994049,0.163641773,2.915798869,51.4162266,14.62113127
+1962.667684,7,132.6,453.5494221,55291,3987,8.4,0,"(54545.6, 61494.5]",54.7,54,55.6,"Storey County, Nevada",2.2,53.5,16.9,43.5,,13.7,29.5,14.1,50.4,10.3,68.5,48,40.6,34.1,13.2,94.24790023,0.432680071,1.450750827,0.203614151,52.23542728,1.17820324
+1962.667684,727,166,453.5494221,52862,446903,15.4,170.0592746,"(51046.4, 54545.6]",37.6,36.8,38.4,"Washoe County, Nevada",2.58,47,15.9,28.7,,7.8,24,18.2,59.6,9.1,65.4,,45.7,28.1,15.6,80.45763518,2.406331677,5.309883017,5.805723428,45.20183955,5.642578635
+1962.667684,23,188.4,453.5494221,57243,9811,13.7,0,"(54545.6, 61494.5]",39.4,38.4,40.3,"White Pine County, Nevada",2.71,44.8,23.9,47.1,,4.3,34.5,8.8,43.8,10.6,67.6,51.7,48.4,31.9,13.7,86.56506918,4.170844195,0.741929015,0.922398235,53.24756825,5.470459519
+1962.667684,145,193.5,453.5494221,45639,54521,19.3,36.68311293,"(45201, 48021.6]",42.6,41.2,44.4,"Carson City, Nevada",2.43,45.1,17.4,33.7,,5.1,28.6,12.8,52.9,11.3,61.3,45.9,41.5,35.6,18.7,82.83653317,0.965456481,2.988142873,7.250100951,42.93785311,4.262413265
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+360,133,168.8,481.8,57556,47285,10.7,0,"(54545.6, 61494.5]",50.3,49.3,51,"Carroll County, New Hampshire",2.22,59.4,14.8,44.4,37.5,3.4,31.4,20,56.6,5.8,70,47.9,40.2,36.4,13.4,97.39650201,0.359901501,0.599835834,0.027360933,54.68263699,7.381867511
+452,156,162.8,489.4,56008,75909,11.8,13.17366847,"(54545.6, 61494.5]",42,41.4,42.5,"Cheshire County, New Hampshire",2.34,48.4,6.1,24.1,60.9,9,33.8,19.4,62.2,6.1,75,60.3,55,28.7,12.7,95.68755724,0.730079812,1.17493131,0.392516028,48.86415562,4.687933426
+223,93,181.6,459.2,42491,31212,14.9,32.03895937,"(40362.7, 42724.4]",48.1,46.7,49.5,"Coos County, New Hampshire",2.13,51.5,13.2,43.9,,7.6,39.1,11.7,54.2,6.9,61.8,43.2,38.6,43.5,22.5,95.54753687,1.735174145,0.429871352,0.335738939,48.23214537,5.975049245
+487,178,155,435.5,56353,89320,11.6,78.36990596,"(54545.6, 61494.5]",41.9,40.5,43.1,"Grafton County, New Hampshire",2.35,48.5,6.6,25.6,,10.9,28.6,20.2,59.7,5,72.3,57.3,51,29.4,14,93.24050548,0.871940095,3.210172261,0.146629207,49.5875553,6.078496198
+2075,694,163.2,482.2,71233,406678,8.7,105.7347582,"(61494.5, 125635]",40.1,39.2,41.1,"Hillsborough County, New Hampshire",2.55,51.4,12.9,31.8,40.4,14.9,27.2,23,66.1,5.9,76.7,64.4,59,25.2,12.7,90.78351965,2.388531878,3.608418405,0.934223164,51.98701098,5.055576216
+879,309,173.1,507.6,62429,147994,9.5,378.3937187,"(61494.5, 125635]",42.6,41.4,43.7,"Merrimack County, New Hampshire",2.49,51.5,10.9,29.9,49.9,9.3,28.4,21.5,62.9,5.2,76.3,61.5,56.3,28.3,13.1,94.9824123,1.181567546,1.635180834,0.407437085,53.12759016,3.901815696
+1758,570,172.2,518.8,79653,301777,6.1,72.90151337,"(61494.5, 125635]",43.5,42.6,44.3,"Rockingham County, New Hampshire",2.51,56.8,13.5,30.9,,16.9,26.9,24.6,68,5.6,82.7,,62.1,22.3,9,95.2281894,0.748145522,1.856484485,0.490291165,57.13535713,4.370734571
+643,227,177.6,502.6,58577,126825,11.8,94.61856889,"(54545.6, 61494.5]",37.2,36.1,38.3,"Strafford County, New Hampshire",2.48,46.8,6.1,23.5,,7.9,28,21.1,64.3,6.5,74.8,61,54.5,26.2,12.4,93.39362832,0.957907929,2.885697636,0.395935277,49.94167427,3.681800261
+273,102,171.9,475.7,57142,42967,10.4,0,"(54545.6, 61494.5]",45.1,44.4,46.3,"Sullivan County, New Hampshire",2.44,50.9,17.4,44,,6.6,37,16.4,60.6,5.8,69.6,53.7,48.8,33.3,15.6,96.40431204,0.519299872,0.883273444,0.442795873,49.85074627,3.657874742
+1624,584,179.5,505.5,54208,274219,15.1,43.76064386,"(51046.4, 54545.6]",40.6,38.9,42,"Atlantic County, New Jersey",2.64,45.1,12.3,32.4,45.8,9.4,32.9,17,58,12.5,66.9,49.9,45.3,33.4,17.7,67.14492185,15.56381093,8.286488292,5.106835745,44.80543715,4.69661296
+5164,1722,147.3,468.1,84309,938506,7.6,330.3122196,"(61494.5, 125635]",41.5,40,42.9,"Bergen County, New Jersey",2.73,54.2,10.1,25,47.3,17.6,24.3,29.5,61.4,6.5,75.5,64.3,57.8,23.3,11.8,70.42738549,5.833882094,15.62164671,5.683611672,56.4163314,4.077070131
+2768,914,171.6,531.8,80479,450226,7.2,446.4424533,"(61494.5, 125635]",41,39.2,42.6,"Burlington County, New Jersey",2.66,50.8,11.3,34.5,41.1,13,29.5,23.3,61,8.5,81.4,65.2,58.6,25.7,10.6,72.79982954,16.12030469,4.655137208,2.602118272,53.74561974,4.910516481
+2963,1039,182.8,530.9,61685,510923,13,972.7493184,"(61494.5, 125635]",38.3,36.6,40.1,"Camden County, New Jersey",2.71,44.7,13.1,33.2,,11.6,31.3,19.4,59.6,10.2,68.3,55.7,51.4,31.9,18.6,63.28325501,19.40984144,5.58595932,8.484212829,45.97396038,5.434939238
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+3553,1272,161.8,450.6,54603,797434,16.7,137.9424504,"(54545.6, 61494.5]",36.9,35.4,38.4,"Essex County, New Jersey",2.77,39.1,13.7,29,,11.1,28.7,19.8,57.7,13,59.9,50.2,46.3,31.7,21.1,41.9237275,39.89456916,4.912652585,10.20503809,39.00426129,5.084469955
+1691,602,193.5,544.2,78983,291479,8.2,106.3541456,"(61494.5, 125635]",39.6,38.2,40.8,"Gloucester County, New Jersey",2.74,51.7,10.6,30.4,48,10.9,34.3,19.9,61.3,9.2,78,64.6,60.1,26.2,12.8,81.98850836,10.11546755,2.995886985,2.231500045,55.37173438,4.878014043
+2353,876,152.6,399.5,57720,674836,17.7,1.481841514,"(54545.6, 61494.5]",34.7,33.8,35.6,"Hudson County, New Jersey",2.63,41.5,12.8,25,,19.1,26.1,23.8,62.7,9.3,56.5,48.8,44.6,29.6,21.3,55.6263856,12.74804978,14.6299759,13.56028125,38.47522277,5.344239425
+731,210,145.1,496.3,103876,125488,4.7,47.81333673,"(61494.5, 125635]",45,43.5,46.1,"Hunterdon County, New Jersey",2.6,57.7,16.6,29.8,,15.1,22.7,29.3,64,5.9,87.5,73.3,67.5,20.5,7.1,91.06217822,2.581386139,3.628514851,1.268910891,62.07381821,4.22223833
+1997,648,160.3,504.7,73750,371398,11.8,96.93105509,"(61494.5, 125635]",38.4,36.9,39.9,"Mercer County, New Jersey",2.69,47.2,12.1,25,50.9,12,25.6,20.7,59.5,9.4,73.1,60.6,55.9,27.4,14.5,62.9261072,20.1471049,10.07800936,4.855326137,49.8130927,4.725836381
+3980,1357,156.7,466.7,77330,840900,8.3,89.19015341,"(61494.5, 125635]",37.7,36.6,38.9,"Middlesex County, New Jersey",2.85,51.6,9,22.1,54.8,14.1,26.3,24.5,60.4,7.5,74.6,64.2,59.8,23,12.1,61.04600747,9.84306877,23.23810671,3.426592798,55.65982883,5.074989438
+3887,1269,168.6,529.6,87220,628715,8.2,146.3302132,"(61494.5, 125635]",42.3,40.9,43.6,"Monmouth County, New Jersey",2.67,53.2,10.9,26.8,44.8,17.4,25.6,26.1,60.8,7.9,78.8,64.2,58.1,24.2,10.7,82.60289104,7.286251262,5.283819544,2.606228693,55.28066751,4.571872443
+2795,884,150.3,488.5,100511,499509,5,122.1199218,"(61494.5, 125635]",42,40.8,43.3,"Morris County, New Jersey",2.72,56.7,12.2,25.9,,20.6,22.5,29.8,64.7,6.3,84,,65.8,19.8,7.5,81.55751196,3.206795774,9.716334265,3.356737964,59.86962292,3.635690867
+4355,1607,174.2,524.9,62937,588721,11.9,62.84810632,"(61494.5, 125635]",42.8,40.4,45.1,"Ocean County, New Jersey",2.59,53.6,13,29.3,,12.4,36.1,18,53.6,8.8,70.9,51.5,46.3,38.5,19,91.84420259,3.09760905,1.872996829,1.492844288,53.40548509,6.13243835
+2305,827,159.1,448.4,58030,510916,18.2,60.67533606,"(54545.6, 61494.5]",36.5,35.1,37.9,"Passaic County, New Jersey",3.09,44.3,13.1,32.8,,10.3,34.8,17.1,57.8,8.6,55.8,47.2,43.6,35.3,25,64.2678703,12.60387648,5.298143719,13.241616,48.72735839,4.533343875
+415,164,194.8,516.6,56645,64180,13.1,62.32471175,"(54545.6, 61494.5]",41.8,40.2,42.8,"Salem County, New Jersey",2.61,48.7,15.6,36.5,,9.1,38.6,14.3,55.8,10.6,69.1,54.3,50.4,35.2,18.7,80.25184275,14.02487715,0.97972973,2.315724816,49.59953998,5.98109071
+1673,549,153.3,471,100194,333654,5,329.6828451,"(61494.5, 125635]",40.8,39.6,42,"Somerset County, New Jersey",2.81,56.6,13.5,27.4,,18.7,21.9,29.2,65,6,82.2,71.1,65.8,19.2,8.6,68.24146108,9.095473739,16.07119091,4.459111203,60.66311488,4.842990108
+822,281,176.4,493.1,82048,143673,6.2,132.2447502,"(61494.5, 125635]",43.4,42.5,44.2,"Sussex County, New Jersey",2.67,55.9,12.2,28,,13,31,23.2,64,8.2,80.9,68.4,63.4,22.2,9.8,93.33721647,2.111971493,1.848831632,1.045706846,59.78569177,4.625184917
+2663,909,155.6,463,68172,555786,11.1,25.18955137,"(61494.5, 125635]",38.1,36.5,39.5,"Union County, New Jersey",2.91,46.5,15.3,29.8,,13,29.7,19.7,62,9.8,65.9,56.1,51.1,27.5,17.1,57.86687417,21.30720336,4.822467307,13.51850772,49.27138445,5.746896424
+623,227,175.1,485.9,71294,106869,8.3,28.0717514,"(61494.5, 125635]",42.6,41.4,43.7,"Warren County, New Jersey",2.52,54.5,14.6,27,45.2,13.2,34,19.7,61.3,9,76.9,62.9,58.3,26.3,12.4,89.1518848,4.11560629,2.70829836,2.343647996,54.94516044,4.839230894
+2820,1031,147.1,404.1,47192,676685,18.7,294.0807022,"(45201, 48021.6]",36.5,35.2,37.9,"Bernalillo County, New Mexico",2.52,43.7,18.9,25.7,48.3,7.2,23.8,17.9,57.5,8.4,58.5,46,39.2,37.7,24.1,71.84702564,2.966719737,2.320819416,14.06276198,41.35260379,5.264795797
+28,10,164.7,375.5,33256,3456,22.2,0,"[22640, 34218.1]",57.1,55.5,58.7,"Catron County, New Mexico",2.44,49.4,0,24.1,,12,36.3,14.8,33.6,4.6,62.3,37.6,30.7,44.3,13.1,96.42757466,0.669829752,0.334914876,0.418643595,53.13626532,0.689655172
+272,123,164.5,375.8,38403,65764,23.4,0,"(37413.8, 40362.7]",34.8,32.9,36.7,"Chaves County, New Mexico",2.72,48.1,23.1,28.7,,1.7,27,11.9,52.9,7.6,49.6,36.6,32.2,44.9,29.4,79.57636261,1.747428241,0.791660969,13.69679841,48.11288532,8.496374333
+109,42,146.5,375.5,35081,27329,28.8,0,"(34218.1, 37413.8]",36.2,35.2,37.8,"Cibola County, New Mexico",2.98,38.1,27.3,34.1,,2.5,36.5,8.4,44.9,15.3,40.4,28.5,26.7,50.4,35.7,43.37886203,1.015265503,0.624497845,11.0474034,39.63436072,6.744769874
+76,30,139.9,377.4,37156,12414,20.5,0,"(34218.1, 37413.8]",47.6,46.9,48.4,"Colfax County, New Mexico",2.26,48.3,25.5,31.3,,2.5,33.9,14.9,45.8,9.5,57.1,34.7,27.6,50,26.1,85.49665307,0.415480495,1.123336155,9.332922982,44.21204472,5.741042345
+153,66,143.8,336.5,42620,50398,19.2,0,"(40362.7, 42724.4]",30.7,29.3,32.9,"Curry County, New Mexico",2.72,48.7,15.8,34.4,,4.3,25.2,12.6,54,9.1,56.9,41.1,27.4,38.7,24.1,69.66552468,6.350872329,1.542665901,17.74362833,48.77216166,7.197033541
+14,8,243.6,467.1,33789,1828,20.6,0,"[22640, 34218.1]",47.3,51.2,45.9,"De Baca County, New Mexico",3.84,27.6,59.1,8.6,,0,42.9,6.8,36.9,5.2,53.4,37.3,29.2,49.3,30.4,80.04950495,0,0.148514851,15.0990099,41.92307692,0
+799,319,150.8,381,38974,214295,27.9,111.9951469,"(37413.8, 40362.7]",32.4,31.1,34,"Doña Ana County, New Mexico",2.8,46.2,14,21.3,,4.8,22,16.2,54,11.5,49.6,37.3,32,43.5,29.9,89.05792123,1.73020569,1.088505957,4.908792642,48.15681763,5.880465757
+239,107,170.8,391.3,57007,57578,14.1,0,"(54545.6, 61494.5]",36.5,35.3,37.7,"Eddy County, New Mexico",2.66,50.3,23.4,35.6,38.9,2.2,34,10.7,60.1,5.8,62.3,49.5,44.6,34.9,21.3,89.60119336,1.324562822,0.517603925,5.422260563,49.8110282,9.558702453
+166,76,159.4,366.5,38221,28609,19.1,454.4024608,"(37413.8, 40362.7]",46.5,44.6,48.1,"Grant County, New Mexico",2.37,45.8,20.4,30.5,46.6,2.5,26.9,12.8,,9.7,57,,32,52.6,30.3,89.08959786,0.631889831,0.19574848,5.910230434,43.28457447,5.998550199
+21,8,142.8,361.2,29147,4371,25.8,0,"[22640, 34218.1]",41.6,40.9,41.9,"Guadalupe County, New Mexico",3.28,33.7,16.8,37.7,,3.2,40.2,7.8,35,1.2,60.6,38.7,34.5,50.5,20.2,84.15819708,1.568714096,0.022094565,8.837825895,41.44295302,3.558718861
+22,11,166.3,357,34304,4423,24.5,678.2726656,"(34218.1, 37413.8]",41.8,40.6,42.4,"Hidalgo County, New Mexico",2.47,46.1,23.7,48.5,27.2,0.7,31,9.3,50,12.2,42.7,27.4,23.4,51.9,35,91.21257807,0.258453586,0,5.104458324,44.58424508,5.485232068
+214,99,166.2,357.1,58994,71180,16.6,0,"(54545.6, 61494.5]",31.8,31.5,32.2,"Lea County, New Mexico",3.08,53.3,23.4,32.1,,2.7,30.5,8.1,59.1,5.9,55.6,45.7,42,33.4,22.1,87.31896286,3.451261207,0.192225858,5.567213019,55.62963308,7.530333184
+117,41,123.4,363.9,39995,19420,20.1,1287.332647,"(37413.8, 40362.7]",50.4,48.4,51.1,"Lincoln County, New Mexico",2.33,52.2,24.2,26,,9,26.6,19.5,48.3,7.3,54.5,33.4,26.7,51.7,27.8,85.7006673,0.622146405,0.18062315,8.499322663,47.57636514,8.532518066
+94,27,114.5,406.2,108477,17785,4.2,0,"(61494.5, 125635]",43.5,41.8,45.1,"Los Alamos County, New Mexico",2.34,65.5,23.5,26,41.6,8.9,10.8,24.9,62.1,3.5,89.6,,66.7,21.2,4.2,86.70494453,0.484976866,6.69491053,2.737053347,59.63230466,5.543652919
+144,64,181.8,420.6,27268,24518,30.6,0,"[22640, 34218.1]",39,38.3,39.2,"Luna County, New Mexico",2.7,47.1,21.1,44.3,,0.5,31.6,6.9,44.4,13.8,37.5,24.2,21.8,55.1,37.9,89.47517044,1.173907782,0.383234499,5.66783654,44.70367094,8.62924023
+205,82,137.7,332.9,29497,76708,35.8,0,"[22640, 34218.1]",30.8,29,32.3,"McKinley County, New Mexico",3.97,33.5,25.1,35.8,,2.9,33.1,6.7,42.4,15.5,25,19.6,16.8,47.9,37.6,16.93289008,0.814886889,0.968945107,3.735236087,39.14033281,7.322096363
+25,10,134.3,359,27627,4596,24.2,0,"[22640, 34218.1]",42.6,44,42.6,"Mora County, New Mexico",2.81,41.2,12.8,10.6,,27.4,35.6,6.8,31.9,5.4,27.8,16.8,14.3,62.7,46.6,63.64806867,0.128755365,0,35.57939914,43.34945586,1.084812623
+286,122,161.1,393,41736,64362,20.2,15.53711818,"(40362.7, 42724.4]",35.6,33.1,37.9,"Otero County, New Mexico",2.63,49.1,16,34.1,,3.7,29.5,9,43.2,12.7,53.2,,19.5,47.2,27.5,75.95609174,3.708013105,1.345723996,8.291741939,48.6479635,8.221797323
+56,27,190.6,412.7,29069,8455,23.9,0,"[22640, 34218.1]",45.7,43.7,48.2,"Quay County, New Mexico",2.59,45,34.7,36.3,,4.1,38.8,9.1,41.6,5,54.8,,29.3,51.2,25.9,89.99770062,2.207404001,0.632329271,4.265348356,42.24678817,4.063068526
+164,71,155.5,351.8,34902,39465,24.1,0,"(34218.1, 37413.8]",40.1,39.6,40.6,"Rio Arriba County, New Mexico",2.86,41.9,23.8,31.7,,2.7,31.8,10.6,48.5,11.4,48.8,36.2,32,42.5,26.6,62.51470625,0.52567023,0.360459586,19.00423039,41.29643117,3.902327704
+68,32,163.5,360.7,36108,19120,24,0,"(34218.1, 37413.8]",29.4,28,30.8,"Roosevelt County, New Mexico",2.62,45.1,12.2,12.8,,4.9,25.3,12.8,53.1,9.7,54.7,41.4,32.4,40,25.2,73.5583685,2.496483826,0.562587904,19.02752662,45.45454545,4.392712551
+564,188,135.7,395.4,56142,139394,12.6,0,"(54545.6, 61494.5]",469.2,37.6,40.1,"Sandoval County, New Mexico",2.83,49.7,17.8,30.7,,2.9,25.9,16.6,55.1,9.2,63.8,,43.1,35.9,21.1,69.97175017,2.662509697,1.383948828,9.734480891,51.87665603,5.497053425
+435,166,136.7,356.1,47520,118737,21,202.1273908,"(45201, 48021.6]",34.2,33.1,35.2,"San Juan County, New Mexico",3.04,46.6,23,31,,1.5,32.1,9.1,54.6,9.2,50.4,40.2,36.4,37.1,24.4,53.09790383,0.552212446,0.51465241,5.154515595,48.79315011,6.09617959
+125,57,158.2,355.6,32964,27967,25.5,0,"[22640, 34218.1]",42.5,42.1,42.9,"San Miguel County, New Mexico",2.51,33,16.8,24.6,,6.4,28.4,10.5,41.4,6.4,46.4,31.7,24.1,48.1,30.2,56.35900656,1.817357332,0.92786382,36.8285196,31.9243604,5.744748568
+691,231,126.1,374.3,52628,148686,14.2,60.53024495,"(51046.4, 54545.6]",44.4,42.7,46.2,"Santa Fe County, New Mexico",2.35,47.6,25.2,25.9,,6.9,21.4,20.4,,7.9,60.1,45.1,36.3,35.9,19.7,83.24428311,0.781058814,1.213394241,8.915218751,43.68165547,4.017424976
+100,47,190.3,424.2,29036,11282,23.8,0,"[22640, 34218.1]",55.6,54.7,56.5,"Sierra County, New Mexico",2.25,47.9,17.1,51.8,,3.3,33.7,12.3,39.8,6.8,50.8,,22.5,57.6,27.8,91.39044339,0.4563065,0.241067585,3.409384417,44.70658208,8.198614319
+84,34,167.8,404.4,32285,17256,31,0,"[22640, 34218.1]",36.8,33.9,42.8,"Socorro County, New Mexico",3.43,28.5,21.6,31.9,39,7.5,33.4,10.6,41.9,7.3,50.5,,31.9,47.1,29,80.99348348,0.74882817,0.69738196,5.744826798,36.04204568,2.688172043
+154,62,135.2,339,36125,32907,19.2,0,"(34218.1, 37413.8]",46.8,46.1,48.5,"Taos County, New Mexico",2.44,42.4,23.4,36.4,34.5,5.8,25.4,16.9,52.8,10.7,47.3,32,23.8,50.3,29.3,70.61894788,0.531220593,0.807455302,18.37112588,41.50030248,4.706601467
+108,32,164.3,558.5,37311,15485,27.6,64.57862448,"(34218.1, 37413.8]",43.3,43.1,43.5,"Torrance County, New Mexico",2.81,49.1,32,30.9,,2.3,34.2,10.4,41.6,11.2,42,30.1,24.8,52.1,36.8,89.53510377,1.26789882,0.025231817,2.889043083,50.52141527,2.98792117
+18,9,151.6,303,36684,4201,19.4,0,"(34218.1, 37413.8]",40.3,38.2,45.2,"Union County, New Mexico",2.39,44.5,15.4,23.7,,12,35.3,11,46.5,2.1,48.2,34.2,28.7,44.4,28.1,79.09656603,2.834754552,0.207421065,14.01244526,47.01731879,3.536585366
+334,133,163.1,402.3,40591,75737,24.5,330.0896524,"(40362.7, 42724.4]",38.5,36.9,40,"Valencia County, New Mexico",2.78,49.2,18.6,36.2,,1.6,31.9,10.8,47.3,12.4,52.6,37.9,33.9,46.1,29.7,74.65169011,1.125863402,0.559655032,16.69528291,51.14469717,6.407674997
+1775,637,176.1,505.9,60371,309381,13.5,420.193871,"(54545.6, 61494.5]",37.9,36.4,39.6,"Albany County, New York",2.35,40.8,7.2,23.6,51.8,17.4,26.5,20.1,60.7,6.4,77.7,62.2,57.6,30.1,14.2,77.04374185,12.55825904,5.672877712,1.315280213,40.08229986,3.774039071
+282,105,177.2,490.7,42655,47462,18.3,0,"(40362.7, 42724.4]",38.3,36.8,39.7,"Allegany County, New York",2.36,47.6,7.2,21.4,,5.7,38.7,9.8,51.8,9.2,67.8,50.6,45.7,38.7,20.2,95.65633451,1.408362804,1.196172249,0.4784689,49.29176921,4.844731809
+5834,2059,162,455.3,33687,1455444,31.5,241.1635212,"[22640, 34218.1]",33.2,30.9,35.2,"Bronx County, New York",2.86,31,24.2,26.4,,6.8,27.3,12.3,51.2,14,43.1,32.5,29.5,52,38.2,20.9939812,33.28145555,3.672541248,37.85902264,27.30922949,5.67890152
+1235,442,163.6,494.4,46283,196567,17.2,106.8338022,"(45201, 48021.6]",39.9,37.8,42,"Broome County, New York",2.37,43.8,9.7,24.4,,11.6,32.2,15,54.1,7.8,69.2,52.4,47.5,38.9,21.2,86.90110201,5.433811392,4.089493319,0.995492016,43.30106657,4.2987606
+515,171,167.9,517.8,43892,77922,16.2,0,"(42724.4, 45201]",41.4,40.6,42.1,"Cattaraugus County, New York",2.41,48.7,18.3,32.9,,5.5,40.9,10.3,54.3,8.2,67.3,,44,39.8,18.7,92.23297282,1.579240647,0.832045794,0.441984752,46.90374585,4.82052462
+465,163,158.6,470.8,52792,78288,12.7,102.1867975,"(51046.4, 54545.6]",42.5,41.2,44,"Cayuga County, New York",0.0243,46.8,19.4,27.7,45.6,7.3,34.1,12.5,56.9,7.3,71,53.2,48.7,36.2,17.9,92.2839857,4.355020019,0.428176272,0.588584492,45.81880408,5.470136014
+950,315,173.2,550.1,41757,130779,19.3,267.6270655,"(40362.7, 42724.4]",41.7,40.2,43.1,"Chautauqua County, New York",2.36,47,13.8,25,,6.5,35.5,11.3,53.6,7.8,66.5,,45,41,22.4,93.04615292,2.517226302,0.677743769,1.522850293,45.57763418,6.073151538
+559,214,183.8,508.2,48880,87071,18.2,195.2429626,"(48021.6, 51046.4]",40.9,39.6,42.3,"Chemung County, New York",2.35,48.3,14.1,33.7,,8.1,35.6,12.8,53.8,5.4,68.8,52.7,49.9,39,21.4,88.45548166,5.901412759,1.516988229,0.311554715,45.98629397,5.089635277
+337,121,180.3,512.4,46387,48844,16.7,0,"(45201, 48021.6]",43.8,42.6,45,"Chenango County, New York",0.0249,50.2,16.6,36.4,41.2,5.8,39.2,9.5,53.6,7.1,66,48.8,44.9,40.7,20.8,96.24210378,0.849663969,0.534824114,0.478314396,49.42212718,5.052412881
+335,155,194.2,437.1,34842,51881,20.5,19.27487905,"(34218.1, 37413.8]",46,43.6,47.5,"Henry County, Virginia",2.32,52,12.8,40.7,,5.1,34.1,7.3,49.9,10,59.8,,33.9,42.9,22.2,73.33586915,22.28033473,0.521110688,2.232788132,47.92326567,6.007452513
+12,5,111.3,327,38636,2214,14.6,0,"(37413.8, 40362.7]",59,60.2,58.2,"Highland County, Virginia",2.1,63.1,16.1,33.9,,16.9,38.6,14.6,51.3,1.1,69.4,34,27.4,39.3,9.7,99.50980392,0,0,0,53.59477124,10.79136691
+205,88,200.6,460.2,64350,36314,10.2,0,"(61494.5, 125635]",44.5,43.4,46,"Isle of Wight County, Virginia",2.57,58.1,14.1,36.2,,7.5,27.7,17.3,59.4,8.3,76.5,57.5,48,29.2,12.6,71.82148853,22.77560157,0.948517068,1.175153889,59.93899339,3.667228197
+410,159,149,423,75926,73147,7.9,27.34220132,"(61494.5, 125635]",45.4,43.4,46.7,"James City County, Virginia",2.49,58.3,13.5,31.2,,15,21.1,26.5,54.7,5.1,81.1,57.8,45.2,30.5,10.7,80.28525745,13.5426542,2.964356968,0.732953179,57.275,4.819607038
+38,18,180.3,383.4,46331,7158,14.8,0,"(45201, 48021.6]",45.9,42.8,48.4,"King and Queen County, Virginia",2.46,53.7,20.9,41,,2,41.1,12.5,57,5.5,65.7,50.8,44.5,31.9,16.7,68.81508584,26.54095131,0.182943991,0.197016606,49.61990325,9.290030211
+108,41,195.7,491.5,76206,25515,7.5,0,"(61494.5, 125635]",36.6,36.3,37.3,"King George County, Virginia",2.96,56.6,11.3,43.6,,12.4,30.3,19,63.6,7.4,83.5,67,55.6,20.9,7.9,76.6373882,17.95211166,1.287450367,0.481289857,61.9525003,6.194544857
+90,32,187.4,514.8,64305,16269,8.8,0,"(61494.5, 125635]",40.7,40,41.5,"King William County, Virginia",2.66,58.5,5.7,36.6,,9.3,39.4,12.5,63,5.4,75.6,62.7,55.5,25.5,13.5,76.52357582,19.54401441,0.869727278,0.21743182,60.48707753,6.631716907
+101,48,190.6,446.8,45827,10965,13.7,0,"(45201, 48021.6]",55.6,53.4,57.2,"Lancaster County, Virginia",2.13,51.4,10.2,46.6,,10.8,32.8,15.3,48.6,7.9,71,,32.4,42.9,15.5,69.77266601,28.0168928,0.979423129,0.107826399,44.2680093,4.297328688
+107,73,224.2,330.5,31429,24742,26.6,0,"[22640, 34218.1]",42.8,40.3,46.2,"Lee County, Virginia",2.52,49.8,21.4,22.9,,6.5,33.6,7.6,37.9,12,52.5,35.4,30.3,48.8,26.3,93.93398397,3.824486233,0.261842418,0.535586765,51.50873478,6.208251473
+862,283,136.5,364.9,122641,375629,3.9,449.9120142,"(61494.5, 125635]",35.3,34.9,35.6,"Loudoun County, Virginia",3.08,61.2,16.6,26.5,,17.1,13.8,34.8,72.6,4,86.9,77.1,68.9,11.8,4.6,67.77024968,7.432026406,16.20002905,3.625732993,65.51325905,6.198748382
+183,77,191,456.9,60121,34602,11.5,0,"(54545.6, 61494.5]",43.7,42.8,44.4,"Louisa County, Virginia",2.64,55.1,14.8,50.4,32.1,2.7,37,13,58.3,8.1,67.4,51.9,46.1,30.2,14.3,78.38815983,16.67451303,0.517860295,1.894897899,58.25863279,5.015546843
+70,33,189.8,404.1,37548,12299,22.4,0,"(37413.8, 40362.7]",44.7,43.2,46.6,"Lunenburg County, Virginia",2.48,45.7,21.3,31.4,,7.7,34.9,8.1,43.8,7.3,58.5,40.5,34.4,41.3,22.6,61.81716834,34.03408186,0.286669852,1.727982163,47.05491585,7.48049564
+84,31,169.8,463.3,52513,13134,12.3,0,"(51046.4, 54545.6]",44.6,44.3,45.2,"Madison County, Virginia",2.58,52.2,19.5,31.6,,10.2,36.4,14.4,55.9,6.6,65.3,49.6,42.3,33.5,16.8,85.78382901,8.252833346,0,1.026850232,53.72776334,6.25698324
+72,27,157.1,444.9,58268,8862,10.6,225.6826901,"(54545.6, 61494.5]",51.1,50.8,51.3,"Mathews County, Virginia",2.3,63.6,15.8,52.6,,14.2,33.3,16.2,51.1,3.3,80.6,57.4,49.9,33.6,10.6,86.32882883,10.25900901,0.484234234,0.416666667,60.61481871,1.906898486
+216,109,213.7,445.1,38500,31081,21.1,289.5659728,"(37413.8, 40362.7]",47.2,45.2,49.3,"Mecklenburg County, Virginia",2.41,44.4,18.7,42.3,,3.4,32.5,9.8,47.6,6.9,61.7,42.9,34.8,41.1,20.2,60.57360165,35.09111076,0.440500713,1.673268896,43.75901298,4.664723032
+100,43,206.9,525.6,48921,10606,14.4,94.28625306,"(48021.6, 51046.4]",52.7,51,53.7,"Middlesex County, Virginia",2.38,54.4,4.4,27.8,,2.7,32.5,15.3,47.5,6.3,77.6,50.6,39.9,39.2,12.3,79.43454325,19.2964449,0,0.279929085,53.80009212,2.71468144
+309,120,153.3,396.2,43484,97653,24.8,256.00852,"(42724.4, 45201]",27.5,26.2,29.6,"Montgomery County, Virginia",2.48,39.1,2.7,11.3,72.3,13.7,21.8,23.2,55,5.6,82.4,70.1,58.2,19.9,8.7,86.72084754,4.348637358,6.119191019,0.910155805,43.44441603,3.135414054
+120,44,194.3,526.7,48076,14785,13.4,0,"(48021.6, 51046.4]",48.4,45.7,49.4,"Nelson County, Virginia",2.33,50,12.9,48.5,29.8,8.9,33.6,14.4,54.4,5.7,69.1,49.5,40.9,36,15.2,83.89419841,13.44057074,0.249024095,1.346076188,44.34453384,5.74048913
+94,39,201.4,454.3,72406,20392,6.2,0,"(61494.5, 125635]",43.1,41.9,44.5,"New Kent County, Virginia",2.61,60.6,13.9,41.3,36.8,8,33,16.7,62.8,6.1,83.8,69,59.5,21.7,8.7,81.64110429,12.25460123,0.77198364,0.552147239,63.5566516,2.628490965
+103,48,227.1,527.2,36822,12155,21.5,0,"(34218.1, 37413.8]",48.3,45.2,50.5,"Northampton County, Virginia",2.26,46.4,17.8,39.8,35.9,6.4,34.2,14,48.1,9.5,56.8,36.9,29.8,41.3,20.6,61.59717663,36.44123441,0.796126067,0.500656599,41.0632622,6.455750321
+107,49,190.5,450.4,51422,12232,14.3,0,"(51046.4, 54545.6]",55.1,54.8,55.7,"Northumberland County, Virginia",2.1,61,8.2,50.7,,0.7,31.1,16.1,47.2,8.7,76.1,47.6,39.7,43.4,13.5,70.46488947,28.6979844,0.056892068,0,54.34226241,7.278020378
+106,44,201.5,508,37996,15673,24.3,0,"(37413.8, 40362.7]",41.5,41,43.9,"Nottoway County, Virginia",0.0254,42.7,26.7,40.2,,0,37.1,10.5,43.8,10.8,59.2,41.6,35.6,44.1,24.5,56.82006238,39.55827127,0.566482083,1.082044427,44.24762927,7.331771008
+225,82,177.3,503.5,59282,35385,10.7,0,"(54545.6, 61494.5]",42.6,41,44,"Orange County, Virginia",2.66,54.7,10.7,47.3,37.5,4.5,34.7,15.2,53.8,7.9,69.9,51.4,45.9,33.9,15.7,82.58469187,12.74135738,0.994334605,1.008787143,56.73692428,2.100668394
+137,65,199.2,430.1,44851,23726,16.9,0,"(42724.4, 45201]",44.1,43.5,44.9,"Page County, Virginia",2.52,53.1,14.8,41.3,,7.3,42.9,8.1,52.8,9.3,63.5,48.3,38.1,35.7,18.1,95.63393868,1.644088412,0.51587468,0.57039802,53.00896287,5.963302752
+97,52,178.3,339.1,34885,18045,21.9,0,"(34218.1, 37413.8]",48,46.1,50,"Patrick County, Virginia",2.31,53.5,10.5,36.3,,6.9,36,8,45,8.3,57.4,39.5,32.2,43.9,22.3,92.20324135,6.395094174,0.076653526,0.251861586,51.42490372,2.944539737
+346,156,176.8,399,44207,62194,14.6,0,"(42724.4, 45201]",546,44.2,46.7,"Pittsylvania County, Virginia",2.36,53.5,14.7,40.7,,6.3,35.3,9.4,53.9,7.7,66.2,,42.6,36.2,18.6,74.84473039,21.41765137,0.3423894,1.57658375,51.5913601,4.194566305
+145,52,175.1,459.6,75539,28031,7.1,0,"(61494.5, 125635]",43.7,42.4,44.9,"Powhatan County, Virginia",2.63,57.5,26.2,46.2,,2.7,28.6,19.3,56.6,4.9,83.7,65.2,57.4,22.7,7.2,85.04271989,12.25936824,0.542418549,0.251710568,65.72456321,5.615292712
+99,48,188.8,410.4,37543,22952,25.5,0,"(37413.8, 40362.7]",32.1,29,34.5,"Prince Edward County, Virginia",2.49,36.1,6.4,21.7,,4.3,34.6,12.4,44.4,7,69.6,,42.4,30.4,16,64.08218226,32.91199722,1.429067848,0.421336113,44.6214064,7.608005083
+155,59,172.1,437,61792,37862,10.5,0,"(61494.5, 125635]",37.1,36,38.3,"Prince George County, Virginia",3.03,49.7,12.5,36.2,,5,33.4,14,47.4,10.6,80.5,62.4,44.9,25.2,9,59.75922953,32.070626,2.09470305,2.070626003,61.87173482,4.855936413
+1142,407,150.1,373.7,91886,451721,7.2,19.92380252,"(61494.5, 125635]",34,33.3,34.7,"Prince William County, Virginia",3.17,55,13.1,33.9,,10,21.7,23.2,68.5,5.4,78,65.7,54.5,17.1,8.6,61.4488498,20.4657981,7.773897652,4.59188924,60.21316724,6.857756326
+189,91,185.8,390.6,46186,34332,14.7,0,"(45201, 48021.6]",45.2,43.9,47.1,"Pulaski County, Virginia",2.3,53.5,9.9,34.6,,5.3,34.2,11.4,53.6,7.4,69.3,,47.1,35.5,16.7,92.09047729,5.832947173,0.133225209,0.327270621,50.35228128,6.174957118
+44,17,149.6,401.1,62800,7378,9.3,0,"(61494.5, 125635]",49.1,48.9,49.2,"Rappahannock County, Virginia",2.26,63.9,13.1,47.2,,3.7,25.6,19.9,57,2.9,68.1,50.5,39.9,31.5,13.1,92.38325932,4.185170233,0.807428341,0.309514197,58.75343721,5.182481752
+57,22,176.2,452.4,42204,8908,19.7,0,"(40362.7, 42724.4]",43.7,40.8,50.3,"Richmond County, Virginia",2.47,46.6,16.7,29,,1,40.2,8.8,41.2,8.7,70.6,53,43.7,35.6,17.9,66.49237958,28.82411837,2.180442763,0.645233063,50.22608696,8.755129959
+493,204,155.9,400.5,61935,94409,8.2,21.18442098,"(61494.5, 125635]",43.5,42.3,45,"Roanoke County, Virginia",2.4,55.7,12,36.9,,12.5,26.4,22.7,59.2,5.1,79.6,,53.7,29.1,12.8,88.97717685,5.810985443,2.851558745,0.145247936,53.38800964,5.404491669
+115,58,159.2,338,48497,22354,13,0,"(48021.6, 51046.4]",48.3,47.1,49.2,"Rockbridge County, Virginia",2.39,55,16,46.7,32.4,5,36.3,13.8,51.9,4.1,69.3,48.9,39.5,35,15.6,93.75334165,2.86936375,0.699518802,0.770807343,53.65382552,6.476146578
+378,157,156.1,400.2,55798,78593,11.7,0,"(54545.6, 61494.5]",41.5,40.6,42.3,"Rockingham County, Virginia",2.57,57,13,42.3,,7.1,35.5,14.4,61.3,5.4,72.9,58.7,50.2,27.2,13,94.25467635,1.824259176,0.723789934,1.400012856,58.19746835,4.834403227
+137,81,212,365.4,37378,27891,17.9,0,"(34218.1, 37413.8]",43.8,43,44.8,"Russell County, Virginia",2.51,54,12.6,39.5,45.6,2.4,36.7,8,43.7,8,56.7,,35.5,43.2,23.5,97.21720659,1.037351744,0.145158435,0.601876438,52.3494794,3.255738239
+110,69,196.1,330.8,36290,22126,20.8,0,"(34218.1, 37413.8]",45.4,44.4,47,"Scott County, Virginia",2.34,57.6,4.1,38.3,,9.9,36.2,8.1,45.3,9.4,62.7,44.3,40.5,42.7,20.7,98.08152415,0.757642889,0.26583961,0.101905184,55.30440345,2.248441674
+235,104,171.4,407.6,45430,43190,12,0,"(45201, 48021.6]",43.8,42.3,45.1,"Shenandoah County, Virginia",2.47,55.6,14.5,39.5,,5.7,39.5,12.2,57.9,6,68.9,,45.4,33.4,15.9,93.12798427,2.375713884,0.512592454,1.956745623,53.77866168,7.406593407
+171,92,202.4,389.1,37831,31470,19.7,0,"(37413.8, 40362.7]",44.3,42.8,46.1,"Smyth County, Virginia",2.43,51.7,14.7,44.8,,4.6,38.8,9.2,50.8,6.4,59.2,44.2,39.8,41.4,24.3,96.08621668,2.136509737,0.343480179,0.012604777,49.67565455,6.188734455
+97,43,181.8,405.7,46521,18109,15.3,0,"(45201, 48021.6]",45.4,45.7,45.2,"Southampton County, Virginia",2.53,48.3,21.2,27.9,,2.3,34.8,10.1,52.1,7.2,66.8,49.6,42,33.3,16.7,60.91797936,35.92069527,0.10320478,0.401955459,52.5142173,5.455508475
+518,191,172.5,449.4,75714,130475,9.2,176.2789806,"(61494.5, 125635]",36.7,35.7,37.8,"Spotsylvania County, Virginia",2.97,56,11.8,40.1,37.3,10.8,31.7,17.9,63.3,6.2,78.3,62.8,53.8,21.9,9.4,74.25660383,15.97215152,2.534242821,3.81467762,61.33152745,6.051314143
+460,160,175.6,450.5,92647,142003,5.9,0,"(61494.5, 125635]",34.7,33.5,35.9,"Stafford County, Virginia",3.08,57.4,11.1,36.1,,14.7,23.7,22.2,61.8,5.5,84.1,65.8,51.8,18.4,7,70.13161253,17.12931569,2.939954063,5.125232418,66.38405714,4.970818505
+40,17,182.2,426.5,48707,6709,12.9,0,"(48021.6, 51046.4]",47.5,47.1,47.8,"Surry County, Virginia",2.56,53.2,25.8,44,,14,29.2,15.4,56.2,10.7,65.2,50.4,42.3,31.4,17.1,52.39630661,45.06815184,0.820753334,0.747471787,53.5982009,4.897660819
+72,30,208.4,486.9,37748,11715,23.9,0,"(37413.8, 40362.7]",38.5,35.9,47.3,"Sussex County, Virginia",2.08,32,38.5,42.8,,0.3,40.3,5.5,25,6.9,66.2,,37.8,44.2,23.7,39.0340526,57.09710047,0.143290627,1.348617667,41.31470308,3.682946357
+224,127,208.1,376.4,38292,42899,19.2,23.31056668,"(37413.8, 40362.7]",43.1,40.8,46.1,"Tazewell County, Virginia",2.38,53.9,14.6,41.1,40.7,3.7,35.8,8.5,46.2,8,59,43.4,38.9,41.7,23.6,94.73672213,2.924549806,0.394346934,0.091178482,52.52355316,6.033920417
+178,84,202.5,428.2,60714,39083,11.3,0,"(54545.6, 61494.5]",40.4,39,41.5,"Warren County, Virginia",2.62,51.2,7.9,38.7,45,8.5,36.6,13.9,60.8,7.2,75.2,59.9,53.3,25.6,11.7,90.77466802,4.007172371,1.042072711,0.522335698,52.57588415,5.544668588
+312,136,176.7,420.8,43353,54591,14.5,36.63607554,"(42724.4, 45201]",44.7,43.2,46.1,"Washington County, Virginia",2.35,53.9,11.1,34.4,,8.8,32.9,14.4,53.6,6.9,67.4,49.3,41.5,37.7,17.7,96.45720338,1.490166,0.555159882,0.500374368,52.00899749,5.091597145
+121,49,179.9,450.9,48232,17629,15,0,"(48021.6, 51046.4]",46.6,45.2,48.6,"Westmoreland County, Virginia",2.51,47.6,6.2,39.8,,4.7,36.3,11.5,51,9.7,64.7,45.8,38.6,38,16.8,67.81340776,28.22236145,0.575269123,1.509369482,47.27822581,3.666942377
+176,106,223.4,367.3,38528,39718,21.9,0,"(37413.8, 40362.7]",39.8,37.8,41.5,"Wise County, Virginia",2.46,47.5,12.2,35.6,46.3,5.9,32.4,9,41.3,11,59.7,43.7,40,42.3,22.9,92.66962744,5.418208734,0.47125586,0.180113496,49.41654648,3.651138835
+171,71,175.9,433.5,41132,29119,15.6,137.3673546,"(40362.7, 42724.4]",43.6,42,45.5,"Wythe County, Virginia",2.44,53.7,8.5,42.7,,4,36.4,9.8,52.9,9.6,63.9,50.1,44,35.3,18.4,94.99486125,3.600548133,0.702295307,0.260363138,52.06945966,2.933713923
+272,103,152.3,389.3,81169,67837,5.5,0,"(61494.5, 125635]",39.5,37.4,40.8,"York County, Virginia",2.73,61.5,9.3,36.4,42.6,11.7,19.6,22.8,57.8,5.8,87.2,,43.4,20.9,6.2,77.04863775,13.50965083,5.253418784,0.559642551,64.84977289,4.925163106
+405,165,135.4,317.6,86419,153511,9.6,58.62772049,"(61494.5, 125635]",36,35.9,36.2,"Alexandria city, Virginia",2.21,44.1,14.4,23.7,,23.9,12.1,29.8,74.2,4.5,76.4,,57.3,17.6,8.6,64.09469913,21.37494558,6.586746141,3.159762917,36.21615156,6.214827502
+64,58,226.6,265.7,34099,17141,21.8,408.3775742,"[22640, 34218.1]",41.8,39.7,43.7,"Bristol city, Virginia",2.22,46.2,10.4,41.8,,3.6,32.8,16.1,51.3,10.7,57.3,42.5,36.3,42,24.4,89.91097923,5.683633874,0.930152933,1.289659895,40.54159109,3.86837478
+46,19,240.8,578.2,38331,6618,17.2,0,"(37413.8, 40362.7]",33.8,33.6,34.3,"Buena Vista city, Virginia",2.26,48.1,0.5,46.3,,11.4,40.5,11,51.8,7.3,59.9,45.6,38.3,34.7,21.2,90.2790279,1.050105011,7.095709571,0,45.92619657,11.88769415
+250,60,178.2,718.9,45890,46597,25.9,364.8303539,"(45201, 48021.6]",29.8,29.3,30.3,"Charlottesville city, Virginia",0.0239,30.1,4.9,22.2,,18,22.2,23.3,60.6,4.3,76.1,67.1,52.9,20.3,11.9,70.72797445,19.23742348,6.663117736,0.310531452,30.49233889,2.753790712
+995,378,182.2,458.3,66625,235429,9.8,46.72321592,"(61494.5, 125635]",36.5,35,38.2,"Chesapeake city, Virginia",2.75,52.5,12.2,36.1,,9.7,26.5,18.8,58.6,7.5,77.9,61.8,47.6,24.9,12.4,62.28203694,29.74054753,3.279690895,1.329135607,54.73147035,5.746827092
+117,43,159.3,493.6,52355,17820,11.5,0,"(51046.4, 54545.6]",40,37.7,43.5,"Colonial Heights city, Virginia",2.44,47.4,14.1,44.2,27.1,14.6,35.2,13.7,54.9,8.3,74.6,53.4,43,32.2,12.5,79.65743648,13.05737939,3.499857265,1.741364545,42.69631298,3.664122137
+320,130,207.4,539,33646,42082,23.6,356.4469369,"[22640, 34218.1]",41.8,38.3,44.5,"Danville city, Virginia",2.2,38.7,13.7,32.7,47.5,6.1,28.1,11.3,48.9,12.7,57.2,,34.1,46.1,25.5,46.20023557,48.65959953,1.220259128,1.703180212,33.34770192,3.236583838
+55,16,137.6,447.7,125635,13892,3.2,0,"(61494.5, 125635]",37.7,37.1,38.6,"Falls Church city, Virginia",2.57,55.3,4.1,17.5,,37.5,7.5,34.4,72,4.2,92.3,78.2,70.7,13.5,2.7,77.63751127,2.126540427,11.42921551,3.554253081,53.27138986,3.066180935
+51,25,221.7,468,38583,8490,22.5,0,"(37413.8, 40362.7]",38,35.2,40.3,"Franklin city, Virginia",2.41,34.9,31.3,22.8,,0.6,24.9,16.1,51.8,13.7,59.4,41.9,37.1,40.5,22.3,38.85538607,58.60234126,0.591226203,0.744945016,30.84274544,4.927099045
+120,39,180.3,566.3,51195,28118,16.8,1280.318657,"(51046.4, 54545.6]",29.4,29.5,29.3,"Fredericksburg city, Virginia",2.46,33.7,2.6,24.6,,12.3,26.9,21.2,60.4,8.9,71.3,57.9,49.1,24.4,13.6,65.63971528,23.29987224,2.47490418,3.668552656,34.21626984,4.269052202
+709,270,190.3,491.9,47615,136454,15.2,168.5549709,"(45201, 48021.6]",35.4,33.3,38,"Hampton city, Virginia",2.51,41,8.8,28.3,,7.6,27.3,14.9,55.2,9.8,69.5,51.7,39.1,31.6,16.4,42.82139757,50.08352726,2.309583385,1.149685223,39.69588213,4.72938218
+190,51,150.5,591.1,38541,52538,28.3,57.10152651,"(37413.8, 40362.7]",23.5,24.5,22.8,"Harrisonburg city, Virginia",2.69,28.7,2.9,15.7,,6.8,26.5,20.6,54.6,6.5,72.8,63.8,54.9,18.2,10.4,84.75714175,7.122285358,4.10212501,1.181209621,34.66999817,2.564793362
+139,65,244.9,547.6,40122,22378,19.5,0,"(37413.8, 40362.7]",36.9,34.9,38.1,"Hopewell city, Virginia",2.53,35.3,31.5,36.5,26.8,5.2,38.3,8.1,52.4,12.8,62,45.6,39.9,38.8,21.9,52.70434041,38.08519233,1.463261367,4.241662552,30.50769584,5.969289827
+391,165,194.5,495,40065,79812,25,388.41277,"(37413.8, 40362.7]",28.7,27,30.4,"Lynchburg city, Virginia",2.37,35.6,5.4,21.9,,10.7,25.1,19.9,53.1,8,69.1,54.9,45.1,30.4,16.3,65.07075411,28.4436654,2.844238594,0.7497633,37.78393158,5.96087761
+108,41,155.2,364.1,72510,41764,9.8,0,"(61494.5, 125635]",33.3,32.2,34.1,"Manassas city, Virginia",3.27,53.3,21.6,25.2,,8,26,17.6,69.8,7.5,69.1,58.4,51.6,19.3,10.8,71.43312962,14.25766389,5.242618364,4.440026508,56.91305397,6.93416809
+773,321,191.9,457.2,48440,182385,16.7,159.0043041,"(48021.6, 51046.4]",32.8,31.2,34.4,"Newport News city, Virginia",2.5,41.1,9.4,31.3,,8.8,28.2,15,57.9,9.1,68.8,53.8,40.3,29.7,16.5,50.35489155,40.38594111,3.061939191,1.579501773,38.42890855,5.236698785
+985,393,193.6,480.5,42567,246393,23.4,523.5538347,"(40362.7, 42724.4]",30,28.4,32.4,"Norfolk city, Virginia",2.53,34.1,6.9,33.5,,5.6,26.9,15.6,50.8,10.9,63,49.7,35,30.4,18.7,47.828496,42.14591855,3.392109252,2.179652233,34.30754208,6.373340936
+22,9,197.3,461,31620,3939,21.6,3046.458492,"[22640, 34218.1]",39.3,44.3,37,"Norton city, Virginia",2.21,43.1,25.3,20.3,,15.2,19.4,14.3,55.1,11.1,59.8,45.3,37.7,42.5,24.2,87.52183679,3.419016721,5.814824058,1.472423259,32.64161526,3.938223938
+249,88,224.4,651.3,32749,32477,25.8,0,"[22640, 34218.1]",39.5,37.3,41.1,"Petersburg city, Virginia",2.44,29.5,14.3,43.7,,12,34,9.2,49.3,13,53.1,,32.3,43.3,26.3,18.14898982,77.07250257,1.319926532,1.273231018,27.0092947,4.372408594
+67,24,159.2,441.3,84213,12059,5.9,0,"(61494.5, 125635]",43.8,42.8,45.2,"Poquoson city, Virginia",2.59,60.3,15.3,30.6,,11.1,27,22.4,60.7,4.5,87.7,69,55.8,21.8,6.5,94.28666059,0.985344042,1.846485054,0.389169496,62.60232658,4.361370717
+489,229,218.1,473.2,43045,96201,18.3,187.1082421,"(42724.4, 45201]",34.9,32.9,36.7,"Portsmouth city, Virginia",2.54,37.8,12.1,39.2,,5.8,28.9,13.3,,11.6,62.4,47.8,37.7,35.8,22,41.22536017,52.63431633,1.097415093,1.274249753,35.93873276,5.954956101
+51,21,193.1,463.1,34267,17403,32.4,0,"(34218.1, 37413.8]",22.3,22.4,22.3,"Radford city, Virginia",2.57,25.3,1.7,17.7,,7.2,22.6,20.7,44.8,8.8,76.1,65.1,52.5,22.8,13.2,85.29635927,9.186844111,1.93468957,0.732836958,31.13018076,1.039129729
+948,406,200.2,475.4,42074,220289,25,122.5662652,"(40362.7, 42724.4]",32.9,32.2,33.7,"Richmond city, Virginia",2.33,26.2,10.7,22.1,,13,23,21.9,58.8,10,59.3,,39,33,20.6,44.02741713,48.62002012,2.214424404,1.136921889,23.88562781,4.888983425
+576,235,201.2,512.4,40735,99897,20.4,430.4433567,"(40362.7, 42724.4]",38,36,40.1,"Roanoke city, Virginia",2.29,38.7,14.2,41.1,,6.4,30.4,14.8,58.5,8.3,59.2,46.6,40.7,36.4,22,64.15390536,27.76494895,2.455031599,1.50097229,33.55903312,6.673085779
+162,63,186.6,511.5,54195,25432,10.2,432.5259516,"(51046.4, 54545.6]",40.5,40.1,40.9,"Salem city, Virginia",2.29,47.3,7,23.8,60.9,8.4,29.8,17.1,59.7,4.8,75.1,59.3,53.7,27.2,13.3,88.11047089,7.792569044,2.074309557,0.596065965,46.2518666,4.609250399
+181,64,176.1,537.9,42552,24416,16.5,0,"(40362.7, 42724.4]",42.3,41.4,42.9,"Staunton city, Virginia",2.21,43.6,6.9,34.2,,11.1,30.9,18.8,56,5.6,68.4,49.3,41.5,35.1,16.1,82.77600959,12.21014343,1.08295788,0.632414335,40.5218061,3.909798832
+406,169,199.3,472,60735,88161,13.6,11.34288404,"(54545.6, 61494.5]",38.3,36.6,39.4,"Suffolk city, Virginia",2.75,50.4,13.9,37.4,42.3,6.3,28.3,16.4,59.3,8,73.4,56.7,43.1,28.9,15.1,52.36238745,41.79430057,1.385407964,0.548825768,52.22007099,5.719705952
+1825,688,168.1,435.6,67676,452745,8.6,88.34995417,"(61494.5, 125635]",35,33.5,37,"Virginia Beach city, Virginia",2.63,50.1,8.8,31.9,,9.3,22.4,22.2,60.4,6.1,80,,42.2,22.1,9.2,67.74074818,19.30826028,6.463003859,1.417162997,50.40904224,5.841796248
+157,58,210.5,596.9,44843,21491,14.6,0,"(42724.4, 45201]",38.5,37.4,40.6,"Waynesboro city, Virginia",2.32,47.9,19.4,49.6,,7.7,38.5,11.7,57.9,4.9,61.7,46,40.9,37,20.1,81.1536643,12.74231678,0.964539007,2.245862884,40.80389769,7.446377985
+135,23,162.1,1014.2,46954,15052,20.1,0,"(45201, 48021.6]",24.6,25.6,23.6,"Williamsburg city, Virginia",2.37,26.2,1.5,10,78.3,10.2,15.5,27.1,44.5,8.5,83.3,67.6,52.2,22,8.9,74.88816592,15.27721296,5.889928155,0.460891962,36.33759365,2.181467181
+117,59,192.8,401.9,44537,27284,13.4,1026.242486,"(42724.4, 45201]",37,35.3,39.7,"Winchester city, Virginia",2.47,41.3,8.9,30.6,,6.7,30.4,15.3,58.8,6.7,65.6,51.8,42.7,29,15,80.64266784,10.62279152,2.399882214,2.723792697,38.67835596,6.642835865
+54,21,135.7,340.3,47423,19254,19,0,"(45201, 48021.6]",28.9,28.3,29.9,"Adams County, Washington",3.24,56.9,36.5,36.9,,1.6,25.9,9.1,58.7,9.6,45,35.8,30.5,40,30.5,67.56983387,0.204391803,0.906661076,28.13793826,58.13512582,9.861143799
+112,60,188.3,371.3,44055,22105,16.3,0,"(42724.4, 45201]",44.2,43.6,44.9,"Asotin County, Washington",2.34,52.7,23.8,37.5,36.7,2,30.5,12.9,52.4,9.6,64.1,43.5,37.1,43.3,21.2,93.52994555,0.444646098,0.875680581,0.762250454,49.15961888,3.801794105
+814,296,163.9,452.4,58750,190309,14.6,462.4058768,"(54545.6, 61494.5]",35.5,34.7,36.1,"Benton County, Washington",2.72,53.5,20.8,35.6,,5.9,24.4,18.3,58.5,6.9,66.6,51.8,47.1,33.8,19.1,80.16330503,1.489752879,2.615584275,10.92088899,53.57704286,6.253360451
+399,144,154.7,451.5,49174,75644,14,727.0900534,"(48021.6, 51046.4]",39.3,37.7,41.2,"Chelan County, Washington",2.7,52.3,24.1,33.3,,5,30.1,15.2,56.8,7.5,64.3,,32.6,38,16.8,90.10192952,0.45780764,0.795777398,5.169186853,52.98314358,4.217134885
+575,235,181.3,480.2,47185,73486,16.2,136.0803418,"(45201, 48021.6]",50.1,47.8,52.1,"Clallam County, Washington",2.27,50.5,20.7,34.4,,4,27.9,14.8,45.3,9.9,63.5,,33.1,45.6,21,88.08928547,0.917165076,1.480724339,0.821857259,47.16324511,5.956137583
+1859,771,178.2,427.4,61747,459495,9.9,272.0377806,"(61494.5, 125635]",37.4,36.6,38.3,"Clark County, Washington",2.71,52.7,17.4,33.2,,6.4,25.3,17.8,58.5,8.6,69.8,,49,32.2,17.3,84.72754024,1.929332787,4.225364787,3.113118833,53.29996737,5.742215991
+30,14,194.4,476.2,45465,3944,15.5,0,"(45201, 48021.6]",49.5,47.7,50.9,"Columbia County, Washington",2.31,52.4,6.6,31.4,60.2,1.8,27.5,16.3,46.2,10.4,60.7,38.5,27.8,50.6,26.2,91.75231888,0.350965154,0.551516671,3.359237904,51.06761566,5.205479452
+571,240,184.1,455.5,44235,103468,20.6,202.961302,"(42724.4, 45201]",41.2,40.5,42.2,"Cowlitz County, Washington",2.54,51.1,20.4,33.6,,2.9,30.9,9.8,49.7,10.7,62.3,45,40,42.9,24,90.71312709,0.619515722,1.319158084,1.498954445,49.8428187,6.298743004
+194,70,157.4,449.9,51151,40534,15.5,24.67064686,"(51046.4, 54545.6]",37,36.1,38.3,"Douglas County, Washington",2.76,58.1,18.9,38.9,40.4,1.8,27.7,12.8,59.7,6.5,55.3,41.1,37.2,40.7,26,73.33771055,0.3409177,0.742442991,21.15709993,59.49197861,4.643274854
+41,19,161.1,358.2,39992,7582,22.4,0,"(37413.8, 40362.7]",47.7,46.8,49.5,"Ferry County, Washington",2.39,48.2,46,24.7,,2.3,31.2,11.5,38,12.2,50.6,33.3,27,52,28.4,76.05854679,0.261369577,0.130684788,1.071615264,47.82468579,4.978354978
+230,86,163.5,420.9,55006,88807,17.3,0,"(54545.6, 61494.5]",29.1,29.5,28.8,"Franklin County, Washington",3.4,49.2,28.9,38,30.4,2.7,27.3,10.5,60.2,7.2,52.7,,37.5,36.3,26.1,69.82983006,2.05800354,2.112374628,22.32569439,53.35894843,8.388253538
+11,4,115,293.6,46404,2219,14.2,0,"(45201, 48021.6]",49.8,50.4,47.7,"Garfield County, Washington",2.3,61.9,11,32.9,,8.5,29.4,19.6,49.1,7.4,62.8,,34.8,44.9,21.6,97.44394619,0,1.210762332,0,58.13221406,13.55498721
+362,149,173.1,417.9,50388,93259,15.8,0,"(48021.6, 51046.4]",32.2,32,32.4,"Grant County, Washington",3,52.3,28.7,33.4,,2.1,26.8,10.7,57.1,10.1,49.9,39.2,33.9,41.2,29.2,71.19474313,0.717932008,1.026392962,22.46442924,54.65445682,6.92564347
+489,189,194.6,518.4,43205,71122,19.6,140.6034701,"(42724.4, 45201]",42.7,40.8,44.6,"Grays Harbor County, Washington",2.51,47.5,20.8,38.9,,4.8,32.1,9.9,45.1,14.3,56.7,40.1,34.8,42.7,24.2,87.39131044,1.234965485,1.587812767,1.50940226,45.9899335,5.713875529
+505,165,143.5,462,59358,80593,10.3,0,"(54545.6, 61494.5]",44,41.5,47,"Island County, Washington",2.33,59.1,14.7,43,,4.7,23.3,20.6,48.1,9,75.7,50.6,30.8,36.5,14.1,85.0470824,2.945959233,4.641429994,1.453440734,56.3290566,6.113924051
+273,91,154.9,480.9,50964,30466,14.1,262.5878028,"(48021.6, 51046.4]",55.6,54.3,56.8,"Jefferson County, Washington",2.18,53.7,25.2,27.1,,8.1,23.2,21.5,43.6,9.5,66,40.1,29.5,49,20.7,90.39324535,0.860951368,1.625502776,0.478675664,50.49173,5.305574211
+8999,2939,152.7,464.2,75738,2117125,11.3,620.6530082,"(61494.5, 125635]",37.2,36.4,38,"King County, Washington",2.45,49.5,12.2,23.1,,19.4,16.5,29.6,64.9,6.3,75.8,64.7,56.7,23.9,12.7,68.06838157,6.198490925,15.57673545,2.803169097,46.8503058,5.202119227
+187,79,170.7,414.6,38989,38033,19.9,0,"(37413.8, 40362.7]",39,38.5,40,"Chippewa County, Michigan",2.46,45,12.4,30.4,50.8,6.3,37.8,11.8,46.3,11.7,65.2,46,40.3,40.2,20.2,71.56481625,6.69413777,0.904473125,0.251386513,48.96763592,5.803003309
+211,94,203.8,464.3,34655,30553,24.5,0,"(34218.1, 37413.8]",46.4,46.1,46.8,"Clare County, Michigan",2.28,51.6,21.2,35.1,,2.3,39.3,7.7,42.4,13.2,55.6,33.6,29.6,51.1,25.8,96.48323022,0.452621296,0.244220124,0.28980788,48.18559034,3.935222672
+286,125,149.1,345.3,60650,77390,10,0,"(54545.6, 61494.5]",39.7,38.7,40.5,"Clinton County, Michigan",2.64,54.7,9.3,21.9,57.1,11.7,27.9,19.1,59.1,6.5,80.6,63.1,57.7,28,11.3,93.60379689,1.56816852,1.388726351,0.607242702,56.7383997,4.540884719
+88,40,178.6,416.1,41101,13801,16.5,0,"(40362.7, 42724.4]",49.3,48.8,49.7,"Crawford County, Michigan",2.3,55.1,21.7,41,,6.4,35.4,11.1,44.6,12,65.3,42.1,37,47.6,21.6,96.2504498,0.460597337,0.582943505,0.690896006,52.92240511,3.797949107
+204,101,178.5,393.1,43338,36377,14.8,384.8585645,"(42724.4, 45201]",46.4,45.3,47.4,"Delta County, Michigan",2.3,54,16.7,26.2,,5,35.3,13.6,51.6,9.2,66.5,,40,42.3,18.8,94.16267161,0.253323164,0.258770974,0.13074744,50.08606949,3.887024609
+136,70,172.2,358.9,45174,25788,14.4,1318.442687,"(42724.4, 45201]",46.4,45,47.5,"Dickinson County, Michigan",2.31,54,28.3,33,,4.2,39.9,15,52.3,7,71.2,50.1,43.5,39.8,17.4,96.60156851,0.488236199,0.618945102,0.084576349,50.68270187,6.088280061
+523,229,178.6,413.5,57088,108801,9.8,9.191091994,"(54545.6, 61494.5]",41,39.6,42.6,"Eaton County, Michigan",2.45,52.1,11.7,32.8,,10.6,29.7,16.1,58.8,7.8,76.5,57.7,53.4,32.3,13.6,87.12398815,6.392778357,1.973398806,1.423283891,50.74257426,5.808302127
+211,76,168,489.1,50191,33161,11.6,422.1826845,"(48021.6, 51046.4]",44.3,42.7,45.7,"Emmet County, Michigan",2.33,57.5,10.4,34.5,,9.7,26.2,20.2,58.5,8.4,71.7,52.2,41.9,35.5,16.2,92.47380217,0.748076807,0.569386395,0.221091526,54.49526814,5.055523086
+2484,940,192.1,514.3,41787,410849,21.5,523.3066163,"(40362.7, 42724.4]",39.6,38,41.1,"Genesee County, Michigan",2.48,44.6,19.7,31.5,,5.3,32.8,12.1,49.2,13.2,63.5,46.4,42.3,43.9,25.3,74.77168565,20.42012725,0.957501551,0.472498882,42.98472784,4.863978687
+195,83,196.5,475.7,39721,25164,18.5,0,"(37413.8, 40362.7]",48.9,47.9,49.9,"Gladwin County, Michigan",2.3,57.2,24.9,36.2,,3.5,40.2,7.6,41.2,11,61.6,,32.1,49.8,21.6,97.57656562,0.360770166,0.411748559,0.082349712,53.97810219,6.390328152
+84,55,195.2,324.9,33600,15431,20.9,0,"[22640, 34218.1]",48.3,45.1,51.3,"Gogebic County, Michigan",2.1,46,15.6,32,,2.3,38.4,12.3,42.2,9.5,61,38.7,34.3,47,21.8,90.88725986,4.5690091,0.499241658,0.120070779,44.13291796,2.773556231
+551,168,151.8,521.2,55592,91636,9.7,556.5498276,"(54545.6, 61494.5]",41.7,40.2,43.6,"Grand Traverse County, Michigan",2.46,52,12.3,31.2,,9.5,26.9,18.9,59.9,6.6,73,54.6,46.7,33.7,15.1,94.57884258,1.373641652,0.714071207,0.384842115,51.77868993,5.649660209
+219,86,168.3,447.1,43509,41540,18.5,0,"(42724.4, 45201]",38.9,37.4,41.5,"Gratiot County, Michigan",2.45,47.1,11.3,39.2,,3.8,41.1,8.6,46.5,8.5,68,50.6,46.5,38.7,19.5,91.09795119,5.635417164,0.377286403,0.711590811,51.59010601,3.748722027
+230,111,187.5,396.3,44780,45941,16.6,0,"(42724.4, 45201]",42,41.5,42.5,"Hillsdale County, Michigan",2.5,54,14,28.7,,5.1,40.2,9.6,52.1,9,65,47.9,42.8,38.1,18.9,97.14582702,0.634501278,0.324830006,0.129932002,54.65468838,6.309693152
+153,67,155.4,373.8,39126,36380,18.7,0,"(37413.8, 40362.7]",32.8,28.8,38,"Houghton County, Michigan",2.51,44.3,5.8,21.6,,10.3,33.8,19.2,51.4,7.2,71.6,,46.1,33.2,16.7,93.61702128,0.741953082,2.921440262,0.234588107,46.68361787,5.373953975
+228,100,181.6,448.5,41678,31883,14.1,0,"(40362.7, 42724.4]",48,46.6,49.2,"Huron County, Michigan",2.3,55.7,13.6,35.4,,7.5,44.3,9.5,51.9,7.8,69.4,45.8,38.6,42,17.8,97.48219263,0.396407557,0.603902137,0.300402601,52.9590728,5.169018707
+1352,435,165.5,514.9,45840,286085,20.1,443.9240086,"(45201, 48021.6]",31.5,30.6,32.7,"Ingham County, Michigan",2.4,38.8,5.9,16.7,,12.1,21.6,20.4,57.3,9,72.7,,52,31.3,16.7,75.50680621,11.15097128,5.676723423,1.772190299,38.80436161,4.499226458
+275,110,173,417.8,48681,64223,15.2,0,"(48021.6, 51046.4]",37.9,37.3,38.7,"Ionia County, Michigan",2.72,50,17,39.4,,6.6,38.1,10.6,52.8,10.4,69.1,53.2,49.8,36.1,19.5,91.08235514,3.273289211,0.348089411,1.053633866,54.4314684,6.91088967
+186,93,193.4,406.2,37122,25345,19,0,"(34218.1, 37413.8]",624,51.6,52.5,"Iosco County, Michigan",2.2,52.2,25.2,32.4,,2.2,40,10,40.4,12.1,61.4,34.2,29.4,53.2,23.4,96.14582103,0.625959608,0.51966458,0.141726704,48.10896588,4.012841091
+72,41,167.6,344.3,35961,11348,17.3,0,"(34218.1, 37413.8]",53.3,52.6,54.3,"Iron County, Michigan",2.07,51.2,21.4,35.6,,6.8,45,13.6,43.8,9,64.1,39.3,32.8,49.2,19.7,96.56730686,0.504041019,0.36499522,0.278091596,44.82566766,4.683342203
+260,105,180.1,446.7,42431,70698,28.3,99.01270192,"(40362.7, 42724.4]",26.3,26.3,26.1,"Isabella County, Michigan",2.61,34.9,5.1,17,72.3,5.6,31.8,15.5,55.9,11.3,72.6,58.7,51.3,27.1,14.2,88.56075507,2.585291995,1.693811997,0.305650285,40.69583553,3.814938787
+883,372,193.8,473.5,46670,159494,15.4,514.1259232,"(45201, 48021.6]",40.5,39,42,"Jackson County, Michigan",2.48,48,16.8,30.4,,4.6,34.8,13.7,50.7,10.3,67.9,50.2,45.9,38.8,19.9,87.54624153,8.525341295,0.664125339,0.480098148,48.6970012,5.040777373
+1199,454,171,464.2,46283,260263,18.9,810.7183887,"(45201, 48021.6]",34,32.6,35.5,"Kalamazoo County, Michigan",2.47,44.3,7.1,20.4,,11.2,23.1,21,59.6,9.1,73.4,58.5,52.1,31,15.6,81.6313018,10.97128747,2.321695644,0.716644856,44.01690236,4.426449927
+103,45,200.7,469.6,40709,17260,17.4,0,"(40362.7, 42724.4]",44.4,43.4,45.4,"Kalkaska County, Michigan",2.38,54.4,19.9,41,,3.4,42.4,8.2,48.7,10.4,60.6,,35.8,45,22.1,96.25652931,0.684852002,0.429483459,0.249564713,50.21572721,4.369071572
+2809,965,160.2,473.3,53342,636369,15.3,414.8536462,"(51046.4, 54545.6]",34.8,33.9,35.8,"Kent County, Michigan",2.63,49.2,13.2,26.7,,12.4,25.5,21.8,63.4,7.7,72.2,59.5,53.6,29.7,16.4,81.24174818,9.722771005,2.499076439,2.608618834,49.44003503,5.98333118
+12,5,113.5,337.6,40411,2168,12.7,0,"(40362.7, 42724.4]",54.5,53.2,55.4,"Keweenaw County, Michigan",2.1,55.6,20.8,32.7,37.6,8.9,32.6,13.5,44.8,7,66.2,37.7,30.8,50.8,20.6,98.36214741,0.864422202,0.136487716,0.045495905,49.03846154,7.936507937
+78,42,213.1,395.3,30990,11424,29.2,0,"[22640, 34218.1]",51.5,51.6,51.3,"Lake County, Michigan",2.53,46.6,36.9,26.4,,2.4,41.5,5.6,,13.2,51,29.4,25.8,57.9,30.8,87.45842815,7.894276212,0.096271661,0.376334675,47.01030928,4.422110553
+492,189,186.7,484.6,51510,88373,11.1,135.7880801,"(51046.4, 54545.6]",43.3,42.6,44,"Lapeer County, Michigan",2.64,57.1,15,37.2,,4.7,37.1,11.2,53,10.5,74.7,56,50.2,33.3,14,95.75225251,1.271604239,0.470334901,0.595001983,59.89229545,5.407671348
+138,54,132.5,372.9,60622,21981,8.9,0,"(54545.6, 61494.5]",52.4,51.3,53.3,"Leelanau County, Michigan",2.31,61.4,17.1,21.1,,5,22.4,22.3,51.9,7.1,75.8,,40.7,38.4,13.9,92.63733235,0.574131913,0.688958295,0.725702737,59.85488412,5.887253541
+512,217,177.6,425.8,48194,98573,14.5,649.2650117,"(48021.6, 51046.4]",40.9,39,42.8,"Lenawee County, Michigan",2.46,50,14,31.4,,4.5,36.7,12.7,54,8.6,71.5,53,47.6,36.3,17.5,92.37831389,2.645042567,0.287152939,1.528786071,50.8534401,4.630064868
+855,316,162.7,433.5,74341,187316,6.1,0,"(61494.5, 125635]",42.1,41.2,42.9,"Livingston County, Michigan",2.66,58.9,12.6,31.2,,10,25.6,22.2,62.6,5.9,83.2,67.5,60.8,24.4,9.2,96.37956347,0.472937467,0.909036735,0.336961174,61.49898521,4.426612689
+33,16,175.3,366,37590,6415,20.6,0,"(37413.8, 40362.7]",44.3,42,48.1,"Luce County, Michigan",2.27,45.9,25.7,49.4,,2.7,45,8.6,38.2,11.6,59.5,,34.4,50.6,26.2,80.4384746,8.53790335,0.154392466,0.432298904,48.67480017,5.95959596
+75,31,160.3,422.5,39359,10890,15.4,0,"(37413.8, 40362.7]",50.9,50,51.7,"Mackinac County, Michigan",2.07,54.2,15.8,29.4,,3.5,36.5,11.9,47.6,12.5,63.4,,35.2,44,19.2,75.31691416,1.711336472,0.588554871,0.651937704,47.97465924,3.381147541
+4974,1809,177.8,506.5,54865,864840,12.3,154.9419546,"(54545.6, 61494.5]",40.8,39.4,42.1,"Macomb County, Michigan",2.52,49.5,13.6,29.2,,9.2,30.6,15.2,58.2,9,73.6,57.5,51.5,31.9,15,83.1942379,10.2884207,3.465120061,0.554002684,48.70666718,4.707995158
+186,72,180,494.9,37477,24461,16.6,81.7628061,"(37413.8, 40362.7]",48.2,45.8,51,"Manistee County, Michigan",2.28,51.1,27.8,40.4,,4.8,37.3,12.3,43.6,11.5,65.4,41.8,35.6,45.4,20.4,91.77535051,3.183077926,0.387186175,0.061134659,50.35495957,4.046522898
+343,141,168.7,430.4,44735,67215,15.4,74.38815741,"(42724.4, 45201]",39.1,38.4,39.9,"Marquette County, Michigan",2.38,46.4,6.4,23.3,62.3,8,33.1,19.1,52.1,8.1,73.2,,49,32.7,13.9,93.37397532,1.691278743,0.705809239,0.269302477,47.85878973,3.31536726
+144,82,190.2,350.2,42896,28783,16.3,799.0827919,"(42724.4, 45201]",45.7,44.5,46.9,"Mason County, Michigan",2.3,54.9,24.5,33.9,,1.8,34.4,12.6,52.1,10.7,64.3,43.1,36.9,43.5,21,94.99843266,0.996133886,0.599073526,0.56424367,50.78380144,5.960854093
+222,89,177.2,448.5,41572,43067,23,626.9301321,"(40362.7, 42724.4]",35.7,33.5,37.7,"Mecosta County, Michigan",2.61,44.2,8.7,22.6,,2.6,34.4,13.6,48.9,12.2,67.9,,44.4,37.2,18.5,93.01632757,2.748204429,0.815223667,0.251726288,50.00646078,4.303337477
+108,70,185,310.1,42191,23548,14.5,0,"(40362.7, 42724.4]",47.5,46,48.7,"Menominee County, Michigan",2.19,52.9,19.9,43.3,,2.9,42.2,11.3,52.6,8.5,66.3,47.5,42.1,41.3,20.1,94.72108614,0.265632247,0.202386474,0.059029388,47.10178856,5.558035714
+436,160,154.4,438.7,51629,83632,11.9,0,"(51046.4, 54545.6]",40.9,39.7,42.4,"Midland County, Michigan",2.45,57.2,13.1,34.5,43.6,8.8,29.6,19.4,55.6,8.5,76.5,58.6,53.6,31.9,13.4,93.6549316,1.381182436,2.330670621,0.611068593,55.87649106,5.762837089
+84,39,190.2,417.3,40455,14903,16.1,0,"(40362.7, 42724.4]",43,41.7,44.3,"Missaukee County, Michigan",2.52,56.8,14.1,49.1,,2.4,42.8,8.8,51.2,11,61.4,42.9,37.6,43.5,23.7,96.96423806,0.527088337,0.447024286,0.246864158,55.69382884,4.809286899
+652,325,182.8,371,57719,149568,10.4,608.4189131,"(54545.6, 61494.5]",41.7,41,42.6,"Monroe County, Michigan",2.55,54.1,12.5,35.6,,7.2,36.2,12.2,56.4,8.3,77,59.7,55.4,31.1,14,94.60833843,2.322582361,0.616873621,0.607567338,54.45138818,6.102216567
+348,137,184.5,475.3,41554,62945,20.4,0,"(40362.7, 42724.4]",40,39.2,41,"Montcalm County, Michigan",2.59,51.3,18.2,42.1,,3,39,8.7,49,11.2,64.9,,43.1,40.1,20.5,94.25115866,2.115738683,0.3904514,0.414259412,52.62411957,5.831775701
+88,37,207.6,484.4,37961,9259,15.7,0,"(37413.8, 40362.7]",54.6,54.3,54.9,"Montmorency County, Michigan",2.27,51.5,32.3,26.3,,3.5,41.9,6.8,36.1,16,60.8,32.9,27.5,53.1,21,97.05350495,0.361663653,0,0.34038932,49.21375921,3.263086336
+975,379,189.2,499,42588,172790,20,260.4317379,"(40362.7, 42724.4]",39.1,38.1,40.4,"Muskegon County, Michigan",2.56,47.4,17.9,34.9,,3.7,34.8,12.6,51.5,11.9,64,48.5,44.6,41.4,24.2,80.93863532,13.81886251,0.510254661,0.437944286,47.8461777,4.97414174
+236,120,197,393.2,41588,47948,21,0,"(40362.7, 42724.4]",42.4,41.5,43.3,"Newaygo County, Michigan",2.58,55.8,21.8,37.7,,4.7,41.1,9.3,48.8,10.1,62.4,45.1,40.5,43.5,23.9,94.27637469,1.376251848,0.314393387,1.723958442,56.1044768,5.713998795
+6825,2231,159.6,495.7,69378,1242304,10,297.0287466,"(61494.5, 125635]",40.8,39.4,42.1,"Oakland County, Michigan",2.47,52.4,11.7,26.8,,15.1,20.1,25.4,61.4,7.5,79,63.8,56.8,26.4,11.3,76.30367718,13.88414668,6.268630495,0.665228145,50.74358294,5.31040591
+128,54,153.3,370.2,41166,26105,20.1,0,"(40362.7, 42724.4]",42.3,41.2,43.8,"Oceana County, Michigan",2.6,57.1,30,32.9,,3.2,34.7,10.6,50,8.7,61.3,41.8,37.4,44.2,23.3,94.74246064,1.300087689,0.282130466,1.589843303,57.87008756,4.930928626
+134,62,177,402.9,35968,20937,21.4,0,"(34218.1, 37413.8]",49,48.5,49.8,"Ogemaw County, Michigan",2.22,54.7,28.6,27.9,38.8,4.7,40.9,7.5,43.2,12.4,60.1,36.1,31.5,51,24.2,96.80049006,0.310998021,0.560738856,0.259165017,49.31100276,6.505717916
+49,22,171.1,396,35387,6007,17.8,0,"(34218.1, 37413.8]",55.6,55.5,55.6,"Ontonagon County, Michigan",2.01,57,31.1,21.5,,3.8,40.6,10.8,36.7,13.7,63.6,34.9,28.9,49.4,18.7,96.25277866,0.317561131,0.508097809,0.3651953,49.22178988,3.276955603
+165,60,193.7,541.3,40235,23058,20.4,1778.124729,"(37413.8, 40362.7]",42.5,41.5,43.9,"Osceola County, Michigan",2.6,51.1,23.8,39.6,,1.5,44.7,8.7,47.8,10.3,59.7,40.9,37,43.7,22.4,96.5739864,0.791942842,0.279762417,0.16785745,51.59301131,4.211869815
+59,30,199.5,404.3,33975,8251,20.5,0,"[22640, 34218.1]",51.3,50.8,51.9,"Oscoda County, Michigan",2.27,55.7,37.1,27.9,,2.6,40.6,6.7,39.7,13.2,57.4,,26,49.7,20.6,96.684036,0.438180957,0.0828991,0.272382757,51.92620727,5.041436464
+145,64,194.7,457,44693,24253,13.2,0,"(42724.4, 45201]",44.2,43.6,44.9,"Otsego County, Michigan",2.38,56.8,20.5,39.6,30.9,8.9,36.6,13.5,54.6,8.2,68.4,49.8,44.4,39.2,19,95.80796156,0.381094404,0.625491902,0.381094404,54.27882684,3.216430924
+1060,384,142.2,404.1,60577,279955,9.1,7.144005287,"(54545.6, 61494.5]",34.7,33.9,35.7,"Ottawa County, Michigan",2.74,56.6,8.8,24.3,57.3,9.6,28.9,20.9,63.8,6.1,80.2,,59.2,25.6,11.9,90.07563997,1.635082889,2.798239705,2.913566868,61.39920858,5.371555803
+99,44,171.8,414.7,39420,12841,16.1,0,"(37413.8, 40362.7]",53.2,52.8,53.5,"Presque Isle County, Michigan",2.13,59.6,16.2,27.6,,11.3,40.6,10.6,40.1,13.1,70,41.9,37.2,45.7,16.4,97.26931042,0.46022858,0.337500959,0.107386669,54.9758293,3.178368121
+228,97,201.8,496.9,35002,23898,20.7,0,"(34218.1, 37413.8]",54.4,53.9,54.8,"Roscommon County, Michigan",2.06,53.8,19.4,33.6,,3.1,38.9,9.1,36.2,14.2,60.7,31.4,27,56,22.8,96.82566063,0.199434934,0.274223035,0.091407678,46.59100754,5.928954766
+1160,439,175.3,475.4,44548,193307,17.4,460.4075383,"(42724.4, 45201]",40.3,38.3,42,"Saginaw County, Michigan",2.44,45.5,15.6,27.8,,5.7,34.2,13.6,51.3,11.1,67,47.8,43.4,41.3,21.1,75.27013065,18.40400246,1.174171285,1.688730093,44.57106192,5.433100881
+953,382,189.5,488,50303,159875,13.8,500.3909304,"(48021.6, 51046.4]",42.8,41.8,43.8,"St. Clair County, Michigan",2.47,53.7,16.7,36.3,,5.1,35.3,11,54.1,10.4,71.2,53,47.2,36.1,17,93.62646404,2.202843626,0.625198686,0.645145204,52.59030604,4.646092865
+293,134,178.9,404.4,43687,61018,18.5,0,"(42724.4, 45201]",39.2,38.1,40,"St. Joseph County, Michigan",2.59,54,25.2,40.9,,4.6,38.9,9,55.6,8.6,66.2,50.2,45.1,37.9,20.3,92.14873324,2.76457671,0.634197503,2.015666481,53.0124624,7.077326343
+209,102,170.6,368.5,42081,41475,14.7,0,"(40362.7, 42724.4]",44.2,43.1,45.1,"Sanilac County, Michigan",2.55,53.6,17.8,39.1,,3.7,45.1,7.8,50.9,10.7,63.8,,38.5,40,20.2,96.63683534,0.571238159,0.311800828,0.606940544,53.63022113,5.167988801
+54,29,213.7,439.1,39539,8173,17.6,0,"(37413.8, 40362.7]",50,49.5,50.2,"Schoolcraft County, Michigan",2.38,52.1,16.7,53.8,,0.9,46.8,9.3,40.2,15.6,60,,33.4,49.7,24.8,86.92084942,0.49469112,1.472007722,0.180984556,50.62883884,4.633204633
+421,157,184.9,505,47882,68619,15.3,72.8661158,"(45201, 48021.6]",41.5,39.9,43,"Shiawassee County, Michigan",2.49,54.9,14,33.4,,3.5,36.6,10.3,,10.3,70.7,,48.5,35.2,16.3,96.79799748,0.458669136,0.432624832,0.285040441,54.85789339,5.135520685
+323,131,181.9,459,43186,53777,15.6,0,"(42724.4, 45201]",43.3,42.2,44.6,"Tuscola County, Michigan",2.49,55.9,20.4,36.1,,3.1,42,9.4,52.2,9.3,68,44.9,39.8,40.5,18.8,96.48842337,1.148474825,0.316060272,0.350973907,56.45418701,6.304667879
+385,168,188.2,431.5,46715,75077,16.5,173.1555603,"(45201, 48021.6]",41.3,40.3,42,"Van Buren County, Michigan",2.61,51.1,29.2,33.7,,5.9,34,12.6,54.4,8.4,62.7,46.6,42,39.8,22.1,87.85019442,3.613754297,0.578625367,3.921646693,51.82077766,4.666419111
+1490,494,157,463.9,62861,358880,14.3,1290.124833,"(61494.5, 125635]",33.4,32.3,34.6,"Washtenaw County, Michigan",2.43,44.3,5.6,15.4,60.4,18.5,15.7,25.4,60.4,7.4,82.2,68.7,60.9,23.4,10.2,74.0632378,12.07313354,8.438202501,0.903719937,44.8630013,4.120270702
+10411,3927,197.9,528.7,41434,1759335,24.1,470.063973,"(40362.7, 42724.4]",37.8,36.1,39.2,"Wayne County, Michigan",2.63,38.1,18.8,30.7,,7.1,30.3,13.4,49.9,14.9,58.4,44.6,41,42,26,53.34252592,39.41434617,2.904772371,1.728810339,37.15664456,5.676241281
+212,84,199.2,528.4,39807,33003,19,0,"(37413.8, 40362.7]",41.7,40.3,43,"Wexford County, Michigan",2.56,54.3,19,39.4,,5.3,38.8,11.4,52,9.5,63.4,44.1,40.1,42.5,21.7,96.22606943,0.644255137,0.625935086,0.09770694,53.94934112,5.24857851
+1962.667684,50,164.1,453.5494221,40676,15702,14.9,0,"(40362.7, 42724.4]",53.1,52.7,53.4,"Aitkin County, Minnesota",2.05,61.2,19.4,42.4,,8,39.9,10.8,47.8,7.3,66.3,40.5,32.5,51.5,22.3,95.07544668,0.366184734,0.309362965,0.082075889,53.34472335,7.867412141
+1962.667684,497,167.9,453.5494221,70868,344151,7.6,418.4209838,"(61494.5, 125635]",37.9,37.2,38.7,"Anoka County, Minnesota",2.7,54.4,15.9,32.3,,9.6,28.4,20,68.4,6.2,79.3,,60.6,25.7,12.9,85.6646515,4.901347251,4.089277491,1.694099727,56.43371868,6.191392604
+1962.667684,86,189.3,453.5494221,51116,33386,14.6,0,"(51046.4, 54545.6]",42.4,42,42.9,"Becker County, Minnesota",2.41,57.6,18.5,38.2,36.8,6.5,33.5,15.6,61.5,3.5,66.7,,41,38.4,20,87.75725753,0.5160239,0.464723278,0.37419277,54.03332842,5.235358086
+1962.667684,79,162.6,453.5494221,43706,45672,18.5,1050.972149,"(42724.4, 45201]",33.3,31.8,34.7,"Beltrami County, Minnesota",2.59,44.2,12.8,24.7,,6.9,26.1,17.4,58.5,10.6,58.6,45.4,39.6,40.5,26.1,74.08988863,0.818770084,0.87159396,0.261918387,44.60242547,6.561704535
+1962.667684,63,155.3,453.5494221,52531,39710,13.6,0,"(51046.4, 54545.6]",35.4,35.3,35.6,"Benton County, Minnesota",2.45,50.6,12.6,27,52.4,8,32.1,15.2,66,6.7,71.5,,51.3,32.2,18,94.31427042,2.325284924,1.132046608,0.117284108,48.05527124,7.207014542
+489,169,182.1,532.7,51576,81251,16.6,12.30754083,"(51046.4, 54545.6]",39.4,38.2,40.5,"Clinton County, New York",2.32,46.3,12,30.9,,9.2,35.3,11.9,51.9,6.9,72.6,54.2,49.2,37.4,18.2,91.46599743,4.290873477,1.342963824,1.174022158,46.37281334,4.275633043
+418,159,171.5,472.2,55047,61509,11.6,130.0622673,"(54545.6, 61494.5]",46.6,45.8,47.9,"Columbia County, New York",2.37,49.3,16.9,30.3,,11.6,30.7,14.4,57.7,6.7,73.1,55.1,48.9,36.9,17.5,89.89629391,4.39424391,1.739689686,0.903609615,48.37725381,3.458303859
+282,100,181.4,522,48357,48494,13.8,41.24221553,"(48021.6, 51046.4]",36.1,35.7,36.4,"Cortland County, New York",2.54,42.2,3.5,18.1,71.1,7.2,34.7,13.4,59.6,6.1,75.3,59.5,54.3,31.6,15.4,94.28868544,1.765797362,0.913484085,0.776869278,45.19096738,3.084671073
+320,116,160.7,461,45860,46053,14.4,0,"(45201, 48021.6]",46.4,45.7,47,"Delaware County, New York",2.31,47.8,8.8,39.2,,5.7,38.7,11.5,50.3,9.5,66.8,,42.6,42.4,20.7,95.08752479,1.967975096,0.646041662,0.545830579,46.37628491,4.154951578
+1662,569,164.8,486.7,70925,295754,10.2,74.38614524,"(61494.5, 125635]",41.2,40.1,42.4,"Dutchess County, New York",2.61,48.7,10.5,28.3,,10,27,18.3,,8.7,76.3,59.6,54.7,29.3,13.9,78.50286938,10.13781119,3.868277832,4.102341308,52.60510813,3.807095815
+6146,2183,183.3,544.1,50134,922578,15.2,121.3989495,"(48021.6, 51046.4]",40.4,38.4,42.3,"Erie County, New York",2.33,44.3,10.5,26.9,,14.9,28.4,17.3,58.6,7,71.9,,51.7,36.6,19.7,78.6541433,13.30947586,3.150879356,2.151621556,41.89674177,4.815862717
+255,97,164.5,463.7,50182,38478,12,25.98887676,"(48021.6, 51046.4]",45.9,44,48.1,"Essex County, New York",2.37,50.5,17.8,39.2,34.8,8.2,34.5,13.4,53.7,7.9,70.8,49.9,45.8,39.4,17.4,93.04584704,3.068462171,0.560238487,1.477693257,51.22478386,3.244249435
+274,105,180.9,466.4,45704,50660,18.5,0,"(45201, 48021.6]",39.8,37.5,43.2,"Franklin County, New York",2.36,45,23.6,33.1,,5.9,36.2,9,47.9,8.8,64.6,,43.7,40.5,21.6,82.97971919,5.569422777,0.430967239,1.653666147,45.98391477,5.8605919
+354,134,183.4,504.2,45409,53992,17.8,0,"(45201, 48021.6]",42.8,41.4,44.4,"Fulton County, New York",2.4,49.3,24.5,27.8,,5.7,38.5,8.7,54.2,9.3,64.2,46.4,42.9,42.7,22.9,95.19832985,1.576749808,0.629967403,0.743508039,46.51047978,4.80729036
+388,141,181.6,520.5,52410,58937,12,0,"(51046.4, 54545.6]",42.7,41.4,43.9,"Genesee County, New York",2.45,52.8,13.1,32.7,42.4,11.8,37.2,12,61,6.7,73.2,55.4,51.9,34.7,16.6,92.19785395,2.775068115,0.694607959,1.422853106,51.63756371,6.002939584
+338,128,187.3,505.7,52597,47625,11.1,0,"(51046.4, 54545.6]",45.2,43.4,46.7,"Greene County, New York",2.55,48.2,24.8,37,,5.9,36.3,12.2,48.3,9.1,70.6,,48.7,37.9,17.9,89.66509356,6.346249379,0.968703428,0.732737208,50.69751616,4.626911005
+45,17,194.2,526.9,49137,4712,11.4,9762.308998,"(48021.6, 51046.4]",51.9,51.7,52.7,"Hamilton County, New York",3.38,42.7,13.5,42.9,,12.9,32.3,13.8,45.8,9.7,73.1,45.8,42,40.6,13.6,95.25210084,0.504201681,0.105042017,0.735294118,54.2877907,4.529616725
+404,134,150.9,480.7,44148,63100,16.5,15.84786054,"(42724.4, 45201]",42.9,40.9,44,"Herkimer County, New York",2.4,50.1,13.3,29,,6.4,34.5,13.1,56,8.7,65.8,,45,40.7,22.5,96.0271106,0.997907362,0.465377768,0.501296186,48.48832759,4.741223308
+554,196,177,500.8,49781,117635,15.1,0,"(48021.6, 51046.4]",31.8,30.5,33.6,"Jefferson County, New York",2.54,53.5,8.1,44.2,,5.7,33.5,11.8,48.6,10.6,69.7,52.3,34.5,36.4,19.8,86.39309945,5.525990567,1.450225731,1.668810479,52.37213921,7.816390603
+11217,3824,153.8,452.3,47547,2636735,23.4,42.47677525,"(45201, 48021.6]",34.4,32.8,35.8,"Kings County, New York",2.74,40.1,15.5,26,,16.5,26.2,20.1,56.9,10,51.4,43.3,38.7,43.4,31.8,43.39108351,33.54058304,11.47823782,8.873102839,37.53039861,5.227447022
+154,59,173.6,470.1,47542,26957,14.3,593.5378566,"(45201, 48021.6]",41.4,40.4,42.3,"Lewis County, New York",0.0254,56,18.5,35.1,,9,45.3,8.7,55.6,8.3,68.3,52.2,45.9,36.1,19.4,96.8035688,0.918006194,0.446099395,0.645185076,56.38106082,5.441478439
+345,133,172,462.2,49920,64717,14.7,0,"(48021.6, 51046.4]",40.1,39.5,41,"Livingston County, New York",2.42,47.2,6.5,24.2,,8.2,33.7,13,55.6,5.4,76.5,59.3,53.9,32.9,15.8,93.28714063,2.44903628,1.359546921,0.729927007,49.85552712,5.026285421
+428,150,174.2,505.4,51600,71849,11.8,125.2627037,"(51046.4, 54545.6]",40.8,39.3,41.8,"Madison County, New York",2.55,46.7,7.1,25.6,,5.5,33.7,14.8,55.4,5.1,74.1,59,54.4,33.5,17.2,94.83617988,2.048959642,0.800806329,0.179491074,51.08794887,3.238819733
+4243,1507,169.5,498.9,51371,749600,14.2,94.7171825,"(51046.4, 54545.6]",38.5,36.5,40.3,"Monroe County, New York",2.41,44.1,11.8,24,51.8,12.5,25,20.3,59.7,7.7,73.1,,52.1,34.5,18.5,75.95762228,15.34744501,3.53290025,2.09473201,42.50944076,4.726955479
+326,115,170.1,511,40923,49642,18.9,60.43269812,"(40362.7, 42724.4]",41,39,42.5,"Montgomery County, New York",2.5,44.5,19.1,28.5,,7.5,36.6,10.1,54.6,8.9,61.4,44.6,41.3,44.7,26.2,88.86076458,2.129412001,0.727214287,5.375760863,43.69722094,6.043704855
+8450,2549,145.8,514.3,98312,1361350,6.7,263.7088185,"(61494.5, 125635]",41.3,39.6,43,"Nassau County, New York",3.03,53.2,8.7,24.2,,20,24.2,23.7,61,6.4,79.6,65.3,59.2,25.3,11.3,70.2302209,11.39219201,8.506642492,6.440072877,60.66267248,4.449778611
+8072,2584,145.2,463.9,75459,1644518,17.7,1258.727481,"(61494.5, 125635]",36.6,36.1,37.1,"New York County, New York",2.09,32.9,10.5,17.9,,32.6,12.6,31.6,62.5,7.5,67.3,57.5,49.9,31.8,19.7,56.42651428,15.02110761,11.65334055,12.38129078,26.66790153,3.548717991
+1385,506,177.1,507.2,49274,212652,13.4,0,"(48021.6, 51046.4]",42.6,41.5,43.8,"Niagara County, New York",2.39,47.1,9.8,29.9,,9.7,35.1,13.6,57.4,7.6,72.9,52.8,49,37.1,16,87.95050198,7.388746206,1.155265001,0.525799673,45.31301605,4.92078633
+1470,542,173.9,501.5,48350,232500,17.7,38.70967742,"(48021.6, 51046.4]",41.2,39.4,42.9,"Oneida County, New York",0.0243,44,13.2,27.4,,10.6,33.4,13.9,54.9,7.4,66.4,49.6,45.8,42.2,23.7,85.98849108,6.021202442,3.61666053,1.564065457,43.49984589,5.551134489
+2820,1011,180.4,525.9,52892,468463,16.1,347.9463693,"(51046.4, 54545.6]",38.8,37.1,40.4,"Onondaga County, New York",2.43,44.6,10.9,22,,13.4,26.2,19,58.5,7.2,73.1,55.7,51.8,34.4,17.7,80.38026581,11.063967,3.556450511,1.059354607,43.36469148,4.874120242
+657,228,162.9,484.6,58473,109561,11.5,100.40069,"(54545.6, 61494.5]",43.1,42.2,44.2,"Ontario County, New York",2.38,50.8,9.2,26.2,,9.1,28.3,17.2,60,6.4,75.4,58.1,53.5,33.3,15.5,93.36398271,2.50659389,1.199721591,0.970767089,49.43957335,5.349606951
+1860,628,173.6,503.5,69228,377647,13.4,66.19938726,"(61494.5, 125635]",36.8,34.9,38.6,"Orange County, New York",2.9,49.9,13.2,31.5,,9.1,29.3,17.2,59.5,7.3,71.9,,54.5,31.1,17.9,75.09536901,10.05636894,2.59574196,8.511018051,54.25001996,5.163242125
+252,95,184.2,495.9,46577,41582,15.5,0,"(45201, 48021.6]",42.2,41,43.3,"Orleans County, New York",2.43,48.4,23.3,38.5,,6.2,39.8,9.6,49.9,9,67.8,47.9,44.2,41.4,20.5,89.5081035,6.053928538,0.566297033,1.424035636,48.97602398,4.445372013
+34,15,205,459.8,36891,5526,21.9,0,"(34218.1, 37413.8]",43,39,48.3,"Hyde County, North Carolina",2.44,39.8,31.7,41,,0,35.2,8.4,49.2,12.7,57.4,43.9,27.4,37.5,20.2,63.41120675,35.25382048,0.386439487,0.491832074,44.7804878,7.282913165
+828,313,181,477.1,54026,169866,12.7,264.9146975,"(51046.4, 54545.6]",39.9,38.5,41.1,"Iredell County, North Carolina",2.69,53.7,18.3,35,,6.7,28.1,17.7,58.6,9.8,69.1,55.5,47.4,29.7,16.1,81.45469085,12.34899979,2.260913816,1.97799668,54.94720247,4.754928419
+213,84,177.2,458.4,38130,41265,23.5,0,"(37413.8, 40362.7]",36.8,34.8,38,"Jackson County, North Carolina",2.33,45.1,4.7,15.1,,5.4,27.6,17.5,51.1,6.2,65.1,49.3,40.8,32.9,16.2,83.30638048,3.092227776,0.867391944,1.604920122,46.28352971,3.120443278
+745,288,184.9,459.8,50055,185660,15.3,21.54475924,"(48021.6, 51046.4]",37.4,36.4,38.6,"Johnston County, North Carolina",2.85,53.5,20.9,34.1,,6.7,30.4,14.8,59.4,8.9,64.1,52.7,46,30.6,18.5,78.44850781,15.02612166,0.681069082,2.990537904,55.35270379,5.25474016
+65,30,205.2,464.6,38928,10013,22.2,0,"(37413.8, 40362.7]",45.2,42.5,48,"Jones County, North Carolina",2.43,51.6,15.9,40.8,,4.3,31.2,8.1,47.9,11.6,54.9,33.3,26.4,46.1,22.6,65.09935078,31.71355499,0.098367106,1.042691324,49.05705996,5.365126677
+298,119,182.2,462.5,46073,59660,18.5,0,"(45201, 48021.6]",37.5,36,39.9,"Lee County, North Carolina",2.75,49.2,18.3,34.6,,6.1,26.4,14.7,55.5,10.3,59,45.5,36.5,34.3,20.7,69.20293514,19.0682958,1.067016729,7.487630011,49.61803263,5.257747099
+398,150,194,524.4,35991,58106,22.1,722.8169208,"(34218.1, 37413.8]",42.1,39.9,43.9,"Lenoir County, North Carolina",2.47,44,21.5,37.7,,2.3,31.8,8.8,51.1,13.1,53.2,,30.1,45.3,24.7,55.20397401,40.24531319,0.634547991,1.568507366,41.64131133,6.174096999
+412,147,165.7,460.5,49676,81035,16,567.6559511,"(48021.6, 51046.4]",42,41.1,42.7,"Lincoln County, North Carolina",2.62,57.7,15.7,36,,4.3,30.4,14.3,,10.2,64.8,51.3,46.4,33.5,18.6,89.26713413,5.409786624,0.468722511,2.367488502,58.69781973,4.703203954
+279,107,181.8,483.7,37881,44989,17.6,0,"(37413.8, 40362.7]",43.1,40.9,45,"McDowell County, North Carolina",2.52,50,16.7,28.2,,4.9,36.9,9.4,47.5,11.1,57.9,,36.7,42.3,23,90.53846667,3.863348235,0.780676586,2.680100532,50.04906771,5.517241379
+243,93,161.4,440,37884,34201,18.1,0,"(37413.8, 40362.7]",49,46.4,50.9,"Macon County, North Carolina",2.16,58.1,24.7,24.8,41.2,9.3,29.8,14.9,47.3,7.3,55.4,35.2,27.1,44.4,21.7,92.19316607,1.105575046,0.71936083,4.263097379,51.66065911,5.212083268
+117,42,143.7,416.2,38445,21139,19.9,94.61185487,"(37413.8, 40362.7]",44,42.4,45.9,"Madison County, North Carolina",2.36,54.3,15.7,17.8,,12.1,31,12.9,50.7,7.3,61.8,,35.6,40.4,21.9,95.76259095,1.945118181,0.475579017,0.565939031,55.25443787,4.341957255
+164,61,177,491.5,35930,23357,19.7,0,"(34218.1, 37413.8]",46,43.5,46.9,"Martin County, North Carolina",0.0254,47.2,13.4,34.4,,0.7,37.6,9.9,46.9,14.7,55.2,38.5,30.5,42.9,22.7,53.33558093,43.56272915,0.155927346,1.420203127,46.87668573,3.58004827
+3590,1216,158.6,451,59049,1034070,15.2,307.5227016,"(54545.6, 61494.5]",34.5,33.4,35.6,"Mecklenburg County, North Carolina",2.57,45.3,14.7,25,44.8,15.5,19.1,28.4,65.3,8.9,67.9,58.5,50.5,24.6,15.4,56.67573474,30.94009016,5.166880746,4.078914417,43.17563049,5.350191695
+105,45,180.9,450.3,36795,15246,19.2,131.1819494,"(34218.1, 37413.8]",46.7,44.8,47.7,"Mitchell County, North Carolina",2.36,55.7,19.3,19.5,,11.7,33.5,11,46.7,8.6,61.8,43.7,35.5,39.7,19.1,96.59491194,0.874103066,0.306588389,1.200260926,54.12988651,3.813691779
+154,54,153.3,447.6,38530,27548,21.1,36.30027588,"(37413.8, 40362.7]",41.1,39.7,42.3,"Montgomery County, North Carolina",2.52,48.8,17.9,45,,3.1,30,10.6,47.5,10.5,51.5,38.7,31.6,40.7,25.2,77.21459367,18.48121445,1.565160683,1.336908083,47.12882509,5.65466173
+648,240,160.3,483.6,51650,94352,15.5,392.1485501,"(51046.4, 54545.6]",45.1,42.8,46.5,"Moore County, North Carolina",2.44,55.8,14.6,40.2,,8,25.8,19.7,48.9,8,66.3,46.4,32.6,39.1,19.5,82.80413765,12.34971605,1.0769214,0.645280839,53.44479444,3.694753236
+511,215,189,452.5,43348,93919,18.2,21.29494564,"(42724.4, 45201]",41,39.2,42.5,"Nash County, North Carolina",2.52,45.3,22,29.9,,7.6,33.9,13.6,53.8,11.9,59.8,45.4,39.4,37.6,21.3,54.39918921,38.1991512,0.838242436,3.375139883,44.16932255,6.201122458
+1007,387,164,442.6,49905,220358,18,154.2943755,"(48021.6, 51046.4]",37.8,36.4,39.3,"New Hanover County, North Carolina",2.33,45.8,8.9,23.8,,11.5,22.1,24.7,59,8.9,70,54.8,43.5,29.1,14.2,81.05175723,14.36475496,1.383446509,1.007081482,43.02116444,4.936553568
+145,61,189.9,452.7,32063,20426,25.8,48.9572114,"[22640, 34218.1]",47.1,44.2,49.7,"Northampton County, North Carolina",2.35,38.6,22.1,33.9,41.7,2.3,35.9,7.2,41.3,15.9,50.3,34.1,28.6,48.4,27.2,39.95526153,56.8130979,0.10946647,0.304602351,37.33487833,2.454590083
+588,206,179.9,477.5,47201,186311,14.3,203.9600453,"(45201, 48021.6]",26.1,24.6,29,"Onslow County, North Carolina",2.75,54.5,7.6,45.5,,3.6,28.9,13.5,43.6,11.6,73.1,53.3,19,26.8,12.7,74.33184764,15.50722981,1.822011069,2.663357877,55.8526976,9.215177413
+540,183,157.3,436.7,60304,141354,14.1,240.5308658,"(54545.6, 61494.5]",33.3,32.7,33.9,"Orange County, North Carolina",2.47,45.2,5.8,23.9,55.3,15,15.6,25.4,61.6,6.4,79.3,67.6,54.4,20.2,10.1,74.98196821,11.67522576,7.298548801,2.585037939,47.73130301,4.202796852
+107,33,151.3,499.4,43097,12781,17.9,0,"(42724.4, 45201]",49.8,47.8,51.3,"Pamlico County, North Carolina",2.36,55.1,21.3,35.5,,0.6,32.2,12.7,45.9,9.7,61.4,37.6,27.7,45.6,20.1,75.19642582,19.03404714,0.261901094,1.209366816,55.41340462,5.096660808
+214,93,203.9,473.4,44596,39829,18.8,25.10733385,"(42724.4, 45201]",37.4,35.5,39.7,"Pasquotank County, North Carolina",2.61,47.1,9.3,24.7,,6.5,29.9,12.3,53.1,10.1,62.9,45.7,33.4,36.1,19.5,58.6211205,36.9308811,1.431855665,0.562246989,50.71982281,5.029990529
+298,112,169.8,463.5,45453,57611,15.4,0,"(45201, 48021.6]",42.1,41.6,42.9,"Pender County, North Carolina",2.67,51.7,22,32.2,,6.9,31.2,14,52.4,9.8,63.1,,37.9,35.8,17.9,76.27705471,17.11924011,0.208461734,3.681615488,52.10630899,3.014449427
+82,33,159.5,400,41328,13440,17.1,0,"(40362.7, 42724.4]",47.8,46.8,48.4,"Perquimans County, North Carolina",2.44,56.7,8,61.1,,5.2,35,12.3,43.9,12.7,58.3,33.6,24.2,46.5,22,73.02563343,24.27026226,0.01481701,0.392650763,53.49090909,7.827059262
+230,98,198.1,477.8,45841,39259,18.7,0,"(45201, 48021.6]",508.8,41.5,43.4,"Person County, North Carolina",2.52,47.6,22.2,28,44.7,5.1,35.5,11.3,53,11.9,60,45.4,37.9,39.3,22.3,68.76623707,27.37761703,0.430441648,1.533289185,45.40726776,6.140350877
+689,255,171.8,457.6,41765,175842,23.4,244.53771,"(40362.7, 42724.4]",31.5,30.3,32.5,"Pitt County, North Carolina",2.48,39.6,7.3,17.2,,10.8,25.2,19.1,57.6,12.1,66.2,55.2,45,28.9,17.5,58.67961657,34.14711332,1.701975857,2.905096721,39.1929128,4.079871327
+144,58,156.1,423.9,45464,20366,14.7,0,"(45201, 48021.6]",50.9,48.9,53.4,"Polk County, North Carolina",2.3,56.1,15,30.2,45.7,9.2,27.2,18.6,48,8.8,68,45.1,35.6,41.3,17.1,91.42519801,5.086830324,0.122989128,1.972745609,53.52258361,4.746227709
+823,293,177.5,502.3,41770,142799,16.7,245.0997556,"(40362.7, 42724.4]",40.5,39.7,41.4,"Randolph County, North Carolina",2.59,52.9,19.8,33.7,,4.7,35.1,10.6,56.2,9,59.2,47.6,41.1,34.2,21.1,87.470675,5.993537964,1.00582988,3.276673456,51.94562166,5.037284569
+265,113,205.3,490.6,34665,45437,24.7,0,"(34218.1, 37413.8]",39.9,38,40.8,"Richmond County, North Carolina",2.42,43.4,23.7,32.2,,1.9,36.5,8.9,,13.8,48.7,36.1,31.3,44.2,28.9,62.7090301,31.69439256,0.197628458,1.207488164,40.42576242,4.202401372
+554,253,193,409.6,30414,134197,33.1,14.90346282,"[22640, 34218.1]",35.2,33.8,36.6,"Robeson County, North Carolina",2.87,39.2,23.4,34.1,39.4,3.1,33.5,9,45.8,12.1,43.4,,27.8,45.1,32,30.07614684,24.10673903,0.755536772,4.385672235,40.63093964,5.971635486
+622,237,194.3,520.3,39606,91758,19.4,337.8452015,"(37413.8, 40362.7]",43.6,41.8,44.6,"Rockingham County, North Carolina",2.42,49.1,21.6,35.8,,3.2,36.5,9.8,51.1,10.5,61,45.4,39.3,40.5,22.8,75.51029252,18.40628386,0.490790899,2.754062839,47.35119602,5.072603135
+822,315,189.8,508.1,44973,139142,18,64.6821233,"(42724.4, 45201]",40.3,38.8,41.5,"Rowan County, North Carolina",2.6,49.1,17.6,30,47.4,4.9,32.8,12.3,51.2,11.5,59.1,44.6,38.8,38.8,23.1,78.11738857,16.14110913,0.908493,2.792694473,49.51174146,4.889016456
+401,163,174.8,443.9,35629,66390,21.5,1581.563488,"(34218.1, 37413.8]",43.3,41.9,45,"Rutherford County, North Carolina",2.48,50.4,26.7,32.1,,5.9,31.8,10.4,46,12.2,53.4,38.1,31.5,45.6,26.6,85.35108054,10.18320497,0.595229193,2.096762133,50.04540982,5.963398511
+333,136,183.6,454.3,33876,63724,29,533.5509384,"[22640, 34218.1]",39.2,38,40.3,"Sampson County, North Carolina",2.7,45.3,22.7,36.4,,2.7,33.2,9,53.8,10.4,51.2,37,31.2,43,25.6,61.23401124,25.71195967,0.394532901,8.516900725,46.21993127,5.0513461
+203,80,189.6,487.8,32782,35509,28.9,112.6474978,"[22640, 34218.1]",39.1,36.8,40.9,"Scotland County, North Carolina",2.59,38.9,20.9,31,45.4,2.7,34,10.1,39.3,15.5,47.7,33.6,28,48.3,32.2,46.05365691,38.45318936,0.768117555,1.185572749,40.22006771,6.79431748
+370,138,180.6,495.6,41921,60714,16.5,378.8253121,"(40362.7, 42724.4]",41.8,40.6,42.9,"Stanly County, North Carolina",0.0247,51.5,21,33.4,,4.5,34.3,11.4,,12.2,64.3,,42.5,36.2,19.7,84.89254943,10.39844188,1.921235929,0.493513353,51.88659315,4.858604091
+280,114,184.5,460.9,45065,46351,13.8,0,"(42724.4, 45201]",44.7,44.2,45.4,"Stokes County, North Carolina",2.43,56,19,32.7,,5.4,38.1,10.2,52.2,9.3,65.2,49.7,43.3,35.3,18.6,93.13988127,4.119071602,0.315038255,0.720087439,54.66048081,4.962317706
+453,196,198.1,481.1,37915,72743,18.9,82.48216323,"(37413.8, 40362.7]",42.7,40.4,44.2,"Surry County, North Carolina",2.47,54.4,17.2,35.8,,5.4,31.1,10,51.2,6.9,58,,34.1,39.8,21.5,92.32198989,3.703703704,0.612272789,1.003143365,52.0415485,4.712239256
+93,39,215.3,516.6,34788,14434,19.3,0,"(34218.1, 37413.8]",40.7,40.1,41.3,"Swain County, North Carolina",2.58,49.5,13.9,34.8,,4.4,31.2,10.7,49.4,7.7,51.9,37.3,30.7,39.4,22.6,64.63319918,1.525100614,0.529548824,0.473063616,49.22848113,5.56091289
+225,85,137,396.8,44490,33211,16.2,0,"(42724.4, 45201]",50.1,48.6,52.8,"Transylvania County, North Carolina",2.31,57.1,16.2,31.9,,2.9,28.4,17.4,49.1,6.9,62.8,37.4,28,41.9,17.1,90.33041788,3.914601555,0.622570457,2.857750243,56.36203995,4.726613966
+24,13,222.3,431,32773,4070,28.3,0,"[22640, 34218.1]",44.4,41.8,49.3,"Tyrrell County, North Carolina",2.45,42.5,28.1,40.7,31.2,0,37.1,3.9,38,14.1,50.1,31.8,19.8,46.5,23,59.89884393,30.39499037,2.817919075,4.359344894,47.13990351,7.088989442
+783,273,158.6,429.7,64381,222742,10.8,35.91599249,"(61494.5, 125635]",37.2,36.3,38.2,"Union County, North Carolina",2.99,59.4,16,31.6,,7.2,25.2,24.1,62.7,7.7,74.3,63.1,54.5,23.1,12.3,81.04412853,11.83148879,2.118338316,3.021712851,64.70421858,5.847110572
+257,106,198.5,490.4,33609,44568,27,112.188117,"[22640, 34218.1]",40,37.6,41.4,"Vance County, North Carolina",2.65,37.7,27.2,40.1,31.9,0.9,37.6,8.2,49.6,12.2,50.1,31.6,25.8,47.3,28.7,43.62800866,49.60405095,0.455062571,4.079948248,36.87986015,6.678752027
+3500,1126,155.3,451.4,66950,1024198,11.5,102.5192394,"(61494.5, 125635]",35.3,34.3,36.1,"Wake County, North Carolina",2.61,51.6,13,21.6,,15.8,16.8,31.2,66,6.4,75.9,65.8,56.4,20.9,11.3,67.64519953,20.74262899,6.06658272,2.799638122,51.32490011,4.983090176
+132,57,185.4,447.7,33869,20155,22.8,0,"[22640, 34218.1]",46.1,44,48.2,"Warren County, North Carolina",2.48,41.7,25.7,48.4,,8.2,34.8,9.3,41.3,10.7,51.7,,25.6,47.2,26.1,39.27105726,50.88430721,0.293140512,1.749071722,43.18792376,4.839989421
+83,33,167.9,453.6,32867,12385,26.8,0,"[22640, 34218.1]",45.1,44.6,45.3,"Washington County, North Carolina",2.4,45.2,29.6,22.7,,5.3,38,6.1,43.2,15.5,53.1,37.4,32.5,46.9,26.7,46.71613514,48.91064099,0,2.194505841,42.52300614,3.122648608
+207,69,136,414,41942,52906,26.2,75.6057914,"(40362.7, 42724.4]",29.5,28,31.4,"Watauga County, North Carolina",2.35,38.9,2.1,15.5,75.2,7.2,20.4,21.2,51.9,9.5,77.7,,46.3,23.7,10.8,94.14816233,1.13323124,0.895865237,0.980091884,43.16363273,2.832748693
+611,258,191.3,458.6,36890,124132,23.3,805.594045,"(34218.1, 37413.8]",36.7,34.4,39.1,"Wayne County, North Carolina",2.56,45.5,18,31.3,,4.8,29.7,13,52.1,12.4,58.7,41.5,30,40.2,23.3,57.2691086,31.32805275,1.156366853,7.007357967,44.50241952,5.691592675
+404,173,183.5,441.2,33398,68502,23.4,87.58868354,"[22640, 34218.1]",43.7,42.6,45,"Wilkes County, North Carolina",2.48,55.6,17.1,30.7,,5.2,32.2,9.1,47.5,11.7,58.3,42.3,35.5,41.2,23,91.2134134,4.471615467,0.317639892,2.30180141,54.17912625,3.78540305
+431,193,199.1,452.4,39268,81714,23.9,305.9451257,"(37413.8, 40362.7]",39.9,38.2,41.4,"Wilson County, North Carolina",2.5,44.8,23.3,33.8,36.1,6.7,33,12.6,54,10.1,56.4,42.1,36.1,39.4,23.2,50.86846202,38.38884054,0.927912136,6.921954867,42.64912664,4.940815895
+219,89,179.7,449.1,40801,37585,17.2,0,"(40362.7, 42724.4]",42.9,41.5,44.1,"Yadkin County, North Carolina",2.45,53.1,13.9,44.3,38.2,3.5,34.3,8.4,51.4,8.3,60.3,43,37.5,39.4,21.8,91.39343183,3.381528008,0.055305365,3.149772195,49.89264103,6.549178376
+134,49,178.6,512.6,35974,17587,20.6,0,"(34218.1, 37413.8]",46.2,45,47.8,"Yancey County, North Carolina",2.35,59.5,9.3,42.4,,10,33.2,12.9,47.8,11,57.2,,32.6,42.3,22.7,96.52919791,1.175869121,0.193137923,0.925925926,56.701726,3.944716384
+17,6,140,405.2,45710,2359,10.2,0,"(45201, 48021.6]",47.6,46.1,49.8,"Adams County, North Dakota",2.14,66.7,10.8,38.4,,8.6,35.1,18.1,64.7,1.2,78.8,56.7,41.6,31.9,11.3,93.25074754,1.324220419,1.238786843,0.55531824,60.82474227,4.047619048
+76,31,173.1,479.1,52376,11099,10.3,0,"(51046.4, 54545.6]",42.8,41.1,43.9,"Barnes County, North Dakota",2.07,58,12.1,15.5,,9.2,31.3,19.4,64.1,2.4,81.6,62.4,46.2,27.5,8.9,94.51203028,0.937190232,2.018563576,0.765972785,51.52294304,8.043956044
+32,12,169.9,462.9,39342,6753,29.9,0,"(37413.8, 40362.7]",31,31.2,30.9,"Benson County, North Dakota",2.97,41.4,21.9,36.4,35.6,6.2,32.5,10.8,52.3,6.1,47.6,38.1,30.4,42.4,30.8,42.71415955,0,0.073594348,0.647630262,42.4122807,9.492753623
+43,19,174.1,430.4,56965,6716,9.7,0,"(54545.6, 61494.5]",46,42.5,48.4,"Bottineau County, North Dakota",2.09,60.2,15.4,32.3,,4.3,31.3,16.4,61.7,2.6,79.7,,45,26.9,8.9,93.95538137,0.889357853,0.226107929,0.422068134,53.50906096,4.568106312
+22,12,209.3,472.9,60946,3294,7.4,0,"(54545.6, 61494.5]",43.6,43.4,44,"Bowman County, North Dakota",2.28,63.2,11.4,44.3,,6.7,30,16.7,67.1,1.8,86.2,65,48.6,24.5,5.7,95.56038497,0.124185036,0,2.390561937,55.84604212,9.935897436
+14,5,166.8,448.3,62875,2308,8.3,0,"(61494.5, 125635]",36.5,34.3,38.8,"Burke County, North Dakota",2.25,60.5,23,30.5,,5.9,30.8,14.1,63.7,2.3,79.6,,47.3,22.4,6.2,97.87137681,0.045289855,0.226449275,0.452898551,50.30612245,6.75
+403,137,141.6,438.9,66734,92991,8.2,1161.402716,"(61494.5, 125635]",36.8,35.4,38.2,"Burleigh County, North Dakota",2.3,53.9,7.9,33.2,,10.2,24.5,23.5,70.4,2.3,83.5,67.1,58.4,22.9,8.3,92.31152874,0.913593961,0.68009476,0.310576607,50.32513963,6.137971127
+622,198,143.4,462.5,53755,171512,11.3,204.0673539,"(51046.4, 54545.6]",31.9,31.4,32.5,"Cass County, North Dakota",2.29,46.8,7,20.7,,14.7,20.6,25.8,72.7,3.2,81.5,67.1,58.6,21.1,8.8,90.12553846,3.179076923,2.684923077,0.440615385,42.7300221,6.444608704
+28,13,170.7,406.8,54057,3828,9,522.4660397,"(51046.4, 54545.6]",50.8,50,51.3,"Cavalier County, North Dakota",2.17,66,10.1,20.2,,29.8,27.6,13.9,61.3,0.8,86.6,,42.3,29.8,8.1,96.19537275,0.077120823,0.334190231,0,60.08018328,7.1197411
+26,12,126,320.2,51817,5104,11.7,0,"(51046.4, 54545.6]",43.2,40.9,44.7,"Dickey County, North Dakota",2.3,60.8,9.6,21.1,,14.1,28.7,20.5,66.4,1.5,82.7,62.9,49.7,25.7,8,96.36188643,1.482194418,0.346487007,0.365736285,58.630394,12.01143947
+11,4,93.8,330.6,67344,2450,8.3,0,"(61494.5, 125635]",51.7,51,52.3,"Divide County, North Dakota",2.07,64.5,11.2,34.6,,13.1,34.3,18.6,63.5,0.7,83.4,60.5,43.1,27.2,6,95.67847882,0.475367329,0.864304235,0,58.37187789,14.4
+17,7,127.1,355.6,72018,4646,9.5,0,"(61494.5, 125635]",41.7,39.6,44.5,"Dunn County, North Dakota",2.6,56.2,24.1,35.1,,11,34.3,15.4,61.8,4.3,66.8,,35.3,28.2,14.4,83.79022646,0.095351609,1.334922527,0.834326579,58.12459859,4.710632571
+20,10,227.6,532.1,47596,2365,10.7,0,"(45201, 48021.6]",48.3,48.5,48,"Eddy County, North Dakota",2.15,51,7.4,50.9,41.7,0,28.7,18.1,63.5,1.9,75.6,58.2,44.2,32.7,14.2,93.29113924,0,0,0.5907173,43.96226415,8.208955224
+24,11,166.9,352.4,44282,3402,13.2,0,"(42724.4, 45201]",51.2,52.2,49.7,"Emmons County, North Dakota",2.13,60.5,15.9,30.1,,20.8,36.9,13.5,55.6,3.6,80,56,35.3,35.1,10.4,96.91019347,0,0.462027144,0,53.90869293,6.270627063
+26,10,174.5,516.2,54593,3356,8,0,"(54545.6, 61494.5]",46.9,45.3,47.3,"Foster County, North Dakota",2.22,60.2,14.6,43.9,,10.5,31.4,15.6,64.8,1.3,84,61.9,49.9,28.5,7.4,97.59358289,0.118835413,0.683303624,0.059417706,55.79514825,6.307692308
+10,5,205.2,403,53420,1845,10.7,0,"(51046.4, 54545.6]",41,41.2,40.8,"Golden Valley County, North Dakota",2.19,55.8,12.5,33.1,,43.4,24,17.6,67.7,1,75.2,57.7,40.3,27.3,7.6,97.47530187,0,0,0.054884742,49.06600249,6.534090909
+277,99,162.5,462.5,50435,70916,16.7,338.4285634,"(48021.6, 51046.4]",29.4,28.5,30.7,"Grand Forks County, North Dakota",2.25,45.7,3,19.2,,10.5,24.7,21.4,67,3.6,81.1,66.2,55.5,22.5,10,88.99665115,2.487713652,2.349990577,0.775598371,43.85891098,5.407811283
+18,8,147.3,385.4,39679,2388,16.1,0,"(37413.8, 40362.7]",53.6,53.7,53.6,"Grant County, North Dakota",2.05,62.6,26.1,41.3,20.7,12,38.2,13.7,59.8,3.4,77.1,52.9,29.7,35.5,11.6,97.45977985,0.33869602,0,0.423370025,55.1056338,7.277628032
+22,11,232.3,535.5,51192,2314,9.5,3457.21694,"(51046.4, 54545.6]",51.8,50.1,54.6,"Griggs County, North Dakota",2.16,65.1,24.4,48.7,,5.9,37.6,16.5,62,2,81.9,,36.2,34.3,7.4,96.82267067,1.245169601,0.214684414,0.128810648,60.48309179,7.692307692
+19,8,160.3,481.5,50038,2704,11.1,0,"(48021.6, 51046.4]",48.4,49.6,46.4,"Hettinger County, North Dakota",2.25,65.9,10.8,25,57.4,6.8,37.1,12.2,57.4,1.1,81.2,56,35.7,34.7,9.9,96.03204884,0.724914155,0,0,62.51145738,15.15711645
+13,4,104.8,336.1,46923,2417,14.1,0,"(45201, 48021.6]",47,46.3,47.6,"Kidder County, North Dakota",2.24,72.3,21.9,49.1,,3,32.6,16.1,67,0.9,76.1,56.3,38.1,33.6,14.2,96.83127572,0,0,1.687242798,65.12915129,6.976744186
+27,10,134.7,370.5,53721,4125,9.7,0,"(51046.4, 54545.6]",48.5,47.1,50.6,"LaMoure County, North Dakota",2.2,64.6,24.3,23.2,42.3,10.1,31.7,17.3,61.8,1.9,82,,42.9,31.4,9.9,98.51689764,0.121565767,0,0.14587892,58.26086957,4.692082111
+11,4,108.8,360.6,44696,1935,11.9,0,"(42724.4, 45201]",51.8,51.8,51.9,"Logan County, North Dakota",2.12,62.2,11.1,53.5,20.2,15.2,39.3,10.9,59.1,2.2,82.8,58.3,35.3,34.5,11.5,97.99485861,0.30848329,0.30848329,0.051413882,56.9476082,4.361370717
+36,13,148.3,429.1,48887,5968,12.3,0,"(48021.6, 51046.4]",43.3,41.5,44.8,"McHenry County, North Dakota",2.2,59.4,9.7,37.8,,7,37,14.9,61.2,3.1,76.9,56.1,43.7,31.7,13,97.30101427,0.171909919,0.206291903,0.275055871,52.10889571,12.28389445
+22,8,125.9,424.9,40258,2759,13,0,"(37413.8, 40362.7]",53.4,51.4,56.4,"McIntosh County, North Dakota",2.06,62.2,40.3,11.1,,12.5,31.5,14.4,58.2,1.2,83.9,51.4,35.4,41.6,10,96.73794853,0.326205147,0.507430228,0,55.62451513,4.662004662
+19,9,124.6,254.7,81209,12826,8.6,0,"(61494.5, 125635]",32.2,32.4,32.1,"McKenzie County, North Dakota",2.93,51.1,17.6,31,,8.9,28.4,17.6,,3,70.1,59.7,48.4,19.3,9.2,78.31513261,0.800832033,0.364014561,0.405616225,53.57809583,8.189655172
+70,22,153.1,515.6,56616,9744,10.1,0,"(54545.6, 61494.5]",47.1,47,47.5,"McLean County, North Dakota",2.18,64.2,20.2,30.5,38.5,10.8,33.8,15,58.6,1.6,78,55.9,43.4,31.7,11.1,91.08030896,0.084647127,0.126970691,0.402073855,58.05384979,6.094022055
+55,17,151.9,482,74047,8853,7.3,0,"(61494.5, 125635]",45.6,43.8,46.6,"Mercer County, North Dakota",2.31,62.8,21.6,41.4,,4.2,29.7,15.6,63.2,3.2,82.6,64.5,57.5,22.7,6.3,95.85312174,0.046333835,0.220085718,0.150584965,59.18867411,2.630005977
+160,56,165.2,487.9,54637,30310,9.2,0,"(54545.6, 61494.5]",38.9,37.1,40,"Morton County, North Dakota",2.3,57.2,7.2,28.3,56.2,8.4,30.2,19.8,70.8,3.2,82.9,67.9,57.3,22.6,9,92.4685182,0.64516129,0.141452475,1.145420045,52.89242769,5.95510765
+42,17,196.8,485.1,66807,10331,9.3,0,"(61494.5, 125635]",34.8,34.5,35.5,"Mountrail County, North Dakota",2.83,46.1,24.4,37.6,,2.7,29.7,17.6,64.9,4.7,72.8,,49.7,19.7,7.9,66.1082892,0.118880363,0.670052956,0.572787204,49.78165939,5.573419078
+23,13,205.3,436,45040,2968,10.8,0,"(42724.4, 45201]",52.8,51.8,54,"Nelson County, North Dakota",1.95,58.5,4.6,39.4,,10.9,30.8,15.7,59.9,0.7,75.9,53.8,39.1,35.5,12.9,96.29265092,1.377952756,0,0,49.21156373,10.42553191
+9,3,137.6,338.6,62010,1846,10.6,0,"(61494.5, 125635]",48.5,45.8,49.6,"Oliver County, North Dakota",2.3,72.5,11.6,35.7,,8.9,30.3,13.7,59.1,3.6,80.1,60.9,41.4,27,7.8,92.52336449,0.329851567,0.164925783,1.209455745,66.16161616,15.4340836
+43,22,177,381.4,56298,7091,8.9,141.023833,"(54545.6, 61494.5]",47.2,45.7,48.4,"Pembina County, North Dakota",2.14,60.2,13.4,41.4,,14.9,38.6,15.2,63.1,3.5,79.7,,46.9,30.4,10.7,94.85151263,0.235914516,0.083263947,1.082431307,52.69406393,8.209538702
+26,10,106.5,357.4,39572,4312,11.6,0,"(37413.8, 40362.7]",46.9,44.9,50.1,"Pierce County, North Dakota",2.08,58.1,16.3,12.2,50.4,21.1,33.2,13.5,60.3,0.9,79.1,,36.6,28.7,9,96.63253697,0.523321957,0,0.068259386,50.99108028,9.305373526
+67,27,164.9,436.3,51097,11630,12.3,0,"(51046.4, 54545.6]",42.5,40.5,43.8,"Ramsey County, North Dakota",2.2,48.5,11.4,21.5,,9.6,30.2,18.1,63.5,1.2,75.8,58,48.9,29.7,11.2,87.25574961,0.095106346,0.579284109,0.181566661,43.30143541,2.600671141
+35,16,181.4,447,56270,5448,8.4,0,"(54545.6, 61494.5]",44.5,42.1,46.6,"Ransom County, North Dakota",2.25,56.3,20.1,45.7,25.6,8.6,36.4,14.6,64.5,2,83.6,63.9,54.9,29.4,8.8,97.21254355,0.586832936,0.293416468,0,51.70068027,9.291187739
+14,6,151.7,403.5,60957,2571,7.7,0,"(54545.6, 61494.5]",39.9,40.8,39.5,"Renville County, North Dakota",2.46,60.2,28.9,37.3,32.8,1,30.1,13.4,65.7,1.6,87.9,,50.2,21.9,5.9,98.32162373,0.156128025,0.507416081,0,58.33333333,4.896421846
+90,28,137.7,456.9,57177,16402,9.7,0,"(54545.6, 61494.5]",38.9,37,41.5,"Richland County, North Dakota",2.28,54.1,6.4,29.2,,6,28.5,16.8,66.1,3,82.7,66.5,57.3,25.6,10.2,94.00012257,0.465771894,0.343200343,0.80284366,53.73810603,6.603510727
+61,26,216.9,474.1,35630,14649,31.6,0,"(34218.1, 37413.8]",30.3,28.9,31,"Rolette County, North Dakota",3,38.8,22.5,25,,2.3,21.8,16.1,48.9,4.8,35.8,,26.9,36.9,29.2,20.06483653,0.538005242,0.255207615,0.186232584,37.72517805,6.726726727
+31,11,188.2,579.7,58467,3876,7.3,3353.973168,"(54545.6, 61494.5]",45.3,44.6,46,"Sargent County, North Dakota",2.22,60.9,16.2,38.7,,7.3,32.8,16.7,65.9,1.2,88.8,,55.7,25.7,5,96.07640681,1.084150749,0.567888487,0.851832731,54.80324074,6.284916201
+9,4,124.8,374.8,44990,1310,16.1,0,"(42724.4, 45201]",52,51.9,52.2,"Sheridan County, North Dakota",2.05,63.2,40.7,33.3,,13,36.8,12,54.7,2,67.9,42.7,26,45.6,23.3,98.27973074,0,0,0.224382947,55.74272588,4.95049505
+15,6,259.1,481.1,33950,4370,33.6,0,"[22640, 34218.1]",27,25.3,28.4,"Sioux County, North Dakota",3.93,27.2,27.7,28.2,42.4,1.7,31.8,13.5,,20.3,36.8,29.4,24.7,39.7,31.8,14.08675799,0.0456621,0.159817352,0.159817352,31.69398907,8.229665072
+126,43,131.8,425.7,76672,32154,7.6,31.10032966,"(61494.5, 125635]",35,34.2,36,"Stark County, North Dakota",2.44,55.8,13,26.8,,10,30.5,17.5,71.4,2.8,83.3,68,55.9,19.6,5.9,92.62610032,1.114293698,1.25751013,1.844348191,52.61446524,10.50256729
+10,4,117.6,341.9,59408,1956,7.1,0,"(54545.6, 61494.5]",50.2,51.5,48.8,"Steele County, North Dakota",2.09,62.2,12.3,40,,3.8,30.9,16.3,62.6,4,84.8,60.8,38.8,29.8,7.9,99.646286,0,0,0.353713997,54.11392405,7.098765432
+130,53,172.5,471,53333,21103,11.6,0,"(51046.4, 54545.6]",40.6,38.4,43.4,"Stutsman County, North Dakota",2.15,50.8,14.4,31,46.6,7.9,35.5,19.3,64.6,2.5,77.7,60.3,51.2,27.7,11.5,94.46289619,0.521920668,0.488707535,0.830328336,45.31508664,5.223193741
+19,7,169.4,527.4,51961,2272,10.9,0,"(51046.4, 54545.6]",48.5,49.3,48,"Towner County, North Dakota",2.25,65.9,19.2,41,,15.4,33.2,14.2,59.7,2.9,76.1,54.7,33.5,35.1,14.5,89.97384481,0,0.087183958,0.217959895,57.92622134,16.4556962
+53,19,158,475.3,58995,8014,8.9,0,"(54545.6, 61494.5]",41.4,39.9,43.1,"Traill County, North Dakota",2.35,54.6,6.5,19.6,,5.1,25.2,19.5,63,2.7,83.1,64.9,53,28.2,10.4,96.3724155,0.58189922,0.259997524,0.272378358,51.40329469,4.19412822
+266,99,178.3,475,54366,55347,13.1,0,"(51046.4, 54545.6]",37.7,36.7,38.4,"Autauga County, Alabama",2.68,54.8,19.1,38.8,,5.4,33.5,13.5,,7.6,73.1,56.8,46.1,30,14.3,77.39990221,18.67948788,0.967023415,0.925372594,56.06981761,5.87213091
+1072,424,174.3,454.6,49626,203709,13,14.72688983,"(48021.6, 51046.4]",42.2,40.9,43.3,"Baldwin County, Alabama",2.6,53.8,17.7,33.4,,8.6,28.8,19.3,55,7.5,67.6,51.3,42.6,33.7,17.5,86.43149635,9.601734308,0.669840765,0.958379672,53.93501026,5.381477705
+220,98,195.9,445.2,41450,43943,18.1,22.75675307,"(40362.7, 42724.4]",38.8,37.6,39.6,"Chilton County, Alabama",2.68,54.4,13.5,41.9,41,3.6,39.2,9.1,52.1,9.1,60.8,,41.3,35.1,20.4,84.04573359,10.33341701,0.287546498,4.119217691,54.86235142,5.95355245
+116,51,201.7,468.1,36409,18433,20.4,0,"(34218.1, 37413.8]",41.4,40.5,41.7,"Arkansas County, Arkansas",2.39,49.8,20.3,39.8,33.6,6.4,42.5,8.3,54.3,8.3,52,37.9,30.1,47.3,29.8,72.38268112,25.68469382,0.448454434,0.224227217,46.13199018,7.128810226
+119,60,212.3,430.8,36176,20838,22.7,0,"(34218.1, 37413.8]",41.4,40.2,42.1,"Ashley County, Arkansas",2.52,53,16,35.9,,3.6,41.4,9,46.7,11.8,48.7,,29.3,48.5,31,70.83235197,25.98803523,0.05652645,2.176268312,50.99075297,5.180598555
+370,156,194.7,490.9,37873,41053,14.9,0,"(37413.8, 40362.7]",51.5,50.2,52.4,"Baxter County, Arkansas",2.23,57.5,17.6,42.1,,1.3,35.6,13.1,44,7.6,60.3,36.4,30.5,51.1,23.6,96.75194932,0.328947368,0.504385965,0.519005848,52.90134332,4.674318905
+887,375,166.2,401,57408,249672,11.9,92.12086257,"(54545.6, 61494.5]",35,34.3,35.7,"Benton County, Arkansas",2.75,59.9,14.7,39.8,,9.7,30.8,19.9,60.9,4.2,68.5,57.4,52.6,28.3,16.5,87.92894987,1.490776581,3.468542977,2.515554287,60.57429672,5.82126689
+210,102,198.2,426.3,39779,37222,16.9,0,"(37413.8, 40362.7]",41.4,40.4,42.7,"Boone County, Arkansas",2.45,57.7,10.6,34.4,,4.3,35.9,9.3,51.6,8.4,59.2,42.8,36.5,43.5,24.3,96.54014559,0.354581352,0.456657802,0.042979558,54.9562195,9.035846724
+68,33,214,456.2,32734,11094,27.4,0,"[22640, 34218.1]",40.6,38.2,43.6,"Bradley County, Arkansas",2.39,51.6,25.1,32.8,32.8,9.2,42.1,9.2,47.5,9.4,46.5,,25.2,49.3,32.2,60.59253971,28.95770123,0,9.07549527,46.67246629,5.141916907
+27,15,202.4,364.5,39493,5229,18,0,"(37413.8, 40362.7]",44.9,40.7,47,"Calhoun County, Arkansas",2.4,55.7,9.4,49.3,,3.9,49.3,7.3,51.4,7.2,57.1,41,36.4,41.8,22.3,76.39656816,22.17349857,0.209723546,0.057197331,53.92941176,3.101503759
+146,66,167.6,380.4,36964,27704,17.9,0,"(34218.1, 37413.8]",44.2,43.7,44.9,"Carroll County, Arkansas",2.49,56.1,23,45.9,,4.2,35,10.5,51.9,6.2,54.4,37.9,32,43.8,24.3,94.36222182,0.564501538,0.383571558,0.933598697,54.6597431,6.345497034
+63,38,229,403.9,29541,11027,32.1,544.1189807,"[22640, 34218.1]",43.4,40.6,46,"Chicot County, Arkansas",2.36,44.9,16.7,38.3,,2.3,44.6,8,,11.5,40.4,,22.7,56.4,38,42.82568484,53.91526469,0.27305558,2.017087994,41.81254155,9.349593496
+104,46,170.4,401.9,38504,22633,21.5,0,"(37413.8, 40362.7]",34,32.6,35.6,"Clark County, Arkansas",2.28,43.1,4.9,13,,5.8,33.6,14.1,51.8,8.4,65.3,48.7,43.2,35.9,19.1,73.33743572,23.91543229,0.835128126,0.492286053,44.1308605,3.697749196
+76,27,137.6,398.5,35049,13170,25,0,"(34218.1, 37413.8]",44.9,43.8,47.1,"Choctaw County, Alabama",2.37,48.3,17.4,43.1,,2.8,36.8,7.4,40.4,13.6,56,39.9,34.3,44.8,24.2,55.89399029,43.30720418,0,0.014930944,45.20179372,4.317548747
+98,54,228.7,433.2,33826,15109,19.9,0,"[22640, 34218.1]",43.8,42.8,45.5,"Clay County, Arkansas",2.31,52.3,18.4,48.9,,1.8,43.8,7.5,50.2,9.5,53.8,36.1,29.6,46.8,25.5,96.37012987,0.363636364,0.090909091,1.285714286,48.75207987,8.81166615
+189,83,188.5,460.8,40555,25467,15.2,0,"(40362.7, 42724.4]",47.1,46.1,48.8,"Cleburne County, Arkansas",2.5,57,15.9,47.6,,3.8,39.2,10.6,45.5,10.2,58.6,38.7,28.9,44.1,21.6,97.20353156,0.51728832,0.280035782,0.260588853,55.42975288,4.101603165
+51,18,163.4,462.3,43201,8311,16.6,0,"(42724.4, 45201]",42.4,41.6,42.9,"Cleveland County, Arkansas",2.53,58.2,21.1,27.2,,2.5,44.8,10.8,47.8,9.7,59.5,44.5,39.3,42.3,24.7,86.70975323,10.98707403,0.105757932,0.17626322,58.39832034,3.533190578
+120,62,210,414.9,37495,24114,24.1,0,"(37413.8, 40362.7]",36,33.7,37.6,"Columbia County, Arkansas",2.37,47.2,10.9,19.9,,7.3,38.2,13.3,53.3,10.1,60.5,46.5,39.9,38.8,22.6,60.04850578,35.59419575,0.702922679,1.623710281,47.35854955,6.776379477
+120,47,167.2,443.9,42348,21019,18.3,47.57600266,"(40362.7, 42724.4]",40.7,38.9,42.4,"Conway County, Arkansas",2.49,54.2,15.6,41.8,,4.2,42.1,11.1,49.5,8.1,58.3,43.5,37.1,42.3,24.3,85.40975841,12.03694931,0.052108006,0.222643297,49.95216455,5.789245447
+374,187,191,387.1,42851,104354,22.3,402.4761868,"(42724.4, 45201]",33.5,32.2,35.1,"Craighead County, Arkansas",2.52,48.5,7.8,26.9,,10.7,32.8,16.1,57.6,7.5,58.2,45.5,38,37.8,23.7,81.33203167,13.66742597,1.233618318,1.059077597,46.27621114,5.052358022
+296,134,195.3,439.8,43466,61703,16.6,0,"(42724.4, 45201]",38.8,37.9,39.8,"Crawford County, Arkansas",2.58,58,15.7,46,36.6,1.6,38.7,10.1,52.5,7.9,57.4,44.9,40.1,38.5,24,90.93897778,1.13202047,1.65349485,1.196799896,56.79732758,5.975420257
+190,117,242.9,389.9,35455,48963,27.3,0,"(34218.1, 37413.8]",34.6,33.4,35.4,"Crittenden County, Arkansas",2.67,40.3,17,39.7,,4,36.3,11.7,54.6,9.9,52,42.6,37.6,42.1,29.6,45.5681704,50.8509997,0.630965538,0.817843866,38.6145629,7.947176973
+93,51,230.9,433.4,38597,17284,22.3,0,"(37413.8, 40362.7]",40.1,38.5,41.8,"Cross County, Arkansas",2.49,53,16.4,55.1,21.6,6.8,45.8,9.1,52,8.6,54.2,42.3,37.3,42.9,27.5,74.87261693,23.02627812,0.618308811,0.223278182,49.56634866,3.788634098
+53,28,250,472.7,34018,7604,21,0,"[22640, 34218.1]",43.4,41.4,45.3,"Dallas County, Arkansas",2.26,52.3,22.1,43.5,,0.6,50.5,9.4,48.6,8.3,55.1,,36.3,44.5,24.9,55.42704626,41.21759024,2.249618709,0.686324352,46.49014778,1.704199635
+146,63,194,453.8,36620,24675,24.9,0,"(34218.1, 37413.8]",41.1,40,42.3,"Clarke County, Alabama",2.57,45.5,23.5,55.9,,1.1,43.9,8.4,40.5,19.4,56,,36.7,43.2,24.3,53.5580375,45.25727962,0.358994815,0.095731951,46.62232384,2.570564516
+73,31,186.9,455.6,33028,11965,27.3,0,"[22640, 34218.1]",39.4,39.5,39.3,"Desha County, Arkansas",2.33,44.2,21.4,45.8,32.3,0.5,40.4,7.5,45.2,17.7,44,30.1,25.2,52.5,32.7,49.88286614,48.05719363,0.056547379,0.807819695,38.22078907,5.621925509
+98,42,190.6,455.8,36801,18778,24,0,"(34218.1, 37413.8]",37.5,34.1,39.3,"Drew County, Arkansas",2.43,50.7,4.8,25,62.4,7.7,35.5,13.6,48.7,14.3,54,42.2,33.6,40.6,26,68.09498399,28.7886873,0.266808965,1.659551761,50.42384468,4.350706714
+455,173,174,449,51436,121552,14.7,0,"(51046.4, 54545.6]",31.6,31.1,32.1,"Faulkner County, Arkansas",2.65,49,8.7,23.8,,10.9,30.6,18,61,6.6,69,,44.6,29,16.4,84.09626036,11.30187778,1.271126082,1.045725346,51.07628923,4.772020566
+92,48,201.6,396.3,40404,17702,17.5,0,"(40362.7, 42724.4]",40.4,39.2,41.6,"Franklin County, Arkansas",2.58,55.1,20.6,40.6,,1.4,40.4,8,46.7,11,55.8,,36.7,42.9,26.4,94.81137356,0.912347476,0.291055636,0.106347252,54.21580189,7.574180115
+78,35,175,394.1,33347,12204,22.6,0,"[22640, 34218.1]",48,46.4,48.7,"Fulton County, Arkansas",2.27,62.2,19.8,42.9,36.2,1,43,7.3,44.9,7.6,55.7,37.1,29.5,48.6,25.6,96.96498691,0.122709424,1.505235602,0,58.26415094,8.096280088
+665,292,196.4,464.4,40621,97177,18.7,421.9105344,"(40362.7, 42724.4]",44.1,42.4,45.6,"Garland County, Arkansas",2.35,50.9,17.1,34.8,43.6,4.5,32.2,13.2,50.2,9.2,56.3,37.6,30.2,44.6,23.6,85.25692596,8.349320296,0.63122718,3.033397281,47.04144949,3.943233157
+106,39,190.5,502.9,46067,18102,13.3,0,"(45201, 48021.6]",39.6,39.2,40.4,"Grant County, Arkansas",2.61,57.9,12.1,42.9,,3.6,43.1,11.4,52.7,9.4,67.7,52.1,46.7,35.9,19.5,93.82408331,3.799711975,0.542815996,0.376647834,59.25061962,5.539429124
+197,94,194.5,414.1,42572,44196,16.3,0,"(40362.7, 42724.4]",38.3,37.1,39.5,"Greene County, Arkansas",2.56,53.1,20.5,40.2,,3.5,43.1,10.2,52,9,58.7,,37.7,41.1,23.6,96.22193536,0.917431193,0.133696003,0.786040293,53.29097231,5.73167141
+102,50,185,380.6,33136,22084,24.4,0,"[22640, 34218.1]",39.1,37.6,39.8,"Hempstead County, Arkansas",2.81,45.3,26.3,38.3,,4.6,38,7.7,51,7.9,48.2,35.8,30.3,44.6,30.3,65.41905444,29.81733524,0.026862464,2.001253582,46.37607056,6.208291203
+174,83,200.3,422.1,37831,33426,18.7,0,"(37413.8, 40362.7]",40.9,38.8,42.5,"Hot Spring County, Arkansas",2.59,52.7,13.9,38.1,,2.9,42.1,8.5,49.5,7.6,58.1,40,35.7,43.2,23.5,85.80561892,11.65506063,0.150078041,0.252131108,52.96638102,3.906472769
+87,36,190.8,477.4,35940,13555,19.5,0,"(34218.1, 37413.8]",43.8,43.2,45.1,"Clay County, Alabama",2.45,52.3,18.9,40,,3.4,36.3,5.8,47.4,9.4,60.3,40.6,34.2,42.5,21.6,81.73893773,14.50099727,0,1.418334934,50.80273113,5.245114844
+71,37,220.6,434.6,37336,13300,18.8,0,"(34218.1, 37413.8]",38.6,38.2,39.3,"Howard County, Arkansas",2.65,48,22.5,21.7,,5.4,33.5,9.5,54.2,8.5,51.6,,32.9,42.4,26.7,67.66506824,21.80007377,0.022132055,9.111029141,47.25688255,5.693717277
+196,77,170.1,438.6,41085,37052,18.6,0,"(40362.7, 42724.4]",38.7,37.5,40.3,"Independence County, Arkansas",2.52,53.2,11.8,30.9,,5.3,38.9,10.4,52.5,6.9,57.6,44.1,38,40.3,23.9,94.40625677,2.054016021,0.868694523,0.495237064,51.58730159,4.404237591
+93,42,184.1,420,32744,13445,22,0,"[22640, 34218.1]",48.1,45.9,50.4,"Izard County, Arkansas",2.28,56.7,21.5,36.5,,0.2,40,8.1,40.8,10,53.1,,28.9,49.3,26.6,96.96587537,1.201780415,0.215133531,0.400593472,55.21715624,4.812157028
+119,52,233,532.1,32427,17338,25.1,0,"[22640, 34218.1]",41,40.2,42.1,"Jackson County, Arkansas",2.25,41.5,19.2,45.2,,5.2,45.3,6.1,38.6,7.9,49.5,35.5,30.5,48.8,29.5,79.58742968,17.33818264,0.2159459,0.636472126,40.52689699,5.670985089
+435,175,204.1,502.1,35927,71565,26.8,27.94662195,"(34218.1, 37413.8]",38.5,36.3,40.4,"Jefferson County, Arkansas",2.41,40,13,33.2,,3.6,38.7,11.5,48.3,11.2,56.5,41.5,35.4,44.2,27.1,41.5007886,55.58410834,0.80763583,0.697503671,38.21259647,4.806902219
+116,52,176.9,395.3,34923,26141,19.7,0,"(34218.1, 37413.8]",38.1,36.9,39,"Johnson County, Arkansas",2.5,54.6,17.2,38.5,40.7,3.6,41.1,11.5,51.1,6.2,57.9,44.4,38.5,39.6,23.8,91.89355958,1.916698804,0.979560355,2.209795604,54.00059341,8.562113933
+39,22,195.2,364.1,32225,6996,27.5,0,"[22640, 34218.1]",45,43.3,46.4,"Lafayette County, Arkansas",2.52,41.5,15.4,44.4,,6.5,43.3,9.4,42.7,12.5,49.6,,25.5,48,26.9,60.88033012,38.19807428,0.247592847,0.041265475,41.97879859,3.516921035
+102,51,213.5,442.5,34916,16779,23,59.59830741,"(34218.1, 37413.8]",41.1,38.9,42.9,"Lawrence County, Arkansas",2.45,48.9,14.1,26,,4,42.7,8.3,47.9,6.9,50.9,35.5,30.9,47.1,27.7,97.2987257,0.89846732,0.076340361,0.035234013,47.86439665,5.841924399
+50,29,217.6,382.4,28006,9650,39.3,0,"[22640, 34218.1]",40.6,37.9,44.7,"Lee County, Arkansas",2.34,34.4,13.9,44.4,,0,39.5,5.5,35.2,17.3,39.9,29,24,53.7,34.7,42.7252659,56.41180012,0.040136464,0.491671684,38.91816921,12.36017897
+61,29,194.4,402.4,37644,13820,29,0,"(37413.8, 40362.7]",37.5,36.3,41.3,"Lincoln County, Arkansas",2.43,37.2,29.3,47.9,,2.8,48,6.5,31.2,14.2,50.4,36.8,32.1,46.4,30.1,66.56947803,31.06954914,0,1.479163704,49.38118812,8.022922636
+85,38,196,460.7,40418,15018,17,0,"(40362.7, 42724.4]",41.3,41,41.5,"Cleburne County, Alabama",2.57,56.7,18.7,42.1,,6.9,38.3,6.9,51.1,8.3,59.9,,38.8,40.4,22,93.97413678,2.94627383,0.353286229,0.566591121,55.86911357,4.221954162
+68,36,205.5,392.5,37691,12472,18.2,0,"(37413.8, 40362.7]",41.7,38.5,43.1,"Little River County, Arkansas",2.39,49.1,9.5,37.5,42.3,10.6,40.6,7.1,47.3,8.8,58.8,41.7,36.9,42,22.6,73.76572327,20.6918239,0,2.625786164,45.9150638,2.657444485
+125,66,221.2,424.7,36391,21714,21.1,0,"(34218.1, 37413.8]",42.8,42.4,43.8,"Logan County, Arkansas",2.48,50.7,13.8,41.7,,3.3,43.7,9.9,49.4,8.1,57.1,40,34.6,44.7,24.6,93.16394709,1.849915913,1.986273351,0.481796282,50.79567894,8.799648892
+331,135,204.9,492.3,54459,71645,12.3,125.6193733,"(51046.4, 54545.6]",35.5,34.2,36.5,"Lonoke County, Arkansas",2.7,58.3,12.4,37.9,,5.6,34,13.7,59.5,5.9,68.8,52.7,41.4,32.9,18,89.32537381,6.085640322,0.646475506,1.459874666,58.12651974,7.028310079
+77,39,195.3,393.4,39158,15767,18,0,"(37413.8, 40362.7]",41.8,40.9,42.6,"Madison County, Arkansas",2.46,62.2,13.9,45.7,,1.8,46,7.1,53.9,7.3,56.4,43.8,38.1,38.7,22.9,94.86689594,0.464908929,0.6177557,0.713284932,60.85515936,3.234421365
+126,61,213.7,442,33181,16185,20.3,0,"[22640, 34218.1]",51.3,50.7,52.1,"Marion County, Arkansas",2.43,58.2,15.3,39.7,44.2,0.8,43.4,9.1,40.6,10.9,56,,27.4,52.2,24,96.57917122,0.255195042,0.716976546,0.236966825,57.43918818,5.886450714
+206,104,212.3,423.4,40877,43908,20.8,0,"(40362.7, 42724.4]",37.8,36.3,40.2,"Miller County, Arkansas",2.5,45.7,18.1,38.2,42.1,1.6,39.3,10,53.9,9.6,55.4,41.2,35,39.9,23.9,71.41253551,24.91752955,0.114542289,0.774305874,43.88561321,7.403380449
+194,112,236.4,403.3,33577,43738,27.1,0,"[22640, 34218.1]",35.6,34,37.1,"Mississippi County, Arkansas",2.57,45.8,19.8,40.8,,3.1,36.6,8.2,50.3,12,49.5,37,31.9,45.2,30,61.72878031,34.64470399,0.296451498,1.633826676,43.72557027,7.372578522
+61,28,229.9,515.3,30682,7399,28.1,0,"[22640, 34218.1]",45.2,43.7,46.9,"Monroe County, Arkansas",2.27,42.7,26.4,37.1,34.4,2.1,41.2,7.7,44.9,12.8,42.4,26.7,22.4,56,33.5,55.91857902,40.68455854,0.5445352,1.166861144,37.93103448,9.781931464
+58,24,146.2,400.3,34597,8970,20.1,0,"(34218.1, 37413.8]",48.5,47.7,49.1,"Montgomery County, Arkansas",2.33,59.8,15.2,45.2,,0.4,37.6,7.9,47.8,4.3,48.6,33.8,24.2,47,28.1,94.42209416,0.739371534,0.663259759,0.456670653,55.80678314,4.152249135
+48,25,210.7,407.9,30935,8558,25.1,0,"[22640, 34218.1]",41.8,39.1,44.5,"Nevada County, Arkansas",2.48,52.5,18.7,56.4,,0,42.8,10,,9.5,48.4,33,26,47.1,29.8,67.18981008,30.76310702,1.285113158,0,48.21428571,5.091311566
+250,102,173.3,430.4,46931,51211,16.8,0,"(45201, 48021.6]",38.8,37.6,39.7,"Coffee County, Alabama",2.62,51,19.9,29.3,,8.2,29.5,15.2,52.1,7.1,68.1,46.2,33.4,36.3,18,76.77658989,17.35123025,1.232214449,0.782171213,49.88517745,4.884815874
+48,24,203.6,397.4,35895,7913,20.1,0,"(34218.1, 37413.8]",47.7,46.7,49.1,"Newton County, Arkansas",0.0242,56.7,2.1,42.2,,0,42.4,9.7,48.7,4.4,51.8,36.6,30.2,48.8,27.8,95.36761053,0,0.459513164,0,56.58610272,3.53569046
+148,69,198.5,426.8,34971,24358,23,0,"(34218.1, 37413.8]",42.7,41.6,43.6,"Ouachita County, Arkansas",2.34,48.2,14.6,43.6,,3.3,43.2,10.2,52.1,8.3,57.3,40,33.9,46.1,25.9,57.15141351,40.18527392,0.155725922,0.187669701,43.8495072,6.041591968
+65,29,209.9,484.6,40556,10189,17.3,0,"(40362.7, 42724.4]",43.1,41.8,44.6,"Perry County, Arkansas",2.62,54.3,14.1,30.7,,2.3,42.1,6.9,50.7,6.8,60.2,44.8,38.5,43.3,25.5,93.67961165,2.077669903,0.087378641,1.650485437,57.4213673,2.85046729
+110,62,248.7,438.5,28171,19513,35.3,0,"[22640, 34218.1]",37.8,35.1,39.6,"Phillips County, Arkansas",2.48,35.7,27.8,23.4,,6.6,31.7,7.2,45,18.1,39.3,27.3,22.2,53.1,36,36.74169977,61.5222402,0.117698985,0.068657741,32.75968039,6.831119545
+58,27,184.3,401.8,36893,10824,20,0,"(34218.1, 37413.8]",41.4,41.2,41.7,"Pike County, Arkansas",2.5,56.9,18.5,40.4,36.6,4.5,35.6,8.4,51,6.6,48.7,,28.4,46.5,30,89.2847479,3.13881122,0.496076486,5.068999729,52.49138921,8.52225021
+145,76,247.1,480.5,35851,24040,21.9,0,"(34218.1, 37413.8]",40.2,38.7,41.9,"Poinsett County, Arkansas",2.57,47.9,21.9,35.2,,3.1,42.6,6.1,47.6,10,43.7,30.7,25.6,51.3,35,89.34737712,8.269310202,0.028913672,0.718711276,46.89855697,7.948482061
+116,57,187.2,396.4,33127,20216,22,0,"[22640, 34218.1]",43.1,42.4,44.8,"Polk County, Arkansas",2.56,51.3,19.2,39.5,40.6,0.8,39,7.8,46.3,9,47.1,29,22.5,52.7,30.9,92.74700452,0.206246317,0.427224514,2.175407582,49.52597649,6.71641791
+313,138,207.1,475.7,39909,63390,18.3,0,"(37413.8, 40362.7]",35.2,34.2,36.5,"Pope County, Arkansas",2.62,51.5,10.4,25.2,58.7,5.7,33.2,13.4,54.8,7.6,61.3,,40,36.2,21.6,91.03931243,3.165685182,0.71940156,1.666401401,53.09781409,5.167133642
+55,25,196.7,449.5,39896,8291,18.7,0,"(37413.8, 40362.7]",45.4,44.9,46.7,"Prairie County, Arkansas",2.16,56.5,26.5,30.9,36.4,6.2,41.8,7.2,50.9,6.2,51.7,39.1,30.7,47.1,28.7,86.12235182,12.3184956,0.119019281,0.3808617,50.31364349,7.01754386
+1908,739,182.7,472.3,45698,392664,16.1,644.3167696,"(45201, 48021.6]",36.4,34.8,37.9,"Pulaski County, Arkansas",2.49,43.5,13,31,,11.5,27,20.7,,7.5,64.2,50.8,43.6,33.7,19.7,58.6265536,35.70146211,2.088546162,1.112781493,40.67557054,5.116648446
+317,140,190.5,443.3,43057,54354,16.7,202.37701,"(42724.4, 45201]",42.2,40.7,43.7,"Colbert County, Alabama",2.43,51.1,20.8,31.3,,3.5,34.5,11.3,48.2,9,67.2,,43.9,37.5,18.3,79.55146573,15.57196385,0.326941444,1.261847035,48.16699694,3.673864003
+103,54,212.5,425.6,37761,17469,18.3,0,"(37413.8, 40362.7]",42.9,40.3,44.5,"Randolph County, Arkansas",2.36,56.4,13.3,42.8,43,0.9,39.3,8.7,47.7,5.4,51.3,36.5,30.9,47.1,27.8,96.54704719,0.695111613,0.02825657,0.531223509,51.20654397,7.27081138
+113,59,202.9,375.9,30489,26589,33.4,0,"[22640, 34218.1]",37.5,36.6,39.6,"St. Francis County, Arkansas",2.51,37.4,20.7,31.3,45.3,2.7,39.7,7.1,42.4,11.7,45.2,34.1,27.7,48.4,32.4,43.44121412,51.87420004,0.288901079,2.062534284,37.06256628,6.906077348
+590,218,169,461.3,55915,117460,8.7,187.2978035,"(54545.6, 61494.5]",38.7,38.2,39.3,"Saline County, Arkansas",2.66,55.6,16.4,31.2,45.5,6.9,33.9,15.4,59.6,5.3,70,53.4,47.1,33.8,17.1,90.41314909,5.832227913,0.954907628,0.523574008,55.44575522,5.129672006
+60,30,207.4,410,33202,10513,23.7,0,"[22640, 34218.1]",41.3,40.1,42.9,"Scott County, Arkansas",2.66,56.8,10.5,43.1,,1.2,39.6,6.9,49.9,10.9,56.8,39.7,33.7,44.6,24.7,89.48482061,0.165593376,2.861085557,2.5574977,56.99136868,3.421727973
+57,29,219.4,445.8,31765,7869,23.3,0,"[22640, 34218.1]",47,46,47.6,"Searcy County, Arkansas",2.48,57.5,25.1,38.7,,2.9,40.2,8.8,43.9,5.9,46.7,29.4,22.7,54,29.5,95.5304457,0.276208412,1.092278719,0.313873195,56.87263556,4.102564103
+583,258,187.5,429.4,39907,127780,22.1,62.60760682,"(37413.8, 40362.7]",36.9,35.8,38.3,"Sebastian County, Arkansas",2.53,50.3,15.8,36.4,,5.3,31.9,13.1,55.1,6.1,58.1,44.5,39.8,37.9,22.7,81.4076827,6.285700816,4.388990595,2.247923754,47.87510841,6.387886081
+68,31,179.5,388.4,37014,17290,20.4,0,"(34218.1, 37413.8]",34.9,33.8,35.7,"Sevier County, Arkansas",2.81,53.3,29.3,29.9,37.9,2.9,34.9,4.6,56.5,9.3,51.1,38.6,35.1,39.7,25.8,66.33657633,4.870280287,0.532777392,24.35719249,51.95061728,5.671792286
+134,56,190.4,493.4,32101,16912,21.6,0,"[22640, 34218.1]",47.2,46.5,47.9,"Sharp County, Arkansas",2.37,53.9,25.6,24.6,,1.3,45.9,5.9,41.3,8.8,47.4,29.1,24.9,54,31.5,95.69041337,0.404573439,0.603928467,0.134857813,49.83117614,6.62707096
+81,36,171.7,408.4,30010,12456,24.4,0,"[22640, 34218.1]",48.5,47.4,50,"Stone County, Arkansas",2.4,55.4,13.1,42.2,,5.4,35.4,9.5,42.4,7,48.5,29.6,20,54,27.9,96.72314578,0.039961637,0.239769821,0.223785166,52.9949436,4.961659901
+255,116,218.7,494.4,40841,40144,23.1,0,"(40362.7, 42724.4]",39.7,38.3,41.1,"Union County, Arkansas",2.43,50.8,18.9,31,47.8,2.4,37.7,12.6,,9.7,58.1,,36,41.3,23.2,64.66665026,32.78862009,0.556198164,0.21903379,47.75641026,5.453756912
+113,51,178.9,424,32975,16771,22,0,"[22640, 34218.1]",47.1,46.4,47.8,"Van Buren County, Arkansas",2.44,53.3,18.8,43,31.3,6.8,42.7,8.3,39.2,11.2,50.1,32,26.7,48.8,26,95.24761793,0.888130808,0.170568168,0.876367486,50.67597034,4.153846154
+756,303,173.1,430.3,45589,225477,19.3,372.543541,"(45201, 48021.6]",31.2,30.5,32,"Washington County, Arkansas",2.55,49,9.6,25.1,,11.9,27.9,17.8,61.5,6.2,65.1,54.9,47.8,27.6,17.1,78.68568419,3.31974939,2.469597841,9.42051083,47.25165806,5.272822665
+406,174,201.4,473.3,42044,79161,19.4,12.63248317,"(40362.7, 42724.4]",36.2,35,37.2,"White County, Arkansas",2.55,53.8,11.8,24.3,,6.3,37.6,11.7,52,7.1,61.2,,39.6,37,20.9,91.11873888,4.590643275,0.559369438,1.254767353,54.51299143,5.493655215
+50,22,215.9,492.6,29969,6741,25.1,0,"[22640, 34218.1]",43.9,42,45.5,"Woodruff County, Arkansas",2.36,42.1,41.5,37.7,17,3.8,44.5,7.7,43.7,12.4,40,,25.4,52.5,34.3,69.85536302,26.76500072,1.102677932,0.143204926,40.29543112,5.860805861
+117,56,207.9,445.9,37080,21713,17.4,0,"(34218.1, 37413.8]",39.1,36.6,41.3,"Yell County, Arkansas",2.8,53.1,15.7,48.8,,4.8,40.6,9.3,50.5,8.3,55.7,40.6,37,42.1,23.5,81.96473552,2.729562629,1.497595603,12.14105793,54.66371797,4.956760177
+6282,2236,147.7,413.4,76996,1638215,12.5,262.4808099,"(61494.5, 125635]",37.1,36.2,38.1,"Alameda County, California",2.78,47.8,10.9,24.5,,15.2,18.5,25,60.8,8.3,70.7,60.4,52.8,27.9,16.6,44.70445424,11.6646677,27.70092802,8.286461117,48.34346322,5.014712267
+279,105,166.6,469.8,54610,37001,12.9,0,"(54545.6, 61494.5]",50,47.9,52.6,"Amador County, California",2.36,52.2,21.5,38.2,,2.6,27,14.7,39.3,14,69.7,,39.7,44.7,19.4,86.51439384,2.311123125,1.454250574,4.119475605,55.32495512,3.698558778
+1296,500,178.7,489.2,42302,225411,21.9,70.98145166,"(40362.7, 42724.4]",36.8,35.2,39.1,"Butte County, California",2.55,42.4,8.5,25,,7.9,22.6,17.5,48.9,12.1,58.5,42.9,35.9,42.3,24,83.30547618,1.432846282,4.309322262,3.278607502,42.75182259,5.545831589
+298,116,157.4,413.9,53321,44828,13.7,0,"(51046.4, 54545.6]",50.7,50,51.4,"Calaveras County, California",2.45,55.5,15,35.3,,6.3,27.6,14.4,43,12.1,66.6,44.3,36.8,43.4,19.2,92.05441508,0.583018741,0.897982889,1.188375366,54.85049834,2.851375221
+84,32,153.3,400.2,48006,21482,14.3,0,"(45201, 48021.6]",34,33.1,35,"Colusa County, California",3.04,55.1,14.2,41.9,,2.7,21.7,11.4,55.3,10.4,48.9,,29.6,42.3,30.9,85.00654328,0.705739391,1.958309964,7.61357263,57.56531726,6.602564103
+75,33,211.9,482.9,34679,10724,18.8,0,"(34218.1, 37413.8]",45.1,44.6,45.6,"Coosa County, Alabama",2.42,44.7,19.6,28.9,51.6,0,37.6,5.1,,17,55.9,37.3,31.2,45.3,24.2,67.35286116,30.68831051,0,0,43.25842697,2.504393673
+5182,1744,151.5,456.3,80338,1126745,10.5,332.817097,"(61494.5, 125635]",38.8,37.5,40.1,"Contra Costa County, California",2.82,51.5,12.7,29.5,,10.6,18.7,25.2,58.9,8.8,73.2,60,52.5,28.4,14.9,60.52598926,8.88065339,15.25589653,8.13681268,53.83079507,5.114550334
+142,60,185.4,431.6,41419,27254,22.4,0,"(40362.7, 42724.4]",38.8,37.2,44.5,"Del Norte County, California",2.55,40.8,21.9,40.3,,2.9,29.1,9.4,38.3,11.5,50.4,35,30.8,51.9,31.8,76.464661,2.886137901,2.159205412,4.167266446,42.03821656,9.278553175
+1038,342,151.5,458.6,70235,184452,11.4,92.16489927,"(61494.5, 125635]",44.9,43.8,45.7,"El Dorado County, California",2.69,55.8,11.3,39.1,,6.7,21.8,20.8,,11.1,74.8,57.6,48.7,31.5,14,86.7100877,0.980817494,3.953474324,3.742593071,58.91095012,4.76817356
+3367,1260,152.8,412.6,43338,974861,27.5,82.06298129,"(42724.4, 45201]",31.4,30.5,32.3,"Fresno County, California",3.17,44.2,17.4,27.7,,4.8,22.8,13,52.8,13.2,49.4,39.2,34.2,43.1,30.8,59.623893,5.069145617,9.77257358,20.2889159,46.81324986,6.004383506
+135,51,165.2,443.4,43755,28017,17.1,0,"(42724.4, 45201]",37.2,35.6,38.5,"Glenn County, California",2.92,51.4,23.6,27.2,,5.5,29.6,10.7,49.2,12.6,52.7,40.1,34.1,41.2,26.3,85.25812551,0.966855757,2.479574726,6.564629491,50.81604717,6.12741125
+696,273,177.4,459.5,40581,135727,21,7.367730813,"(40362.7, 42724.4]",37.4,36.6,38.3,"Humboldt County, California",2.47,41.4,9.3,25.7,58.5,6.5,25.2,18.5,52.3,10.5,55.1,,33.3,41.4,24.2,81.32840618,1.27079106,2.638594724,3.561325296,40.60826608,5.240578994
+606,207,130.3,387.9,38737,180191,23.6,0,"(37413.8, 40362.7]",32.2,31,33.6,"Imperial County, California",3.61,44.2,23.6,27.5,,2.7,21.9,9.9,43.9,17.4,45.1,37.9,34.4,43.4,29.9,70.87584032,2.902259183,1.550452847,18.56503148,51.56720916,7.022539698
+111,40,138.1,408.4,49267,18260,14,0,"(48021.6, 51046.4]",45.7,44.5,47.7,"Inyo County, California",2.23,46.8,9.7,42.5,,2.1,30.9,14.7,55.8,6.8,65.9,47.4,43,39.8,18.5,82.73009307,1.066782779,1.328035705,1.578403091,40.26643207,4.535082715
+2899,1078,161.3,419.5,47451,882176,24.5,47.6095473,"(45201, 48021.6]",31.1,30.5,31.7,"Kern County, California",3.21,46.5,19.7,36.6,,3.7,27.3,10.3,51.3,12.7,51.8,42.5,37.8,40.1,29.5,74.69748284,5.662349723,4.568367262,10.47189905,50.96534463,6.627706717
+161,60,156.8,431.5,38221,29457,22.7,0,"(37413.8, 40362.7]",41.6,39.8,43,"Lake County, Montana",2.38,54.1,24,39.2,33.1,3.7,31.4,15.6,51.8,9.9,48.5,32.5,25.3,41.9,24.4,68.5770141,0.246938985,0.380697603,0.305244024,49.55752212,7.388908026
+325,121,159.7,430.2,53572,66418,12,813.0326116,"(51046.4, 54545.6]",40.9,39.8,42.4,"Lewis and Clark County, Montana",2.38,51.7,13.6,31.7,49.4,5.3,23.7,24.3,63.1,4.9,74.1,58.3,50.6,30.3,13.2,93.63954894,0.526339948,0.627323776,0.2585798,49.23186185,5.247084953
+12,5,126.9,371.2,37911,2408,19.1,0,"(37413.8, 40362.7]",44.8,41.8,47.3,"Liberty County, Montana",2.52,56.5,29.1,18.9,,0,22.1,18.7,49.8,4.5,71.2,46.2,29.8,33.9,13,96.20092866,0,0,0.802026171,57.98611111,5.027932961
+141,57,174.6,460.7,36734,19052,19.2,0,"(34218.1, 37413.8]",50.8,50.7,50.8,"Lincoln County, Montana",2.21,55.9,26.7,32.6,,9.3,33.6,12.9,42.5,13.1,55.5,,28.6,43.2,20.5,95.96111082,0.05171433,0.553343331,0.160314423,50.94274147,4.703476483
+9,3,130.6,349.8,43132,1683,15.4,0,"(42724.4, 45201]",51.2,51.1,51.3,"McCone County, Montana",2.31,66.3,8.8,65.7,,11.8,45.9,15.6,64,0.8,83.4,58.2,41.3,30.7,7.4,94.67592593,0,0.347222222,0,64.99321574,8.620689655
+46,17,129.5,378.7,41539,7915,12.6,0,"(40362.7, 42724.4]",52.1,51.6,52.5,"Madison County, Montana",2.23,55.3,13.7,29.5,,12.5,35.9,18.8,57.9,4.8,66.8,48.1,32.7,34.8,13.7,95.69975538,0.772499034,0.051499936,1.390498262,53.30958741,3.238866397
+18,6,198.6,573.8,36903,1830,18,0,"(34218.1, 37413.8]",49.6,52.3,44.2,"Meagher County, Montana",2.47,55.1,34.9,40.6,,2.8,39.7,18.8,55.8,3.9,57.7,40.7,24.7,41.3,19.9,98.47207587,0,0.474183351,0,52.04755614,3.899721448
+35,12,188.8,538.8,36449,4251,17.3,0,"(34218.1, 37413.8]",619.2,52.3,50.7,"Mineral County, Montana",2.67,46,17,59.8,,13,41.8,9.8,42.3,11.8,48.3,24.7,20.2,53.8,27.1,98.44266163,0.070788108,0.165172251,0.141576215,46.76903391,3.333333333
+463,173,158.9,420.1,44716,114181,15.8,937.1086258,"(42724.4, 45201]",34.8,33.9,35.7,"Missoula County, Montana",2.33,45.2,9.3,26.4,,9.9,22.7,25.4,64.1,8.2,69.4,,46.3,26.9,14.3,92.21995963,0.456388547,1.253058964,0.197381348,43.36607756,3.76216968
+39,14,196.6,587,39827,4582,19.1,0,"(37413.8, 40362.7]",48.5,49,48.1,"Musselshell County, Montana",2.43,58,15.4,60.1,24.5,0,40.2,10.7,51.6,4.6,61.7,45.6,37.5,39.4,19.6,95.80375783,0.187891441,1.08559499,0,56.74013327,7.611241218
+98,31,140.9,459.2,42942,15972,14.7,2191.334836,"(42724.4, 45201]",46.6,46.3,47.1,"Park County, Montana",2.28,52.2,19.9,31.2,,8.8,33.1,23.3,59.3,5.4,67.6,53.1,39.2,29.3,14.2,96.27578304,0.547491724,0.08912656,0.13368984,47.8139261,3.270009343
+29,10,151.2,456.8,41595,4169,15.7,0,"(40362.7, 42724.4]",47.9,45.6,49.1,"Phillips County, Montana",2.26,60.8,20,30.2,,4.4,37.3,15.3,52.5,6.3,62.5,41,29.2,35.2,13.6,87.20902328,0,0,0.719942405,55.58628319,9.448818898
+36,16,171.7,424.8,39292,6184,20.3,0,"(37413.8, 40362.7]",41.9,41.7,42.3,"Pondera County, Montana",2.52,50.2,28.1,26.2,,11.5,33,17.4,56.2,6,61.2,40.5,30,37.6,17.8,82.22687722,0.338382211,0.386722527,0.628424106,48.91114983,4.988123515
+43,16,161,462,40072,6840,20.2,0,"(37413.8, 40362.7]",45.4,43.6,49.3,"Powell County, Montana",2.25,43.3,22.1,46.1,,4,37,12.1,43.3,2.2,63.2,45.4,38.9,38.2,18.8,92.30107527,0.47311828,1.103942652,0.229390681,49.78991597,6.109979633
+238,93,151.6,404.2,42902,41373,17.2,0,"(42724.4, 45201]",47.6,46.4,48.9,"Ravalli County, Montana",2.43,53.2,26.3,28.8,,6.1,33.9,16.6,51.6,8.2,59.2,,27.9,41,20.1,95.58337212,0.301300737,0.543811087,0.320897533,51.43251847,3.969171484
+53,21,170.1,435.5,65738,11960,8.2,0,"(61494.5, 125635]",38,38.1,37.9,"Richland County, Montana",2.51,55.9,18.9,44.4,,6.6,38.5,11.4,67.8,2.5,70.8,57,47.3,20.2,8.3,94.61013295,0.368307582,0.350341358,0.835429393,51.16489482,9.156118143
+53,19,182.6,509.5,37511,11476,23.8,0,"(37413.8, 40362.7]",30.4,28,31,"Roosevelt County, Montana",3.54,38.7,29.9,41.8,26.5,1.8,38.8,10,45.5,6.8,39.6,32.5,27.7,38.6,29.9,36.96712428,0.081286127,0.18966763,0.632225434,42.40940255,6.547122602
+46,15,164.6,490.7,50751,9398,20.5,0,"(48021.6, 51046.4]",36.9,38,36.1,"Rosebud County, Montana",2.81,53.8,14.9,44.9,36.3,3.9,32.7,14.8,57.4,10.6,59,,40.3,27.7,14.2,61.01368691,0.203165098,0.588109495,1.21899059,52.04855842,4.558969277
+82,29,151.3,439.6,32815,11336,20.7,0,"[22640, 34218.1]",51.5,52.4,50.9,"Sanders County, Montana",2.21,61.2,32.7,35.6,,2.4,41.9,12.9,43.3,9.3,52.2,32,24.1,44.7,22.2,91.547682,0.14983254,0.273224044,0.185087255,55.89519651,8.568548387
+24,12,165,403.1,52711,3687,10.2,0,"(51046.4, 54545.6]",47.1,47.3,46.9,"Sheridan County, Montana",2.16,56.5,17.6,52,,2.7,30.4,17.8,64.5,2.7,76.9,57.6,41.9,31.8,12.9,92.75482094,0.055096419,0.165289256,1.267217631,49.84746797,3.617945007
+193,79,171.4,445.5,39882,34622,19.5,1357.518341,"(37413.8, 40362.7]",40.6,37.7,43.2,"Silver Bow County, Montana",2.22,44.8,18,39.2,,2.7,34.9,16.8,58.5,7,63.8,47.7,42.3,34.7,17.5,94.65107528,0.471793684,0.688876668,0.457321485,39.61304807,4.512392241
+64,16,127.4,519.3,60812,9486,8.4,421.674046,"(54545.6, 61494.5]",46.7,47,46.4,"Stillwater County, Montana",2.44,65.2,18,49.4,,1.8,37.2,15.2,59.5,3.6,75.8,55.4,44.7,30.2,10.8,95.74720069,0.183031869,0.506029285,1.065891473,64.21699626,3.636363636
+25,10,165.6,473.1,45000,3634,12,0,"(42724.4, 45201]",46.1,44.2,48.8,"Sweet Grass County, Montana",2.55,62.4,28.6,30.8,40.7,0,38.1,20,,0.9,72.5,54.2,42.1,33.6,14.6,95.95375723,0.192678227,0.715661987,0,62.55319149,9.191759113
+42,16,164.9,447.8,46208,6104,13.9,0,"(45201, 48021.6]",44.8,44.7,44.8,"Teton County, Montana",2.5,58.3,25.4,36.1,,3.5,34.3,16.5,56.3,5.1,63.6,39.3,30,40.2,18.1,95.22555153,0.082318077,0.312808693,0.79025354,58.64304235,8.581138488
+30,11,174.2,475.5,45207,5087,17.2,0,"(45201, 48021.6]",41.7,40.9,44.6,"Toole County, Montana",2.24,52.6,44.6,22.9,,2.3,36.6,10.4,53.5,3.1,57.3,38.7,27,35,16.8,90.81553398,0.155339806,2.213592233,0.388349515,53.29614604,6.557377049
+46,15,129.5,424,46328,7659,12.4,130.565348,"(45201, 48021.6]",45.5,44.4,46.4,"Valley County, Montana",2.26,60.5,25.8,43.5,,10.7,37.8,14.1,62,2.6,64,45.2,34.9,40.4,19.9,86.44582289,0.158374027,0.197967533,0.158374027,55.44764795,5.681818182
+13,5,149.4,382,35875,2110,19.5,0,"(34218.1, 37413.8]",46.5,48.4,43.9,"Wheatland County, Montana",2.34,57.7,52.4,36.7,,0,36.4,14,54.4,3.4,63.4,47.4,29.2,34.1,16.7,96.02836879,0,0,0.236406619,53.89830508,5.066666667
+6,3,214.4,373.3,43859,1130,11.7,0,"(42724.4, 45201]",51.2,53,49.6,"Wibaux County, Montana",2.15,56.5,18.7,28,53.3,0,37.4,16.4,54.7,3,68.1,45.2,36.2,38.5,14.3,100,0,0,0,51.78571429,17.87709497
+812,300,168.9,475.8,51653,157048,12.3,1757.424482,"(51046.4, 54545.6]",38,36.8,39.1,"Yellowstone County, Montana",2.44,50.2,16.4,37.6,39.2,6.8,31.2,20.1,64.8,4.1,69.7,55.3,49,29.1,14.4,90.6911225,0.696848242,0.736538011,1.033885954,47.79304059,5.116068139
+179,63,157.5,485.3,48658,31587,12.5,63.31718745,"(48021.6, 51046.4]",37.8,35.5,39.6,"Adams County, Nebraska",2.35,51.9,7.7,20.7,,4.6,32,14.9,63.5,5.5,75.6,60.6,51.1,27.5,12.1,94.92716748,0.963679155,1.237198651,1.052732015,49.86582478,5.432887856
+46,16,139,472.7,50919,6414,14,0,"(48021.6, 51046.4]",46.5,44.2,48.1,"Antelope County, Nebraska",2.27,66,11.2,19.6,,5.7,33.1,12.8,63.4,1.6,76,58.1,38.1,31,12.2,98.18069689,0.123342584,0.277520814,0.493370336,60.12052464,8.048993876
+41,15,171.1,520.4,52914,5315,10.3,0,"(51046.4, 54545.6]",45.6,44.7,47.3,"Boone County, Nebraska",2.37,60.5,12.8,21.3,,6.5,42.3,11.5,64.9,1.2,80.4,62.2,48.8,29.3,10.8,99.27414852,0.130281035,0.148892611,0.111669458,57.52132914,4.356636272
+61,23,159,434.4,55465,11337,11.4,0,"(54545.6, 61494.5]",40.8,35.9,44.8,"Box Butte County, Nebraska",2.31,61.1,27.4,31.5,,10.3,33.8,11.3,64.8,3.9,73.2,58.4,52.8,30.7,15.9,92.72325376,0.114942529,0.309460654,0.707338638,55.21331946,6.383909051
+13,5,135.2,384.9,39964,2006,13.9,0,"(37413.8, 40362.7]",50.8,50,51.6,"Boyd County, Nebraska",2.15,64.7,11,28,,0,41.5,14.5,59.3,1.1,69.4,49.5,25,37.6,16.1,97.00833742,0.83374203,0,0.294261893,54.86631016,9.17721519
+19,9,156,358.2,42348,2946,12.8,339.443313,"(40362.7, 42724.4]",47.6,46.8,50,"Brown County, Nebraska",2,64,62.7,20,,7.3,41.2,10.2,63.3,0.7,67.1,44.3,32.3,39.8,17,97.46588694,0.032488629,0.194931774,0,53.1436135,0.363636364
+203,75,159.1,443.6,51550,48863,12.5,900.4768434,"(51046.4, 54545.6]",32.5,31.9,33.4,"Buffalo County, Nebraska",2.49,50.8,5.3,17.5,,10.1,25.6,23.1,72.3,3.5,81.3,,56.9,22.7,9.7,93.25868468,1.173943868,1.282372076,2.33329163,51.21512642,4.894004637
+53,24,201.4,485.1,49345,6585,10.6,0,"(48021.6, 51046.4]",47.4,46.1,48.6,"Burt County, Nebraska",2.33,60.7,22.9,40.6,,4.1,39.2,12.3,57.4,3.3,72.3,54.3,45.1,35,15.1,95.66721829,0.97788476,0.48142019,0.64690838,57.8721885,7.352941176
+47,21,167.3,399.5,54240,8115,9.2,0,"(51046.4, 54545.6]",44.7,42.1,47.7,"Butler County, Nebraska",2.26,60.8,22.7,24.9,,2,39.9,11.2,65.5,4.2,79.4,59.1,46.5,30.1,10.1,96.82655039,0.641957364,0.557170543,1.138565891,56.49986022,11.30834977
+140,59,193.1,478,66522,25512,6.9,0,"(61494.5, 125635]",498,40.4,42.4,"Cass County, Nebraska",2.57,62,14.2,36,,5.1,32.1,16.9,,3.8,83,65.6,55.4,24.4,9.3,96.81388013,0.954258675,0.563880126,0.339116719,61.33661337,7.938902508
+45,19,120,334.6,54421,8564,10.4,0,"(51046.4, 54545.6]",44.8,42.8,46.7,"Cedar County, Nebraska",2.39,64.4,14,28.4,,10.8,40.6,13.1,67.5,2.2,83.7,,43.6,28,8.9,98.67435159,0.080691643,0.023054755,0.080691643,60.67132867,6.343283582
+27,11,172.1,462.8,52749,3956,9.3,0,"(51046.4, 54545.6]",44.9,42.8,48.1,"Chase County, Nebraska",2.25,66.5,9.5,21.6,,1.5,33.2,14.7,67.4,0.7,74.5,55.3,36,30,10.8,98.07544265,0.025660765,0,0.333589941,59.72957084,7.489597781
+33,14,148.7,395.1,43564,5848,13.3,0,"(42724.4, 45201]",43.9,43.8,43.9,"Cherry County, Nebraska",2.14,68,29.2,35.7,,12.8,31,14.5,69.9,2.6,76,58.4,41,30.8,12.9,91.55979203,0.034662045,0.27729636,0,61.72792725,4.047619048
+54,16,122.2,439.5,55964,10167,9,0,"(54545.6, 61494.5]",39.9,37.8,41.7,"Cheyenne County, Nebraska",2.27,55.1,9,28.3,,14.8,27.1,17.6,71.9,1.6,77,63.5,57.2,27.1,13.3,96.14964771,0.218318944,1.240448546,0.089312295,48.91873435,11.69354839
+44,14,148.9,506.7,55758,6309,11.3,0,"(54545.6, 61494.5]",43.2,42.5,43.7,"Clay County, Nebraska",0.024,61.2,25.2,28.1,40.6,6.1,32.6,14.2,63.1,2.8,69.5,,37.3,32.5,15.8,96.77217173,0.454403008,0.376057662,0.893136948,57.24111578,8.012820513
+45,19,163,394.5,50758,10520,10.3,0,"(48021.6, 51046.4]",34.2,33.8,35,"Colfax County, Nebraska",2.87,56.8,20.8,35.5,,2,33.2,9.5,67.8,6.4,70.3,58.8,49.9,25.7,14.2,91.21839954,2.128872838,0.142558449,2.927200152,54.87066593,6.487488415
+50,19,128.3,370.9,56047,9125,9.1,0,"(54545.6, 61494.5]",43.6,43.3,44,"Cuming County, Nebraska",2.41,61.3,20.8,33.2,,6.7,38.9,14.3,64.2,3.3,74.1,57,44.6,31.5,15.7,96.00132188,0.033046927,0.29742234,2.159065874,57.39389024,7.272727273
+68,29,159.7,429.8,45644,10806,13.4,9439.200444,"(45201, 48021.6]",43.8,42,45.5,"Custer County, Nebraska",2.25,62.4,26.9,33.2,,1.9,32.8,14.6,66,2.3,71.2,51.3,36.6,34.1,14.3,97.35234216,0.805406406,0.379559341,0.555452694,56.33298209,7.021791768
+81,36,177.8,396,50289,20781,14.8,0,"(48021.6, 51046.4]",33.7,33,34.3,"Dakota County, Nebraska",2.81,57.1,18,41,,2.8,34.9,7.6,65.4,7.4,65.5,,47.4,27.8,16.8,68.51139533,4.135012982,3.168573901,20.24713915,57.47599451,9.833738848
+40,19,155.4,370,40667,9055,18.8,220.8724462,"(40362.7, 42724.4]",33.7,33.1,34.6,"Dawes County, Nebraska",2.22,48.7,5.3,13.7,,6.9,29.1,19.5,59.8,2.6,71.5,,37.4,26.7,10.8,89.30604203,0.525394046,1.762259194,0.645796848,50.26308502,7.437661221
+109,40,139.7,409,47366,23886,13.7,0,"(45201, 48021.6]",36.2,35.7,37,"Dawson County, Nebraska",2.71,56.6,27,34.6,,2.5,33.4,9.7,67.6,4.8,68.3,,46.4,30.4,16.5,89.22265154,4.661597906,0.070630271,3.639536333,54.01484866,8.05433327
+13,4,104.6,402.3,44109,1921,11.8,0,"(42724.4, 45201]",47.1,44.6,47.2,"Deuel County, Nebraska",2.34,55.3,12.6,19.3,,3,36.3,11.5,65.3,4.3,67.3,48.8,38.4,35.5,15.6,95.94039054,0,0.102774923,1.593011305,50.3649635,2.873563218
+36,15,168.3,447.2,52601,5797,10.7,0,"(51046.4, 54545.6]",41.9,41.1,42.5,"Dixon County, Nebraska",2.51,58.1,14.3,36.8,,2.7,38.6,12.6,64.2,4.5,72.8,54.8,46.7,30.3,13.7,95.56767815,0.39209001,0.051142175,2.523013979,55.57483731,7.055749129
+236,94,177.9,487.5,50043,36706,12.9,27.24350242,"(48021.6, 51046.4]",39.4,38.3,40.4,"Dodge County, Nebraska",2.37,55.8,16.3,31.9,,8.3,36.8,13.4,63.7,5.1,72.7,55.3,48.2,30.8,13.7,95.82573179,0.49012934,0.577263445,0.313138189,52.27663799,7.218949743
+2341,879,179.7,476.6,52842,550064,14,818.0866226,"(51046.4, 54545.6]",34,33.2,34.9,"Douglas County, Nebraska",2.52,47.6,12.7,27.5,45.6,14.2,21.9,24.2,67.2,5.7,72,60.8,52.9,26,14.8,78.9999163,11.2767481,3.147929434,3.143651598,44.9580658,5.925782154
+13,6,151.9,406.9,45624,1799,13.8,0,"(45201, 48021.6]",46.2,42.8,48.3,"Dundy County, Nebraska",2.18,62.3,18.4,29.1,35.5,17,32.5,13.6,57.7,4,64.8,49.3,31.6,35.9,17.2,98.51116625,0.099255583,0,0.248138958,55.44444444,5.83090379
+37,15,150.3,423.8,54556,5619,10.1,0,"(54545.6, 61494.5]",47.5,46.2,49.1,"Fillmore County, Nebraska",2.22,57.5,15.8,33.1,,5.8,39.1,13.5,63.3,3.4,74.7,55.7,44.2,31.9,12.7,97.1915043,0.912761102,0.017553098,1.000526593,53.40909091,6.001846722
+18,7,119.2,339.4,44794,2985,13.6,0,"(42724.4, 45201]",49.9,49,50.8,"Franklin County, Nebraska",2.15,64,6.9,35.8,,3.4,37.1,14.6,60.9,3.5,70.8,47.6,30.9,39.5,17.7,98.13204509,0.128824477,0.193236715,0,58.33924769,8.058608059
+16,5,127.2,443.6,48543,2624,13.7,0,"(48021.6, 51046.4]",44.4,42.7,45.1,"Frontier County, Nebraska",2.25,59.5,8.1,12.1,,6.5,34.7,11.8,61.5,2.4,77,,40.8,30.4,10.8,98.25106879,0,0,0,58.11808118,3.646833013
+37,13,145.5,482.7,44461,4862,12.7,0,"(42724.4, 45201]",46.8,45.8,47.5,"Furnas County, Nebraska",2.11,60.2,34.3,21.1,,9.9,33.7,14,59.4,3.4,70.3,,40.4,36.6,16.6,96.95109474,0.122774708,0.184162063,0.73664825,51.09841828,5.315614618
+146,57,165.2,463.1,50861,21900,11,0,"(48021.6, 51046.4]",44.6,42.9,46.1,"Gage County, Nebraska",2.3,57.8,15.3,37,,6.4,34.6,14.1,63.2,4.3,75.9,58.2,48.7,33.2,13.4,96.66330553,0.426253552,0.417086809,0.572921441,54.4047619,6.416861827
+16,5,128.2,419.3,38645,1918,15.6,0,"(37413.8, 40362.7]",52.3,50.9,52.5,"Garden County, Nebraska",2.1,62.9,42,37.7,14.5,5.8,32.5,16.3,60.7,3.1,68.7,43.1,31.4,38.8,15,97.36697751,0.164563906,1.097092704,0.054854635,58.81656805,4.705882353
+17,6,141,482.9,40436,2028,11.8,0,"(40362.7, 42724.4]",51.4,53.1,50.9,"Garfield County, Nebraska",2.1,57,4.1,21.1,46.3,28.5,39.5,11.8,62.7,3.5,70.2,46.9,26.3,41.8,16.8,97.98241076,0.620796689,0,0.310398345,49.16943522,3.095975232
+14,6,187.4,445.3,55319,1973,9.1,0,"(54545.6, 61494.5]",46.7,45.6,48.8,"Gosper County, Nebraska",2.46,64.9,10.9,55.5,,8,34.8,14.5,68.5,5.1,78.6,55.5,44.6,27.9,10.7,97.01417004,0,0,1.062753036,64.63878327,1.38121547
+17,7,149,404.4,43858,2429,12.7,0,"(42724.4, 45201]",46,45.3,46.9,"Greeley County, Nebraska",2.46,59.7,29,16.6,,13.8,39.8,10.7,58.1,1.9,71.4,51.1,32.8,38.1,17.1,98.34410339,0.686591276,0.282714055,0.040387722,56.88442211,6.637168142
+300,108,160.8,469.4,48499,61680,14.7,551.232166,"(48021.6, 51046.4]",35.8,34.8,37.1,"Hall County, Nebraska",2.67,52,17.7,43.3,34.5,4.5,32.5,12.4,67.5,6,65.7,52.7,46.8,30.2,16.7,92.75233583,2.197657587,1.115278326,2.107185156,49.11068515,8.958855626
+48,20,155.8,411.9,62191,9190,6.9,0,"(61494.5, 125635]",42.9,40.9,44.3,"Hamilton County, Nebraska",2.45,62.7,25.1,33.2,,8.5,31.8,18.3,65.9,2.5,77.3,61.3,47.5,30.9,15,96.62637363,0.538461538,0.21978022,0.868131868,60.81118115,3.387978142
+25,14,223.9,445.6,46744,3452,11.4,0,"(45201, 48021.6]",49.5,46.9,50.6,"Harlan County, Nebraska",2.19,62.4,15.1,27.4,,5.7,37.6,12.4,59.7,1.7,74.1,53.3,38.9,33.7,12,97.36842105,0.20242915,0.26026605,0.08675535,55.94855305,5.410122164
+24,9,183.7,501.5,40496,2883,13.8,4856.052723,"(40362.7, 42724.4]",48.2,44.1,49.8,"Hitchcock County, Nebraska",2.12,57.3,15.5,27,,1.1,37.4,9.2,58.3,3,65.2,45.6,35.1,37.5,17.6,99.27058006,0.138937131,0.138937131,0,49.55290611,9.807692308
+62,26,155.3,407.3,46667,10313,12.5,0,"(45201, 48021.6]",45.5,42.9,47.5,"Holt County, Nebraska",2.25,63.9,14.8,27.2,,19.7,34,14.9,67.5,0.9,77.3,59.2,41.1,30.4,11.5,97.41296403,0.086555107,0.384689363,0.605885747,57.8539823,8.200103146
+38,14,155.2,450.8,51040,6409,11.5,0,"(48021.6, 51046.4]",43.3,40.7,45.6,"Howard County, Nebraska",2.47,58.8,11.9,28.4,52.8,6.9,41.6,14.9,65.3,4,79.2,62,54.4,29.8,11.5,98.06207657,0.110288325,0.236332125,0.1890657,56.9140625,10.27070064
+46,27,201.3,379.5,44947,7263,11.5,0,"(42724.4, 45201]",45.5,45,46.4,"Jefferson County, Nebraska",2.18,58.4,16.2,24.6,,7,42.6,10,62,4,73.2,53,40.3,37.8,16.2,97.1747612,0.013453518,0.242163326,0.053814072,51.29502828,5.139186296
+30,14,185.6,425.6,48511,5173,13.9,0,"(48021.6, 51046.4]",42.3,40,47.5,"Johnson County, Nebraska",2.13,48.5,30.4,31.1,,2.8,40.7,10.8,47.6,3.6,73.5,56.7,46.1,30.9,14.6,87.38145926,7.122121153,0.832204374,2.690149023,51.00742312,4.337050805
+39,13,136.4,440.9,56791,6585,9.6,0,"(54545.6, 61494.5]",40.8,39.5,43.5,"Kearney County, Nebraska",2.34,61.2,14.4,39.8,32.3,13.5,32.5,16.8,67.7,3.8,78.9,60.1,46.3,27.8,10.6,98.12185066,0.152695068,0.320659643,0.488624217,55.22226238,12.76119403
+52,21,161.3,411.5,45192,8063,12,0,"(42724.4, 45201]",49.1,47.7,49.8,"Keith County, Nebraska",2.06,59.5,12.6,42.2,,7.4,34.5,14.2,61.8,2.8,69.6,,36.4,36.4,15.1,96.47679843,0.576970292,0.417382765,0.196415419,51.08834827,2.702702703
+25,13,203.8,401.5,45771,3689,11.7,0,"(45201, 48021.6]",45.7,45.4,46.2,"Kimball County, Nebraska",2.33,59.4,25.3,41.8,,2.1,34,11.6,56.9,5.1,59.9,,32.2,40,22.2,96.34408602,0.295698925,0.564516129,0.725806452,52.66836086,9.93485342
+60,25,161.7,461.2,42745,8543,14.9,0,"(42724.4, 45201]",47.6,45.9,49,"Knox County, Nebraska",2.24,61.4,14.8,32.1,,6.2,37.2,13.3,63.2,3.3,70.1,50,35.9,36.2,15.8,87.52921926,0.070126227,0.502571295,0.607760636,54.79009688,6.866666667
+1163,422,153.5,425.9,52011,306468,14,486.1845282,"(51046.4, 54545.6]",32.9,32.1,33.8,"Lancaster County, Nebraska",2.42,47.4,6.3,17.2,,13.4,22.6,23.9,68.1,5.1,76.9,62.7,54.3,24.1,11.7,87.33964037,4.000268384,4.01335212,1.225845411,46.00270254,6.17570233
+200,78,167,456.8,49770,35656,14.5,28.0457707,"(48021.6, 51046.4]",40.1,39.2,40.7,"Lincoln County, Nebraska",2.34,55.2,21.3,28.1,,3.3,31.4,14.2,61.9,4.2,72,,47.5,31.7,13.9,95.6346111,0.835747716,0.509806107,1.016826387,50.01332445,5.843469064
+192,69,161.2,473.4,51836,35039,13.7,485.1736636,"(51046.4, 54545.6]",37.5,35.3,39.3,"Madison County, Nebraska",2.43,53.7,10.3,28.8,52.8,8.1,29.3,13.6,68.4,3.1,72.2,,49.9,28.2,14.5,92.15630429,1.181965766,0.689242687,2.389564524,51.68844149,7.123638693
+48,18,163.6,448.8,50893,7787,10.4,0,"(48021.6, 51046.4]",43.8,43.3,45.2,"Merrick County, Nebraska",2.28,60.9,12,43.5,,3.8,34.5,12.1,67.1,5.2,75.6,55.3,42,33.7,12.1,96.33487654,0.488683128,0.102880658,0.694444444,55.93984962,4.215304799
+30,9,131.6,444.6,46961,4854,14,0,"(45201, 48021.6]",41.3,41.1,41.7,"Morrill County, Nebraska",2.38,53.6,24.8,27.9,,2.5,32.3,13.6,64.7,4,69.2,54.9,40.7,30.9,15.8,96.12228149,0.800164136,0.307755437,1.292572835,49.67188289,5.760869565
+22,9,141.8,395.7,48535,3595,11.7,0,"(48021.6, 51046.4]",45.9,44.2,48.1,"Nance County, Nebraska",2.25,57.5,12.7,35.4,,12.2,38.1,10.9,60.9,3.2,74.9,57.9,45.5,29,9.9,99.61527892,0.054960154,0.054960154,0,54.32816537,7.391304348
+39,18,164.7,398.7,49162,7046,13.6,567.6979847,"(48021.6, 51046.4]",39.1,36.8,41.4,"Nemaha County, Nebraska",2.31,52.2,9.9,31.2,,3.5,34.9,20.4,59.1,8,76.5,60.5,53.2,29.2,13.6,96.19140625,1.143973214,0.474330357,0.251116071,52.86757039,8.91959799
+32,14,154.3,431.1,43249,4329,13.4,0,"(42724.4, 45201]",49.2,48,50.9,"Nuckolls County, Nebraska",2.08,60.7,16.8,26.6,,9,42.1,11.2,61.9,2.9,72.3,,35.7,38.5,13.8,97.97312685,0.045547711,0.751537235,0.159416989,53.38491296,7.142857143
+85,34,149.1,410.1,51527,15984,10,0,"(51046.4, 54545.6]",41.8,39.6,43.8,"Otoe County, Nebraska",2.41,55.9,17,40.4,,8.7,37.7,15.1,65.3,4.6,77.7,59.3,51.9,28.8,11.4,96.5029668,0.113622017,0.486049741,0.580734756,52.75321855,8.147459727
+21,9,171.1,425,42977,2659,12.2,0,"(42724.4, 45201]",49.1,46.9,50.9,"Pawnee County, Nebraska",2.13,62.2,31.4,15.1,,24.4,45.3,10.8,57.2,4.6,70.5,,33.6,35.1,10.6,99.08290536,0,0,0,54.32196669,1.111111111
+15,7,147.5,327.2,56080,2944,10.4,0,"(54545.6, 61494.5]",44.1,41.6,45.6,"Perkins County, Nebraska",2.32,65.5,27.4,31.4,,4,31.1,13.5,64.6,1.7,78.8,59.5,38.9,29.3,10.3,98.8372093,0.136798906,0,0.239398085,62.42960579,6.593406593
+50,23,173.5,409.2,54137,9296,9.5,0,"(51046.4, 54545.6]",42,40.1,44.6,"Phelps County, Nebraska",2.4,60.3,19.2,28.6,,5.1,33,16.9,64.4,1.7,77.2,58.7,47.5,29.5,11.6,97.08116319,0.151909722,0.130208333,0.401475694,57.53755365,2.548476454
+41,16,159.5,426.4,53489,7208,10,0,"(51046.4, 54545.6]",41.3,39.8,42.9,"Pierce County, Nebraska",2.4,64.3,9.6,25.6,,9.6,36,15.9,,4.7,80.2,64,48.5,26.9,11.3,97.99554566,0.139198218,0.236636971,0.194877506,59.31972789,9.160305344
+159,60,155.1,424.5,61768,32847,8.4,0,"(61494.5, 125635]",38,35.9,39.8,"Platte County, Nebraska",2.53,57.2,19.7,24.3,,12.5,31,13.7,,4.5,78.2,64.6,56.2,23.5,9.9,95.4904724,0.2757184,0.609644017,1.6788187,55.17431337,5.33869116
+34,16,187.7,417.6,58162,5202,8,0,"(54545.6, 61494.5]",45.4,44.6,46.3,"Polk County, Nebraska",2.37,61.8,24.7,29.8,,7,32.5,14.7,67.7,1.9,81.9,63.7,47,26.3,8.8,96.47125783,0.246632518,0.36046291,1.555682034,60.07342818,7.071713147
+66,29,172.7,428.4,43842,10829,11.7,0,"(42724.4, 45201]",41.8,38.8,43.8,"Red Willow County, Nebraska",2.27,59.4,9.3,40.8,,0.6,36.4,12.9,65.2,4.1,74.9,55.5,43.7,31,12.4,97.17705098,1.425178147,0.392837566,0.036543029,55.04192647,2.843394576
+58,29,192.2,444,44282,8094,14.4,0,"(42724.4, 45201]",47,46.1,48.1,"Richardson County, Nebraska",2.14,59.7,11.2,38.5,,5.7,39.7,15.1,60.1,3.4,69.5,50.6,42.5,40.1,19.4,93.29350079,0.036580905,0.256066333,0.121936349,51.82132412,6.961613533
+11,4,187.3,502.1,46051,1381,15,0,"(45201, 48021.6]",52,49.8,53.4,"Rock County, Nebraska",1.94,59.4,6,23.3,69.8,0.9,41.7,14.1,64.1,1.7,70.1,50.7,25.6,31.4,11.4,95.64596717,0.713775874,0.214132762,0.713775874,52.60869565,3.361344538
+84,31,181.9,529,51805,14282,10.1,0,"(51046.4, 54545.6]",36.6,35.5,37.8,"Saline County, Nebraska",2.61,52,20,18,,7.2,34.7,8.1,63.3,3.4,76.3,60.9,54,25.7,11.6,91.62256267,0.793871866,2.681058496,3.189415042,53.87931034,3.0621435
+611,213,169.9,463.5,74008,175692,5.3,108.1437971,"(61494.5, 125635]",33.7,32.7,34.6,"Sarpy County, Nebraska",2.71,59.5,10.5,25,,9.4,22.5,24.2,69.5,4.4,84.4,69.4,54.9,19.7,8.3,88.76187999,4.243699466,2.130124356,1.043193532,59.17428972,7.30321114
+111,47,176.2,428.6,61961,21016,8.2,333.0795584,"(61494.5, 125635]",41.4,40.6,42.4,"Saunders County, Nebraska",2.56,60.4,10.8,29,42.2,18,33,16.1,65.4,3.5,80.2,62.5,50.7,28.5,11.5,97.25051403,0.655094917,0.272557739,0.535552049,59.45375543,6.021555764
+195,78,160.2,419.7,47194,36261,15.6,386.0897383,"(45201, 48021.6]",38.8,37.7,39.5,"Scotts Bluff County, Nebraska",2.42,51.8,14.4,30.6,,3.8,30,14.5,63.3,5.5,63.3,50,41.5,34.4,19.7,93.29135318,0.866862938,0.665140116,2.44520772,48.13283633,6.311958841
+2812,1119,190.8,472.2,48195,678889,19.9,849.9180278,"(48021.6, 51046.4]",34.2,33.5,34.9,"Davidson County, Tennessee",2.41,40.5,10.8,27.5,,17,24.1,23.6,64.5,7.2,64.3,54.1,46.5,29.1,18.5,62.43709245,27.59109256,3.205589623,3.999507977,37.31146697,5.788303646
+74,38,212.3,431.5,37417,11660,19.9,0,"(37413.8, 40362.7]",45.3,44.2,46.1,"Decatur County, Tennessee",2.3,56.1,15,38.9,,4.7,44.6,7.5,48.1,10.1,58.4,42.8,35.7,44.3,23.9,94.10405614,2.781105596,0.265274688,0.795824063,50.74327039,4.422498927
+99,48,202.8,422.5,38595,19182,20.1,0,"(37413.8, 40362.7]",41,39.4,43.4,"DeKalb County, Tennessee",2.7,50.1,9.2,49.6,,1.6,43.2,9.3,48.3,7.6,56.9,43,38.7,40.7,23.4,94.78936863,1.449732115,0.619813006,1.654585566,51.71965318,6.303030303
+273,110,199.1,497.9,45914,51487,14.3,58.26713539,"(45201, 48021.6]",39.9,38.5,40.9,"Dickson County, Tennessee",2.69,52.5,14.8,51.3,,2.2,43.7,9.3,54.7,7.5,64.4,50.8,44.5,35,20.2,92.29077508,3.930892376,0.491361547,0.739023617,54.88790688,4.968421053
+183,84,185.6,408,43425,37893,19.6,0,"(42724.4, 45201]",40.3,39.2,42,"Dyer County, Tennessee",2.51,51.7,17.3,37.3,,3.4,40.2,11.6,54.1,6.6,63.9,50.4,46.1,37.6,21.9,82.04656541,13.34419509,0.580753666,0.835654596,50.38510482,6.483677849
+227,85,174.7,471.4,56573,39165,14.7,0,"(54545.6, 61494.5]",43.7,42.7,44.8,"Fayette County, Tennessee",2.58,56.4,14.8,36.9,42.6,5.7,35.8,15.9,54.1,8.5,71.8,55.6,45.8,32.9,15.6,69.61920956,27.64981708,0.66986139,1.076931004,58.14360771,5.28264626
+116,55,230.9,496.6,30299,17917,28.1,0,"[22640, 34218.1]",44.2,42.7,45.2,"Fentress County, Tennessee",2.43,53,10.9,51.8,,5.3,44.2,7,41.6,10.4,45.2,,24.2,53.2,33,97.90864982,0.16173108,0.306731359,0.340192962,51.01314348,5.124835742
+246,101,180.5,465.4,43851,41449,16.5,0,"(42724.4, 45201]",41.5,39.7,42.5,"Franklin County, Tennessee",2.4,52.7,7.2,35.7,,2.1,37,11.6,50.8,9.5,65.3,48.6,40.6,39.7,20.9,90.12105596,3.155233604,0.763284554,1.645680393,52.9812293,5.292111343
+285,138,214.7,460.4,37498,49399,19.5,0,"(37413.8, 40362.7]",40.4,39.1,41.3,"Gibson County, Tennessee",2.49,50.2,10.9,43.8,42.1,3.2,38.4,10.3,52,9.5,62.5,47.1,39.8,38.6,22.3,78.91551682,18.53465666,0.326797386,0.538610506,48.65545786,4.845775592
+178,78,199.9,469.4,41326,28946,16.9,0,"(40362.7, 42724.4]",42.9,41.5,44,"Giles County, Tennessee",2.49,52.4,12.5,36.2,,6.4,42.3,9.7,50.6,9.9,64.4,46.8,40.8,37.9,20.1,86.09969256,10.03488894,0.659780994,0.939583405,51.85447464,4.447587616
+143,60,211,496,35704,22846,21.9,0,"(34218.1, 37413.8]",43.6,42.4,45,"Grainger County, Tennessee",2.52,57.9,7.7,54,,3.3,45.3,7.6,48.2,9.5,59.8,,39.4,41.8,23.8,97.29943702,0.831280788,0.233110486,0.488212526,57.94235925,3.497356649
+428,183,194.7,469.7,36740,68580,17.7,0,"(34218.1, 37413.8]",43.7,42.2,44.9,"Greene County, Tennessee",2.38,53,9.2,50.2,33.7,6.8,42.6,9.8,49.8,8.7,59.4,42.3,37.3,42.5,22,95.30010499,2.206311246,0.507466169,0.587669155,51.19917323,3.90120498
+82,40,218.9,460.3,28086,13441,26.1,0,"[22640, 34218.1]",42.6,41.4,44.4,"Grundy County, Tennessee",2.55,48.4,17.7,56.5,,4.5,42,6.7,41.6,10.2,40.8,28.9,25.5,51,33.2,81.92842354,0.236616386,0.229222124,0.229222124,46.88756943,5.094207955
+373,156,197.9,489.4,37410,63402,23.4,0,"(34218.1, 37413.8]",39.9,39,41.5,"Hamblen County, Tennessee",2.54,51.3,14.6,48.9,,7.2,42.1,10,50.2,10.1,55.2,39.7,34.6,42.3,24.6,88.56807251,4.052445277,0.709535072,3.82387022,49.59542297,5.325701036
+1885,713,172.9,470.9,48380,354098,15.9,553.5190823,"(48021.6, 51046.4]",39.3,37.8,40.9,"Hamilton County, Tennessee",0.0248,48,13.1,27,51.6,8.4,27.3,18.2,57.7,8,68.3,53.9,46.5,32.9,17.5,75.1445618,19.8327593,1.981782196,0.991034726,47.00812066,5.342350159
+44,21,230.9,483.5,27323,6572,29.5,0,"[22640, 34218.1]",44.2,43.4,45,"Hancock County, Tennessee",2.35,51.7,5.7,58.9,,0,39.4,7.3,41.5,12.1,48.1,37.3,34.1,49.4,31.1,97.41041855,0.451671183,0.060222824,0.060222824,47.56717502,8.014184397
+154,68,213.7,480.3,35321,25707,25.3,350.0991948,"(34218.1, 37413.8]",39.8,37.6,42.8,"Hardeman County, Tennessee",2.59,41.1,29.4,43.5,,3.3,44.4,5.7,38.3,18.7,53.5,,35.5,45.3,28.9,56.16120062,41.85807336,0.441854264,0.20188169,44.23715234,4.627249357
+162,70,185.9,456.8,36285,25756,21.7,0,"(34218.1, 37413.8]",44.8,43.7,45.9,"Hardin County, Tennessee",2.58,51.2,23.9,37.2,37.7,1.2,43.6,7.6,44.5,13.9,53.6,38.6,30.1,45,25.8,94.11969112,3.150579151,0.324324324,0.077220077,52.91257218,4.906586148
+365,157,211.8,500.6,39506,56471,19.6,0,"(37413.8, 40362.7]",43.4,42.3,44.5,"Hawkins County, Tennessee",2.42,52.7,12.6,46.8,,5.8,44.2,8.8,47.6,10,61.2,44.3,40,42.4,23.8,96.21874724,1.397649969,0.367523633,0.385193038,50.25251435,4.203166439
+99,41,183.7,457.4,35470,18023,24.7,0,"(34218.1, 37413.8]",39.9,37.3,41.4,"Haywood County, Tennessee",2.57,43,24.2,50.6,,1.9,42.1,7.2,49.8,10.5,56.1,,35.5,43.5,26.4,46.15848312,49.34239369,0,2.498903989,42.75114155,4.488542405
+155,69,204.5,467.1,39303,28015,19.1,0,"(37413.8, 40362.7]",40.7,39.1,41.6,"Henderson County, Tennessee",2.57,51.5,12.5,40,40.3,7.2,39.8,8.4,50.2,9.4,59.8,,39,40.6,25.5,89.0265234,7.589333524,0.049976796,0.871024167,50.04163197,4.405016825
+223,105,219.1,479.3,37151,32147,20.5,0,"(34218.1, 37413.8]",44.9,43.7,46,"Henry County, Tennessee",2.36,55.2,14.8,54.4,24.4,6.4,45.1,8.5,48.3,9.7,59.8,40.9,32.6,44.2,24,89.49456134,8.624376336,0.210728563,0.083671635,51.26568184,4.382650748
+143,61,213.5,509.6,37443,24363,20.2,0,"(37413.8, 40362.7]",40.7,39.5,42.1,"Hickman County, Tennessee",2.6,49.1,21.4,50.1,,1.3,43.3,6.6,48,8.6,53.7,,35.3,41.1,25.7,92.14676934,4.826421777,0.032944859,0.938928468,52.0583875,6.558627264
+50,25,219,457,39753,8149,19.1,122.7144435,"(37413.8, 40362.7]",43.2,41.3,43.8,"Houston County, Tennessee",2.49,56.7,19.3,36.5,,4.2,46.3,8.4,45.6,8.1,59,43,35.3,43.4,25,94.31845597,2.689987937,0.180940893,0.241254524,54.88142901,3.771361226
+127,55,222.6,527.3,42837,18135,17.6,716.8458781,"(42724.4, 45201]",42.2,41.3,42.8,"Humphreys County, Tennessee",2.53,54.8,14.1,41.3,43.4,1.2,42.8,8.9,48.1,8.9,66.9,49,42.9,37.8,17.8,95.09868421,3.229166667,0.191885965,0.082236842,54.126895,5.078225186
+71,32,196.5,449.1,35379,11509,23.4,0,"(34218.1, 37413.8]",45.8,44.9,46.5,"Jackson County, Tennessee",2.49,50.8,5.8,57.3,,3.9,47.7,5.1,40.2,14.5,48.3,33.2,27.6,52.2,32.2,96.72929715,0.71329158,0.026096033,0.617606124,50.34208784,3.981937603
+310,124,185.3,484,41235,53240,17.8,0,"(40362.7, 42724.4]",42.3,41.1,44.2,"Jefferson County, Tennessee",2.58,53.4,5.8,36.7,,6.8,39.5,9.6,53.6,9.1,63.7,48.6,42.2,37.8,21.1,94.76281196,2.560487712,0.226709849,0.542960564,55.6176635,4.075765263
+102,52,211.3,414.7,31330,17830,26.4,0,"[22640, 34218.1]",44.5,43,47.5,"Johnson County, Tennessee",2.29,53.3,15.8,46.9,,2.4,40.9,6.1,39.9,9,56.6,37.4,31.4,48.7,26.1,93.40067714,3.946272964,0.127657213,0.782594217,55.01498074,5.253623188
+2294,871,181.6,484.4,47199,451324,17.7,276.9628914,"(45201, 48021.6]",37.3,35.9,38.7,"Knox County, Tennessee",2.39,49,9.5,27.4,,12.1,26.5,21,59.9,6.5,71.1,58,51,29.4,16.4,85.65156139,9.069468075,2.013061834,0.913698273,46.71082117,4.759828048
+36,22,247.6,413.7,28524,7576,41.9,0,"[22640, 34218.1]",40.3,38.8,45,"Lake County, Tennessee",2.38,32.9,30.4,51,,5,44.6,5.9,27.9,10.1,45.4,32.5,27,52.1,36.7,68.73943021,26.81149994,0.286197476,1.74320281,43.73804971,4.662698413
+141,63,218.3,484.4,33595,26936,24.8,0,"[22640, 34218.1]",37.1,35.2,39.3,"Lauderdale County, Tennessee",2.5,41,24.2,54.3,,3.6,44.5,5.8,41.8,13.4,50.8,38,33.6,45.2,29.6,61.85875232,35.09315638,0.477631531,1.122981004,41.51020408,5.484147386
+224,99,187.3,438.8,34614,42564,21.8,0,"(34218.1, 37413.8]",39.9,38.7,41.4,"Lawrence County, Tennessee",2.59,55.2,16.9,39.2,,4.6,42.2,7.8,50.7,10.8,58.8,44.2,37.5,37.1,20.7,95.08122957,1.901671956,0.464168995,0.9307062,54.03626428,7.666385847
+82,34,217.1,538.7,36255,11854,20.3,0,"(34218.1, 37413.8]",43.5,41,46.2,"Lewis County, Tennessee",2.49,57.3,10,63.6,26.4,0,43.2,8.4,50.8,7.7,57.8,43.2,34.3,40.9,23.6,94.26490288,1.59912927,1.942397857,1.013060951,54.15959253,4.558176729
+183,85,193,421.9,41802,33743,16.5,0,"(40362.7, 42724.4]",42.9,41,44.5,"Lincoln County, Tennessee",2.43,51.9,21.9,39,36,3.1,41.9,11.3,53,7.6,63.6,46.3,38.9,40,20.8,89.26378539,5.20119225,0.0804769,0.935916542,49.4429786,6.664803689
+344,132,170.6,467.4,53945,51130,13.6,0,"(51046.4, 54545.6]",46.5,45.4,47.4,"Loudon County, Tennessee",2.49,61.4,13.8,54.3,,5.6,34.2,15.7,48.1,8.9,65.1,46,39.9,40.7,21.4,95.71363157,1.262219037,0.774453005,0.6331004,61.11249938,4.243210863
+304,137,195.9,447.5,39528,52639,17.4,0,"(37413.8, 40362.7]",42.7,42.2,43.1,"McMinn County, Tennessee",2.58,52.1,14.1,45.6,,4.7,42.7,9.8,48.9,9.3,62.5,45,40,39.6,21.5,92.57608654,4.04906106,0.457090618,0.681826839,53.20852938,4.451140766
+148,74,210.7,433.7,34882,26066,23.5,0,"(34218.1, 37413.8]",42.6,41.1,44.1,"McNairy County, Tennessee",2.61,53,12,45.7,,4.5,44.2,7.8,42.7,14.9,54,,33.3,45.8,27.4,91.72508907,6.221507106,0.038309773,0.356280887,51.1041329,3.799063738
+135,55,211.2,531.4,36886,23177,19.3,43.14622255,"(34218.1, 37413.8]",39.6,38.8,40.5,"Macon County, Tennessee",2.53,56.5,16.3,44.1,,3.2,43.9,5.4,53.5,7.4,60,45.3,38.6,38.6,22.3,96.34462458,0.289969685,0.900663415,1.432274505,54.11020777,4.994346023
+468,193,176.3,434,43113,97610,20.9,133.1830755,"(42724.4, 45201]",37.6,36.4,39,"Madison County, Tennessee",2.56,45.8,10.2,30,53.7,6.1,32.9,17,55.2,8.4,62.7,,42.8,37.2,22.6,59.87126212,37.0549173,1.186547706,0.407398354,46.36348801,5.831783426
+187,80,220.2,521.2,40766,28487,20.6,0,"(40362.7, 42724.4]",43.1,41.6,44.6,"Marion County, Tennessee",2.43,53.9,17.6,41.8,,6.6,37.2,9.2,51.7,6.7,61.7,47.5,42.5,38.5,20.9,93.53847241,1.519112556,0.374478909,0.162509715,52.13882863,2.19816273
+168,76,216.9,490.5,42839,31552,15.5,0,"(42724.4, 45201]",39.4,38.7,40.5,"Marshall County, Tennessee",2.57,53.2,10.8,43.9,,4.5,42,10.4,55.4,8.4,65,50.4,44.5,34.1,18.3,89.36743798,7.195352868,0.545588754,1.354343849,52.44819519,3.440273038
+411,172,187.4,450.4,51303,87757,15.5,22.79020477,"(51046.4, 54545.6]",38.6,37.4,40.2,"Maury County, Tennessee",2.55,50.8,14.2,38.5,,6.1,36.6,13.2,58.9,7.7,65.4,51.1,44.6,35.3,20.6,84.05855701,11.72329318,0.750395414,1.05126711,50.00462036,5.317306713
+71,35,229.6,461.4,34801,11830,20.8,0,"(34218.1, 37413.8]",44.3,43.6,44.8,"Meigs County, Tennessee",2.51,55.7,14.8,63.8,,3.1,42.7,4.6,40.9,15,57,,37.4,42.7,23.7,96.24445203,1.596107887,0,0,54.91341991,5.090180361
+276,119,207,482.9,37392,45771,20.6,21.84789496,"(34218.1, 37413.8]",43,41.6,44.2,"Monroe County, Tennessee",2.6,60.4,17.9,53.3,23.7,5.1,42,8,44.1,12.5,58.9,41.7,36.3,42.4,23.7,95.05000773,2.170313293,0.282604376,0.097145254,59.51840865,6.564217382
+592,241,195.4,446.6,50935,193479,13.9,0,"(48021.6, 51046.4]",30.3,29.5,31.1,"Montgomery County, Tennessee",2.76,54.2,7.7,37,,8.7,30.8,16.6,52.1,9.7,72.1,54.5,28.7,29,14.9,71.70072051,19.2257232,2.115818905,1.715238198,53.62200682,6.724977636
+36,13,137.3,408.9,50358,6322,12.5,0,"(48021.6, 51046.4]",45.5,44.8,46.1,"Moore County, Tennessee",2.55,57.4,18.8,41.3,,6.7,40.2,12.2,57.9,6.5,74.6,,45.7,32.5,12.5,94.36309243,3.857660211,0,0,60.35044825,0.702028081
+126,48,191.1,488.7,36390,21498,23.4,0,"(34218.1, 37413.8]",40.8,38.4,43.5,"Morgan County, Tennessee",2.52,51.7,18.2,50.6,,2.9,51.3,4,38.2,8.5,60.4,44.4,39.2,43.7,24.3,94.15435441,4.313113701,0.032118932,0.27530513,57.421981,3.724928367
+189,91,215.6,455.6,40683,30639,20.8,0,"(40362.7, 42724.4]",42.1,41.2,42.9,"Obion County, Tennessee",2.42,52.1,15.7,48.7,33.1,2.5,41.3,10.3,50.3,11.2,61,43.7,37.7,40.5,21.6,86.26361271,10.54964824,0.273057278,1.053679848,50.49348599,4.063986165
+137,66,220.1,470.1,35884,22129,18.9,0,"(34218.1, 37413.8]",42.2,41.3,43.3,"Overton County, Tennessee",2.45,61.3,14.3,44.7,,3.8,43.7,8.2,47.8,7.7,59.9,,36.8,41.7,24.1,97.67873303,0.809954751,0.339366516,0,59.12515462,3.83125269
+52,22,198.4,492.4,33776,7929,23.6,0,"[22640, 34218.1]",43.7,41.6,45,"Perry County, Tennessee",2.4,52.3,10.6,62.4,,6.7,41.4,8,44.5,9.5,52.7,38.4,31.7,41.3,23.9,94.90081384,2.797558494,0.139877925,0,49.0700558,9.322033898
+38,14,160,483.4,31996,5146,19.2,0,"[22640, 34218.1]",49.4,47.7,50.4,"Pickett County, Tennessee",2.25,66.7,7.5,62.7,,0,38.4,4.8,50.6,4.9,60.2,40.5,31.2,44.1,21.8,97.68491269,0.74553659,0,0,63.15789474,8.686210641
+108,56,244,480.2,36643,16773,20.3,0,"(34218.1, 37413.8]",44,43.1,45,"Polk County, Tennessee",2.44,56.9,12.6,44.6,,4.8,43.3,6.1,46.9,10.9,60.2,44.4,38.2,41.6,24,96.73398454,0.287649068,0.137831845,0.66518847,54.92957746,1.62069946
+362,159,189.2,442.4,37693,74553,20.8,134.1327646,"(37413.8, 40362.7]",36.1,33.8,38.5,"Putnam County, Tennessee",2.38,48.3,6.9,32.7,,6.3,37.8,15.4,50.5,8.4,61,48,41.4,36.1,21.1,94.21758569,2.410242515,1.109605744,0.365804092,46.05161334,3.640481715
+206,77,193.5,532.5,37952,32526,22,0,"(37413.8, 40362.7]",40.5,40,41.1,"Rhea County, Tennessee",2.51,50.9,16.1,39.5,,4.2,38.1,7.8,48.6,11.1,58.6,,35.9,45.3,25.6,94.52367722,2.488115083,0.080261777,0.904488486,49.14308489,6.638495093
+379,159,198.7,492.7,43269,52753,18,0,"(42724.4, 45201]",46.1,45.3,47,"Roane County, Tennessee",2.4,54.7,25.1,34.5,,4.5,36.6,11.3,46.9,9.8,63.7,,38.8,42,21.9,94.42647004,2.640984162,0.453331327,0.122267785,52.77562023,3.126436782
+343,128,187.2,496.6,52640,68570,13.4,14.58363716,"(51046.4, 54545.6]",38.6,37.4,39.3,"Robertson County, Tennessee",2.7,57,13.6,45.4,31.8,9.3,38.4,11.8,60.2,8.4,69.5,56.5,48.7,29.8,17,87.66054638,7.531219411,0.459763296,2.294367158,57.6884055,5.976467659
+970,365,177.6,450.4,53799,298612,14.7,26.79061793,"(51046.4, 54545.6]",32.9,31.9,33.8,"Rutherford County, Tennessee",2.76,51,8.1,32,,9.2,29.6,21.4,65,6.8,72.9,61.9,54.4,23.5,13.7,79.74433568,13.4846651,2.994075553,0.86424734,53.0572913,4.947730667
+134,63,255.9,535.4,31397,21950,24.5,0,"[22640, 34218.1]",38.6,37.8,39.5,"Scott County, Tennessee",2.61,50.2,12.6,56,,3.2,47.6,4.6,45,14.1,48.7,38.4,31.8,45.7,30.3,98.26248696,0.222292791,0.113414689,0.049902463,49.54868215,5.677867903
+81,40,227.4,465.4,44111,14811,18.7,0,"(42724.4, 45201]",41.9,41.6,42.7,"Sequatchie County, Tennessee",2.56,56.2,12.9,41.1,42.3,3.7,40.2,7.6,48.8,9,61.9,47.6,40.3,40.4,22.1,89.67242325,0.212445175,0,0.390625,54.94211932,3.240589198
+549,210,185.2,493.9,39905,95946,17.7,10.42252934,"(37413.8, 40362.7]",42.2,40.8,43.7,"Sevier County, Tennessee",2.52,54.1,15.9,40.2,,8.5,37.5,10.4,,7.4,56.5,42.4,35.2,36.9,21.2,94.51808966,0.660136514,1.189954816,1.861841332,52.99180216,6.406013616
+4118,1757,202.7,461.5,44015,938069,23,393.3612559,"(42724.4, 45201]",34.9,33.2,36.6,"Shelby County, Tennessee",2.65,38.7,15.9,33.9,,9.1,27.1,18.9,58.7,10.3,61.3,49.9,44.6,33.4,21.2,40.1648627,52.71852839,2.49757398,2.735377233,37.74393475,6.405574323
+106,48,225.1,486.5,43659,19295,15,0,"(42724.4, 45201]",41.6,40.6,42.7,"Smith County, Tennessee",2.53,59.1,13.8,43.9,,3.8,48,6.2,53.9,5.2,64.4,50.9,44.4,36.5,22.4,95.5215301,2.257525084,0.151546823,0.381479933,57.31479005,3.646563815
+88,39,230.1,514.7,41590,13259,17.5,301.6818765,"(40362.7, 42724.4]",43.2,42.9,44,"Stewart County, Tennessee",2.57,57.4,10.5,47.3,39.2,3,42,8.1,45,10.1,66,43.9,34,40.2,18.9,93.50444076,1.55803101,1.166641578,0.647297908,57.02592087,2.998236332
+1019,423,187.2,472.8,38840,156791,18.5,344.4075234,"(37413.8, 40362.7]",44.3,43.2,45.6,"Sullivan County, Tennessee",2.32,53.9,13,38,,6.5,34.8,13.6,51.3,8.2,64.3,46.3,41.1,40.2,20.3,94.64440645,1.933627641,0.58372461,0.79616209,50.28831243,4.794040316
+828,285,162.5,470.6,58291,175989,11.3,102.2791197,"(54545.6, 61494.5]",39.4,38.3,40.4,"Sumner County, Tennessee",2.7,55.6,14,35.1,,9,32.8,16.5,61.9,6,70.2,57.6,49.4,30,17.5,88.66663129,6.919462573,1.271643586,1.194413493,56.95154185,5.056955471
+298,123,208.4,484.6,52339,61870,15.4,32.32584451,"(51046.4, 54545.6]",37,36,38.1,"Tipton County, Tennessee",2.82,51.9,14.8,44.9,,3.7,39,9.6,57,10.6,67.8,53,46.5,32,18.9,78.18529688,18.15513831,0.760450109,0.251321464,54.51216686,6.760732914
+42,19,217,462.6,40251,8042,17.5,0,"(37413.8, 40362.7]",40.2,37.4,42.4,"Trousdale County, Tennessee",2.65,49.2,27.6,46.8,,7,42.8,6.6,54,10.5,60.3,49.3,36.7,35.5,23.6,85.89548453,11.96093354,1.230339929,0,52.050581,9.777777778
+117,56,196.1,444.8,37632,17860,20.1,0,"(37413.8, 40362.7]",45.7,44.5,47.4,"Unicoi County, Tennessee",2.36,52.8,8.5,35.6,,2.2,41.6,7.5,,13.7,57.8,37.3,32.5,46.9,24.4,97.03912779,0.802479385,0.28225137,1.029387349,50.29617663,6.395035078
+117,49,221.3,526.2,37453,19119,22.6,0,"(37413.8, 40362.7]",41,40.5,41.9,"Union County, Tennessee",2.59,55.8,11.1,49.3,,4.4,44.2,6,44.4,9.5,54.1,40.6,35.2,44.9,27.9,98.02052786,0.56032677,0.057603687,0.068077084,54.80690222,3.464419476
+36,14,174.1,468.4,34884,5677,20.6,0,"(34218.1, 37413.8]",45.8,45.1,47.4,"Van Buren County, Tennessee",2.61,51.8,10.4,52.5,,3.3,50.1,7.5,47.8,11.2,57.9,,36,41.1,24.1,97.05146533,0.553967119,0.750536097,0,56.03038936,4.545454545
+215,102,209.6,453.3,36942,40435,19,0,"(34218.1, 37413.8]",39.7,38.7,40.4,"Warren County, Tennessee",2.51,50.2,16.8,47.8,,4.7,42.5,8,51.7,8,55,40.7,34.2,43.9,27,91.94302137,1.312007997,0.487317256,2.481569411,47.4107656,6.99356005
+663,267,176.7,451.1,43212,126302,16.7,47.50518598,"(42724.4, 45201]",39.8,39.5,40.1,"Washington County, Tennessee",2.29,50.8,7.4,29.7,,12.1,30.7,18,55.5,6.2,68,52.8,46.2,33.9,17,92.13913515,3.945194986,1.363741551,0.430907219,47.87605912,4.081698817
+93,44,201.4,434.8,33573,16748,23.3,0,"[22640, 34218.1]",42.2,40.2,45.9,"Wayne County, Tennessee",2.48,49.9,17.5,51.1,29.5,1.8,43.6,5.6,40.2,12.2,54.7,,32.6,43.5,27,91.99266142,6.172693378,0.248564834,0.384683672,55.28741411,6.408629442
+182,87,205.4,443.1,36205,33960,21.5,0,"(34218.1, 37413.8]",36.9,35.1,39.4,"Weakley County, Tennessee",2.32,49,3.9,21.6,,5.1,39.8,13.6,50.5,11.2,69.2,51.7,44.1,35,17.8,88.39750109,9.103588552,0.145285486,0.636350429,49.54671736,5.005740528
+158,72,203.7,459.9,35400,26521,21.9,0,"(34218.1, 37413.8]",42.5,40.9,43.7,"White County, Tennessee",2.65,53.9,12.8,52.4,,1.5,45.3,7.5,,10.5,58.8,42.9,37.7,42.2,23.8,95.80984306,1.729392046,0.022855401,0.064756971,55.07142123,5.225066196
+788,232,139,443.4,97936,211672,5.6,118.1072603,"(61494.5, 125635]",38.9,37.9,39.6,"Williamson County, Tennessee",2.86,66,16.2,30.4,,18.8,16.4,35.8,65.5,4.2,86.6,75.7,64,16.5,7.4,89.77218033,4.374899727,3.560685063,0.64074282,69.98906129,4.474464442
+573,219,179.2,463.3,60955,128911,10.1,23.27186974,"(54545.6, 61494.5]",40.1,39.1,40.9,"Wilson County, Tennessee",2.72,56.6,13.6,40.3,,7.1,32.1,19.9,61.5,6.5,74,61.1,51.9,26.8,14.5,88.27555229,6.762219772,1.325493079,1.636653191,58.3677686,4.280356467
+248,156,245.2,394.3,42471,57580,20.4,0,"(40362.7, 42724.4]",38.9,38.2,41.3,"Anderson County, Texas",2.68,44.5,24.2,51.2,,2,36.9,7.5,41.4,4.3,59.7,46.5,41.6,34.1,19,74.17594751,21.17758784,0.61296728,2.35344902,52.91270837,7.105682422
+57,25,182.2,401.3,66878,18105,10.7,0,"(61494.5, 125635]",31.3,30.3,33.9,"Andrews County, Texas",3.05,58.1,21.2,46.7,28.8,3.4,33.6,8.8,64.8,3.9,63.3,53.5,48.6,23.4,14.6,92.33979136,1.961251863,0.375558867,2.289120715,62.7100073,10.78180889
+474,163,168.3,499.2,42128,88255,17.9,11.33080279,"(40362.7, 42724.4]",36.4,35.6,37.5,"Angelina County, Texas",2.77,50,14.5,33.8,,4.8,31.6,10.1,54.2,9.1,54.4,41.4,35.7,37.6,22.2,78.43711538,15.09550075,0.966403793,3.437115376,51.11663342,5.728131815
+165,76,194.6,433.4,44551,25350,17.5,0,"(42724.4, 45201]",49,48.3,50.1,"Aransas County, Texas",2.46,55,23.3,38.4,,3.7,30.9,12.5,46.7,6.8,54.3,37.2,28.5,42.4,22.9,88.6629343,1.683681871,1.663098963,2.136505846,55.79425738,8.072153326
+33,16,138.8,289.2,58867,8715,9.4,0,"(54545.6, 61494.5]",44.1,43.1,45,"Archer County, Texas",2.6,62,19,38.8,,6.6,36.5,16.6,59.7,3,72.3,,49.2,28.2,12.5,94.08816494,1.036564529,0.467023579,1.526369746,65.25373134,3.583061889
+12,6,213.4,435.7,55177,1947,11,0,"(54545.6, 61494.5]",45.1,43.4,47.5,"Armstrong County, Texas",2.63,61.1,8.3,57.7,,10.7,24.3,16.1,59.6,1.1,75.7,,48.3,28,11.7,90.11837365,1.18373649,0,4.426145136,67.92717087,2.949061662
+186,81,169.1,387.6,52785,48435,16.9,454.2169918,"(51046.4, 54545.6]",35.5,34.5,36.6,"Atascosa County, Texas",3.04,52.1,19.4,36.3,39.3,5,36,9.3,56.9,6.5,57.7,46.3,39,32.6,20.5,91.7194474,0.784272051,0.312433581,4.055260361,53.23829981,5.556068297
+140,58,160.1,398.2,58792,29563,11.2,0,"(54545.6, 61494.5]",40.6,40.2,41.2,"Austin County, Texas",2.59,59.6,17.1,49.5,,4.7,30.3,14.4,59.6,6.2,67.3,52.2,45.6,28.4,14.2,84.75732189,8.838191511,0,3.454960881,58.69722776,4.630829016
+26,9,110.4,334.4,36821,7210,19.9,0,"(34218.1, 37413.8]",34.9,35.6,34.6,"Bailey County, Texas",2.92,57.9,48.9,43.9,7.1,0,32.4,4.6,62.6,4.3,45.2,34.7,31.7,34.5,21.6,84.90036486,2.062868369,0.406960427,12.13864721,58.23578595,2.595628415
+122,45,140,388.9,50107,21269,13.5,0,"(48021.6, 51046.4]",51.5,51.7,51.4,"Bandera County, Texas",2.45,57.5,21.8,48.5,,1.6,29.2,15.4,51.4,4.8,63,,32.8,37.3,15.3,93.48432391,1.41373341,0.216387767,0.543373726,56.63289918,6.419479801
+326,140,181.8,415.6,52886,80527,14.7,0,"(51046.4, 54545.6]",38.7,38.3,39.2,"Bastrop County, Texas",2.94,52.8,25.3,36.2,,3.3,30.4,12,54.6,9.8,62,47.5,41.9,31.1,16.2,81.05213911,7.887144565,0.881114519,7.5024692,55.77512375,4.583083383
+27,13,212.3,458.2,36027,3618,18.3,0,"(34218.1, 37413.8]",48.5,46.4,50,"Baylor County, Texas",2.06,56.5,34.1,42.9,,0,31.7,19.6,,1.4,64.2,44.2,31,32.9,13.3,93.10915105,1.901874311,0,1.323042999,48.63609983,6.068601583
+102,45,151.6,341,40680,32874,24.9,0,"(40362.7, 42724.4]",35.3,34.9,36.3,"Bee County, Texas",2.85,39.9,25.6,40.9,,0.5,33.1,6.3,39.3,7,52.1,39.5,35.3,35.8,23.1,82.20704859,8.720413975,0.232707676,6.797513702,47.26089934,8.618283322
+1184,430,177.3,475.2,51048,334941,14.2,8.956801347,"(51046.4, 54545.6]",30.2,29,31.2,"Bell County, Texas",2.89,52.8,10.7,38.6,44.7,6,28.2,15.2,52.5,9.5,70.2,46,30.1,29.3,13.7,64.71609399,21.53256799,2.856695937,4.427970715,52.53632424,5.835105126
+6298,2451,157.2,399.2,50699,1897753,18.3,286.6547965,"(48021.6, 51046.4]",33.1,31.8,34.5,"Bexar County, Texas",2.9,45,15.6,31.6,45.3,7.5,25.2,17.1,59,7.4,61.1,,39.8,30.8,18.3,77.71456838,7.479148201,2.630399748,8.319848458,45.72944794,5.991129949
+53,24,154,372.8,57177,11004,12,0,"(54545.6, 61494.5]",48.6,47.8,49.2,"Blanco County, Texas",2.55,61.9,13.1,22.6,48.8,15.5,30.7,19.7,52.4,6.4,64.8,46.2,37,32.7,12.7,92.84715098,0.606173645,0.484938916,2.471323324,60.61479347,3.865213082
+107,55,190.7,393.2,44397,17891,15,0,"(42724.4, 45201]",46,45.3,46.7,"Bosque County, Texas",2.52,57.8,16.3,37.7,,4,34.7,11.5,49.5,7.9,59.9,,35,36.3,16.9,94.16838239,1.496856046,0.445161649,1.541372211,57.03671953,3.008595989
+455,200,184.8,427.6,41883,93389,20.1,0,"(40362.7, 42724.4]",37.7,36,39.6,"Bowie County, Texas",2.63,46.6,17.3,40.9,,3.2,36,11.9,49,8.5,59.7,,40.3,36.1,19.6,69.25339488,24.27030218,0.984380871,2.232837744,47.41046585,7.433542774
+1217,464,169.3,429.3,73788,346312,9.9,2.88756959,"(61494.5, 125635]",35.5,35,35.8,"Brazoria County, Texas",2.85,54.5,14.9,32.4,,8.1,25.7,18.5,61.3,5.4,69.6,60.2,55.6,21.7,12.5,74.69863538,12.99718757,5.948917981,4.176450906,56.55408408,6.533051164
+545,193,151.8,424.7,41641,215037,26.4,51.15398745,"(40362.7, 42724.4]",25.2,24.6,25.8,"Brazos County, Texas",2.58,37.4,5.3,12.5,70.3,12,20.4,20.8,58.7,6.4,72.6,62.3,50.7,19.8,11.2,73.92520132,10.75212768,5.738755109,6.531853014,39.40534539,4.690848607
+45,19,160.4,387.7,40179,9145,13.8,0,"(37413.8, 40362.7]",42.1,42.1,42.1,"Brewster County, Texas",2.27,45.9,10.8,23.3,,16.7,21.4,22.8,58.4,4.9,65,49.5,42.7,29.8,13,93.22144017,1.331889551,0,2.111532214,40.9689441,1.812688822
+35,16,173.3,408,27875,7230,32.4,0,"[22640, 34218.1]",31.7,26.5,38.7,"Brooks County, Texas",3.31,32.8,25.2,31.3,43.5,0,37.6,7.7,41.8,19.8,33.5,24.1,21.6,45.8,29.9,84.90513779,0.083090985,1.869547154,11.95125329,41.77884615,6.831489915
+210,97,188.4,427.7,41316,37896,17.5,0,"(40362.7, 42724.4]",41,39.5,42,"Brown County, Texas",2.71,52.5,17.3,31.1,44.3,7.2,37.9,13.1,50,4.3,60.3,45.1,40.6,36.9,19.3,91.55763487,4.305764809,0.470488727,1.572701081,53.83226777,2.5472273
+98,44,224,508,33134,13786,27.4,0,"[22640, 34218.1]",42.3,40.6,43.4,"Bienville Parish, Louisiana",2.35,43.4,20.3,39.6,35.1,5,42.7,7.1,46.4,10.1,53.6,,34,44.2,24.3,55.59848322,41.94748515,0.007154611,1.101810117,40.16167871,7.939133311
+583,206,172.6,490.9,51138,125175,14.3,191.7315758,"(51046.4, 54545.6]",34.7,33.2,36.2,"Bossier Parish, Louisiana",2.57,49,18.7,33.2,,6.9,29.4,16.1,59.3,5.7,68.5,52.6,42.2,31,16.6,72.2267692,21.32525141,1.474842589,1.84193253,47.02387268,5.823193854
+1401,577,199.4,492.8,39812,251460,24.1,365.863358,"(37413.8, 40362.7]",36.6,34.8,38.4,"Caddo Parish, Louisiana",2.55,39.3,22.2,30.3,40.4,7,32.9,15,,7,56.7,43.1,37.4,39,24,47.84919644,47.93909132,1.204748334,0.988843614,37.397312,5.272379222
+1006,396,192.2,490.4,45979,198788,18.4,5.030484738,"(45201, 48021.6]",36.1,34.8,37.4,"Calcasieu Parish, Louisiana",2.55,47.3,15.4,35.2,,6.1,35.8,14.4,56.9,8.3,62.2,48.3,42.6,33.7,19.6,70.80255453,24.90262243,1.315043877,0.515092885,46.04447395,6.064227035
+57,25,200.1,467.6,36350,9993,23.3,0,"(34218.1, 37413.8]",39.9,36.8,43.5,"Caldwell Parish, Louisiana",2.48,46.4,26.3,37.5,,1,42.8,6.4,49.7,10.2,49.8,38,35,38.6,23.2,81.29129129,17.56756757,0.14014014,0,46.0656592,2.079107505
+39,10,133.3,509.4,59300,6817,12.2,0,"(54545.6, 61494.5]",42.6,40.1,43.8,"Cameron Parish, Louisiana",2.57,64.9,34,33.8,,9.7,38.5,11.5,57.8,6.3,75.2,56.3,51.3,30.3,13.5,94.52728899,3.086787951,0.32806442,1.908738443,65.56748466,7.70252324
+63,28,224.9,504.4,34116,10147,23.3,0,"[22640, 34218.1]",38.5,35.6,42.5,"Catahoula Parish, Louisiana",2.48,48.2,35.1,42.5,22.4,0,42.2,9.9,45.7,8.3,50.5,36.4,33.2,37.6,20.1,66.30233239,32.45828047,0.039035815,0.087830585,50.90715048,2.469135802
+102,38,177.8,473.5,35385,16295,28.2,0,"(34218.1, 37413.8]",42.2,39.8,45.8,"Claiborne Parish, Louisiana",2.51,37,38.2,41.4,20,0.4,40.7,8.6,39.8,13.5,49.4,34.2,30,47.1,27.2,46.52923854,50.16527436,0.030049883,0.270448945,39.73000684,8.809020437
+116,52,216.1,480.4,31835,20142,30.9,0,"[22640, 34218.1]",38.3,35.5,41.2,"Concordia Parish, Louisiana",2.33,42.8,26.8,36,,5.6,41.3,8,44.4,11.7,49.3,36.9,32.8,34.3,18.7,57.88547117,41.22450976,0.14670644,0.195608587,41.18541033,2.773207991
+161,64,197.8,503.8,40642,27052,23.5,258.7609049,"(40362.7, 42724.4]",39.8,39.1,40.6,"De Soto Parish, Louisiana",2.61,46.4,31,25.6,,6.3,41.2,8.5,49.6,9.3,57,,38,39.9,22.5,58.08640831,37.99740404,0.296680883,1.053217133,45.38266302,5.389797883
+2082,759,178.8,487.1,46831,446753,18.4,346.947866,"(45201, 48021.6]",33.2,31.7,34.7,"East Baton Rouge Parish, Louisiana",2.57,39,12.8,22.8,,11.8,26.7,21.6,60.9,7.6,65.9,55.2,47.8,30.3,19,48.64130068,45.53374261,3.206278531,0.851154737,38.79198202,4.474235159
+41,20,250.7,512.7,25402,7307,43,0,"[22640, 34218.1]",33.3,32.1,36.8,"East Carroll Parish, Louisiana",2.26,28.1,39.7,47,,0.7,38.5,6.6,32,19.2,36.3,26.1,22.5,51.1,36.3,28.74283429,69.71070524,0.15997867,0.15997867,28.8648245,4.305555556
+135,48,212.2,570.8,41651,19696,20.4,0,"(40362.7, 42724.4]",41.8,40.9,43.5,"East Feliciana Parish, Louisiana",2.43,42.5,32.8,28.8,35.5,2.9,43.5,8.9,43.6,6.5,60.3,45.8,40.7,39,23.5,53.7446487,44.91060186,0.090657265,0.161168471,46.95113161,4.203655352
+169,77,211.4,459.2,32615,33743,24.1,0,"[22640, 34218.1]",35.8,34.6,37.5,"Evangeline Parish, Louisiana",2.65,43.7,33.7,36,28,2.3,34.6,9.3,42.4,10.4,49,35.5,30.9,47.8,31.2,68.48199479,27.86069652,0.068111822,1.652452026,45.14806759,8.601712189
+124,37,140.5,479.6,32318,20410,29,0,"[22640, 34218.1]",37.9,35.8,40.6,"Franklin Parish, Louisiana",2.54,42.8,29.2,32.4,,3.8,40.3,6.4,44.7,11.5,46.4,33.7,27.7,43,26.2,66.24817518,32.72019465,0.063260341,0,42.81697684,5.698070375
+111,49,222.7,482.7,40668,22343,22.8,0,"(40362.7, 42724.4]",37.6,37,39,"Grant Parish, Louisiana",2.63,46.2,15.8,51.4,,2.6,42.3,6,39.3,9.2,56.5,41.3,37.5,42.2,24.4,80.00626062,14.39048386,0.084965567,1.565155174,50.20147284,3.728510828
+394,155,205.9,515.4,45226,74103,19.4,0,"(45201, 48021.6]",35.8,34.7,37.1,"Iberia Parish, Louisiana",0.0277,46,23.5,41.4,,3.3,42.1,9,55.5,10.6,58,44.2,38.6,37.5,23,62.28867429,31.42633017,2.687386729,0.742513998,46.37692162,6.645642202
+211,80,225.1,586.2,47377,33095,19.9,0,"(45201, 48021.6]",38.4,36.3,40.1,"Iberville Parish, Louisiana",2.61,39.7,25.2,34,,4.7,38.3,8.9,48.6,7.9,62.8,48.2,42.1,35.9,21.3,49.54106353,48.14770231,0.06018839,0.294923109,41.8193191,4.869631902
+105,47,217.7,518.6,37130,15858,24.6,0,"(34218.1, 37413.8]",39.6,37.8,42.2,"Jackson Parish, Louisiana",2.49,46.1,30,43.3,,3.6,41.9,8.4,43,6.9,55.6,39.1,33.6,45.6,26.1,67.96200881,30.16947048,0.173815879,1.098764666,46.82013912,4.002444241
+2350,941,188.6,473.9,47024,436275,15.8,430.9208641,"(45201, 48021.6]",38.7,37.2,40.2,"Jefferson Parish, Louisiana",2.57,43.1,17.6,31.8,,8.7,31.1,16.5,60.1,6.7,58.6,47.3,40.8,34.3,22.1,63.8563798,26.48635231,4.160269552,3.043494249,41.56296102,5.165714506
+179,78,208,499.6,37968,31439,21.7,0,"(37413.8, 40362.7]",38.4,35.7,40,"Jefferson Davis Parish, Louisiana",2.65,46.6,28,36.5,31.5,4,41.1,9.7,52.3,9.2,57.5,42.3,36,42.2,25.3,79.74804352,17.14703824,0.334033212,0.34039575,45.89769997,7.155147691
+1015,377,182.9,487.3,51340,240098,15.1,79.13435347,"(51046.4, 54545.6]",34,33,35,"Lafayette Parish, Louisiana",2.55,44.6,15.2,24.7,,8.5,28.7,20.8,63.9,6.3,67.8,57.1,47.9,26.3,15.6,69.85518375,25.68428591,1.561185621,0.634568679,43.47659981,5.986172971
+478,203,198.7,467.5,47382,98325,17.6,20.34070684,"(45201, 48021.6]",36.6,35.6,37.6,"Lafourche Parish, Louisiana",2.68,49.4,17.8,37.7,38.5,6,39.1,10.2,56.8,7,63.4,50.4,44.6,33.4,19.4,79.5422369,13.35227856,0.81355028,1.597349037,51.08732299,4.817078346
+81,37,209.6,464.8,44139,14974,18,0,"(42724.4, 45201]",38.6,37.4,42.1,"LaSalle Parish, Louisiana",2.46,52.3,30.8,51.2,,1.5,43.6,8.6,45.5,6.3,61.3,,42.4,32.7,18.1,86.87160212,11.21551782,0.053694879,0.154372777,53.6840209,5.144490314
+188,90,205.7,436.3,32889,47774,29.7,0,"[22640, 34218.1]",27.4,26.2,28.6,"Lincoln Parish, Louisiana",2.56,35,12.4,14.7,57.8,15.1,27.7,20.8,53.3,11.9,63.4,51.5,45.7,30.3,17.9,54.36228854,40.89843503,1.790956514,1.055988511,37.25318889,4.279213153
+594,215,186.5,494.6,58818,137788,12.3,0,"(54545.6, 61494.5]",35.3,34.6,36.2,"Livingston Parish, Louisiana",2.79,52.2,21.6,36.1,,6.4,40.2,14.3,60.4,7,64.3,54,49.1,28.9,18.8,90.99284056,6.147115693,0.407617825,0.913034065,54.24088389,5.711293942
+47,22,181.9,379,26732,11514,41.4,0,"[22640, 34218.1]",34.6,32.9,36.5,"Madison Parish, Louisiana",2.55,34.6,32.4,40.2,,0.4,39.6,7.8,42.7,16.9,36.8,,23.5,39.8,24,36.18293607,61.97254274,0.07580224,0.699065106,34.2364532,4.463336876
+155,63,186.4,457.3,30636,26395,29.4,37.88596325,"[22640, 34218.1]",39.3,37.2,41.1,"Morehouse Parish, Louisiana",2.5,42.9,30.7,38.5,,1.8,43.5,9.3,47,8,46.9,34.7,30.4,45.3,30.3,50.40722642,47.29009329,0.255442026,0.636754035,42.03120513,4.979184013
+189,78,181.5,447.2,34522,39179,31.1,0,"(34218.1, 37413.8]",33.8,32.2,34.7,"Natchitoches Parish, Louisiana",2.66,40.6,16.7,25,,6.4,33.7,11.5,46.7,12.2,53.1,40.3,33.5,40.9,26.1,54.74701246,40.4805492,0.561912026,0.940757691,40.46070836,3.688606085
+1619,680,193.6,466,35468,389617,27.9,523.5911164,"(34218.1, 37413.8]",35.4,34.7,36.1,"Orleans Parish, Louisiana",2.38,30,15.9,26.3,,12.6,23.2,20,,10.3,53.9,44.2,35.7,37.6,25.8,34.29306308,59.53898996,3.022790374,1.382923942,26.74611467,5.131693567
+760,318,199.7,480.9,40877,156761,23.6,140.3410287,"(40362.7, 42724.4]",34.7,33.5,35.9,"Ouachita Parish, Louisiana",2.55,41.9,17,29.6,48,5.4,32.9,15.9,53.8,8,55.1,43.6,38.7,35.6,22.5,60.10631127,37.27314164,0.898766764,0.479556266,41.69526781,6.070254725
+106,41,180.7,458.7,51304,23495,16,0,"(51046.4, 54545.6]",36.5,36.6,36.4,"Plaquemines Parish, Louisiana",2.7,52.2,20.6,28.2,,3.1,39.3,10.2,54.2,4.7,67.4,55.5,39.7,29,18.4,69.24869698,20.93309039,3.288274927,2.18229586,51.06802879,6.549831829
+146,54,188.2,507.4,44469,22251,18.3,44.94180037,"(42724.4, 45201]",42.6,42,43.4,"Pointe Coupee Parish, Louisiana",0.0256,45.3,34.2,22.9,,1.9,41.7,9.7,51.4,8.3,59.2,45.2,40.1,37.7,21.7,62.05440484,35.90096898,0.320028447,0.68006045,45.65665826,4.275724276
+707,279,189,484.9,40406,132141,19.8,75.67673924,"(40362.7, 42724.4]",37.4,35.3,39.1,"Rapides Parish, Louisiana",2.68,44.2,20.7,35.6,,4.6,37,11.6,51.1,8.6,57.1,41.7,36.4,40.6,22.6,64.04462091,32.02041974,1.522404991,0.22234827,44.89449176,4.202589635
+46,18,172.2,431.7,33322,8593,25.3,0,"[22640, 34218.1]",39.8,36.8,41.6,"Red River Parish, Louisiana",2.54,44.2,19,37.4,,3.1,44.3,8.7,47,9.2,51.4,41,35.2,41.3,26,58.68974881,38.99072188,0.07920344,0.418646753,41.70064065,10.40892193
+110,46,191.3,456.4,36666,20523,24.9,0,"(34218.1, 37413.8]",38,35.7,40.4,"Richland Parish, Louisiana",2.59,49.5,25.8,35,,4.8,41,9.4,49.7,9.6,46.5,33.9,30.5,35.4,20.9,62.46330077,36.12648602,0.173268518,0.47167541,49.86218664,3.43803056
+157,64,202.5,500.4,39561,24186,21.2,82.69246672,"(37413.8, 40362.7]",41.5,41.1,42,"Sabine Parish, Louisiana",2.6,51.8,21.8,47.6,,3.8,42,9.2,46.2,10.6,57.2,,34.2,39.8,20.3,70.46766744,16.74777301,0.408281095,0.453645661,50.00545197,6.366608963
+168,75,233.1,516.9,45615,45408,17.9,0,"(45201, 48021.6]",33,32.7,33.3,"St. Bernard Parish, Louisiana",2.92,43,18.6,33.7,40.6,7.1,40.9,9.9,,12.2,61.6,,43.3,32.6,20,72.21288908,21.55256895,2.267954641,1.094311447,44.73014782,5.677721702
+238,92,190.3,470.8,60751,52812,12.1,37.87018102,"(54545.6, 61494.5]",37.2,36,37.9,"St. Charles Parish, Louisiana",2.83,48.7,21.7,31.7,,6.1,36.7,14.9,60.9,7.7,66.5,56.1,50.7,28.2,18.6,70.57884838,26.34358555,1.105644104,0.678204373,50.8948485,6.11124004
+61,28,212.5,461.5,35004,10567,24,0,"(34218.1, 37413.8]",39.2,37.1,41.2,"St. Helena Parish, Louisiana",2.59,42.3,26.3,27.5,,5,45.7,5.6,42,14.4,44.6,31.2,28.5,47.8,26.8,44.56461453,52.68071732,0,0.009243853,42.29000242,3.087986464
+120,48,201.2,497.4,47477,21567,16.1,0,"(45201, 48021.6]",38.8,36.7,40.2,"St. James Parish, Louisiana",2.69,46.7,26.1,27.7,,4.3,44.8,10,53,11,64.7,52.1,47.8,32.3,19,48.66974596,50.31408776,0.055427252,0.23556582,47.51381215,4.363776791
+209,87,200.6,460.8,47225,43626,20.8,0,"(45201, 48021.6]",36,35.2,36.8,"St. John the Baptist Parish, Louisiana",2.83,44.7,21.2,31,,5.6,37.5,11.5,57.4,9.2,59,48.3,44.4,36.1,24.5,42.05747152,54.34433097,0.47553271,0.985032042,47.21497522,4.727439304
+497,202,217.8,530.4,32683,83848,30.1,0,"[22640, 34218.1]",36.6,35.2,37.8,"St. Landry Parish, Louisiana",2.68,43.1,26.8,50.8,20,2.4,44.5,9,49.2,6.1,56.3,45.3,41.4,37.8,24.7,56.36324495,40.86924282,0.392283497,0.480786481,42.65554216,6.971510409
+272,106,198.1,499.7,46713,53835,18,0,"(45201, 48021.6]",36.7,35.5,37.7,"St. Martin Parish, Louisiana",2.77,49.5,19.8,37.3,,0.6,42.1,9.4,57.9,7.2,60.9,,40.7,36.3,21.3,65.83781952,29.74249896,1.033392313,0.739750781,50.31750197,6.463878327
+282,118,200.6,474,42075,52810,21.8,0,"(40362.7, 42724.4]",37.7,37.1,38.2,"St. Mary Parish, Louisiana",2.58,43,24.1,40.4,,2.9,43.4,7.9,50.7,12.2,51.3,38.3,33.5,40.5,25.3,59.90531614,31.129657,1.626092326,2.019049045,41.74704724,6.284065406
+1273,458,177.7,494.5,63441,250088,11.2,115.9591824,"(61494.5, 125635]",39.8,38.7,41,"St. Tammany Parish, Louisiana",2.7,54.3,23.9,30.4,,7.3,27,20.3,58.5,7.6,67.8,,45.6,30.6,18.1,83.73394798,11.74761278,1.553753704,0.73674679,55.78754661,5.430602081
+599,250,207.1,489.9,39927,128755,22.5,62.13350938,"(37413.8, 40362.7]",412.8,33,35.6,"Tangipahoa Parish, Louisiana",2.68,44.4,14.7,25.3,,5.3,35.6,13.4,54.9,10.7,55.4,41.4,36.4,38.7,23.6,67.09114961,29.71566549,0.765822482,0.362590249,45.4565442,3.432793045
+27,10,142.5,389,27522,4740,32,0,"[22640, 34218.1]",43,40.7,47.3,"Tensas Parish, Louisiana",0.0248,33.8,40.4,30.7,,0,45.6,7.1,42.5,15.6,38.7,24.6,22.2,42.6,23.1,42.75495606,56.46842428,0,0.572246066,31.95822454,2.925809822
+549,234,213.2,493.1,49044,113972,20.9,96.51493349,"(48021.6, 51046.4]",35.2,34.4,36,"Terrebonne Parish, Louisiana",2.78,47.7,24.4,42.9,,4.5,40,9.8,55.6,5.5,59.8,47.8,42.6,32.8,20.1,71.23077469,18.53435277,0.913590321,0.777882244,47.74235394,5.230870955
+134,65,220.2,463.9,38998,22477,22,0,"(37413.8, 40362.7]",41.7,40.3,43.4,"Union Parish, Louisiana",2.6,50.1,25.2,42.7,,4,44.9,8.2,45,7.7,56.1,40.6,36.4,42.4,24.5,71.29543336,25.89535348,0.18639329,1.189366707,50.46377833,4.316239316
+328,113,180.3,529.1,45331,59875,18.3,0,"(45201, 48021.6]",36.7,35.6,37.7,"Vermilion Parish, Louisiana",2.69,48.5,25,42.1,,5.6,41,9.6,,8.5,60.1,46.4,40.6,36.7,21.8,81.09964473,14.13973947,2.087633226,0.306208763,48.38043678,5.605176173
+207,85,204.5,478.1,46682,50803,13.9,0,"(45201, 48021.6]",30,28.8,31.4,"Vernon Parish, Louisiana",2.82,55,11.5,47.2,,5.7,35.8,13.6,44.8,7.5,69.3,49.3,24.8,31.8,15.8,76.97804711,14.26747466,1.716975379,1.301547374,55.90180473,7.229203118
+296,125,224.8,536.6,29749,46371,29.1,0,"[22640, 34218.1]",39.2,37.4,41.2,"Washington Parish, Louisiana",2.54,46.8,23.9,43.1,,2.7,40.5,8.3,41.9,15,47.4,33.5,28.6,47.7,29,67.52513103,30.13145459,0.206203282,0.184723774,45.29652352,6.368497812
+256,110,205,485.3,36003,40021,22.2,0,"(34218.1, 37413.8]",40.9,38.5,43.1,"Webster Parish, Louisiana",2.51,44,22.8,40.2,,2.1,40.5,11,47.6,7.6,52.8,37.3,32.4,42.4,25.1,63.5620553,34.32552872,0.337297191,0.182189724,42.25182366,6.027155315
+126,42,182.8,526.7,51550,25490,20.5,0,"(51046.4, 54545.6]",35.4,34.6,36.7,"West Baton Rouge Parish, Louisiana",2.61,47.1,18.4,35.9,,5.7,39.2,14.1,61,6.5,68.1,,50.1,30,17.1,59.75110463,37.81263934,0.571567554,0.575621225,47.02037259,5.538105472
+65,30,195.6,443.2,33959,11293,22.5,0,"[22640, 34218.1]",39.7,37.8,41.4,"West Carroll Parish, Louisiana",2.48,46.6,33,38.1,,1.1,44,6.8,43.2,11.9,45.9,32.1,28.4,33.2,16.2,81.59594901,16.73651126,0.087305745,0.628601362,46.08938547,5.737356566
+73,24,148.2,429,53679,15385,24,0,"(51046.4, 54545.6]",40.4,40.5,39.9,"West Feliciana Parish, Louisiana",3.04,36.1,10.1,20.8,,0,33.7,14.8,38.5,8.5,68.3,51.9,47.7,32,18,52.90301654,45.71521246,0.038923127,0.253000324,54.43620557,6.799830004
+96,41,227.5,524.4,36644,14568,26.8,0,"(34218.1, 37413.8]",41.3,40.1,42.6,"Winn Parish, Louisiana",2.36,46.9,27.7,44.1,24.3,3.9,42,7.9,41.3,6.3,56.1,40.2,35.3,40.1,22.2,65.60753955,32.56815887,0,0.228879165,49.35606748,4.891661195
+600,242,188,478.2,46701,107233,15.4,83.92938741,"(45201, 48021.6]",40.6,39.6,41.4,"Androscoggin County, Maine",2.34,49,13.4,32.5,,6.8,37.2,13.9,,7.2,65.5,50.5,46.1,38.8,20.8,92.46692056,1.41163763,0.801728232,0.279347816,46.16229053,5.235413921
+486,200,188.2,472.8,36066,68628,20.1,14.571312,"(34218.1, 37413.8]",46.6,45.6,47.6,"Aroostook County, Maine",2.24,54.1,12.8,34.5,47.5,5.2,39,12.1,52.3,7.5,57.1,40.1,34.4,47.6,24.2,95.286051,0.742804085,0.497107349,0.222841226,50.4167353,5.029215359
+1620,607,173.3,479.6,61436,289977,10.8,500.0396583,"(54545.6, 61494.5]",41.9,40.3,43.3,"Cumberland County, Maine",2.37,49.4,10,24.3,51.3,14.4,24.1,27.3,64.5,5.4,74.3,,53.5,30.1,14.6,92.5076629,2.659033479,2.08654441,0.351601956,47.825159,3.772833827
+177,69,167.5,435.2,41035,29991,15.8,0,"(40362.7, 42724.4]",44.9,44.1,45.6,"Franklin County, Maine",0.0248,51.3,10.2,30.4,,5.3,36.9,16.4,56.7,7.7,63.4,,40.5,42,21.1,97.02980067,0.440760476,0.470363792,0.171041379,52.41955916,3.482221569
+383,136,165.4,491.9,45807,54659,12.9,18.29524872,"(45201, 48021.6]",47.4,46.2,48.4,"Hancock County, Maine",2.18,54.1,7.8,24.7,,14.3,33.1,20.1,57.7,7.7,64,46.6,36.7,37.7,18.1,96.6573969,0.481173845,0.900142706,0.075011892,49.67789586,5.103569855
+741,308,193.2,478.4,45556,119980,13.8,300.0500083,"(45201, 48021.6]",44,43.2,44.6,"Kennebec County, Maine",2.28,49.6,10.5,36.1,,7.8,35.6,15.3,,7.7,67.6,50.1,44.8,39.2,18.9,96.0061761,0.790177687,0.771187,0.406235551,47.20175728,4.823685961
+284,108,169.4,484.9,50002,39855,13.9,501.8190942,"(48021.6, 51046.4]",47.2,45.3,49.2,"Knox County, Maine",2.27,51.5,16.6,44,,7.7,34.8,20.6,,5.7,64.3,45.4,36.8,40.4,18.6,96.69964504,0.679706971,0.659567505,0.108249629,48.88522854,4.550819672
+236,99,170.6,436.6,47905,33969,11.7,58.87721158,"(45201, 48021.6]",49.8,48.5,51,"Lincoln County, Maine",2.25,53.5,20.9,38.5,,11.5,32.1,18.7,57.1,4.2,65.3,43.2,37.1,42.9,18.2,97.3357536,0.117109732,1.159386345,0.014638716,50.57139016,5.786534285
+371,154,189,477.6,40120,57202,16.1,0,"(37413.8, 40362.7]",45.7,45.2,46,"Oxford County, Maine",2.6,48.1,19,35,,7,45.6,11.9,,9.2,59,,37.6,44.4,23.8,96.82694485,0.404033368,0.623465283,0.156737082,49.89663252,4.600845561
+929,355,187.5,507.3,42728,152692,18,438.7918162,"(42724.4, 45201]",41.3,39.9,42.8,"Penobscot County, Maine",2.36,48,10.2,21.9,58.4,9.5,34.9,15.6,56.1,7.8,63.3,,42.4,39.4,20.7,95.20063609,0.825746072,1.099474051,0.158371188,48.02575315,4.133114215
+128,53,194,478.1,36994,16931,20.3,0,"(34218.1, 37413.8]",49.8,49.5,50.1,"Piscataquis County, Maine",2.24,52.8,16,42,,3.5,40.5,11.9,45.8,10.5,53.8,35.5,30.9,50.6,25.8,96.57262765,0.37304733,0.466309163,0.32058755,48.82454509,6.290471785
+208,82,173.6,451.7,55630,35149,10.5,56.90062306,"(54545.6, 61494.5]",45.2,44.2,46,"Sagadahoc County, Maine",2.26,54.2,11.5,51.8,,7.6,31.6,20.8,61.3,5.7,69.4,51.2,43.3,39.1,19,95.9221475,0.732360652,0.712413086,0.142482617,49.67867575,5.263857504
+313,139,200.2,458.3,39001,51113,17.3,0,"(37413.8, 40362.7]",44.9,44.2,45.4,"Somerset County, Maine",2.34,51.2,16.4,35,,7.1,41.3,10.7,52.6,9.5,56.1,39.7,34.8,46.9,25.4,96.96182407,0.325726584,0.30052155,0.046532369,48.88990826,4.712136228
+250,93,180.1,484,46598,39155,15,0,"(45201, 48021.6]",45,44.3,46,"Waldo County, Maine",2.26,53.7,11.6,41.3,,5.4,34,19.1,57.2,7.5,62.1,45.9,38.2,41,21.5,96.89809113,0.500307882,0.631157635,0.264265189,50.29606821,4.975063861
+242,110,216.7,501.5,38057,31625,18.5,0,"(37413.8, 40362.7]",46.8,45.9,47.8,"Washington County, Maine",2.18,51,17.2,32.2,,4.1,38.3,13.6,48.3,9.8,51,32.9,27.3,52.5,29.4,91.63120127,0.559162499,0.484607499,0.447329999,46.79255959,5.793688177
+1246,451,173.7,497.7,55482,201169,11.2,159.0702345,"(54545.6, 61494.5]",44.1,42.9,45.2,"York County, Maine",2.4,52.6,9.3,36.1,43,11.6,31.6,20.4,63.1,5.9,72.2,56.4,50.2,33.1,15.7,96.10180187,0.684087699,1.127793191,0.173776304,51.22310568,5.050755137
+517,183,172.2,519.3,39808,72528,18.5,261.9677917,"(37413.8, 40362.7]",41.5,39,44.1,"Allegany County, Maryland",2.33,44.2,9.2,30,,4.7,42,9.2,48,10,66.4,47.2,43.5,43.6,22.9,88.59399856,8.0191437,0.864729636,0.282804661,45.91512498,4.613602728
+2676,977,176,468.1,86654,564195,6.7,69.12503656,"(61494.5, 125635]",38.4,36.8,39.7,"Anne Arundel County, Maryland",2.66,51.7,11.8,29.1,47.4,11.7,25,22.5,64.2,5.9,81.6,63.7,55,25.1,10.9,74.72536378,15.87127215,3.57153148,2.151166979,53.20651532,5.291115354
+4499,1714,171,472.3,67766,831128,9.8,216.5731392,"(61494.5, 125635]",39.1,37.4,40.6,"Baltimore County, Maryland",2.56,46.2,8.2,29.7,49.3,12.8,27.2,20.9,61.9,6.9,75.2,,52.5,29.7,15.1,63.33377483,27.11581014,5.642929964,1.081220328,45.91882391,5.073719664
+406,153,175.2,444.5,92446,90595,7.2,0,"(61494.5, 125635]",40.6,39.8,41.7,"Calvert County, Maryland",2.87,52.7,8.1,38.4,,8.6,31.5,17.4,63.9,7.6,82.1,66.2,58.4,24.3,11,81.8696318,12.7072375,1.401558027,0.489380119,57.54132563,3.454078056
+174,69,185.6,465.1,49573,32579,16,0,"(48021.6, 51046.4]",40.1,39,40.6,"Caroline County, Maryland",2.7,50.2,19.6,41.1,33,6.3,40.7,9.7,59.6,8.8,61.6,45.8,40.8,41.2,25,81.0109917,13.80239429,0.508251431,1.886041456,51.23322148,5.404323459
+862,326,171.1,456.2,84500,167627,5.9,89.48439094,"(61494.5, 125635]",42.2,41,43.1,"Carroll County, Maryland",2.73,56.7,6.6,30.1,,12.4,30.6,20.8,65.6,4.6,84.5,69,62,23.9,9.8,92.69248226,3.253027878,1.688922864,0.458063591,61.33424438,4.31864301
+522,207,195.5,484.3,62198,102382,10.6,419.9957024,"(61494.5, 125635]",40.1,39.5,40.5,"Cecil County, Maryland",0.0273,52.5,17.2,34.7,,8.4,37.8,13.9,60.7,7.5,72.9,60,54.7,30.4,17.5,88.88289525,6.758532758,1.287759906,0.932718713,54.36451753,4.297102051
+572,239,186.7,420.5,86703,156118,7.2,0,"(61494.5, 125635]",37.7,36.2,38.9,"Charles County, Maryland",2.84,50,11.5,35.7,,10.9,32.2,17.2,64.2,6.3,82.3,66.1,57.3,24.3,11.3,48.40069654,42.24570224,3.26276235,0.955785119,52.66592692,4.693221178
+210,84,185.4,481.6,42279,32384,17.5,0,"(40362.7, 42724.4]",43.8,42,45.1,"Dorchester County, Maryland",2.41,47.9,21.2,29,43.4,6.5,38.3,12.1,58.2,10.4,61.7,44.7,39.9,45.6,27,66.86543309,28.02606504,1.008176062,1.914919776,44.47794949,5.456570156
+1037,367,155.6,435.9,83698,245322,6.5,114.1357074,"(61494.5, 125635]",39.1,38.1,40.1,"Frederick County, Maryland",2.68,54.7,8.3,29,,14.3,25.2,23.2,67,5.8,81.6,67.7,60.8,23.2,10.4,81.43951478,9.007635485,4.260625671,1.856877116,56.5676769,4.557287265
+166,64,154.8,417.1,47441,29460,12.4,0,"(45201, 48021.6]",44.5,42.8,45.6,"Garrett County, Maryland",2.47,56.5,15.8,31.8,,7.8,42.2,10.2,56.1,7,62.5,46.7,41,41.4,23.2,97.29312716,0.603763459,0.412571697,0.09391876,57.15249094,6.553245117
+1302,450,169.9,485.5,79403,250290,8,79.90730752,"(61494.5, 125635]",40.1,38.6,41.3,"Harford County, Maryland",2.69,54.7,9.1,35.9,42.6,12.4,28.1,20.2,64.2,6.4,81.9,64.7,56,26.9,11.9,80.04426307,13.33836749,2.795160785,1.182490782,56.59293338,6.156408818
+1186,346,131.9,418.1,106871,313414,6.1,165.9147326,"(61494.5, 125635]",38.8,37.5,39.7,"Howard County, Maryland",2.78,58,10.7,26.8,,21.9,14.2,30.7,,4.9,84.7,70.9,63.1,19.3,8.2,60.10226395,18.13623136,16.24089571,1.62964668,60.23950993,5.158672656
+140,59,180,461.7,53288,19787,13.8,0,"(51046.4, 54545.6]",46.2,44.2,47.4,"Kent County, Maryland",2.39,47,7.8,27.3,59.4,5.5,33.2,16.4,53.2,7.2,68.1,47.6,40.9,42.6,22,82.2868042,15.37920996,0.968729609,0.135521759,48.49160546,4.528650647
+4139,1292,120.1,392.9,97279,1040116,7.2,184.5947952,"(61494.5, 125635]",38.5,37,40,"Montgomery County, Maryland",2.76,53.2,12.7,23.5,44,19.9,14,26.6,67.1,6.1,77,64.7,56.4,23,11.5,55.62676166,17.6079398,14.56193834,7.859929519,53.70241078,5.281994667
+3222,1302,172.7,401.9,71904,909535,10.3,21.98925825,"(61494.5, 125635]",35.8,34,37.7,"Prince George's County, Maryland",2.86,38.5,12.6,28.9,,9.6,26.1,18.1,65.5,8.7,68.6,56.1,50.6,27.3,16.3,20.39233168,63.44722765,4.270084766,8.909674558,39.11619384,5.044283329
+254,100,173.8,429.6,80650,48904,7.5,0,"(61494.5, 125635]",43.5,42.7,44.1,"Queen Anne's County, Maryland",2.75,57.4,13.6,34.7,40.8,10.9,29.9,21.6,65,5.3,80.3,64.2,55.6,28.8,13.5,89.60699588,7.407407407,0.87037037,0.450617284,62.34448122,5.627462015
+433,180,181.5,423.2,84686,111413,8.6,17.95122652,"(61494.5, 125635]",36.3,35.9,36.8,"St. Mary's County, Maryland",2.79,53.9,12.5,28.6,49.4,9.5,30.6,17.6,63.4,4.8,80.2,63.1,53.2,25.2,12.3,79.12401701,14.25365373,2.681226851,0.582954732,57.53732709,5.419453329
+151,64,216.5,511.9,38376,25768,25.5,0,"(37413.8, 40362.7]",37,36.2,38.6,"Somerset County, Maryland",2.26,32.3,12.6,24.6,,1.2,43.2,9.1,,8.2,56.2,41.6,37.3,46.8,30.8,52.74441878,41.78598922,1.058506543,1.454965358,37.85330948,5.312389693
+280,111,161.9,454.6,54836,37512,11.7,213.2650885,"(54545.6, 61494.5]",49,48.2,49.6,"Talbot County, Maryland",2.3,54,16.1,39.3,28.7,15.9,27.9,18.2,55.8,6.7,72.1,48.2,38.4,40.1,16.2,82.23233419,11.88655785,1.481520675,0.703722321,50.68079601,3.328451604
+782,320,181,457,54606,149585,13.8,73.53678511,"(54545.6, 61494.5]",40.4,39.1,41.9,"Washington County, Maryland",2.5,49.4,18,33.7,,8.5,38.1,12.3,56.5,8.5,68.9,53.5,48.7,36.3,20.5,83.71072553,10.27333021,1.669458029,0.653178804,49.83858598,5.93936457
+564,221,204.3,532.1,51927,102370,16.9,224.6751978,"(51046.4, 54545.6]",35.5,34.4,36.7,"Wicomico County, Maryland",2.62,44.7,8.6,26.1,,10.1,31.9,16.3,59,8.8,66.7,53.1,46.6,35.2,21.3,68.69403649,24.14362238,3.04797296,1.019944259,47.13293141,5.35618844
+413,164,186.8,499.8,55691,51540,11.9,0,"(54545.6, 61494.5]",49.1,47,50.2,"Worcester County, Maryland",2.45,50.7,13.7,43.7,,10.2,31.6,18.8,53.1,9.9,67.4,45.4,38.5,43.6,21.1,82.55206817,14.15011937,1.500417322,0.217395524,50.84003273,5.625635809
+3144,1419,226,497.2,41895,621849,23.3,886.0671964,"(40362.7, 42724.4]",34.6,33.3,35.9,"Baltimore city, Maryland",2.47,26.6,17,29.1,41.6,12.3,29.8,15.3,53.8,13.1,56.1,43.6,39,43.9,29.6,30.31292272,62.83548664,2.568382563,1.670324233,24.02463388,5.449538255
+1892,685,163,505,64150,214333,8.9,41.99073404,"(61494.5, 125635]",51.3,49.5,53,"Barnstable County, Massachusetts",2.24,53.2,11.5,37.2,,10.9,24.9,23,55.8,7,74.2,49.5,43.3,44.1,18.9,92.77259901,2.59352039,1.402456627,1.023905087,49.56310834,3.521180903
+860,313,157,464.3,49890,127828,13,125.1681948,"(48021.6, 51046.4]",45.8,44.4,47.1,"Berkshire County, Massachusetts",2.22,45.6,13.5,27.9,,9.3,31.7,17.8,57.4,8.9,70.7,51.6,46.4,44,22.6,91.822907,2.798403564,1.517542231,1.222077842,43.45582911,4.573604784
+53,24,189.6,430.5,53244,11721,14,0,"(51046.4, 54545.6]",34.8,33.1,37.4,"Ward County, Texas",2.86,50,20.9,40.8,,2.6,35,7.9,55.4,4.4,61.1,,45.3,29.6,17.1,84.36525612,6.262806236,0.356347439,7.091314031,50.42492918,7.0703125
+192,78,158,424.8,55139,34765,15,0,"(54545.6, 61494.5]",42,37.6,45,"Washington County, Texas",2.68,48.3,11.9,28.7,,3.1,31.3,15.4,51.9,5.1,64.6,48.2,42.1,33.5,16.4,78.16041594,17.14569459,1.770066597,1.150835378,52.59370817,5.054495913
+595,243,139.1,332.2,37935,269721,32.3,44.49041788,"(37413.8, 40362.7]",28.3,26.8,29.6,"Webb County, Texas",3.73,46.6,20.8,32.4,,4.3,24.4,11.9,54.3,6,36,30.5,26.4,36.3,28.6,94.19527371,0.393920631,0.587652089,3.873869425,52.84922777,6.921416298
+202,83,173.1,424.5,44110,41486,16.8,0,"(42724.4, 45201]",37.3,35.7,37.9,"Wharton County, Texas",2.77,49.5,16.7,46.6,,5.3,33.6,9.5,58.9,6.6,54.7,45.7,40.6,32.9,21.9,82.86884451,14.38542071,0.055738658,1.899961225,47.5137372,5.69874932
+32,14,193.7,434.9,52548,5657,12,0,"(51046.4, 54545.6]",39,38.4,39.7,"Wheeler County, Texas",2.42,63.9,10.3,28,,5.4,31.3,13.4,62.2,3.9,61,46.3,41,27.3,13,87.96724813,2.278390886,0.462798149,6.603773585,57.8281727,7.705934455
+554,261,184.8,403.5,43379,131705,19.3,83.51998785,"(42724.4, 45201]",34,32.1,36.6,"Wichita County, Texas",2.45,45,7.9,39.9,,5.6,32.4,14.4,52.4,6.1,63.6,,36.8,33.3,17.3,80.49895042,10.42006108,2.054457134,2.684207734,45.97943305,6.108318631
+78,30,181.5,480.2,39377,13027,15.8,0,"(37413.8, 40362.7]",37.6,36.6,38.4,"Wilbarger County, Texas",2.41,48.8,18.7,47.6,30.6,3.1,29.9,13.1,57.6,7.5,59.5,,38.2,35.9,18.5,82.82413741,9.135126919,0.531995744,4.537163703,45.51036071,6.288032454
+73,35,167.3,345.6,29782,21903,38.8,0,"[22640, 34218.1]",32.3,30.8,35.2,"Willacy County, Texas",3.51,44.3,24.7,49,,0.5,35.5,6.4,31.7,11.5,27.2,20.7,18.8,45.3,34.1,94.7913826,1.649850014,0.063630579,2.854285974,52.81829642,4.799131379
+176,74,152.8,368.3,62752,47520,11,0,"(61494.5, 125635]",40.4,39.3,41.3,"Wilson County, Texas",2.9,56,17.6,35.2,,4.3,34.8,13.5,,5.8,71.4,55.3,47,27,12,93.36394999,1.612867784,0.263684106,1.900722934,61.43309427,5.291214215
+28,13,182.9,383,55493,8005,13.5,124.9219238,"(54545.6, 61494.5]",33,32.7,33.4,"Winkler County, Texas",2.84,55.5,22.6,32,,4.8,31.2,9.3,58.5,2.5,58.4,47.9,42.3,25.3,13.8,88.31837381,3.313093981,0.395987328,4.435058078,55.2130898,7.146724418
+248,113,180,389.3,59904,62953,10,0,"(54545.6, 61494.5]",39.3,38.7,39.7,"Wise County, Texas",2.86,57.1,17.7,35.2,,6.5,36.8,12.4,57.5,7.5,63.8,51.4,44.3,29.2,16,94.25893572,1.187074441,0.401678559,1.531603612,61.67647617,7.013024188
+283,122,167.6,417,42753,43356,15.4,0,"(42724.4, 45201]",48.2,47,49.9,"Wood County, Texas",2.57,55.4,15.7,40,,3.8,34.7,12.2,45,8.9,61.7,39,34.1,40.8,17.3,90.25800712,4.785540363,0.589998127,2.580071174,57.30826693,6.943899568
+31,12,158.8,412.1,60738,8546,11.4,0,"(54545.6, 61494.5]",34.1,33.5,34.2,"Yoakum County, Texas",3.01,62.2,17,31.1,,8.4,29.7,10.6,61.2,8.1,57.7,,40.2,26,16.6,91.95178376,1.436746621,0.791428224,4.127602581,61.86285295,5.57582074
+106,51,191.1,428,41872,18270,16.4,0,"(40362.7, 42724.4]",41.9,39.7,44.6,"Young County, Texas",2.54,58.1,26,40,,5.3,35.9,11.7,57.5,5.6,58,,37.4,31.8,17.2,94.07496317,1.096622838,0.332805936,2.291450707,58.00421644,6.038978864
+41,13,112.5,340.9,33291,14374,32.6,0,"[22640, 34218.1]",29.2,27,30.9,"Zapata County, Texas",3.16,52.3,31.1,36.3,,0,26,5.3,52.1,12.2,34.4,27.5,26.6,37.5,29.1,97.18339391,1.125244618,0,1.691361476,54.54947974,9.67556704
+37,15,126.3,321,26336,12235,31,163.4654679,"[22640, 34218.1]",30.5,29.1,32.7,"Zavala County, Texas",3.26,40.2,19,29.9,,0,27,7,48.6,12.2,32.9,24.6,22.2,48.6,35.5,91.16086235,0.456053068,0,7.76119403,42.01819686,4.962779156
+27,11,168.7,421.4,50818,6354,9.8,0,"(48021.6, 51046.4]",33,31.9,33.4,"Beaver County, Utah",2.84,60.8,33.8,29.9,,1.5,37.2,14,62.8,3.8,76.6,63.4,58.1,21.3,8.2,96.45565702,0.154774803,0,3.002631172,59.8932859,12.66766021
+171,62,137.3,377.6,56313,52097,11.6,0,"(54545.6, 61494.5]",32,31.3,33,"Box Elder County, Utah",3.08,63.7,15.1,46.8,34.3,3.9,32.5,15.1,59.8,6.3,79.3,,58.9,22.5,10.5,93.20076092,0.341236689,0.927614677,2.573003079,68.57473787,8.779499824
+295,80,104.1,376.1,51735,120783,14.2,157.3069058,"(51046.4, 54545.6]",25,25.2,24.9,"Cache County, Utah",3.19,56.1,5.4,21.8,64.1,8.7,21.9,23.9,,5.5,78.2,68.5,57.9,19.4,10.8,90.51758636,0.754369982,2.235864077,3.491728325,64.39400308,7.221172023
+102,38,155.9,433.1,47340,20479,15.7,0,"(45201, 48021.6]",35.1,34.1,35.7,"Carbon County, Utah",2.61,54.3,9.7,31.3,,2.6,26.9,10.7,57.8,7.4,70.6,54.8,50.6,30.8,14.4,92.42127395,0.654656664,0.649878148,2.738089549,52.6801744,8.165882856
+1009,268,119.3,428.8,70797,336043,7.2,5.951619287,"(61494.5, 125635]",30.2,29.4,30.9,"Davis County, Utah",3.29,61.4,14.2,34.6,,4.7,21.2,24.1,65.5,4.2,81.5,70.2,61.4,18.8,9,89.65284779,1.215311064,1.933983561,3.030546674,68.10336023,7.253229221
+73,25,155.5,448.1,61976,20862,11.6,0,"(61494.5, 125635]",30.2,30.5,30,"Duchesne County, Utah",2.94,65,25.7,42.1,,1.5,36,11,57.3,5.2,73.1,62.6,56.9,19.9,9.4,91.01781299,0.171569864,0.499571075,1.745975677,65.75840145,10.01338091
+37,13,113.2,339,49709,10370,12.9,0,"(48021.6, 51046.4]",34.5,34.3,34.8,"Emery County, Utah",3.02,61.9,10.9,38,47.1,4,32.9,9.7,54.1,5.7,73.3,57,54,28.4,12.5,98.92803878,0.167785235,0.055928412,0.438105891,67.06315491,7.28003573
+26,8,105.4,399,45666,5009,12.2,0,"(45201, 48021.6]",39.6,38.3,43.6,"Garfield County, Utah",2.75,59.9,30.7,30.3,,0.9,34.5,13.2,50.5,8.6,67.1,44.3,38,30.1,11.6,95.10751628,0.769382521,0.808838035,0.157822056,58.65219874,3.098290598
+44,19,179.8,404.1,43344,9516,15,0,"(42724.4, 45201]",39.1,37.9,39.5,"Grand County, Utah",2.44,46.3,17.3,59,,0.4,24.1,17.4,63.5,7.1,57.2,44.2,33.7,28.8,14.4,92.82062207,0.287601193,1.363442693,0.223689817,43.99577725,2.808716707
+156,48,131.1,418,43615,48368,22.1,310.122395,"(42724.4, 45201]",28.1,27.8,28.3,"Iron County, Utah",3.07,54.2,14.9,24.8,,3.5,24.7,18.7,56.3,10.5,63.8,51.6,43.5,28.1,15.6,91.07108763,0.659750949,0.706421434,2.100171832,58.66180855,9.572250479
+34,12,136.9,392.3,55204,10594,11.4,0,"(54545.6, 61494.5]",30,26.8,32.6,"Juab County, Utah",3.29,59.4,18.4,31.1,,7.8,35,11.5,61.7,3.8,70.6,,53,25.5,13,94.57692308,0.105769231,0.278846154,2.673076923,67.64327109,6.440382942
+39,14,129,398.9,48456,7131,11.8,0,"(48021.6, 51046.4]",43.6,41.4,45.5,"Kane County, Utah",2.55,55.9,12.4,72.1,9.6,5.9,28.8,15.5,55.7,7,64.5,43.2,35.7,33.4,13.5,93.77950569,0.180505415,0.124965287,0.402665926,51.45213338,4.954367666
+49,19,131.6,361.5,52623,12645,12.9,0,"(51046.4, 54545.6]",34.9,34.2,35.7,"Millard County, Utah",2.98,62.7,15.8,36.1,44.5,3.6,29.1,15.4,60.2,4.3,65.9,,46.7,29.4,15.2,88.83325385,0.421236687,0.70735972,7.868383405,65.40865385,8.884297521
+33,11,138.7,380.5,82597,11065,4.6,0,"(61494.5, 125635]",32.3,31.6,32.8,"Morgan County, Utah",3.4,69.2,7.1,33.3,,7.7,24.4,24.8,,6,80.6,,60.6,18.8,8.5,96.86648501,0.360062281,0.768781627,1.050992604,78.07539683,6.102877071
+9,4,166.4,347.2,56772,2311,10.3,3894.418001,"(54545.6, 61494.5]",34.7,35.5,33,"Rich County, Utah",3.57,62.4,34.8,18.2,,2.3,37.6,15.2,46.2,6.2,66.6,49.1,44.3,36.2,17.4,96.94589878,0.087260035,0,2.748691099,70.78125,7.99086758
+3540,1056,130.9,417.3,62536,1107314,11.9,345.8820172,"(61494.5, 125635]",31.8,31.3,32.3,"Salt Lake County, Utah",3.03,52.1,14.1,31.5,,7.7,22.8,20.8,66.9,5.8,73.1,63.5,56.6,20.2,11,82.34111059,1.677822492,3.667798005,7.179426817,54.8037466,6.633919132
+35,16,123.9,261.1,40590,15772,29.2,0,"(40362.7, 42724.4]",30.6,29.1,31.9,"San Juan County, Utah",3.75,44.4,30.5,36.5,,1.6,31.5,11.2,46.7,8.4,45.4,,32.5,35.8,25.1,49.63041183,0.16499472,0.739176346,0.574181626,54.065766,4.937906564
+97,39,156.7,383.8,44644,28778,17.1,0,"(42724.4, 45201]",30.5,30.8,29.9,"Sanpete County, Utah",0.0313,54,15.2,24.1,,3.1,27,12.7,47,8.3,69.4,55.4,48.1,27.1,12.9,89.79512402,0.845688405,0.84922685,5.629666325,67.19123757,5.587610082
+93,35,154.2,417.4,48622,20984,12.1,0,"(48021.6, 51046.4]",34.1,33.7,35,"Sevier County, Utah",2.9,59.6,22.8,33,,3.9,33.7,10.2,55.5,5.9,66.3,50.9,45.5,30.5,14.8,95.25657611,0.378515644,0.201236165,1.346365771,62.82269504,9.947524527
+142,32,123.6,432.7,92560,39633,6.8,25.231499,"(61494.5, 125635]",38.2,37.8,38.4,"Summit County, Utah",2.75,63.2,15.3,34.7,,14.8,15.5,30.6,70.8,3.2,81.2,72.8,60,13.5,6.8,94.90148231,0.532177254,1.954777913,1.209729758,63.7754003,4.14207772
+208,59,146.7,489.9,64193,62952,8.1,0,"(61494.5, 125635]",30.7,30.5,30.8,"Tooele County, Utah",3.25,59.4,16.7,43.7,,2.3,32.1,16.8,62.8,7.1,80.7,70.3,65.6,17.9,8,91.74946217,0.605980983,0.86709474,3.289376447,64.90258172,6.916426513
+97,35,133.2,365.5,65489,37928,9.6,0,"(61494.5, 125635]",29.7,29.3,30,"Uintah County, Utah",3.22,57.2,15.6,49.3,,4.6,34.7,11.8,61.7,5.1,72,60.4,53.7,21.1,10.2,87.81389099,0.596287898,0.447915792,1.198174743,60.49540115,9.686539644
+1251,361,120.4,394.9,60957,575205,12.6,62.58638225,"(54545.6, 61494.5]",24.4,24.3,24.6,"Utah County, Utah",3.62,58.8,9.9,21.7,,7.6,16.8,25.8,,5.5,78.3,69.1,58.9,17,9.2,91.94593057,0.607837205,1.501022725,2.11556335,71.12700722,8.614426925
+81,20,114.5,432.5,65207,29161,7.1,205.7542608,"(61494.5, 125635]",33,32.5,33.2,"Wasatch County, Utah",3.27,59.1,12.1,37.8,,4.7,20.7,22.5,66.2,4.7,75.6,65.5,52.5,18.1,9.3,96.38798245,0.060012753,1.440306065,0.570121151,64.6571958,3.613892365
+672,223,124.8,408.4,50169,155602,12.9,141.3863575,"(48021.6, 51046.4]",34.6,33.4,35.9,"Washington County, Utah",2.99,59.4,12.8,32.9,50.3,4.1,24.6,17,52.5,7.7,63.9,,38.5,34.3,17,92.02126224,0.634089744,0.643533634,2.316451256,63.41986917,6.593968853
+12,4,129.3,366.9,42366,2692,14.1,0,"(40362.7, 42724.4]",40.3,40.2,40.3,"Wayne County, Utah",2.74,67.3,24.4,8,,0,25.3,17.1,61.2,2.1,68.2,44.6,39.2,24.7,9.7,96.36296841,0.661278472,0.698016165,0.918442322,66.35802469,11.13360324
+858,275,134.2,417.9,59293,243645,12.3,221.6339346,"(54545.6, 61494.5]",31.8,31.3,32.3,"Weber County, Utah",2.94,54.5,14.1,34.2,,2.9,29.1,15.9,,6.3,72.9,60.7,53.5,23.5,11.9,88.21318742,1.114872508,1.151741648,5.624219673,56.7665373,7.55683473
+192,76,173.3,436.9,59089,37035,9.5,0,"(54545.6, 61494.5]",42.8,42.3,43.7,"Addison County, Vermont",2.38,50.3,6,30.5,,9.2,32,20.5,63.2,5.8,68.2,52.9,46,39.5,22.8,94.8840105,0.960939826,1.883983434,0.297756002,53.44587054,4.669664476
+261,100,176.1,488,44674,36317,14.4,55.07062808,"(42724.4, 45201]",46.1,44.8,47.3,"Bennington County, Vermont",2.25,51.3,10.7,38.8,,5.5,30.7,21.5,59.3,5.7,61.9,42.5,36.5,50.6,28,96.35136243,0.491951133,0.486485009,0.327967422,49.07904835,3.885024281
+188,76,184.3,476.2,45029,30780,13.9,259.9090318,"(42724.4, 45201]",43.1,42.2,44.4,"Caledonia County, Vermont",2.43,49.5,12.1,43.2,,7.9,36.1,16,58,7.2,60,,40.6,46.3,29,96.50135431,0.615890623,0.744872952,0.067715723,48.8646537,3.307540586
+737,252,159,463.7,61908,161382,11,632.040748,"(61494.5, 125635]",36.3,35,38.1,"Chittenden County, Vermont",2.36,46,6.5,15.1,62.4,15.9,20.6,29.6,67,5,77.7,,58.6,29.2,15.6,91.5779126,2.383054392,3.245236709,0.403228331,46.86919273,4.180500351
+48,17,171.3,492.7,35570,6163,19.6,0,"(34218.1, 37413.8]",48.8,49,48.6,"Essex County, Vermont",2.29,53.9,18.6,38.7,,9.4,43.3,10.7,,9.4,55.3,38.7,32.1,51.6,29.2,96.66505558,0.612212019,0.386660222,0.225551796,49.83339504,4.942339374
+232,95,187.8,450.4,59184,48799,9.1,0,"(54545.6, 61494.5]",39.9,39.1,40.9,"Franklin County, Vermont",2.57,53.4,12,39.3,,13.7,37.6,15.4,66.2,4.9,67.9,,48.9,39.1,23.2,95.46862737,0.448180429,0.313932835,0.349043744,53.47605031,4.602473498
+48,16,206.1,548.5,60081,6861,9.1,0,"(54545.6, 61494.5]",47.1,47.4,46.8,"Grand Isle County, Vermont",2.34,59.8,11.9,32.5,,14.5,29.7,20.4,63.2,7.4,69.9,52.4,47.3,41.2,22.9,94.92232451,0,0.373993096,0.115074799,58.04384486,3.969883641
+128,48,173.7,461.6,49142,25235,12.6,118.8825045,"(48021.6, 51046.4]",40.5,40.3,40.8,"Lamoille County, Vermont",2.39,49.1,9.3,34.7,,11,28.6,24.3,64.6,4.3,63.8,,41.2,40.3,23.8,95.90042754,0.76317577,0.511447637,0.707236185,47.77908805,3.897685749
+174,63,175.5,479.7,53025,28899,12.8,34.60327347,"(51046.4, 54545.6]",45,43.8,46,"Orange County, Vermont",2.32,54.4,12.7,33.6,,7.5,34.9,18.1,,4.5,66.9,49.5,43.8,42.6,23.3,96.55017457,0.525424315,0.456289536,0.404438453,51.98386566,4.652301665
+161,66,172,438.8,42089,27100,16.2,0,"(40362.7, 42724.4]",44.8,43.7,45.8,"Orleans County, Vermont",2.35,51.6,15.4,47.6,,5.6,38.7,14.4,54.5,5.6,54.6,39.1,33.3,52.2,32.5,96.57039711,0.512045974,0.467840566,0.187872983,49.33928571,4.689807976
+393,150,178.8,476,44888,59736,13.5,100.4419446,"(42724.4, 45201]",45.5,44.3,46.9,"Rutland County, Vermont",2.29,49.4,9.1,35.9,,11.9,34.2,18.1,59.3,6.6,65.3,47.8,42.7,44.4,24.2,96.93375186,0.632744094,0.731868495,0.219725756,47.86519502,4.093296262
+343,123,165.8,467.3,58673,58612,11,443.5951682,"(54545.6, 61494.5]",43.2,41.7,44.7,"Washington County, Vermont",2.32,49.5,9.4,31.2,50.4,9,29.2,23.2,65,4.8,71.3,56.2,50.7,37.3,20.4,96.06980992,0.867550565,0.791449638,0.106541297,48.4375,2.874885005
+274,112,183.7,463.3,49616,43386,12.9,0,"(48021.6, 51046.4]",45.8,44.3,47.2,"Windham County, Vermont",2.21,50.7,11.9,30.9,,8.3,30.7,20.2,60.9,6.8,63.7,47.1,39.1,45.7,26.7,94.90628848,0.930274978,1.051119522,0.262209859,47.13228735,3.546703589
+369,133,160.4,461.9,51513,55737,12.1,53.82421013,"(51046.4, 54545.6]",46.8,45.6,47.9,"Windsor County, Vermont",2.25,53.4,17.1,40.2,,10.8,31.7,19.8,60.7,5.1,66.3,47.7,41.9,43.9,22.4,95.94479074,0.669634907,0.934995548,0.463045414,49.80617783,4.807193498
+221,106,216.2,479.4,38390,32973,19.4,0,"(37413.8, 40362.7]",45.3,42.7,47.3,"Accomack County, Virginia",2.29,52.6,26.6,40.4,,12.9,39.9,11,53.1,6.8,61.8,43.9,37.3,36.7,18.4,68.00845538,28.67582666,0.144949419,1.322663446,47.46794642,4.349749336
+425,174,143.8,372.9,67083,105703,9.1,113.5256331,"(61494.5, 125635]",38.6,36.9,40.4,"Albemarle County, Virginia",2.45,51,4.5,29.8,,13.8,18.2,25.4,57.6,3.8,81.9,,55,22.4,8.9,81.52519688,9.366877449,4.440004655,1.347131163,52.90453762,5.043113678
+98,50,189.5,401.8,45454,15677,15.8,255.1508579,"(45201, 48021.6]",47.2,45.6,48.6,"Alleghany County, Virginia",2.33,54.2,22.3,34.5,,5.7,36.9,9.9,49.2,5.1,69.6,48.2,41.9,41.2,18.9,92.76733474,5.290675962,0.230300012,0.379683804,51.39359976,8.070065687
+84,35,216.5,522.5,51738,12903,12.9,0,"(51046.4, 54545.6]",45.8,41.2,48.4,"Amelia County, Virginia",2.68,57.5,12.2,56.8,,5.8,34.1,11.4,55.1,5,68.7,,44,32.8,15.2,73.34272521,24.32495891,0.101745324,0.297409408,61.56462585,6.59515296
+181,81,183.9,427.4,43998,31914,13.7,0,"(42724.4, 45201]",43.6,42.4,44.7,"Amherst County, Virginia",0.0248,50.1,9.5,36.1,,8,35.7,12.2,,6.6,68.8,,46.2,34.5,18,76.83526191,18.39305711,0.749657833,0.824312554,50.96784514,5.278870946
+86,36,178.9,432.6,44397,15414,15.1,0,"(42724.4, 45201]",42.3,41.6,43.4,"Appomattox County, Virginia",2.55,54.3,10.8,45.2,38.2,5.8,36.1,10.1,53.3,6.6,68,52.5,44.5,35.3,18.7,77.50526039,20.28537612,0.111783272,0.24986849,54.81369078,4.406073236
+657,224,136.5,369.7,107143,229164,8.5,30.54580999,"(61494.5, 125635]",33.9,33.8,34,"Arlington County, Virginia",2.24,42.9,7.9,18.9,,51.8,8.3,34.5,74.4,3.7,85.7,66.1,58.2,14,4.2,72.06055058,8.455647592,9.911362165,5.947442452,37.6164403,5.34181797
+391,163,167.1,408.9,57808,74314,9.8,26.91282935,"(54545.6, 61494.5]",44.2,43,45.4,"Augusta County, Virginia",2.5,57.3,16.2,50,,2.8,40.1,14.7,56.2,4.7,74.9,55.8,47.9,30.9,13.1,93.09818643,4.045751016,0.580665199,0.773770138,59.29662522,5.594450511
+31,14,173,419.3,43852,4470,11.5,0,"(42724.4, 45201]",48.3,45.8,49.4,"Bath County, Virginia",2.1,55.1,5.7,48.2,,0.9,38.9,12.6,60.7,6,74.8,46.6,38,31.5,9.8,94.04320314,3.425703688,0,0.130918612,47.34389562,8.043694141
+44,20,220.5,472.2,42624,6561,14.1,0,"(40362.7, 42724.4]",44.8,43.3,47.6,"Bland County, Virginia",2.19,53.5,20,53.4,,2,39.5,10.6,43.8,8.7,71.6,55.8,48.2,34.3,16.5,94.22095467,5.028519964,0,0,53.59602142,5.213270142
+180,68,148.7,401.6,63646,33347,7.8,0,"(61494.5, 125635]",46.4,45.5,47.2,"Botetourt County, Virginia",2.55,61.4,17.7,30.3,,12.1,35,17.7,59.9,4.6,82.5,64.9,56.5,28.2,11,94.00995325,3.456492233,0.153822953,0.551952948,63.82715093,3.635817308
+104,39,165.3,463.4,37344,16698,21.9,0,"(34218.1, 37413.8]",41.7,40.3,46.6,"Brunswick County, Virginia",2.51,38.6,21,29.6,,4.2,35.7,7.5,46,10.5,60,44,37.8,40.7,22.5,41.9019492,55.78263438,0.395747194,0.578854105,43.12035159,4.689366786
+105,56,175.8,325.8,32083,22776,23.2,0,"[22640, 34218.1]",45.5,43.1,47.9,"Buchanan County, Virginia",2.37,51.6,11.8,39.5,,10.4,34.4,6.7,35.9,10.6,51,36.8,33.8,50.3,33,95.57608788,2.669675551,0.485395555,0.272502768,51.54628257,6.462372316
+82,39,191.8,390.1,38731,17032,22.8,0,"(37413.8, 40362.7]",42.2,40.9,44.7,"Buckingham County, Virginia",0.0268,43.5,14.4,47.9,,5,43.5,7.6,45.6,11.2,59.7,47.1,40.9,35.9,20.2,61.54792594,34.46801031,0.521443637,1.48230607,50.72282706,3.636938646
+267,115,160.1,384.7,46663,55086,14.5,0,"(45201, 48021.6]",42.4,40.8,43.6,"Campbell County, Virginia",2.5,54.6,16.3,32.3,,11.3,36.1,12.3,58,6,70.3,53.8,48.5,33,15.5,81.80033447,13.97876827,0.847087908,0.667127172,54.12785095,4.696595168
+163,65,201.8,503.8,56099,29984,11,0,"(54545.6, 61494.5]",39.1,38.3,40,"Caroline County, Virginia",2.48,51.7,6.8,41.6,43.7,7.8,36.7,12.9,57.9,8.6,70.1,56.3,50.7,30.2,16.4,66.06017241,29.25823708,0.807523255,1.185730349,51.58614403,4.384535624
+168,78,172.5,390.6,38474,29724,17,0,"(37413.8, 40362.7]",46.1,44.5,48.6,"Carroll County, Virginia",2.37,56.5,7.5,41.7,47.1,3.6,34.5,10.5,52.8,6.7,62.9,45.1,37.1,38.8,19.4,97.75254555,0.92778671,0.190916399,0.080385852,53.30729997,5.65626049
+50,23,214.2,492.6,49768,7040,13.1,0,"(48021.6, 51046.4]",48.6,47.6,49.4,"Charles City County, Virginia",2.47,44.7,11.3,41.6,,4,39.3,7.2,54.6,8.2,67,,44,36.3,18.4,42.03427929,48.21579095,0.266928913,0.182635572,45.2306625,4.814305365
+76,33,182.2,434.4,36339,12201,20.7,0,"(34218.1, 37413.8]",44.6,41.9,45.9,"Charlotte County, Virginia",2.57,44.5,5.4,55.8,,3.3,37.6,9.2,52.7,4.9,56.2,43.1,36.2,39.2,22.7,67.00235523,31.47892471,0.146186957,0.268009421,46.15710354,2.903225806
+1557,496,165,497,72972,335687,8.3,74.47413811,"(61494.5, 125635]",38.2,36.9,39.3,"Chesterfield County, Virginia",2.78,52.6,10.9,32,,10.4,24.1,22.9,64.2,6.8,79.6,65.1,57.5,22.4,10,68.72531812,22.71494564,3.43382819,1.998317976,55.39611463,4.829985959
+77,38,197.4,417.9,70281,14363,8.2,0,"(61494.5, 125635]",45.7,44.2,46.7,"Clarke County, Virginia",2.55,50.7,7.8,41.3,,11.5,28,18.1,59,6,75.4,58.9,52.2,25.8,9.9,88.73347787,5.482900902,0.972095951,2.363801664,50.21715527,6.678141136
+29,13,169.4,389.7,46551,5211,12.4,4221.838419,"(45201, 48021.6]",47.1,46.6,47.6,"Craig County, Virginia",2.35,57.3,0,63.5,,0,48.4,11.8,51.4,4.1,65.8,47.1,43.4,40.4,19.8,95.97083653,0.153491942,0.402916347,0.019186493,50.81300813,6.776556777
+209,90,187.1,421.6,62394,49432,11,20.22981065,"(61494.5, 125635]",38.9,37.9,39.6,"Culpeper County, Virginia",2.83,55.9,14,49.6,32.1,4.3,34.1,14.9,59,7.3,72.7,60,53.2,25.8,13.2,77.27160086,14.35032215,1.435238725,2.023789856,58.08658795,4.025191676
+56,24,179.2,436.4,41409,9719,19,0,"(40362.7, 42724.4]",44.3,41.5,45.4,"Cumberland County, Virginia",2.45,45.8,7.8,42.1,,9,36.5,10,56.7,10.1,57.4,40.9,33.5,40.2,21.5,63.01856172,33.14737803,0,0,44.61615155,7.259953162
+74,46,218.9,356.4,32103,15115,21.3,0,"[22640, 34218.1]",43.4,42.4,44.5,"Dickenson County, Virginia",2.43,55.5,11.9,35.4,,8.9,35.6,6.5,39.7,8.4,57.7,41.4,36.4,46.7,27.3,98.37677036,0.898920003,0.103472806,0.122873957,53.65028203,6.491885144
+138,60,185.4,414.5,52288,27852,12.1,0,"(51046.4, 54545.6]",42.4,41.3,43.3,"Dinwiddie County, Virginia",2.74,45.1,5.2,48.5,,4.9,39.7,9.7,55.3,9.7,71.1,56.4,49.6,31.2,15.2,64.47883316,32.96335824,0.448239061,0.761294913,49.82392595,5.697445973
+66,29,183.4,433.5,48277,11130,14.5,0,"(48021.6, 51046.4]",44.8,45,44.5,"Essex County, Virginia",2.53,45.4,16.8,40.5,,13,38.5,9,57,8.5,67.2,51.6,45.3,35.3,17.2,55.74387947,41.03667832,0,0.197291723,46.16805171,1.972920696
+3959,1229,126.9,381.8,110507,1142234,6.7,153.208537,"(61494.5, 125635]",37.4,36.4,38.4,"Fairfax County, Virginia",2.85,56,14,22.4,,22.2,13,30.9,68.1,4.9,81.8,66.6,56.3,17.1,6.6,62.90432897,9.363244448,18.36696724,4.488439137,58.25617107,5.344658861
+272,116,162.9,369.4,89106,68782,7.4,43.61606234,"(61494.5, 125635]",41.5,40.6,42.4,"Fauquier County, Virginia",2.84,57.5,8.4,39.1,,10.1,28.5,20.5,64.8,5,80.7,67.1,56.9,21.3,9.3,87.27895291,7.409987697,1.262914486,0.750040763,62.43695698,5.083533771
+78,30,138,372.4,43355,15651,14.1,2875.215641,"(42724.4, 45201]",45.2,42.9,46.4,"Floyd County, Virginia",2.46,58.9,17.8,49.3,,2.7,35.6,12.1,59.5,5.7,69.8,54.3,44.2,33.6,16.4,95.98660053,2.518843007,0,0.10307286,59.06553979,4.274857505
+136,56,176.5,435.3,64258,26235,7.9,0,"(61494.5, 125635]",41.6,40.3,42.9,"Fluvanna County, Virginia",2.5,58.6,24.4,33.1,,6.5,28.4,19,57.4,5.2,80,62.6,55.3,26.3,10.6,80.39517183,14.40762666,0.7188437,1.749058199,60.1961379,5.34985643
+316,124,162,422.8,47419,56264,16.3,0,"(45201, 48021.6]",45,44.7,45.2,"Franklin County, Virginia",2.36,58.4,9.5,36.4,,4,32,13.1,54,6.2,67.4,50.2,40.1,35,17.2,89.09704342,8.450679215,0.266358874,0.878984285,57.66095994,5.965766068
+389,157,185.3,456.6,65485,83199,7.7,0,"(61494.5, 125635]",40.1,39.1,41,"Frederick County, Virginia",2.72,57.4,14.6,35,,7.7,30.5,18.4,63.9,5.2,75.7,61.5,55.1,24.2,11.3,91.18760757,4.445537251,1.405212687,0.858126383,60.09506026,5.175688509
+94,46,189.4,403.8,45979,16708,13.5,598.5156811,"(45201, 48021.6]",43.9,42.1,45,"Giles County, Virginia",2.32,50.7,14.6,31.3,,4.8,40,9.5,,4.8,68.7,49.5,45.1,33.1,13.3,96.09037677,1.555568699,0.715679896,0.378541433,48.40940526,8.255410099
+224,90,200.4,491.8,58900,37143,9.7,26.92297337,"(54545.6, 61494.5]",43.6,42.3,44.8,"Gloucester County, Virginia",2.57,57.9,15.5,40.4,,7.4,33.9,14.1,57.8,4.7,76.4,57.3,41.6,26.8,9.7,87.72465609,8.267344126,0.508094376,0.224318262,58.1022409,4.308202154
+138,43,153.4,486.9,86610,22253,7.5,0,"(61494.5, 125635]",47.2,46.1,48.4,"Goochland County, Virginia",2.5,62.8,19.2,20.9,,14.7,26.9,24.3,57.3,5,81.6,,53.5,27.4,11.1,78.78550711,17.81225542,1.325905805,0.23019198,67.68532155,2.75862069
+84,50,196,355.3,31893,16012,19.9,0,"[22640, 34218.1]",47.6,47,48.6,"Grayson County, Virginia",2.24,55.2,16,37.2,,5,41.1,7.1,47.6,9,56.6,39.1,32.4,46.3,26.7,95.04270211,2.741925127,0.122006036,0.224747961,49.24208977,6.072477963
+85,32,156.5,404,61762,19162,9.6,0,"(61494.5, 125635]",481.2,39.4,41.4,"Greene County, Virginia",2.64,59.8,7.1,52.3,,2.6,34.9,15.7,60,7.4,69.7,,50.3,26.1,13.8,88.44650966,6.58464463,1.24089133,1.019115007,58.64154127,3.450671607
+69,24,174.7,492.2,36459,11885,25.1,0,"(34218.1, 37413.8]",42.9,41.5,45.5,"Greensville County, Virginia",2.17,38.4,18.1,39,,1.4,42.3,4.6,33.5,6.4,65.8,,45.5,37.8,20.2,39.50680272,58.04421769,0.170068027,0.68877551,47.70510614,1.886792453
+211,97,178.3,412.7,39079,35125,18,28.46975089,"(37413.8, 40362.7]",45.3,43.1,46.9,"Halifax County, Virginia",2.43,47.8,15.6,34.8,,7,36.5,10.1,49.4,7.5,59.3,42.3,35.6,41,21.8,60.49400101,36.92615333,0.599898609,1.056159522,46.83916084,5.521048999
+568,185,163.7,496.6,81940,103227,6.1,106.5612679,"(61494.5, 125635]",41.9,40.4,43.2,"Hanover County, Virginia",2.65,58.9,13.4,30.3,46.4,9.9,27.6,23.6,65.1,4.4,84.7,,60.7,22.1,8.6,86.44069469,9.299388198,1.474245115,0.69765147,61.85836692,4.125165648
+1459,565,169.1,444.7,62446,325155,11,153.772816,"(61494.5, 125635]",37.9,36,39.7,"Henrico County, Virginia",2.54,46.9,13.9,32.3,,15.3,22.8,25.2,65.4,6.7,76,62.9,55.6,24.4,12,58.59394601,29.55648803,7.371481258,1.53733253,44.87314289,5.200247219
+479,163,147.7,409.3,44490,150965,24.9,0,"(42724.4, 45201]",31.4,32.2,30.4,"Kings County, California",3.19,44.3,20.3,30.7,45.7,3.3,24.8,9.7,,13,55.9,45.5,36.6,37.6,25.7,68.40421727,6.223261235,3.709982914,15.65384972,50.93372479,6.638754179
+416,176,190.6,460.1,36333,64591,24.3,0,"(34218.1, 37413.8]",45.5,44.4,46.8,"Lake County, California",2.34,45.4,19.5,35.1,,3.7,28.3,10.8,43.7,14.6,47.6,31,25.3,50.6,28.4,79.60971352,2.247576296,1.287446616,9.948876212,40.38824881,6.718511986
+123,54,169.9,365.7,49995,31345,19.4,0,"(48021.6, 51046.4]",37,34.7,44.2,"Lassen County, California",2.24,43.5,32,34,,1.2,28.8,8.1,32.2,10.9,66.6,49.6,45,38.6,20.3,74.88129882,8.543421657,1.510185327,7.802113647,51.50922015,7.549668874
+38150,14010,148.4,405.5,55686,10170292,18.7,255.9415207,"(54545.6, 61494.5]",35.6,34.4,36.8,"Los Angeles County, California",3.02,42.4,15.3,27,47.9,9.9,20.7,19.8,58,10,55,47.4,39.7,32.9,23,53.25871046,8.276139555,14.12938014,19.59152207,44.58164997,4.70528099
+611,212,147.5,420.3,43171,154998,22.3,109.6788346,"(42724.4, 45201]",33.5,32.2,34.5,"Madera County, California",3.35,47.6,27.9,29.8,,2.2,25.1,9.4,45.9,7.5,45.8,34.9,30.4,46.9,33.1,81.65314289,3.468309974,2.122895546,7.926912858,56.07405176,6.972732188
+1625,483,135.2,475,94549,261221,8.8,421.0993756,"(61494.5, 125635]",45.4,43.7,46.9,"Marin County, California",2.41,51.8,14.3,25.9,,13.6,11.8,31.4,61.2,5.7,78.4,,48.8,28.9,12.5,79.3182865,2.548103534,5.682623118,7.669083294,50.02315038,5.448237059
+116,43,147.6,396.8,47781,17531,16.2,0,"(45201, 48021.6]",50.6,50.6,50.6,"Mariposa County, California",2.29,58.2,25.7,28.8,,8,28.5,13.8,48.2,11.6,68.6,48.3,42.9,41.3,18.6,87.56534937,1.07931868,1.298555287,2.636460734,55.46630361,9.589041096
+513,197,167.5,452.2,42840,87649,18.8,79.86400301,"(42724.4, 45201]",42.2,40.6,44,"Mendocino County, California",2.51,45.1,17,35.1,,3.3,26.5,15.7,52.1,12.2,49.3,35.1,27.5,49.2,31.5,82.82920589,0.668235402,1.938453806,5.441834963,43.24014463,5.383139601
+877,343,162.9,415.9,43818,268455,24.8,29.80015273,"(42724.4, 45201]",30.4,29.6,31,"Merced County, California",3.32,45.8,13.8,29,53.5,3.6,24.8,8.7,49.8,16.2,48,38.4,33.2,44.4,32.3,61.17475415,3.418155636,7.542679576,22.65191277,50.89713227,6.393691516
+57,24,160.8,408.6,39172,8965,20.2,111.5448968,"(37413.8, 40362.7]",47.8,47.6,48.2,"Modoc County, California",2.32,52.1,36.7,37.3,,3.4,26.1,13.2,43.9,8.6,50.8,31,27.7,50.3,28.4,90.17857143,0.511759582,1.088850174,1.045296167,50.97463284,8.313253012
+45,13,102.1,320.8,59181,13909,11.3,0,"(54545.6, 61494.5]",38.5,40.2,36.1,"Mono County, California",2.82,42.2,7.7,37.1,30.2,25,16.8,23.1,61.1,13.4,56.7,,36.3,29.7,17.3,84.08030539,0.55139262,1.095716103,8.772797964,47.18711781,1.991310644
+155,62,192.7,477.5,34971,26489,25.4,0,"(34218.1, 37413.8]",38.8,36.6,41.9,"Barbour County, Alabama",2.61,41.5,25.1,43.4,,1.8,34.5,7.5,39.5,17.6,52.7,35.7,30.3,46.6,26.5,47.36373088,46.76592901,0.905985445,3.445715134,43.27694643,6.266977105
+68,34,195.6,391.8,34445,13963,21.2,214.8535415,"(34218.1, 37413.8]",41.3,39.6,43.6,"Crenshaw County, Alabama",2.56,47.7,23,37.1,,7.7,38,10,50.6,9.7,62.3,45.1,36.2,39,21.8,71.50236763,23.51126417,1.815181518,1.104893098,46.83262121,8.330673476
+1601,551,140.8,413.6,57428,433898,17,73.75005186,"(54545.6, 61494.5]",33.5,32.8,34.3,"Monterey County, California",3.26,46.3,20.9,27.3,46.7,5.1,20.8,14.2,54.3,8.4,55.6,,37.5,35.1,23.1,73.30694308,2.788481961,6.086018845,12.75344797,51.74558619,5.921976696
+815,298,170.2,488.9,71063,142456,9,182.5124951,"(61494.5, 125635]",40.3,39,41.7,"Napa County, California",2.74,50.9,15.2,30.8,48.2,5.7,19.3,21.6,60.7,7.5,71.8,,48,30.4,14.4,74.06821341,2.09843544,7.710182116,11.55493781,53.12765184,4.941095375
+628,227,144.9,423.9,57118,98877,11.4,182.0443581,"(54545.6, 61494.5]",49,47.5,50.5,"Nevada County, California",2.38,53.6,13.4,28.8,,5.2,20.2,21.6,49.9,9.8,66.7,,35.1,39.1,17.3,92.36887491,0.487978087,1.435528051,1.705387035,51.86251311,4.079089924
+12694,4410,143.8,418.6,76061,3169776,12.9,145.7516241,"(61494.5, 125635]",37.1,35.8,38.4,"Orange County, California",3.04,50.1,11.5,27,,11.2,17.7,24.4,60.9,7.6,65,56.3,47.4,27.9,18.3,63.22067964,1.662864333,18.94508754,11.8168115,54.60626758,4.827807522
+1948,686,153.4,460.5,75689,375391,8.3,407.5750351,"(61494.5, 125635]",41,39.7,42.2,"Placer County, California",2.67,55.6,10.7,31.2,,7.4,19.4,24.5,55.8,8.3,78.2,61.9,53.6,27.6,11.3,83.6439336,1.415037676,6.680135416,2.91853227,56.72986062,4.433234709
+134,53,167.2,420.3,47964,18409,14,0,"(45201, 48021.6]",51.3,50.3,52,"Plumas County, California",2.26,53,10,27.4,62.6,0,23.9,13.3,44.7,15.2,62.3,40.6,33.5,44.5,20.7,90.1191606,0.65380154,0.938521565,1.471053464,48.99598394,4.06430088
+8857,3377,154.6,414.5,56877,2361026,17.1,57.17853171,"(54545.6, 61494.5]",34.5,33.5,35.5,"Riverside County, California",3.24,48.4,15.7,36.2,,4.7,25.8,13.4,52.4,12.9,56.3,46.8,40.1,35,24.2,64.61041448,6.265186908,6.185118397,17.45632785,53.80374468,5.475268467
+6346,2389,168.9,452,55803,1501335,18.1,239.1205161,"(54545.6, 61494.5]",35.5,34.2,36.8,"Sacramento County, California",2.76,45,13.9,29.5,,7.2,22.3,19.1,55.3,11.8,63.2,,45.4,35.2,21.6,59.58677393,9.957416675,15.04162824,6.8865327,44.78928273,5.384470827
+216,75,150.4,433,68166,58792,14.1,102.0547013,"(61494.5, 125635]",35,34.2,35.7,"San Benito County, California",3.33,51,10.5,38.1,,5.1,24.4,13.4,60.1,12.2,64.5,54.1,48.4,31.2,20.5,84.53185538,0.780096252,2.66344667,6.939208089,59.57669496,6.536926148
+7241,2778,168,423.1,51951,2128133,20.4,62.02619855,"(51046.4, 54545.6]",32.5,31.4,33.6,"San Bernardino County, California",3.33,45.4,16,33.6,44.5,6,26.2,12.3,52.3,12.6,54.4,46.6,41.2,35.7,26.1,62.1540609,8.549248151,6.678254261,17.03872838,51.29451023,6.007621442
+419,189,187.9,426.3,39922,82005,17.2,512.1638924,"(37413.8, 40362.7]",40.5,39.4,41.9,"Cullman County, Alabama",2.55,57.6,20.6,30.6,44.7,4.1,34.7,9.1,49.7,7.3,62.6,47.9,42.1,35.3,19,95.69320077,1.19063793,0.557030816,0.737355648,54.8502573,3.913308575
+13294,4895,157.1,434.9,66034,3299521,14.7,139.1111013,"(61494.5, 125635]",35.1,33.7,36.5,"San Diego County, California",2.86,47.2,10.9,32.2,,9.6,19,22.1,56.7,8.7,66.6,55.5,44.6,28.4,16.8,70.85169042,5.065812498,11.45023294,6.707308749,49.61783364,4.953958986
+3948,1387,145.1,428.9,83788,864816,12.1,445.1814027,"(61494.5, 125635]",38.5,38.4,38.6,"San Francisco County, California",2.32,38.8,5.9,18.2,47.2,28.7,12.7,32.6,64.7,6.8,72,,52.1,27.8,15,48.727287,5.569345939,33.82950962,6.468886,33.90671041,3.673722996
+2718,1065,168.9,432.1,51527,726106,20.7,60.59721308,"(51046.4, 54545.6]",33.5,32.4,34.6,"San Joaquin County, California",3.16,47.9,18.7,30.8,,5,26.4,12.5,52.7,13.7,57.2,47.1,41.7,37.7,25.8,57.00214804,7.093743032,14.78546448,11.69212227,51.85212235,6.148432798
+1459,520,149.4,443.7,61775,281401,14.5,156.3604962,"(61494.5, 125635]",39.3,37.1,41.5,"San Luis Obispo County, California",2.51,48.2,6.3,20.1,66.4,7.2,19.7,20.8,54,6.6,71.9,55.9,45.6,30.3,13.9,85.00670845,2.054846537,3.662342641,5.069127757,50.36688036,4.076692166
+3648,1186,140,447,100806,765135,7.5,218.2621367,"(61494.5, 125635]",39.5,38.2,40.8,"San Mateo County, California",2.85,51.9,11.7,25.5,,16.2,16.5,27.1,64.1,6.7,76,63.8,55.7,25.8,13.2,54.97635332,2.596259538,26.55813637,9.447451755,53.65425415,5.015576324
+1912,664,142.3,433,62116,444769,17.4,229.3325299,"(61494.5, 125635]",33.6,32.4,35,"Santa Barbara County, California",2.92,44.9,11.1,19.2,,9.5,17.7,19.2,58.4,8,63.2,49.6,39.7,31.9,19.2,74.28381324,2.002294367,5.163014799,13.26786739,48.7159544,4.603274095
+7334,2355,135,420,97219,1918044,8.5,410.3138406,"(61494.5, 125635]",36.8,35.9,37.8,"Santa Clara County, California",2.95,53.2,10.6,25.8,,16.8,15.2,26.1,61.9,7.7,74.1,,57.3,24.8,14.2,48.30471231,2.585982167,33.76090451,9.834279814,56.30311056,5.541784514
+1225,396,145.4,450.4,64257,274146,16.1,83.89690165,"(61494.5, 125635]",37,35.9,38.3,"Santa Cruz County, California",2.72,44.9,8.5,21.9,,8.7,15.5,23.2,59.4,7.6,68.3,56,45.6,29.9,17.8,80.54538432,0.941406279,4.403256115,8.990337124,47.95784899,4.539151472
+1108,465,192,478.8,43661,179533,14.7,5.570006628,"(42724.4, 45201]",42.2,40.2,43.9,"Shasta County, California",2.54,49.1,12,27.5,,6.3,25.8,12.8,47.9,10.3,56.4,40.4,33.2,44.8,25.5,86.76051458,0.999206447,2.646108795,2.281744923,48.00288288,3.958736974
+16,9,158,312.8,47293,2967,13.8,0,"(45201, 48021.6]",54.5,54.4,55.1,"Sierra County, California",2.38,52.4,40.7,39.8,,0,34.5,14.8,42.4,8,58.8,36.3,31.2,49,25.5,96.42502483,0.099304866,0.033101622,0.397219464,51.91693291,2.073732719
+257,106,189.1,459.6,41940,49565,22.4,0,"(40362.7, 42724.4]",36.8,34,39.4,"Dale County, Alabama",2.56,50.6,15.8,37.7,,8.1,32.2,10.8,47.7,10.9,65.6,,30.7,36.7,18,74.66409979,19.6486584,1.179160149,1.189187021,48.51193606,4.908292431
+290,133,192.6,430.4,38641,43554,21.1,160.7200257,"(37413.8, 40362.7]",47.8,45.9,49,"Siskiyou County, California",2.26,52.1,13.9,35.9,,6,24.9,15.5,44.8,12.7,53.4,34.6,28.7,50.9,28.7,85.94828568,1.41473972,1.57648935,1.496753617,47.95902368,4.740349554
+2017,744,176.7,472.3,67106,436092,12.3,392.1190941,"(61494.5, 125635]",37.3,35.9,38.7,"Solano County, California",2.89,46.8,14.7,32.5,,6.5,23.8,17.6,55.3,11.4,69.2,,47.6,32.4,18.1,53.81430078,13.90759431,15.06037538,8.719844605,50.1044481,5.163792425
+2647,962,163.1,463.4,66949,502146,11.3,213.0854373,"(61494.5, 125635]",40.8,39.2,42.6,"Sonoma County, California",2.59,47.2,13.2,28,,6.4,19.9,21.4,59.5,8.1,69.2,,45.1,32.1,16.7,77.25732107,1.561572116,3.890498063,10.93019686,46.97095568,5.065070552
+2075,793,164.9,433.4,50917,538388,18.1,105.8716019,"(48021.6, 51046.4]",33.5,32.3,34.8,"Stanislaus County, California",3.08,47.9,12.2,37,46.7,4,28.3,11,52.3,15.2,54.7,44.9,39.7,39.8,27.7,75.29481367,2.718220897,5.415583455,10.6589908,51.06740112,6.025884863
+386,155,155.1,395.8,51827,96463,15.2,0,"(51046.4, 54545.6]",35.4,34.1,36.4,"Sutter County, California",2.95,53,18.9,31.9,,4.5,24.8,12.1,51.6,13.2,54.5,,35,41.4,26.9,69.56439573,2.151248858,14.74482136,6.138776024,53.34461259,6.71564894
+372,139,174,473.2,40782,63308,18.2,0,"(40362.7, 42724.4]",40.5,39.3,42,"Tehama County, California",2.63,51.4,14.8,45.1,,1.8,30.5,9.6,46.6,13.2,53.1,37.9,32.5,47.8,28,86.44381809,0.508297441,1.28103623,4.609513555,50.75092811,4.096971483
+98,41,189.4,455.5,34961,13069,19.9,0,"(34218.1, 37413.8]",50.3,50.1,50.5,"Trinity County, California",2.38,53.8,23.7,50.1,,10.6,31,15,42.2,9,44.8,,24.7,49.5,30.2,85.32116952,1.129140806,1.50302849,3.559410753,48.08533917,1.470588235
+1436,564,155.2,391.5,42360,459863,28.1,0,"(40362.7, 42724.4]",30.3,29.6,30.9,"Tulare County, California",3.36,47.5,21.1,33.5,,3.3,25.2,9.5,52.5,12,43.1,35.2,31.6,46.3,35,80.86791048,1.728068224,3.397770647,9.105505547,52.4099723,6.825864335
+412,142,159.9,490.8,49476,53709,14.3,18.61885345,"(48021.6, 51046.4]",48.6,46.4,51.1,"Tuolumne County, California",2.28,51.8,16.7,28.6,,3.5,29.7,13.7,42.3,12.9,64,,36.3,46.2,21.3,88.05636199,1.832504299,1.377614231,3.08437656,50.57606289,3.962223187
+3629,1234,146.1,432.7,74967,850536,11.5,43.50197993,"(61494.5, 125635]",37.1,35.8,38.4,"Ventura County, California",3.08,50.6,13.7,27.4,,7.9,19,20,60.4,8.6,66.8,55.8,47.3,29.1,17.1,78.82112144,1.791437777,7.077267424,7.154571716,55.71050939,5.34009399
+252,108,217.4,503.7,26602,41131,35.2,0,"[22640, 34218.1]",38.7,36.2,40,"Dallas County, Alabama",2.53,33.4,17.7,35.9,43.3,3.1,34.6,8.2,43.5,16.4,48.1,33.8,28.5,50.4,32.8,28.66869099,69.18441904,0.341604593,0.16131328,30.98763176,8.433257358
+760,282,158.9,428.2,54509,213016,19.5,117.3620761,"(51046.4, 54545.6]",30.9,30.5,31.4,"Yolo County, California",2.77,43.1,6,23.9,56.7,13.3,19.7,19.7,55.4,9,70.5,,49.3,27.6,16.2,66.08576114,2.609010226,13.66197183,10.78188308,46.42554551,4.109357003
+291,116,182.8,444.6,41403,74492,21.6,255.0609461,"(40362.7, 42724.4]",32.1,31,33.2,"Yuba County, California",2.87,49.5,15.2,35.5,43.7,5.6,25,9.9,46.4,14.8,52.1,,30.7,44.9,29.8,70.0872857,3.344363196,7.185751052,10.01947247,50.52309161,7.98203179
+1522,557,162.4,420.8,59316,491337,12.9,926.0446496,"(54545.6, 61494.5]",33,32.6,33.5,"Adams County, Colorado",2.98,49.7,22,33.5,,6.8,28.8,15.2,65.2,7.9,60.7,,45.9,29.8,20.1,82.81982827,3.239347547,3.805554259,5.44751128,50.69974717,6.288469602
+62,24,165.7,416.8,38140,16496,22.5,181.8622696,"(37413.8, 40362.7]",30.1,29.4,30.4,"Alamosa County, Colorado",2.56,45.1,8.8,23.4,,6.1,25.9,14.3,49.9,10.4,53.6,41.3,37.7,44.4,28.6,87.0305489,1.862437765,1.776384535,4.59155449,45.68442347,4.898266767
+2362,753,140.1,429.5,65359,631096,11.2,456.3489548,"(61494.5, 125635]",36.1,35,37.4,"Arapahoe County, Colorado",2.63,50.5,16.5,31.1,,12.3,20.4,26,65.7,7.2,70.3,59.1,51.1,26,15.3,73.06965199,10.24050238,5.373247193,5.817264224,49.05771316,5.782071504
+68,17,105.2,389.4,44508,12352,14.7,0,"(42724.4, 45201]",49.6,48,51.6,"Archuleta County, Colorado",2.25,60.6,20.1,44.8,,2.2,26,23.5,,8.2,51.8,35.1,24.3,42.8,23.6,87.36651881,0.903564975,0.747494661,7.548874651,56.39295088,4.115421003
+24,13,188.6,369.7,36294,3615,20,0,"(34218.1, 37413.8]",47.6,46.8,48.4,"Baca County, Colorado",2.3,57.8,28.9,22.6,,5.4,31.6,14.3,56.6,4.5,51.2,33,24.3,51.4,30.5,95.75790327,1.188867874,0.081059173,0.297216968,52.80612245,5.028735632
+24,13,176.2,322.4,35424,5830,32.3,0,"(34218.1, 37413.8]",41.1,38.7,50.3,"Bent County, Colorado",2.19,42.6,31.3,51.8,,1.2,44.5,4.8,24,8.3,46.7,,22.2,54,33.2,83.83375742,9.245122986,0.74639525,1.543681086,53.14984709,12.47920133
+1159,340,124.1,409.9,71546,319372,13.3,629.3601192,"(61494.5, 125635]",35.8,34.4,37.1,"Boulder County, Colorado",2.45,47.7,5.6,19,59.5,15.9,12.7,31.8,65.5,6.1,78.3,67.7,53.6,21.8,11.8,88.40216494,0.904100222,4.313748258,2.842287248,47.57827549,4.171506363
+215,80,158.4,417.3,85885,65065,4,46.10773842,"(61494.5, 125635]",37.5,36.6,38.1,"Broomfield County, Colorado",2.57,58.6,11.5,29.7,,23,14.7,32.8,67.4,5.5,82.8,71.3,63.4,19.9,9.5,86.74607489,1.001663948,6.003393796,2.136773258,57.20113892,5.099793071
+322,138,170.6,399.4,36241,71130,24,0,"(34218.1, 37413.8]",39.3,38.2,40.4,"DeKalb County, Alabama",2.81,53.5,24.1,30.6,,2.8,35.2,6.3,50.1,7.7,57.7,44.2,37.6,37.6,20.6,86.4172342,1.822198458,0.308155569,6.945460686,55.41918203,6.414172266
+105,39,140.8,392.2,48840,18658,12.4,0,"(48021.6, 51046.4]",49.2,45.8,51.4,"Chaffee County, Colorado",2.21,55.5,19.1,42.7,34.1,4.1,26.7,21.3,51.9,5.9,63,43.3,31.5,40.7,20.2,93.85548091,2.004478672,0.278551532,0.824731007,52.91387313,4.893475366
+10,4,124.5,373.7,52273,1829,13.4,1093.493712,"(51046.4, 54545.6]",37,37.3,36.5,"Cheyenne County, Colorado",2.63,53.7,22.4,23.6,,10.3,33.6,17.3,61.9,9.3,61,52.7,39,26.3,16.8,96.3036963,0.2997003,1.548451548,0.2997003,52.35531629,5.299539171
+50,15,139.4,416.9,69115,9303,8.5,0,"(61494.5, 125635]",48,47,48.1,"Clear Creek County, Colorado",2.13,57.4,7,53.2,,0,22,25.9,65.6,5.4,76.8,63.2,47.7,26.8,11.8,94.01269702,1.313485114,0.634851138,1.105516637,51.78444812,3.600654664
+33,14,138.1,326.6,33998,8130,22.9,0,"[22640, 34218.1]",38.4,38.1,39,"Conejos County, Colorado",2.78,56.3,21.2,38.1,,0.7,32.8,14.5,48.4,9.7,45.9,35.6,30.1,47.3,30.1,91.6595951,0.096981452,0.169717542,4.33991999,54.91858887,7.34055355
+17,7,116,307.3,27882,3584,28.5,0,"[22640, 34218.1]",49,47.6,52.2,"Costilla County, Colorado",2.46,48.2,22.8,34.4,42.7,0,27.4,8.3,41.8,14,41,,20.6,57.5,31.2,92.96285954,0,0.781904496,2.094387043,44.81811942,7.517482517
+22,7,110.7,389.1,32570,5562,40.5,0,"[22640, 34218.1]",35.5,38.6,30.1,"Crowley County, Colorado",3.78,30.9,17.3,31.6,45.4,5.7,39.1,7.8,32.7,27,44.7,33.8,27.2,52.9,37.2,84.03891191,5.260313457,0.378310214,5.854800937,47.21984602,10.31111111
+31,11,160.8,439.8,48368,4445,14.9,0,"(48021.6, 51046.4]",56.4,58.5,55,"Custer County, Colorado",2.15,64.8,36.8,21.3,42,0,18.7,21.9,38.2,14,51.9,24.4,19.3,52,24.2,93.98094353,3.137346038,0,0.162677202,58.16633267,5.851979346
+178,78,163.5,396.2,45283,29979,15.6,0,"(45201, 48021.6]",47.3,45.3,48.8,"Delta County, Colorado",2.41,56.3,20,45,32.3,2.6,37.5,12.7,46.3,11.7,53.6,,31.5,43.9,23.6,94.89640564,0.959819951,0.688422586,1.52578275,53.20119423,8.005224855
+2459,909,163.7,439.2,54872,682545,15.9,881.9931287,"(54545.6, 61494.5]",34.1,33.8,34.3,"Denver County, Colorado",2.3,39.2,15.2,22.4,44,18.5,17.7,27.3,66.3,6.3,62.1,52.9,44.6,31.1,21.1,76.08080609,9.706397559,3.555738901,5.976719916,33.83092514,5.543167508
+7,4,122.2,234,44235,1978,15.4,0,"(42724.4, 45201]",39.9,37.6,48.6,"Dolores County, Colorado",2.64,52.7,12.3,14,,33.3,37.8,16.9,54.2,4.6,59.9,41.6,32.3,44.8,24,96.18689581,0,0,0.107411386,50.56657224,2.105263158
+406,158,193.8,482.4,54298,81468,14.4,36.82427456,"(51046.4, 54545.6]",37.9,36.7,39.1,"Elmore County, Alabama",2.65,51,20.7,34.3,37,8,35.4,13.4,52.2,8.3,74.2,56.1,48,31.3,14.4,75.516016,21.21887498,0.516325545,0.678528534,54.32620153,5.800146592
+984,259,128.4,424,107250,322387,3.7,843.706477,"(61494.5, 125635]",37.6,36.9,38.2,"Douglas County, Colorado",2.76,65.6,14.9,28.8,,12.7,12.9,37.8,70.3,4.1,88.9,78.9,69.2,13.8,5.6,90.51255155,1.080221778,4.062559044,1.125502486,66.6645667,4.964771639
+138,26,80.8,347.1,76661,53605,7.8,93.27488107,"(61494.5, 125635]",35.6,35.4,35.7,"Eagle County, Colorado",2.94,51.4,20.6,32.4,,13.6,17.9,34.8,76.5,4.4,72.2,64.4,46.9,15.7,8.6,88.5499087,0.659996957,1.048006695,7.47108947,54.29372197,4.860486049
+102,32,148.3,410.8,83603,24735,5.9,0,"(61494.5, 125635]",45.1,45.1,45.2,"Elbert County, Colorado",2.82,62.6,18.2,32.9,,11,27,22,64.7,6.7,77.9,63.1,51.7,22.9,10.8,95.27562356,0.528191155,0.838398659,0.301823517,68.195319,3.311386522
+2600,825,148.5,451,59286,674471,12.2,173.4692819,"(54545.6, 61494.5]",33.6,32.2,35.4,"El Paso County, Colorado",2.6,53.8,11.5,29.8,,7.8,21,21.9,57.3,8.4,72,56.2,39,29.1,15.6,80.2506473,6.03916803,2.738525611,4.530368353,53.08353072,6.187072813
+288,110,166.2,454.3,41385,46692,19.1,0,"(40362.7, 42724.4]",43.5,40.5,49,"Fremont County, Colorado",2.21,49.8,33,38.5,,1.5,39.2,9.4,35.1,9.2,58.5,,31.6,47.6,27.1,87.99162554,5.236172531,0.685765558,2.093614476,51.786807,5.417177079
+183,58,126.4,379.6,62529,58095,10.2,51.6395559,"(61494.5, 125635]",35.9,35.8,36.1,"Garfield County, Colorado",2.72,57.8,29.1,33.1,,8.1,26.1,19.6,66.5,6.9,58.2,,39.5,23.3,14,88.09306889,0.872520849,0.737613007,7.099306188,58.66550286,4.502177282
+22,7,129.8,400.2,64752,5828,7.9,0,"(61494.5, 125635]",44.7,44.6,44.8,"Gilpin County, Colorado",2.14,54.5,23.8,24.3,38.1,13.9,24.4,20.1,68,4.9,73,63.6,54.3,22.6,11,92.14986619,0.517395183,0.142729706,2.925958965,47.82608696,3.787268332
+47,16,123.2,310.5,59379,14615,10.4,0,"(54545.6, 61494.5]",42.5,42.4,42.6,"Grand County, Colorado",2.69,54.6,25.9,38.6,,17.7,25.5,26.9,68.9,5.7,64.1,55.6,39.3,23.6,14.5,91.72160155,1.408646173,1.894386233,3.240580112,55.46666667,1.309904153
+40,12,102.6,283.5,48940,16067,14.9,248.9574905,"(48021.6, 51046.4]",34.3,34.1,34.8,"Gunnison County, Colorado",2.34,43,10.2,20.2,56.6,13.1,17,40.4,,7.8,69.1,,35.3,22.2,13.4,95.66161907,0.715609226,0.626158073,0.421698294,42.22999841,6.455696203
+52,21,151.5,454.7,32750,6492,22,0,"[22640, 34218.1]",53.5,52.4,54.9,"Huerfano County, Colorado",2.08,48.1,23.5,34,,0,27,14.9,39.9,15,54.3,34.5,25,49,22,86.2503845,0.676714857,0.184558597,3.614272532,42.32804233,3.911735206
+2635,846,141.7,436.7,70687,565524,8.3,282.923448,"(61494.5, 125635]",40.4,39,41.9,"Jefferson County, Colorado",2.44,52.4,15.5,28.5,,12.1,21.3,26.4,65.5,5.9,77.1,64.8,55.9,24.2,12.2,90.81785988,1.088995264,2.576655128,1.770997784,50.66310141,4.465658687
+8,5,200.9,373.8,42310,1423,13.5,0,"(40362.7, 42724.4]",41.2,41.4,40.9,"Kiowa County, Colorado",2.45,55.5,19.4,11.6,56.6,12.4,34.3,13.3,62.9,2,64.5,47.3,38.4,35.1,18.9,93.77990431,0.820232399,0.0683527,0,54.88850772,3.095975232
+40,17,161,389.8,46394,7758,14.9,128.8992008,"(45201, 48021.6]",38.9,38,41.9,"Kit Carson County, Colorado",2.35,54.8,25.2,33,,6.1,38.5,9.5,54.3,5.9,59.3,48.1,37.1,35.4,22.5,92.15538847,4.185463659,0.313283208,2.130325815,51.68165168,13.23328786
+23,8,152.5,357.5,46765,7485,16,0,"(45201, 48021.6]",39,38.9,39,"Lake County, Colorado",2.38,52.5,17.5,29.3,,8.6,35.5,20,69.7,5.7,59.7,51.3,44.4,28.2,20.1,87.06873132,0.067916327,0.65199674,9.766367835,49.25619835,4.060324826
+233,69,129.3,415.5,60658,54688,10.7,749.7074312,"(54545.6, 61494.5]",38.8,37.6,40,"La Plata County, Colorado",2.38,51,9.2,23.4,,10.1,19.4,27.3,63.7,5.2,70.6,57.5,42.7,25,12.7,88.57508179,0.379827761,0.716407807,2.37298334,49.65834612,5.222636717
+1230,419,134.1,395.3,57659,333577,12.8,257.8115398,"(54545.6, 61494.5]",35.5,34.4,36.7,"Larimer County, Colorado",2.47,50.3,7,21.2,,12.4,19,27.6,63.1,6.7,75.7,,51.9,25.5,13.3,91.07618147,0.898415282,1.991660041,2.219799074,50.51543096,4.709495456
+80,35,162.2,372,39625,14058,17.4,0,"(37413.8, 40362.7]",45,42.2,48,"Las Animas County, Colorado",2.36,52.2,12.6,31.2,,0.2,28.3,10.5,49.3,9.2,56.6,,33.4,43,24.7,82.67255051,1.834103289,0.68261739,8.2534648,50.56642636,3.897032535
+26,11,147.4,372.9,41248,5557,18.3,2159.438546,"(40362.7, 42724.4]",37.8,35.8,44,"Lincoln County, Colorado",2.24,41,19.5,47.4,,1.6,42.2,11.6,32.8,6.3,64.2,48.4,39.7,43.4,25.9,84.51989777,11.15370573,0.091274188,0.912741877,51.28205128,5.208333333
+105,42,150.7,400.5,45439,22036,17.7,0,"(45201, 48021.6]",37.6,36.1,41.6,"Logan County, Colorado",2.61,46.5,11.2,33.1,,2.9,31.3,9.8,57,9,59,46,37.1,37,22.3,91.3352791,1.445640277,2.129697191,0.957679679,49.20913884,2.713797035
+724,281,153.9,414.8,50106,148513,15.4,188.5356837,"(48021.6, 51046.4]",38.4,36.8,40.1,"Mesa County, Colorado",2.43,51.7,16.5,27.9,52.1,3.4,29.1,17.7,57.8,8.7,63.2,48.7,40.7,36.5,20.2,92.79800317,0.746783555,0.61014381,2.090182231,49.53981255,7.265243902
+615,264,201,472.9,39904,103057,19,0,"(37413.8, 40362.7]",40.8,39.3,42.2,"Etowah County, Alabama",2.56,50.1,19.8,32.2,,4.7,31.9,10.1,49.4,9,62.8,,39.7,38.7,19.9,81.25204788,15.4434015,0.654356918,0.697723725,50.28948094,4.287972051
+55,21,164.1,403.9,56193,12937,11.2,0,"(54545.6, 61494.5]",37.1,35.9,38.1,"Moffat County, Colorado",2.6,53.1,21.5,52.9,,1.7,40.3,11.1,62.9,5.9,64.1,50.8,45.2,31,17.2,93.06243806,0.487916444,0.853853778,1.677212777,51.42398716,6.831648658
+148,54,147.9,435.9,44163,26168,16.3,0,"(42724.4, 45201]",43.4,42.3,45,"Montezuma County, Colorado",2.44,52.4,36,32.4,,2.6,29,15.4,54.2,9.5,49.9,37.4,31.6,40.9,25.4,83.01945525,0.369649805,0.249027237,1.53307393,49.39041951,4.020100503
+208,87,151.4,382.1,46336,40946,15.5,73.26723001,"(45201, 48021.6]",44.2,42.4,45.5,"Montrose County, Colorado",2.4,58.6,29,40.7,27.5,2.7,31.6,15.3,51.6,10.2,54.1,37.2,29.7,42.8,24,92.58115889,0.646821022,0.438564253,3.192453755,54.41316794,3.819022136
+126,53,162,408,47631,28360,13.4,0,"(45201, 48021.6]",36.4,35.6,37.3,"Morgan County, Colorado",2.67,54.7,27,41.8,,2.7,32.1,8.9,61.7,6.2,62.9,49.4,42.9,36.6,21.9,89.98906873,2.609400896,0.412567439,3.230015163,53.60330103,5.340817963
+100,41,150.9,400,33043,18343,26,0,"[22640, 34218.1]",39.7,39.2,40.4,"Otero County, Colorado",2.42,50.6,20.3,28.2,45.4,6.1,28.9,10.7,49.7,10.7,46.5,34.1,29.7,50.6,32.3,90.6525953,0.333835882,0.942278699,3.553736808,49.69144084,4.346733668
+20,7,106.1,307.1,57242,4691,9.6,0,"(54545.6, 61494.5]",52.9,51.2,53.5,"Ouray County, Colorado",2.31,61,17.3,37.6,,2.4,19.4,30.8,56.4,6.7,69.8,49.8,31.7,35,13.9,97.72925764,0,0.829694323,0,56.86868687,2.292993631
+74,23,137.9,402.1,58487,16510,9.4,0,"(54545.6, 61494.5]",49.4,49.7,49,"Park County, Colorado",2.2,59.2,16.9,41.4,28.6,13,25.5,20.4,63.8,5.6,71.8,,45.9,28.1,15.2,95.8860955,0,0.963617271,0.148248811,53.94179533,4.06824147
+26,10,136,414.3,47006,4349,11.5,0,"(45201, 48021.6]",43.7,38.8,45.2,"Phillips County, Colorado",2.52,61.4,22.7,37.8,36.4,3.1,29.1,14.8,57.8,5.3,64.4,48,31.2,38,18.8,95.08121711,0.16014642,0.823610158,0.686341798,58.44535359,10.87248322
+64,12,59.7,318.5,73274,17787,7,0,"(61494.5, 125635]",43.4,43.7,43.4,"Pitkin County, Colorado",2.28,38,24.1,20,,15.3,11.5,42.2,69,7.7,75.1,64.4,41.6,19.1,9.6,94.44316877,1.526980482,1.44087256,1.136624569,35.70673712,5.170657157
+3168,1154,173.9,496.2,57732,556772,12.4,39.51348128,"(54545.6, 61494.5]",40.6,39.2,41.8,"Bristol County, Massachusetts",2.53,46.5,12.9,33.2,,10.8,30.2,16.6,59.9,9,70.5,,51.1,39.1,21.9,87.1416864,3.698691844,2.072316707,4.169237087,46.67333242,4.63936694
+113,37,160,497.3,61259,17299,9,0,"(54545.6, 61494.5]",45.9,44.9,47.3,"Dukes County, Massachusetts",2.79,47.2,6.7,25.2,,22.5,23.1,25.1,62.2,5.2,70.5,,43.6,34.8,19.9,92.60910371,3.320037541,0.786015955,0.99718442,53.40436158,3.227665706
+4431,1477,161.5,507.1,70074,776043,10.7,73.44953823,"(61494.5, 125635]",40.6,38.9,42.2,"Essex County, Massachusetts",2.59,48.6,14.7,32,,13.4,26.2,22.3,62.5,7.7,71.6,57,52,37.2,21.4,79.79692321,3.912684313,3.4547404,10.18211715,48.51378199,4.825363357
+387,149,153.9,413.9,53953,70601,12,84.98463195,"(51046.4, 54545.6]",45.1,43.8,46.6,"Franklin County, Massachusetts",2.3,47.6,12.9,32.2,43,11.8,27.1,18.8,62.6,6.7,73.6,55.2,50.4,40.1,19,93.88423479,1.295963117,1.626279096,0.833520747,44.84802331,3.458753556
+2371,1004,180,442.9,49072,470690,17.7,31.86810852,"(48021.6, 51046.4]",38.6,36.7,40.4,"Hampden County, Massachusetts",2.57,42.2,17.5,30,,8.1,30.8,15.6,56.8,10,62.7,48.3,45,46.4,29.2,78.6437513,8.657147558,2.108789615,7.831578857,41.87394008,4.653517654
+715,291,164.4,415.4,57737,161292,15,18.59980656,"(54545.6, 61494.5]",35.9,35.2,36.5,"Hampshire County, Massachusetts",2.36,39.6,4.6,10.7,,7.8,24.2,21.6,60.6,7.2,79.7,65.4,57.6,29.5,15.3,88.78880809,2.712756362,5.265646091,0.827947424,44.85169961,2.489937484
+7861,2722,159.6,473.1,84026,1585139,8.9,49.20704115,"(61494.5, 125635]",38.5,37.1,39.9,"Middlesex County, Massachusetts",2.56,50.2,9.2,26.6,,22.2,21.1,26.2,65.5,6.1,80.7,67.6,60.8,27.2,13.9,79.05310401,4.882669415,10.49960286,2.388125307,51.20807592,4.75120604
+64,16,146.9,572.8,82596,10925,7.1,0,"(61494.5, 125635]",39.5,38,40.4,"Nantucket County, Massachusetts",2.62,49.2,19.8,22.7,,11.7,25.4,26.2,72.4,3,74,58.4,42,32.5,17.1,85.70481243,9.425918909,1.13679424,1.913603638,44.94009686,4.179364388
+3932,1349,160.9,494.7,90039,696023,6.5,22.98774609,"(61494.5, 125635]",40.9,39.6,42.2,"Norfolk County, Massachusetts",2.58,52.2,8.7,26,,22.6,21,28,64.5,6.9,83.6,68.4,62.8,26.9,12.1,80.7158717,6.262568687,9.69608315,1.177221577,52.83939201,4.696647392
+3012,1037,176,517.7,74576,510393,8.5,25.47056876,"(61494.5, 125635]",42.1,40.5,43.4,"Plymouth County, Massachusetts",2.71,50.9,11.1,34.5,,12.7,29,22.1,62.4,7.9,76.7,61.6,56.7,33.4,17.4,84.85390555,9.01979626,1.271241123,2.385636941,54.00578752,4.322689366
+3190,1170,178.6,488.6,54280,778121,21.5,2389.088586,"(51046.4, 54545.6]",32.2,31.6,32.8,"Suffolk County, Massachusetts",2.39,30.4,8,21.2,,18.9,23.6,23.2,62.5,8.7,64.8,53.3,46.7,37.9,26.3,55.53807455,22.39316712,8.616993381,7.4039522,28.06061913,4.178438278
+4132,1539,171.5,470.3,65217,818963,11.5,69.60021393,"(61494.5, 125635]",39.8,38.4,41,"Worcester County, Massachusetts",2.6,48.3,10.9,32.7,,13.8,28.9,21.3,61.8,7.8,74.7,60.9,56,34.3,19.4,84.97536794,4.641309106,4.469408769,3.03094576,49.56736261,4.642829838
+92,42,177,408.2,36377,10349,17.5,0,"(34218.1, 37413.8]",56.6,56.5,56.7,"Alcona County, Michigan",2.08,60.5,20.6,38.1,,4.7,39.9,9,35.3,12.2,66.6,,26.4,55.6,18.7,97.53554502,0.274881517,0.360189573,0.123222749,55.38892222,2.960526316
+62,24,154.2,419.3,45308,9383,15.5,0,"(45201, 48021.6]",48.7,45.5,52,"Alger County, Michigan",2.43,48.2,26.9,51.4,,0.8,43.2,13.1,38.7,10.8,65.8,42.9,38.3,43.5,18.6,85.74292951,7.735331363,0.105529759,0.105529759,51.75792507,2.429149798
+484,207,166.7,387.2,54232,114625,11.4,8.724100327,"(51046.4, 54545.6]",40,39.2,40.8,"Allegan County, Michigan",2.67,58.1,17.5,41,36.6,4.8,38.3,14.5,58.1,6.1,72,54.2,49.3,32.5,17.4,94.46546789,1.519005291,0.747095368,0.935863236,60.28214738,5.293976097
+228,81,179.3,537.3,38121,28803,16.8,0,"(37413.8, 40362.7]",47.1,45.6,48.5,"Alpena County, Michigan",2.24,53.2,14.8,25,,3.7,33.4,10.1,,9.3,65.7,42.8,37.9,43.2,18.2,96.73180129,0.567634512,0.464428237,0.168570249,49.22182047,4.633003644
+161,66,167.7,422.1,45743,23154,13,0,"(45201, 48021.6]",49.5,48.6,50.2,"Antrim County, Michigan",2.38,60.1,25.4,27.6,41.3,5.7,33.7,15.8,49.3,9.7,64.6,41.6,35.4,45.7,21.8,96.07598745,0.322344952,0.275067692,0.709158895,58.22066261,3.888098625
+114,50,202.3,467.3,36460,15261,19.9,65.52650547,"(34218.1, 37413.8]",48.4,47.9,49,"Arenac County, Michigan",2.36,55,18.2,50.2,,3.7,42.8,7.3,43,12,62.9,,35,47.9,22.2,96.45357884,0.486255187,0.2593361,0.350103734,53.45121762,5.930470348
+47,22,182.5,395.4,41624,8575,15.8,0,"(40362.7, 42724.4]",43.6,39.3,49,"Baraga County, Michigan",2.14,41.1,28.8,51,,3.7,44.1,8.8,31.6,8.1,69.8,47.4,43.1,43.2,17.3,73.77445339,18.49252014,0.575373993,0.115074799,48.11701412,4.516129032
+223,115,155.7,312.7,57235,59314,10.2,0,"(54545.6, 61494.5]",42.6,42.1,43.1,"Barry County, Michigan",2.56,59.5,18.6,41.4,,6.7,36.6,12.4,57.1,7.9,73.7,55.5,50.2,35.4,16.5,96.37006103,0.486922414,0.476778197,0.933267959,59.8441058,6.143948532
+616,262,182.3,448.2,46061,105659,16.8,132.5017273,"(45201, 48021.6]",42.6,40.2,44.5,"Bay County, Michigan",2.42,49.6,12.9,34.3,45.7,7.1,35.6,12.5,53,9.7,69.8,50.3,46,39.7,18.7,94.49380494,1.353352453,0.588577105,0.587639881,48.20153793,5.244463933
+125,50,179,472.8,48846,17457,11.8,0,"(48021.6, 51046.4]",48.4,47.2,49.4,"Benzie County, Michigan",2.37,53.7,17.9,38.9,,2.6,34.2,13.6,52.3,8.4,68.1,44.2,37.1,42.1,16.9,96.01422263,0.332626025,0.269541779,0.229397259,52.33217993,4.021937843
+945,370,179,479.8,44145,154636,17.7,1189.891099,"(42724.4, 45201]",41.4,39.9,42.8,"Berrien County, Michigan",2.46,50.1,17.6,33.2,42.3,6.9,30.6,15.5,55,9.4,64.9,,43,38.4,20.7,78.08697329,15.02458779,1.84810208,1.866100987,48.44605751,5.359859567
+202,92,170.7,376.6,46371,43664,15.2,0,"(45201, 48021.6]",40.6,39.8,41.9,"Branch County, Michigan",2.58,51.4,24.7,38,,6.2,40.8,9,53.3,7,66.6,50.1,45.8,36.7,19.2,94.67807624,2.377247975,0.464467121,0.681828582,53.74485083,6.000674233
+691,315,187.7,428.1,45916,134314,15.4,461.604896,"(45201, 48021.6]",40.1,38.7,41,"Calhoun County, Michigan",2.48,46.5,14.2,35.3,,6.7,35.7,13.6,52.9,10,66.5,49.4,44.9,39.2,20.6,82.72943097,10.93701313,1.908153424,0.475554566,44.34058657,4.992021883
+228,125,181.6,335,48030,51657,14.8,0,"(48021.6, 51046.4]",44.1,43.1,45.2,"Cass County, Michigan",2.56,54.2,24.7,27.5,,3.4,36.2,11.5,53.5,9.7,65.5,,43.6,38,20.1,88.25069295,4.733215276,0.769941484,1.751616877,54.30575593,5.517112399
+177,64,167.7,483.4,47991,26238,12.6,0,"(45201, 48021.6]",46.7,45.7,47.5,"Charlevoix County, Michigan",2.39,56.1,11.2,40.9,,5.8,31.8,16.9,55.1,7.8,71.3,50.6,43.3,37.9,16.7,95.16721512,0.325246805,0.482130558,0.436213362,53.80767093,4.386136675
+180,78,184.5,451.3,41930,25427,16.1,0,"(40362.7, 42724.4]",49.1,48.2,50.1,"Cheboygan County, Michigan",2.26,58.2,11.4,46.3,,2.7,39.4,11.8,46.3,13.9,60.2,36.7,30.9,48.2,23.3,93.1880109,0.67341378,0.354223433,0.09731413,54.62888711,3.917098446
+120,49,169.7,441.8,51175,18856,11.3,0,"(51046.4, 54545.6]",45.2,44.2,46.9,"Green Lake County, Wisconsin",2.36,57.4,18.4,43,,4.9,42.3,11.4,59.5,5.7,67.4,49,42.8,38,18.1,96.11409891,0.537804492,0.39544448,1.555414953,53.45761431,3.697661773
+120,46,157,424.1,58419,23813,8.9,0,"(54545.6, 61494.5]",42.9,42.1,43.4,"Iowa County, Wisconsin",2.43,58.7,9.9,50.1,,5.3,36.3,15.5,,4.7,76.2,60.9,54.1,31.4,15.3,96.97084438,0.412301738,0.593209643,0.824603475,56.25967592,5.031948882
+49,24,195.8,451.5,39408,5794,15.6,0,"(37413.8, 40362.7]",52.4,52.4,52.5,"Iron County, Wisconsin",1.99,58.1,22.2,27.7,,1.6,35.8,14.1,50.1,7,65.3,,35.2,46.7,21.4,97.12205857,0.440155747,0.067716269,0.338581344,50.13745704,4.091341579
+114,46,173,441.2,47985,20554,14,194.6093218,"(45201, 48021.6]",42.2,40.7,43.8,"Jackson County, Wisconsin",2.42,50.7,18,51.8,,2.7,42.2,9.1,,5.6,66.2,48.9,44.1,39.2,20.6,88.2490386,2.278148274,0.45757679,1.080660079,50.52763819,5.77755154
+416,153,164,446.1,56365,84559,10.6,236.5212455,"(54545.6, 61494.5]",39.1,38.6,39.8,"Jefferson County, Wisconsin",2.49,53.8,8.2,33.8,50.5,7.5,36.5,15.6,65.9,5.5,77.2,61.6,55.7,30.3,14.3,94.51182643,0.828739107,0.688837513,1.971663999,54.73421158,4.73206677
+155,65,174,434.3,45158,26224,13.1,0,"(42724.4, 45201]",44.4,42.9,45.9,"Juneau County, Wisconsin",2.48,48.5,17.9,43,31.7,7.4,42.2,9,53,7.1,66,46.2,41.4,42.7,21.4,94.32701744,2.347701366,0.441609421,0.362346192,49.77964744,4.951690821
+781,314,188.1,470.4,53945,168437,15.4,100.9279434,"(51046.4, 54545.6]",37.4,36.4,38.3,"Kenosha County, Wisconsin",2.62,47.6,12,40.2,,7.2,32.8,16.3,60.7,9.7,69.8,57.2,52.4,32,18.6,87.4768985,7.381153942,1.393244226,1.275202995,47.54051019,4.702469467
+112,37,126.7,422,56160,20366,8.9,0,"(54545.6, 61494.5]",43.5,42.8,44.6,"Kewaunee County, Wisconsin",2.49,57.7,17.6,32,,8,44.2,11.9,63.4,4.7,78.6,62.5,54.2,31.6,13.9,97.10491627,0.31245423,0.390567788,0.488209735,57.66773163,4.802328402
+571,210,160,457.2,49790,118212,12.6,676.7502453,"(48021.6, 51046.4]",35.4,34.5,36.3,"La Crosse County, Wisconsin",2.41,47.2,5.3,26.7,,8.4,27.7,19.5,65.1,5.4,76.9,62.4,56.5,28.6,13.7,91.48469004,1.389173672,4.463980589,0.651014968,47.7074118,4.937288473
+86,36,166,423.2,52260,16829,11.7,0,"(51046.4, 54545.6]",41.4,40.5,42.1,"Lafayette County, Wisconsin",2.51,57.4,21,33.3,43,2.8,41.5,12.2,66.2,3.6,71.8,,48.8,31,14.9,96.81021681,0.386100386,0.207900208,1.585981586,56.4098706,5.702647658
+132,53,165.9,448.8,40968,19223,15.9,1404.567445,"(40362.7, 42724.4]",47.2,46.3,48.3,"Langlade County, Wisconsin",2.21,54.5,18.6,48.6,27.5,5.3,42.4,10.3,54.3,8.2,63.2,46.1,40.1,43.4,23.3,96.18945322,0.777453839,0.317119329,0.368267608,49.67290256,7.291666667
+196,78,184.4,498.7,48881,27980,10.9,0,"(48021.6, 51046.4]",46.1,45.5,46.9,"Lincoln County, Wisconsin",2.22,57.2,13.1,41.6,,5,40.5,10.9,59.6,6.1,74.7,54.9,49.4,36.1,15.5,96.95962667,0.51969172,0.431308775,0.289896062,53.43425397,3.410283316
+471,188,165.9,440.1,48430,79806,10.8,350.8508132,"(48021.6, 51046.4]",44.2,43,45.6,"Manitowoc County, Wisconsin",2.34,55.7,13.2,37.7,,9.4,39.9,14.2,,5.7,75.2,,53.1,34,16.3,94.56911862,0.465717018,2.653966046,0.532780269,53.3734194,5.10901206
+743,253,153.9,478.1,54400,135868,9.9,1037.771955,"(51046.4, 54545.6]",40.6,39.2,41.7,"Marathon County, Wisconsin",2.48,55.8,12.2,38.7,,7.9,37.1,16.1,65.2,5.7,75.6,60.4,54.7,30.5,14.8,91.6213557,0.702782278,5.459508644,0.178284767,54.18585648,5.823165636
+280,119,182.8,466.3,43701,40884,13.4,1858.917914,"(42724.4, 45201]",47.2,46.3,48,"Marinette County, Wisconsin",2.2,54.6,12.1,34.6,,3.2,42.6,9.9,55.3,7.5,69.6,50.4,45.4,41.6,19.9,96.72536149,0.370576695,0.547387798,0.542543658,49.59331841,4.527363184
+110,54,217.8,471.9,43661,15075,13,0,"(42724.4, 45201]",48.6,47.8,49.4,"Marquette County, Wisconsin",2.36,55.8,19.3,54.3,,4,43.8,9,54.4,7.6,68.8,47.9,42.7,42.5,19.1,96.52575958,0.435931308,0.482166446,0.984147952,53.1743525,7.254261879
+19,9,228.8,478.4,36774,4573,29.1,0,"(34218.1, 37413.8]",31.6,27.4,34.4,"Menominee County, Wisconsin",3.48,37.2,24.9,63.9,11.2,0,43.8,10,43.8,14.8,33.9,24.5,23.7,45.2,33,11.00876208,0.426870366,2.44888789,0.15726803,40.11119936,10.89005236
+4630,1813,189.9,494.3,42946,957735,22,486.5646552,"(42724.4, 45201]",34.2,33.1,35.2,"Milwaukee County, Wisconsin",2.44,38.1,15.5,27.8,,10.4,28.1,19,59.7,9.3,60.2,49.6,45.6,38.5,25.9,61.84453192,26.39990627,3.772102613,4.196188251,35.13170821,4.989477448
+238,95,179.8,459.2,52978,45549,14.4,0,"(51046.4, 54545.6]",39.3,38.8,39.8,"Monroe County, Wisconsin",2.49,53.4,16.2,46.9,,4.9,39.4,12.4,60,6.5,69.4,51.7,44.4,34.7,17,94.03410346,0.996156735,0.713433759,1.084507664,51.05653591,9.392150771
+233,91,184.3,483.9,52776,37435,10.5,988.3798584,"(51046.4, 54545.6]",45.4,45.4,45.4,"Oconto County, Wisconsin",2.4,59.9,15,44.5,34.4,6.2,43.7,10.4,62.3,5.5,73.1,58.7,53.1,32.8,17.3,96.33098516,0.245490447,0.442950155,0.6991141,58.53674286,5.631220534
+297,113,185.3,514.4,49040,35567,12.6,2755.363118,"(48021.6, 51046.4]",49.9,48.9,51,"Oneida County, Wisconsin",2.33,56.8,11,45.1,,5.8,34.3,15.5,54.7,6.3,71.8,,41.6,41.2,17.5,96.32289008,0.737665835,0.628278125,0.266457241,55.73650625,4.641415709
+845,282,153.4,464.9,59377,183245,10,120.0578461,"(54545.6, 61494.5]",37.8,36.6,38.9,"Outagamie County, Wisconsin",2.51,55,12.8,32.5,,8.7,34.2,19.7,68.1,3.9,78.5,66.6,60.9,25.5,13.5,90.51931497,1.114559663,3.206229563,1.802915258,53.90397844,4.723966632
+522,181,161.9,484.1,77364,87850,5,330.1081389,"(61494.5, 125635]",43.8,42.7,44.8,"Ozaukee County, Wisconsin",2.5,60.5,14.3,28.5,,15.9,22.5,30.3,64.8,4.5,85.2,69.5,61.4,24.4,9.5,94.59855855,1.364683235,2.091139299,0.311665693,60.59983209,4.880531448
+39,18,163.1,387.6,53828,7290,12.1,411.5226337,"(51046.4, 54545.6]",45.2,44.1,46.2,"Pepin County, Wisconsin",2.45,59.5,19.6,40.5,,6.9,43,12.2,60.8,4.6,70.5,,45.1,34.7,15.7,98.11448725,0.352685838,0.244167119,0.203472599,58.93703453,6.083916084
+108,57,149.8,278.5,68471,40889,10.8,24.45645528,"(61494.5, 125635]",35.9,36.1,35.8,"Pierce County, Wisconsin",2.51,51.5,5.8,18.6,,5.8,32.6,19.1,68.1,3.6,79.4,67.4,61,23.5,12,96.4141278,0.485306012,1.107870291,0.428932082,55.33372867,4.109589041
+182,99,168.1,321.4,52411,43441,11.2,0,"(51046.4, 54545.6]",44.1,43.6,44.7,"Polk County, Wisconsin",2.39,57.4,14.9,43.7,,6.1,39,13.3,60.1,6.8,69.5,53.6,47.9,36.1,18.8,96.29119618,0.387863766,0.541632241,0.743596805,54.76825609,5.534351145
+308,119,155.1,414.5,52075,70408,15.4,894.7846836,"(51046.4, 54545.6]",36.2,35.2,37.2,"Portage County, Wisconsin",2.41,49.6,4.4,23.9,64.3,7.4,33.7,19.6,62.8,7.2,78.7,63.2,55.5,28.2,12.9,94.03680145,0.616197183,2.701896865,0.506871876,51.06597522,4.146396651
+100,41,170.1,451.2,42659,13645,13,0,"(40362.7, 42724.4]",50.5,50,51.1,"Price County, Wisconsin",2.03,60.4,8.1,56.2,,2.2,41.6,12.2,56.9,4.6,67.5,,40.7,44.8,21.8,96.77536232,0.347826087,0.543478261,0.079710145,51.85074627,6.227254347
+1069,371,166.8,491.6,54782,195080,13.1,287.0617183,"(54545.6, 61494.5]",39.7,38.6,41.2,"Racine County, Wisconsin",2.53,50,17.6,37.6,,5.5,30.7,15.7,59.9,8.4,70.8,56.9,52.7,32.8,17.9,80.83532158,11.06955027,1.188332179,3.364888786,49.61094928,5.596635235
+105,45,168.7,420.9,44026,17495,13.5,0,"(42724.4, 45201]",44.1,42.7,45.5,"Richland County, Wisconsin",2.29,59,11.3,37.5,47.3,3.8,41,10.7,58.8,4.8,68.9,50.9,44.1,38.6,18.9,96.44426913,0.726924377,0.383184943,0.946692212,54.56472771,7.105568445
+819,344,186.8,455,51237,161448,14.9,12.3878896,"(51046.4, 54545.6]",38.9,37.7,40.2,"Rock County, Wisconsin",2.47,50.2,12.7,42.1,,5.8,36.8,13.4,60.1,8.5,69.7,54.4,50.3,35.4,19,90.11553753,3.491634884,1.151020053,1.185861741,47.85966011,6.125337107
+102,45,195.2,484.9,39999,14124,16.9,708.0147267,"(37413.8, 40362.7]",47.5,46.7,48.3,"Rusk County, Wisconsin",2.27,55.5,22.6,42,,3.5,43.2,10.1,55.2,5.9,60.6,42.3,36.3,46.4,25.3,96.85867521,0.982099324,0.376123146,0.362192659,50.79339638,4.399845619
+249,125,163.8,315.2,75920,87513,4.9,399.9405803,"(61494.5, 125635]",37.6,37.2,37.9,"St. Croix County, Wisconsin",2.63,59.5,14.1,31.7,,14,27.7,22.8,69.6,4.6,81.8,,62.7,23,10.6,96.14714694,0.735037971,1.02882092,0.137021296,60.15588897,6.401613935
+316,141,176.8,420.9,50243,63642,11.9,0,"(48021.6, 51046.4]",40.9,38.3,43.3,"Sauk County, Wisconsin",2.45,53.8,17.2,37.1,,9.3,36.6,15.3,64.9,5.5,71.9,55.5,49.1,34.4,17.2,95.251778,0.53498857,0.671513843,0.612776226,52.09427184,4.992503748
+123,55,208.5,483.8,40701,16376,17,0,"(40362.7, 42724.4]",49.3,49.1,49.6,"Sawyer County, Wisconsin",2.19,57,29.4,36.5,,4,34.5,14.6,,9.8,57.9,,32.9,48.4,27.4,78.21998423,0.691621671,0.43074683,0.588485106,51.33849708,4.272316777
+257,101,168,457.1,47841,41304,11.2,0,"(45201, 48021.6]",44.3,43.6,45.2,"Shawano County, Wisconsin",2.41,55.5,12.7,47,,3.6,45.3,10.5,60.5,5.4,68.9,53.7,47.2,35.5,19.1,89.41366119,0.288718331,0.459543344,0.295936289,53.8656602,4.11444786
+659,238,166.9,481.7,55335,115569,9.1,597.0459206,"(54545.6, 61494.5]",41.3,40.1,42.6,"Sheboygan County, Wisconsin",2.4,55.6,13.7,37,,9.6,36.7,16.1,64.3,5.8,76.8,61.4,56.1,30.2,14.3,90.18971413,1.426761321,5.076979154,1.116067554,53.57915248,5.012640228
+107,37,131.8,412.7,48683,20455,11.7,0,"(48021.6, 51046.4]",43.1,42.4,44,"Taylor County, Wisconsin",2.32,58.7,18.5,41.1,35.6,4.8,46.3,9.3,62.2,5.5,69.4,52.8,44.4,35.7,17.8,97.79765667,0.486168506,0.116680441,0.486168506,53.72316126,6.550868486
+162,61,161.1,452,50266,29550,12.2,0,"(48021.6, 51046.4]",40.7,40.4,41,"Trempealeau County, Wisconsin",2.45,54.8,17,38.2,,8.6,38.8,13.2,65.9,3.6,74.6,,55,30.7,14.9,93.4754522,0.465796274,0.550795594,4.226166191,52.56866734,4.872575733
+160,70,168,415.9,46943,30506,18,0,"(45201, 48021.6]",42.3,41.8,42.9,"Vernon County, Wisconsin",2.54,58.6,25.6,40.4,,2.2,38.1,13.5,57.8,4,63.6,,42.4,33.2,16.5,97.29185244,0.501998084,0.48548499,0.67703689,56.98248001,7.467204844
+218,72,177,572.8,41211,21387,14.8,187.0295039,"(40362.7, 42724.4]",52.6,52.1,53.1,"Vilas County, Wisconsin",1.99,59.8,14.9,28.3,,6.8,31.4,16.7,49.3,8,65.6,39.2,30.2,50.4,22.5,86.56988996,0.398033247,0.51510185,0.355888551,50.64813075,4.69334869
+560,217,185.6,492.4,52852,102804,13.7,165.3632154,"(51046.4, 54545.6]",38.9,37.4,39.9,"Walworth County, Wisconsin",2.53,51.5,8.6,31,,6.1,31.8,17.3,62.9,7.2,73.3,,51,30.9,15.5,93.52089985,1.012238085,0.88704277,2.294276924,51.75544794,4.797917183
+116,55,209.5,472.2,42079,15552,13.4,0,"(40362.7, 42724.4]",49.2,49.1,49.4,"Washburn County, Wisconsin",2.16,59.3,13.6,51.1,,6.3,38.8,14.1,52.9,6.6,64.8,43.9,38,45.3,22.4,95.53503185,0.535031847,0.541401274,0.299363057,53.25584652,5.452638937
+707,237,153,467.5,69346,133674,5.9,44.88531801,"(61494.5, 125635]",42.1,40.8,43,"Washington County, Wisconsin",0.0249,60.5,12,36.9,42.8,8.3,30,20.9,68.5,4.5,82.8,68.2,62.4,25.2,11,95.78697121,1.035953687,0.993823399,0.410770307,59.83515133,5.225693273
+2221,750,155.3,474.7,76584,396488,5.8,534.6946188,"(61494.5, 125635]",42.8,41.5,43.9,"Waukesha County, Wisconsin",2.51,59.7,11,29.4,,15.1,24.3,27.5,66.3,4.2,84.6,,63.9,23.7,9.8,92.88095401,1.423047531,2.960852864,0.981534657,60.15575098,4.334726295
+333,147,189.4,472.2,52850,51945,10.4,0,"(51046.4, 54545.6]",44.4,43.5,45.3,"Waupaca County, Wisconsin",2.35,55.5,14.7,47.1,33.1,5.2,43.7,12.6,60.7,5.7,73.5,57.6,52,33.4,16.7,96.91127098,0.441247002,0.447002398,0.627338129,53.3624373,5.973097545
+158,70,181.1,432.3,46835,24033,13.9,0,"(45201, 48021.6]",47.9,46.8,49.2,"Waushara County, Wisconsin",2.39,56,29.6,39.1,,4.2,42.3,9.8,51.6,7.2,67,46.7,41.4,41.8,19.3,94.42868303,1.837917849,0.365938901,1.397968834,56.31128083,4.379909545
+891,332,172.9,483.9,52711,169546,12.1,176.9431305,"(51046.4, 54545.6]",37.7,37.1,38.5,"Winnebago County, Wisconsin",2.33,48.7,7.4,28.2,57.3,7.1,34,18.8,62.7,4.7,76.3,62.2,57.4,29.3,15.1,92.54455516,2.041371802,2.425978083,0.766845755,47.64356895,4.928895838
+442,165,156.6,452.9,51003,73435,11.3,2178.797576,"(48021.6, 51046.4]",43.4,42.1,44.8,"Wood County, Wisconsin",2.3,55.3,12.2,39.4,,10.1,39.2,12.9,61.2,6.6,72.8,54.7,48.5,37.5,18.7,94.99675728,0.532346106,1.991568935,0.614765173,51.03572217,4.989577905
+114,36,128.4,397.6,42838,37956,24,0,"(42724.4, 45201]",26.6,26.1,27,"Albany County, Wyoming",2.26,39.8,1.4,14.7,,9.9,17,27.7,64.5,4.7,79.8,69.4,58,19,9.1,89.4875549,1.280447225,3.069346466,2.611473446,39.24786107,4.074920055
+63,27,159.8,416.6,50437,12022,10.7,0,"(48021.6, 51046.4]",41.2,41.5,40.6,"Big Horn County, Wyoming",2.59,56.2,21.7,37.4,,0.1,31.3,14.5,56.9,4.4,65.3,49.4,44.3,32.3,14.6,95.03993274,0.058848256,0.479192938,1.269440942,56.44622578,6.672369547
+146,58,215.9,436.5,79358,49220,7.1,0,"(61494.5, 125635]",32.7,32.4,32.9,"Campbell County, Wyoming",2.71,56.6,18.3,37.6,,5.8,34.4,14.7,73.6,4,77,69.2,65.1,16.1,8.8,93.57257409,0.791452315,0.635244621,1.970299711,56.15648201,5.19665272
+77,26,151.5,426.1,58225,15559,12.3,64.27148274,"(54545.6, 61494.5]",39,38.2,39.8,"Carbon County, Wyoming",2.44,53.2,17.6,41.6,,6.6,35.6,13.6,63.5,4.3,71.2,57,51.5,27.1,13,91.59412923,1.410508927,0.21602389,1.855263994,51.06417813,5.625
+67,30,196.6,434.9,63166,14236,9.3,0,"(61494.5, 125635]",40.3,38.9,41.6,"Converse County, Wyoming",2.47,58.9,12.4,48.4,,3.7,38,12.4,66.4,5.1,74.1,57.9,50.7,28.8,12.8,95.10673002,0.141833912,0.921920431,0.744628041,56.42064471,9.966777409
+28,15,152.2,280.9,59701,7444,8.4,0,"(54545.6, 61494.5]",43.4,42.6,44.8,"Crook County, Wyoming",2.43,67.4,19.9,41.2,,0.8,34.7,12.8,65,4.1,73.1,55.7,45.6,29.5,12.6,98.93484576,0.193664407,0.124498548,0.262830267,64.13116971,5.333333333
+191,81,169,409.3,48624,40315,14,0,"(48021.6, 51046.4]",38.2,37.1,39.4,"Fremont County, Wyoming",2.61,49.6,21.6,31.2,,4.4,31.7,14.6,59.2,7.8,59,,39.6,34,18.3,73.85106122,0.483376273,0.596245859,1.376518219,49.50424005,6.7516967
+72,31,159.5,392.1,45721,13383,14.3,0,"(45201, 48021.6]",42.9,41.6,44.7,"Goshen County, Wyoming",2.35,52.9,13.3,39.2,,1.8,29.9,14.1,55,6.8,67.1,47,40.1,37.8,16.1,91.92262256,0.361783816,0.243650325,4.282339043,52.80460624,7.372914241
+37,13,163,484.2,44427,4741,10.9,0,"(42724.4, 45201]",49.6,48.1,50.1,"Hot Springs County, Wyoming",2.15,55.9,15.7,7.1,72.7,4.5,30.8,13.1,59.2,3.3,65.1,41.6,34,40.7,16.5,96.46496153,0.249532127,0.332709503,0.519858598,48.76260312,11.20381406
+49,19,147.8,412.7,51434,8585,9.7,0,"(51046.4, 54545.6]",44.6,42.9,45.8,"Johnson County, Wyoming",2.34,54.1,29.1,44.1,,3.4,36.1,16.5,63.8,3.6,76.9,,46.5,30.5,12.2,97.36046512,0.046511628,0,1.802325581,48.39682105,6.819672131
+435,159,156.1,438.5,57192,97121,10.8,175.0393839,"(54545.6, 61494.5]",36.7,35.2,38.2,"Laramie County, Wyoming",2.51,53.3,13.6,36,,6.4,26.3,17.8,61.3,5,74.6,,47.9,27.8,12.2,87.85929101,2.909955884,1.165239807,3.984030347,51.75899609,5.053669323
+73,27,143.3,365.9,63575,18722,9,0,"(61494.5, 125635]",38.1,37.6,39.1,"Lincoln County, Wyoming",2.68,61.4,14,55.2,25.7,5.1,31.5,15.7,63,6.4,77.6,,51.4,24.9,10.6,96.53854553,0.147412099,0.414937759,0.540511029,61.14462263,6.394269037
+367,139,168.2,451,57427,82178,10.4,462.4108642,"(54545.6, 61494.5]",36,35.4,37.1,"Natrona County, Wyoming",2.44,50.6,17.3,33,,5.4,27.5,14.5,65.7,5.1,69.6,56.1,50.2,26.8,13.4,92.55102423,1.114846709,0.947369737,1.261076602,47.12271638,5.340540541
+16,7,180.6,436.8,45251,2542,14.7,0,"(45201, 48021.6]",43,41.4,44.3,"Niobrara County, Wyoming",2.15,55.4,22.6,40,,3,28.1,17.5,,1.6,67.9,45.6,38,34.7,13.3,93.20349762,0.278219396,0.635930048,0.755166932,52.15311005,6.042296073
+158,61,152,411.3,55354,29228,10.8,1402.764472,"(54545.6, 61494.5]",43.6,42.3,44.6,"Park County, Wyoming",2.38,56.3,12.4,29.1,53.2,5.3,28.5,17.5,64.5,3.8,71.4,54.9,44.4,30.5,13.1,94.78005865,0.814214249,0.600310505,1.28687252,54.58467264,5.701401192
+54,20,141.5,416.9,49713,8812,13,0,"(48021.6, 51046.4]",47.9,46.2,49.6,"Platte County, Wyoming",2.3,55,7.1,52.4,,0,30.8,14.7,57.3,2.4,62.6,43.1,37.2,37,16.4,94.25142857,0.034285714,0.434285714,2.331428571,48.43001597,9.708737864
+173,65,168.7,458.1,54716,30009,9.9,1499.550135,"(54545.6, 61494.5]",42.2,42,42.5,"Sheridan County, Wyoming",2.28,56.9,5.5,37.1,50.2,7.2,27.2,19.3,60.2,3.4,73.9,56.9,47.8,29.3,12.7,93.67139687,0.810410922,0.763333109,1.688075863,53.28351089,4.312372589
+33,11,126.9,352,77222,9899,6.8,0,"(61494.5, 125635]",38.1,36.9,39.8,"Sublette County, Wyoming",2.74,62.1,30.2,21.3,,6.6,35.2,17,69.7,5.4,76.1,65.4,54.3,18.2,8.6,95.69042206,0,0.523870713,0.118612237,64.53215567,5.14813016
+155,49,141.1,403.5,72604,44626,9.8,0,"(61494.5, 125635]",33.6,33.9,33.4,"Sweetwater County, Wyoming",2.64,55.2,16.9,35.5,,4,35.4,13.8,68.4,5.4,74.2,62.7,59,21.9,11.3,92.13347628,0.866613062,0.857678906,1.684088269,54.38575454,8.929775551
+83,23,136.9,402.7,75348,23125,7.7,0,"(61494.5, 125635]",38,38.2,37.9,"Teton County, Wyoming",2.63,47.7,7.4,25.2,,26.7,17.9,37.8,76.5,2.6,77,67.2,46.1,14.4,5.5,93.1603245,0.32271077,1.900407871,2.783380395,50.5801881,1.745232098
+68,24,132.8,359.3,56800,20822,10,0,"(54545.6, 61494.5]",34.6,33.2,35.8,"Uinta County, Wyoming",2.76,56.5,18.4,38.6,,0.4,36.2,13.9,65.8,4.4,71,,54.1,24.4,13,94.23315815,0.195891065,0.119445772,1.538461538,57.45134631,6.918371652
+50,21,182.3,448,50802,8328,12.6,0,"(48021.6, 51046.4]",43.4,43.7,43.1,"Washakie County, Wyoming",2.34,56,34.2,52.3,,0.2,29.3,15,58.7,6.8,66.8,49.3,43.8,32.2,13.9,91.23809524,0.678571429,0.166666667,4.142857143,51.70842825,5.37037037
+37,17,182.6,397.1,55520,7234,13.2,0,"(54545.6, 61494.5]",42.1,42,42.7,"Weston County, Wyoming",2.27,58,16.5,46.1,,4.6,32.2,12.9,57.7,5.2,73.4,57.6,52.5,29.4,12.4,94.7287472,0.209731544,0.531319911,0.069910515,52.34427328,17.40104556
+48,17,157,467.5,36544,7743,20.5,0,"(34218.1, 37413.8]",43.2,43,43.4,"Franklin County, Mississippi",2.36,60.2,14.2,38.6,,2.8,37.3,10.5,51.1,8.9,58.5,,41.5,36.6,21.3,63.59933817,35.84065165,0.114547537,0,54.99848071,7.715311005
+98,48,210.5,415.7,44811,23373,17,0,"(42724.4, 45201]",36.4,35.3,38.6,"George County, Mississippi",3.02,51.3,18.3,46.7,,2.6,40.7,7.6,47,9,56.2,44.9,39.4,35.7,22.5,89.27891274,7.929362881,0.683864266,0.895948753,56.87324321,3.008098727
+51,24,171.2,355.4,39615,13522,23.6,0,"(37413.8, 40362.7]",36.9,36.3,39.6,"Greene County, Mississippi",2.59,43.8,20.9,39.9,,1.8,36.7,5.6,34.3,12.6,54.9,42.3,36.4,39.2,23.3,72.04331517,25.81215939,0,0.375115012,52.53588517,6.247604446
+141,60,225.1,541.3,33650,21578,24.8,185.373992,"[22640, 34218.1]",40.4,38.8,40.9,"Grenada County, Mississippi",2.86,39.3,35.7,31.5,,0.4,30.2,9.9,,9.4,55.3,42.7,37.2,44,23.9,55.53702932,43.6153953,0.490945301,0,42.92636963,1.946661476
+239,98,179.8,443.1,46288,46420,19.8,43.08487721,"(45201, 48021.6]",41.8,40.4,42.9,"Hancock County, Mississippi",2.43,50.9,17.9,29.9,,5.2,29.2,13.3,50.4,10.1,56.9,41,35.2,36.7,19.4,86.97920091,9.143708769,0.962149604,1.343502751,47.7758055,4.851190476
+959,398,206.7,497.4,41010,201410,18.8,24.82498386,"(40362.7, 42724.4]",424.8,34.2,36.8,"Harrison County, Mississippi",2.52,45.3,14.8,33,,4.2,28.8,13.2,54,9.7,57.5,42.2,32.6,35.9,20.2,69.41070373,23.27327939,3.04124972,1.080155705,41.8307372,5.1314986
+1189,413,175.5,502.3,38454,242891,23.6,551.6877941,"(37413.8, 40362.7]",33.6,32,35.2,"Hinds County, Mississippi",2.68,35,17.3,25,,8.1,24.9,16.1,55.4,10.3,56.1,44.5,37.8,37.2,23.8,27.30056858,70.30796262,0.820745585,0.708492968,34.49223767,5.533244087
+110,48,239.7,554.1,22640,18340,44,0,"[22640, 34218.1]",33.5,31,36.6,"Holmes County, Mississippi",2.82,25.1,13.8,40,,2.9,36.9,8.5,37.5,19.2,34.9,27.6,23.8,52.6,38.7,16.54059237,82.55913062,0.383549968,0,26.46417445,5.501407841
+55,22,220.9,560.9,25562,8669,40.3,0,"[22640, 34218.1]",35.3,32.3,37.5,"Humphreys County, Mississippi",2.91,26.8,24.6,34.4,,2.7,27.8,7.8,39.4,26.8,33.5,26.3,23.4,53.4,39.8,22.60685663,75.40071238,0.111308994,0.745770258,26.98724239,9.134847753
+7,4,257.8,448.4,37096,1337,39.5,0,"(34218.1, 37413.8]",44.3,44.5,43.7,"Issaquena County, Mississippi",2.33,33.6,38.8,36.5,,0,34.9,4.4,27,11.6,36.6,25.7,18.3,57.1,32.7,34.3144849,65.14329977,0,0.542215337,38.76146789,5.23255814
+136,55,193.2,487.2,38366,23609,17.2,0,"(37413.8, 40362.7]",39.3,37.1,41.5,"Itawamba County, Mississippi",2.54,51.9,8,35.3,,3.4,31.8,8.8,50,9.3,61.2,46.6,41.5,39,22,91.71463903,6.528506247,0.217474735,0.571404205,53.67289191,5.256362966
+728,285,193.7,486.8,48018,141425,15.6,141.4177126,"(45201, 48021.6]",37.8,36.7,38.6,"Jackson County, Mississippi",2.78,48,18.4,30.1,,4.2,31.4,12.1,53.5,9.1,62.3,48.3,42,32,18.2,72.28382951,21.82603998,2.261935227,1.314367767,48.31017873,5.060304916
+102,42,194.1,468.1,35019,16569,22.7,0,"(34218.1, 37413.8]",41.6,41.2,42.2,"Jasper County, Mississippi",2.4,50.9,18.7,41.5,,3.2,36.4,9,47.6,7.9,52.3,36.6,31.2,46.8,28.8,46.26235833,52.95997106,0.006028454,0.144682903,47.28648334,4.697986577
+42,17,199.1,491.8,26408,7507,38.5,0,"[22640, 34218.1]",34.8,33.4,37.5,"Jefferson County, Mississippi",2.81,26.3,15.9,34.5,,5.2,36.4,6.6,30.9,15.9,43,32.7,28,52.2,33.4,13.93356182,85.94779858,0.118639599,0,25.54027505,4.610130905
+75,35,216.1,464.5,28271,11665,29.8,0,"[22640, 34218.1]",43.1,42.1,44.6,"Jefferson Davis County, Mississippi",2.35,41.6,24.4,41.4,31.8,2.3,39.1,9.7,42.2,12.9,46.4,29.4,26.1,47.3,28.4,38.40549368,61.23440248,0,0.142366636,36.89978083,7.061933535
+346,141,178.6,446.7,37367,68215,24.4,0,"(34218.1, 37413.8]",36.6,35.6,37.9,"Jones County, Mississippi",2.71,48,18.3,30.2,,5.2,28.2,10.4,50.2,7.4,52.2,39.6,35.5,43.6,27.6,69.06379987,28.86958814,0.555099889,0.443786982,48.71544318,8.134642356
+55,22,171,432,33015,9969,28.2,0,"[22640, 34218.1]",38.3,35.7,41.5,"Kemper County, Mississippi",2.53,36.7,31.6,21.9,,6,31.1,7.9,42.9,10.1,49.6,35.6,32.2,47.2,27,36.83282734,59.01478797,0.107726961,0,35.63437926,8.165019338
+180,70,168.3,441.6,40797,53154,25.9,112.8795575,"(40362.7, 42724.4]",28.5,28.1,29.3,"Lafayette County, Mississippi",2.65,36.3,4.3,16.1,,8.7,20.9,21.7,52.8,8.4,73.5,,47.3,25.1,13.6,71.99867107,24.02235729,1.932810882,0.570658016,40.60228453,4.979333506
+232,82,163.5,444.2,51389,60618,14.2,16.49675014,"(51046.4, 54545.6]",34,32.5,35.1,"Lamar County, Mississippi",2.68,52.4,12.7,22.4,,10.5,23.9,23.5,59.5,8.5,65.5,,44.5,28.5,16.9,75.8002887,20.08321304,1.399337692,1.020633438,52.42167848,5.380501321
+397,149,161.9,438.8,38869,78524,21.7,0,"(37413.8, 40362.7]",37.5,35.1,39.8,"Lauderdale County, Mississippi",2.56,42.8,17.9,34.9,,6.2,30.9,12.1,52.2,9.6,58.4,45.3,37.4,37.9,23.2,54.46688045,42.45540635,0.845525604,0.711494138,41.78310495,5.340297394
+82,33,211.9,527.4,38471,12622,22.3,0,"(37413.8, 40362.7]",40.7,40,41.1,"Lawrence County, Mississippi",2.63,51.6,20.6,43.2,33.3,2.8,35.4,8.5,47.2,10.8,56.4,40.8,34.8,39.2,22.2,66.335611,32.30573653,0.063562689,0.158906722,51.52719665,5.109751709
+118,59,236,475.7,32239,22763,27.1,0,"[22640, 34218.1]",34.8,32.6,37.3,"Leake County, Mississippi",2.67,45.5,28.3,38.8,,4.3,35.1,8.4,48.9,10.5,48.6,37.9,33.8,41.2,25.4,52.22217423,41.35965102,0.215954736,0.077743705,45.95862401,4
+459,225,249.7,517.1,43374,85300,19.4,246.1899179,"(42724.4, 45201]",36.5,35.2,37.6,"Lee County, Mississippi",2.6,48.8,19.5,28.9,,6.3,27.5,14.1,57.7,7.8,61.8,49.4,44.7,36.2,21.8,68.92845383,27.96697869,0.677360177,0.839644386,47.92176039,4.984662577
+165,76,234.6,511.5,26439,30999,40.1,0,"[22640, 34218.1]",32.9,31.1,34.7,"Leflore County, Mississippi",2.76,27.4,17.1,33.6,,4.7,33.8,11.5,39.3,16.3,38.9,30.5,26.6,49,35.6,25.39662394,72.17921056,0.812285823,0.964589415,28.93569845,4.749478079
+194,86,212.5,478.1,36118,34649,21.6,86.58258536,"(34218.1, 37413.8]",37.7,36.2,39.7,"Lincoln County, Mississippi",2.62,48.7,16,38.9,,7.8,35.7,9.3,49,7.5,57.7,45.5,37.6,37,22.4,68.23529412,30.79534014,0.575291241,0.046023299,48.44146848,2.20341093
+285,121,185,445.6,39937,59710,23.6,150.7285212,"(37413.8, 40362.7]",36.3,35,37.7,"Lowndes County, Mississippi",2.5,45.7,16.1,24.1,,10.5,29,14.2,,12.6,57.5,43.1,35.5,38.5,21.7,53.79654601,43.83323004,0.703529372,0.626476155,44.66265578,6.778509815
+430,269,292.5,460.5,66671,103465,13.1,19.33020828,"(61494.5, 125635]",37,35.4,37.8,"Madison County, Mississippi",2.65,52.3,15.4,22.5,,10.9,16,26.7,62.9,5.4,75.2,62.5,51.2,26.6,13.5,56.73240055,38.23775973,2.318317,1.872218119,51.2302261,4.789430223
+146,66,205.5,462.7,33428,25563,30.4,0,"[22640, 34218.1]",39.1,37.3,40.5,"Marion County, Mississippi",2.58,50.3,27.6,30.5,,3.4,36.5,8.7,45.5,10.4,48.3,36.1,31.2,45,27.1,65.7627638,32.29537707,0.011490291,0.578344632,48.83839413,7.310838446
+184,88,213.6,438.7,37554,35916,21.5,27.84274418,"(37413.8, 40362.7]",39.6,38.8,40.4,"Marshall County, Mississippi",2.63,43.9,14.4,33.7,,8.2,37.7,9.6,48.4,8.4,51,40.2,32.1,40.3,26,49.20159406,47.59928542,0.08794833,2.077779305,43.94933618,3.7384301
+227,80,174.3,501,36810,35827,20.1,0,"(34218.1, 37413.8]",40.6,38.7,42.7,"Monroe County, Mississippi",2.57,49.8,21.7,29.1,46.5,2.8,33.8,9.9,49.6,10.9,58.5,44.9,39.7,39.3,22.9,68.09951624,30.46579129,0.09398756,0.05252246,49.69862227,5.236239649
+67,28,194.5,473.8,31963,10152,24.7,0,"[22640, 34218.1]",41.7,40.5,42.9,"Montgomery County, Mississippi",0.0243,48.2,26.9,45.3,24.8,3,32.1,10.6,43.8,8.5,53.7,38.8,34.9,48.1,28.3,53.5454893,45.04013761,0.181574924,0,46.30368458,7.049608355
+137,59,181.3,419.5,37686,29463,20.7,0,"(37413.8, 40362.7]",35.8,34.7,36.9,"Neshoba County, Mississippi",2.71,45.6,24.8,20.5,,4.8,32.7,9,55.6,9.8,55.3,42.9,36.9,37.2,22.6,59.36114777,22.36997936,0.477108923,0.087977532,44.7662507,8.259717314
+116,48,185.3,457.9,35185,21747,22.3,0,"(34218.1, 37413.8]",37.7,37.1,38.3,"Newton County, Mississippi",2.61,48.9,17.9,30,,5.8,30.1,10.6,49.7,10.6,58.2,44.1,38.3,38.4,21.6,63.23685547,30.35590638,0.25388912,0.189262798,48.2711272,4.476744186
+54,27,204.2,423.5,28730,11043,31.3,0,"[22640, 34218.1]",36.8,34.3,40,"Noxubee County, Mississippi",2.69,39.4,21.2,33.6,38.5,6.7,30.5,7.3,44.6,19,41.5,28.8,22.2,49.2,30.5,27.76631069,71.93753926,0,0.143587903,39.93115318,4.965357968
+160,56,147.8,425.4,34429,49800,29.9,100.4016064,"(34218.1, 37413.8]",25,24,26,"Oktibbeha County, Mississippi",2.51,33,3.9,10.3,,7.5,19.3,21.7,47.3,13.3,70,59.2,51.2,26.3,14.3,58.32653727,37.11670201,3.001141739,0.491355407,36.08648401,3.389715373
+178,83,224.4,478.6,34526,34167,25.9,0,"(34218.1, 37413.8]",36.5,35.2,37.8,"Panola County, Mississippi",2.81,40,24.7,40.4,,8.7,36.7,10.7,48.6,10.3,51.5,40.6,34.4,42.9,27.7,48.81447648,50.17601024,0.046548163,0.122188927,41.16047144,6.394230769
+326,137,208.6,495.5,38465,55191,19.3,0,"(37413.8, 40362.7]",40.7,39.5,41.9,"Pearl River County, Mississippi",2.61,51.9,14,32.2,,1.1,31.4,9.6,46.2,12.1,55.9,41.9,36.8,37.6,21.3,84.08399159,13.55714182,0.143126314,0.710196391,51.86838785,4.728190104
+69,28,202.6,492.4,32459,12277,22.6,0,"[22640, 34218.1]",40.1,37.7,43,"Perry County, Mississippi",2.75,48.2,31,28,,0.7,41.3,6.1,42.8,12.9,48,,29.1,41.6,24.1,77.46779355,21.31779765,0.073849184,0.139492902,48.11020036,4.821037253
+235,101,215.8,506.1,30078,39956,30.5,0,"[22640, 34218.1]",36.7,34.6,39.2,"Pike County, Mississippi",2.65,40.4,26.7,32.6,,0.5,34.5,10.1,47.5,9.5,50.8,36.8,30.8,46.2,28,45.61946351,52.47161572,0.426699938,0.551466001,39.61676485,5.009078287
+150,59,180.8,468.2,40198,30908,17.7,0,"(37413.8, 40362.7]",37,35,39.2,"Pontotoc County, Mississippi",2.87,49.2,14.9,30.8,,6.4,34.7,9.5,57.6,6.6,56.6,44.7,38.6,35.1,21,79.54582692,15.17514828,0.344070518,3.630763181,50.87269968,5.189340813
+129,63,203.2,428.8,34794,25459,22.3,0,"(34218.1, 37413.8]",39.2,37.1,41.5,"Prentiss County, Mississippi",2.5,51.1,20.4,33,,3.8,33.9,6.9,47.5,10.2,51.4,,32,45.3,27.1,83.95981087,14.19621749,0.208825847,0.657998424,51.18215461,4.867486575
+40,24,254.5,432.5,26204,7486,36.2,0,"[22640, 34218.1]",38.5,36.7,40.2,"Quitman County, Mississippi",2.49,36,10.7,36.6,,3.6,29.1,9.5,38.3,25.3,33.8,24,22.1,52.6,37.1,28.93956964,70.24867929,0,0.296353563,33.11496888,6.153846154
+697,222,157.3,483.7,58368,149039,11.1,6.709653178,"(54545.6, 61494.5]",36.9,35.9,37.9,"Rankin County, Mississippi",2.62,53.5,15.2,26.8,,12.1,26.9,18.7,60.3,5.4,73.1,58.8,52,26.8,13,77.11176675,19.68915448,1.223758355,0.673203371,54.32342007,4.71844142
+158,62,211,535.9,32049,28265,26.9,0,"[22640, 34218.1]",36,34.5,37.2,"Scott County, Mississippi",2.85,42.7,22.9,32.8,39.5,4.8,34.4,7.7,50.4,13.1,48.5,37.7,32.5,40.5,24.9,59.80277807,37.33078853,0.862404128,0.943696321,41.294393,5.869989491
+33,13,215.1,543.8,27877,4585,37.4,0,"[22640, 34218.1]",38.5,33.7,40.4,"Sharkey County, Mississippi",2.64,32.9,31.2,30.8,,0,30.6,16,45.1,22.1,41.7,31,24.4,47.7,32.7,27.92924037,71.55046826,0.353798127,0.166493236,33.29564726,7.020547945
+146,58,183.7,461.8,34338,27222,25.9,0,"(34218.1, 37413.8]",37.7,35.5,41.1,"Simpson County, Mississippi",2.77,46.2,22.7,35.8,,2.9,38.9,8.6,46.6,10.9,49.4,34.6,29.6,44.3,27.6,62.81157622,35.69942703,0.018247509,0.255465129,48.13390165,5.577235772
+75,40,200.5,376.2,38975,16059,20.8,0,"(37413.8, 40362.7]",40.1,40.1,40.1,"Smith County, Mississippi",2.65,53.6,24.9,39.1,,5.4,42.2,8.2,50.8,4.8,56.8,42.6,36,41.7,24.5,74.87236267,24.76471674,0.06766316,0.012302393,51.32292523,5.357614146
+93,39,214.2,506.8,41136,18070,19.5,0,"(40362.7, 42724.4]",36.8,35.4,39.1,"Stone County, Mississippi",3,49.3,13.2,34.6,,6.1,34.4,10.4,48.4,9.7,55.8,,37.3,37.4,23,78.69062187,19.19012126,0.150183558,0.022249416,56.29770992,6.422857143
+126,63,230.1,463.6,29227,27005,34.8,0,"[22640, 34218.1]",34.1,32.8,35.7,"Sunflower County, Mississippi",2.81,29.3,23.3,29.5,,4.4,28.3,9.5,38.2,20.1,42.3,32.6,28.1,45.9,32.2,25.78553259,73.0393035,0.383361399,0.24721436,33.19228961,6.248990796
+70,37,235,447.4,28456,14588,37.4,0,"[22640, 34218.1]",36,33.2,43.9,"Tallahatchie County, Mississippi",2.4,30.1,36.6,44.3,18.1,1,32.1,5.2,29.6,19,47.6,,31.9,46.4,27.6,42.10842971,45.13002206,1.484056421,10.33491544,35.20291838,2.224694105
+141,64,215.5,474.6,40975,28296,18.5,0,"(40362.7, 42724.4]",36.7,34.7,38.3,"Tate County, Mississippi",2.67,44.8,19.8,30.6,,1.7,29.6,11.3,51.4,10,60.6,46.2,40,36.3,20.6,67.07372866,30.78303713,0.362484603,0.464543375,46.8612555,5.503910285
+106,45,175.7,415.1,37026,22131,19.1,0,"(34218.1, 37413.8]",38.4,36.9,40.8,"Tippah County, Mississippi",0.0261,56.1,12.6,38.5,,1.9,32,7.4,49.3,12.2,56.9,43.3,36.1,40,22.7,81.25056679,16.00163236,0.244853541,0.312868414,56.40196431,5.683802134
+116,49,184,445.6,35550,19552,17.7,0,"(34218.1, 37413.8]",42.8,42.8,42.9,"Tishomingo County, Mississippi",2.52,56,17.9,39.4,,3,38.3,7.2,50.2,10.5,57,40.1,35.8,40.8,22.7,94.53400891,2.599928348,0.163775014,1.427913404,54.88761108,3.298774741
+49,21,236.9,523.3,30689,10343,27.9,0,"[22640, 34218.1]",32.2,30.3,33.8,"Tunica County, Mississippi",2.6,35.3,17.8,31.7,,0,30.6,12.3,54.5,12.4,46.6,36.1,31.2,43.9,29.6,21.08427985,75.53689033,0.744487926,1.603512456,32.56455252,6.144623454
+144,47,149.4,461.3,37667,28429,15.9,70.35069823,"(37413.8, 40362.7]",38,37.5,38.4,"Union County, Mississippi",2.66,51.7,20.8,28.9,,6.3,33.3,8.1,,10.7,55.6,41.1,36.1,40.6,22.7,81.84890871,14.33245838,0.729927007,1.18298515,51.88980184,4.427409262
+77,39,202.5,402.1,31607,14638,26.4,0,"[22640, 34218.1]",39.4,36.1,43.4,"Walthall County, Mississippi",2.58,46,9.8,29,,0,41,6.6,46,11.1,50.4,,31.3,42.3,24.7,53.19134731,45.1862732,0.260381893,0.574175457,45.33935081,4.465958776
+250,103,192.1,469.1,40397,47485,21.7,0,"(40362.7, 42724.4]",37.9,36.8,39.7,"Warren County, Mississippi",2.58,44.8,21.9,35.5,,5.7,30.1,13.9,52.7,8,58.7,46,41.3,36.7,21.7,49.57101208,47.94877135,0.818408996,0.618492295,44.01303285,3.589466089
+269,127,241.1,496.1,30292,48130,35.1,41.55412425,"[22640, 34218.1]",36.2,33.1,38.3,"Washington County, Mississippi",2.69,33.7,28.3,33.8,,4.8,30.1,12.3,45.1,21.7,40.6,31.3,25.5,47.1,32.4,27.16418514,71.1630538,0.71314572,0.244449383,32.20469411,5.86461126
+101,49,209.4,431.7,35425,20566,24.7,0,"(34218.1, 37413.8]",36.7,35.3,38.2,"Wayne County, Mississippi",2.67,48.7,23,29.9,,3.1,36.4,8.8,49.4,9.4,49.2,39.5,35.1,44.7,29.7,59.1032873,38.97588018,0.350126435,0.389029372,50.85190039,8.771929825
+69,28,214.5,549.9,34073,9899,22.1,0,"[22640, 34218.1]",41.1,38.4,42.7,"Webster County, Mississippi",2.45,52.8,9.1,25.8,63,2.1,34.5,12.1,45.4,11.2,55.6,43.5,37.4,39.9,23.5,78.80788079,19.6419642,0.180018002,0.190019002,49.6785361,6.736458807
+49,24,219.7,437.7,27596,9122,32.5,0,"[22640, 34218.1]",36.8,35.6,42.9,"Wilkinson County, Mississippi",2.6,34.4,28.5,40.8,,7.3,36.1,10,39,9.7,42.3,32.7,27.9,48.2,32,28.87105404,70.65810594,0,0.470840021,36.05484575,2.790178571
+114,45,181.7,474.4,34403,18317,26.3,0,"(34218.1, 37413.8]",40.5,37.8,42.4,"Winston County, Mississippi",2.38,44.6,33.8,33.9,,2,31.5,12.3,47.8,12.3,54.1,39.5,33.3,44.1,25,51.35583249,47.70284003,0.187195807,0.278119484,41.42745303,5.112672644
+90,39,235.8,561.9,34494,12447,23.4,0,"(34218.1, 37413.8]",41.5,39.8,43,"Yalobusha County, Mississippi",2.39,49.5,9.7,44.8,,4.1,38.5,5.5,51.5,5.7,55.4,40.8,36.3,45.1,25.7,59.20361845,39.64946289,0.169614732,0.08076892,46.03019016,5.540488183
+139,58,207.4,493.2,30313,27387,34.6,0,"[22640, 34218.1]",35.8,35.3,36.9,"Yazoo County, Mississippi",2.82,34.4,26.3,40.2,,2.2,36.2,9,38.2,19.8,41.7,32.2,27.2,48.8,33.5,38.44362438,57.51854108,0.437103651,2.429149798,34.75935829,5.055775459
+105,43,162.6,420.1,35425,25378,26.9,0,"(34218.1, 37413.8]",27.9,27.8,27.9,"Adair County, Missouri",2.36,39.1,4.5,12.9,,11.1,33.9,15.2,51.8,7.9,73.9,59.6,50.6,27.4,13.2,93.52895149,2.0657277,2.386541471,0.19170579,43.06175402,3.767349636
+74,35,156,344.4,56309,17296,10.7,0,"(54545.6, 61494.5]",42.3,41.2,43.2,"Andrew County, Missouri",2.51,61.4,21.1,34.9,,4.8,40.5,14.4,61.9,5,78.1,63.2,51.9,26.7,12,96.5143121,1.327331487,0.219298246,0.19621422,61.70681551,7.556742323
+34,21,222.4,372.9,45997,5306,12.2,0,"(45201, 48021.6]",47.1,45.3,48.3,"Atchison County, Missouri",2.13,56.1,14.3,43.6,,6.5,42.1,15.8,,4.3,69.8,,39.8,34.3,13.7,97.88602941,0.294117647,0.863970588,0.018382353,49.06037585,7.641509434
+150,64,196.1,482.6,41302,26096,17.2,76.6400981,"(40362.7, 42724.4]",39.2,37.8,40.1,"Audrain County, Missouri",2.58,48.6,25.4,47.2,,4.2,46.9,7.4,51.8,8.8,64.3,48.9,44.7,35.2,18.2,89.52410503,6.566342163,0.139626886,0.682620331,50.32891189,5.293680297
+198,85,172.8,419.6,38139,35829,20.2,0,"(37413.8, 40362.7]",43.3,42.5,44.2,"Barry County, Missouri",2.67,55.9,23,41.3,,3.1,41.3,9.5,50.2,11.4,57.6,,37,39.4,20.2,92.37809998,0.17634216,1.477915244,3.204948777,56.62841613,6.004650527
+61,30,172.5,382.1,37581,11880,19.1,0,"(37413.8, 40362.7]",41.1,39.9,42.7,"Barton County, Missouri",2.41,64.2,22.3,38.1,36.8,2.8,39.5,12.1,53.2,6.5,63.9,45.3,36.1,40.1,21.8,94.27091895,0.27124774,1.150747986,1.142528358,61.30713713,5.542168675
+100,50,211.1,454.5,41462,16446,18.4,0,"(40362.7, 42724.4]",41.9,40.8,43.7,"Bates County, Missouri",2.44,54.4,11.9,37.8,,5.3,43.3,7.7,54.9,6.6,66.3,48.2,37.2,36,17.1,95.46355825,0.51072523,0.048068257,1.141621102,50.73243647,4.212348529
+164,72,209.6,500.6,33236,18670,19.5,0,"[22640, 34218.1]",52.5,51.8,53.2,"Benton County, Missouri",2.28,56.9,24.1,29.7,,6.5,44.8,7.7,40.4,10.2,56.5,33.7,26.4,51,25.4,97.08815106,0.434920972,0.116686114,0.164421343,54.43612713,2.363989637
+74,31,190.4,468.7,39033,12182,20.1,0,"(37413.8, 40362.7]",43.1,41.9,43.6,"Bollinger County, Missouri",2.56,53.8,16.7,41.2,,1.8,45.4,7.4,50.9,4,58.5,,37.9,41.8,23.3,97.83101327,0.242797022,0.679831661,0,55.10204082,7.020802377
+639,229,166.2,459.7,50305,174974,19.5,200.0297187,"(48021.6, 51046.4]",30.1,29.6,30.8,"Boone County, Missouri",2.41,43.8,3.9,13.2,,17.1,20.2,26.8,65.3,5,80.4,64.4,55.4,20.6,9.9,82.06769339,8.444691691,4.049891667,0.778239738,44.31173485,5.073280722
+465,195,189.9,469.6,45431,89100,17.8,763.1874299,"(45201, 48021.6]",36.8,35.6,38.3,"Buchanan County, Missouri",2.58,44.9,18.3,37.5,,6,36.8,13,59.3,7.5,65.2,50.7,44.5,33.5,17.9,88.80986144,5.225488773,0.867565123,1.035048738,44.6376899,6.216255654
+254,126,220.7,460.1,35774,42951,21.3,0,"(34218.1, 37413.8]",40,38.6,41.9,"Butler County, Missouri",2.51,51.4,16.1,31.5,,5.6,36.7,9,50.8,9.4,57.1,42,36.2,42.3,23.6,90.70103141,5.559823985,0.577402156,0.363204582,49.85056784,5.075560188
+62,26,199.3,508.2,43111,9014,16.2,0,"(42724.4, 45201]",42.3,41.4,43.5,"Caldwell County, Missouri",2.39,58.6,33,37,,1.3,44,13.4,54.6,5.2,70.1,54.5,46.2,33.7,16.6,96.62005945,0.759660905,0.253220302,0.308268193,55.45087483,7.368995633
+228,84,180.1,477.4,49384,44834,14.2,0,"(48021.6, 51046.4]",37.8,36.8,38.8,"Callaway County, Missouri",2.52,47.4,11.5,26,,5.4,38.3,14.3,54.8,5.1,74.8,59.7,55.4,28.1,12.4,91.75829107,3.675447651,0.866131131,0.538527128,49.69659443,4.53252418
+279,107,152.7,399.4,44410,44237,17.5,22.60551122,"(42724.4, 45201]",49.8,49.9,49.7,"Camden County, Missouri",2.6,57,17.7,39.4,40.3,2.6,36,13.6,47.5,9.1,59.6,40,29.7,41.9,19.7,96.46914199,0.507660437,0.703439798,0.705716302,60.04896107,5.73630137
+360,153,170.3,422.7,47705,78572,17,1374.535458,"(45201, 48021.6]",36,35.2,37.3,"Cape Girardeau County, Missouri",2.49,49.2,9,20.9,,8.4,32,18.1,60.3,6.3,74.2,,51.9,28.8,13.8,88.31275932,7.646316006,1.313042806,0.454861737,50.43463668,4.895140929
+59,28,197.3,460.8,39017,8992,16.5,0,"(37413.8, 40362.7]",42.4,40.9,43.4,"Carroll County, Missouri",2.48,53.6,16.9,32.3,,6.7,49.6,9.8,55,8.9,68.8,50.7,41.3,36.5,16.8,95.56948109,1.220316623,0.087950748,0.593667546,52.73178808,9.99000999
+39,21,255.8,492.8,32170,6263,24,0,"[22640, 34218.1]",40.9,41.7,40.4,"Carter County, Missouri",2.54,46.7,13.9,49.1,,4.2,31.3,7.2,48.7,9.7,47.2,36.7,30,43.1,26.6,95.84659453,0.063653724,0,0.254614895,44.55768447,2.629656684
+473,207,182.5,430.1,60970,101603,10.5,9.842229068,"(54545.6, 61494.5]",39.2,38,40.2,"Cass County, Missouri",2.63,58.6,18.2,32.1,,5.5,34.8,16,61.6,6.7,75.6,60.6,53.3,27.5,13.2,92.19793413,3.634613667,0.726327383,0.621148828,59.06443537,4.56119093
+82,40,172.7,400.7,33631,13934,21.4,0,"[22640, 34218.1]",44.8,42.3,46.5,"Cedar County, Missouri",2.33,55.2,19.1,32.8,43.6,4.5,42.4,9.4,45.6,10.5,52.8,,25.6,44.4,22.3,96.45119493,0.086380651,0.079182263,0.035991938,47.83197832,6.495468278
+52,22,166.7,444.2,43049,7589,12,0,"(42724.4, 45201]",45.5,44.1,47.3,"Chariton County, Missouri",2.52,54.5,16.1,44.5,,2.2,49.2,9.6,54.2,3.8,71.7,53.6,44.5,37,17.1,96.31372549,2.274509804,0.117647059,0.013071895,55.44621649,2.963473467
+337,119,146.6,417.7,51831,83279,11.3,0,"(51046.4, 54545.6]",37.8,36.7,38.6,"Christian County, Missouri",2.69,60.3,12.7,35.4,,9.8,31.6,17.9,60.9,6.4,69.3,57,47.8,28.5,16.1,95.63556808,0.585879561,0.564867003,0.426431326,61.04921543,5.849007988
+47,22,228.4,506.4,43298,6801,15.7,0,"(42724.4, 45201]",43.7,43,44.7,"Clark County, Missouri",2.42,58.5,12.1,30.7,,3.9,43.3,9.1,58.7,4.5,66.1,50.2,45.2,33.7,16.1,97.70198005,0.260153201,0.057811823,0,54.81821391,7.955390335
+1089,386,176.4,492,61598,235637,9.1,411.6501229,"(61494.5, 125635]",36.6,35.6,37.9,"Clay County, Missouri",2.6,52,13.3,38.1,,11.1,28.9,21,66,6.1,78.2,,58.6,22.8,10.3,86.76077982,5.401087858,2.144026116,1.443820786,51.22952689,4.934777258
+115,51,196.5,459.5,51221,20609,12.4,0,"(51046.4, 54545.6]",41,40.2,41.5,"Clinton County, Missouri",2.48,58.2,11.7,44.6,36.8,6.9,38.7,12.6,59.6,5.8,73,,49.8,28.9,13.3,95.23368133,1.75139038,0.619572641,0.414674602,57.70183259,6.863636364
+376,139,168.6,458.6,51885,76720,13.3,808.1334724,"(51046.4, 54545.6]",38,36.8,39.4,"Cole County, Missouri",2.44,49.3,18.7,29.9,,7.3,31.1,21,59.1,4.9,75.5,61,56.4,27.6,13.1,83.18503129,11.62243738,1.136764533,1.74957208,48.27492529,6.328460877
+100,40,179.9,481.5,42166,17642,14,0,"(40362.7, 42724.4]",38.6,34.7,42.4,"Cooper County, Missouri",2.47,50.6,28.1,38.2,,3.7,41.4,13.9,55.8,5.7,72.7,56.1,49.1,31.1,14.4,89.31961576,6.081964418,0.318308418,0.801455124,52.6972873,4.315304948
+150,65,206.8,488,37379,24526,20.7,0,"(34218.1, 37413.8]",41.2,40,42.3,"Crawford County, Missouri",2.61,51.8,30.1,38.1,,7.7,38.4,7.8,48.2,12.7,54.7,,33.6,40.8,24.7,97.65206813,0.218978102,0.072992701,0.0162206,50.41357826,7.465766273
+45,23,194.1,383.9,37173,7595,18.5,0,"(34218.1, 37413.8]",47.1,45.5,48.6,"Dade County, Missouri",2.34,54.7,15,31.8,,7.4,41.3,9,52.9,7.9,54.2,39.3,33.5,43.1,25,95.55001313,0.485691783,0.144394854,0.380677343,51.64319249,3.627311522
+95,40,179.1,435.4,34987,16393,21.7,0,"(34218.1, 37413.8]",43,41.8,43.8,"Dallas County, Missouri",2.62,56.9,23.6,42.6,27.8,6,41.9,9.8,45.5,13.2,50.8,37.5,32.1,39.6,23.1,95.53248008,0.078483458,0.078483458,0.688239556,57.53358925,9.043326548
+47,23,206.3,433.7,41610,8253,16.8,0,"(40362.7, 42724.4]",40.5,40.4,40.8,"Daviess County, Missouri",2.65,58.1,42.1,28.5,,1.1,40.5,11.4,53.7,5.7,58.8,40.3,32.8,34.7,15.7,97.42660384,0.894043736,0.060408361,0.132898393,59.99343617,7.483794932
+47,19,123.4,319.3,42174,12687,18.6,0,"(40362.7, 42724.4]",40.1,38,44.5,"DeKalb County, Missouri",2.48,43.9,20.1,49.7,,6.9,48.9,9,39.2,6.8,70.3,53.2,44,36.5,17.4,85.50305117,9.724612737,0.234705054,0.430292599,54.87220447,2.755102041
+90,45,200.1,424.4,34411,15593,21.6,0,"(34218.1, 37413.8]",43.4,42.1,44.6,"Dent County, Missouri",2.6,51.8,34.1,31.4,,1.3,39.2,8.4,47.5,9.2,50.3,35.3,28.5,44.7,25.3,96.47066359,0.397130413,0.614911606,0.070458622,51.46959459,6.869058571
+64,35,166.5,317.9,31805,13373,23,0,"[22640, 34218.1]",47.3,46.2,47.8,"Douglas County, Missouri",2.54,58.6,20.6,45.8,,2.3,42.4,5.8,44.6,9,53.1,37.3,31.6,43.7,25.3,98.37969814,0.059189109,0.022195916,0.651080201,57.15368581,6.128904705
+168,93,230,424.9,31486,30895,29.8,0,"[22640, 34218.1]",39.8,37.4,41.7,"Dunklin County, Missouri",2.44,47.4,28.4,38.8,,3.6,38.6,6.9,47.8,8.1,49.3,35.6,31,46.8,28.1,85.71383309,9.7617388,0.41505608,1.872504911,43.16723441,6.176009129
+550,210,180,475.2,51978,102426,11.8,439.3415734,"(51046.4, 54545.6]",40.2,38.9,41.5,"Franklin County, Missouri",2.53,56.7,16.1,33.6,44.5,5.8,34.3,11.7,60.3,7.2,71.6,59.6,53.3,28.6,16.5,96.25054013,1.034096712,0.497898417,0.617708292,54.77389453,5.593582421
+1962.667684,7,136.2,453.5494221,50886,2640,10.4,0,"(48021.6, 51046.4]",47.4,45.3,50.1,"Gove County, Kansas",2.25,69.1,8.7,29.1,,6.3,37.7,17.4,62.6,1.9,74.7,,35.1,32.3,12.6,96.89213894,0.987202925,0.548446069,0.146252285,62.43697479,8.951965066
+1962.667684,6,134,453.5494221,45341,2591,12,0,"(45201, 48021.6]",49.8,49,51.9,"Graham County, Kansas",2.12,60.8,19.2,21.9,,17.9,32.7,20,59.6,2.4,77,46.7,37.2,38.8,12.8,91.90127266,3.085229464,1.195526417,0,53.2889259,10.81081081
+1962.667684,13,197.8,453.5494221,60279,7733,10.9,0,"(54545.6, 61494.5]",32.8,32.4,33.2,"Grant County, Kansas",2.86,62.5,37.8,33,,0,28.9,14,64.7,7.3,62.3,53.1,40.6,25.6,17.9,75.42221085,0.012794268,0,22.1468782,64.2777983,5.375139978
+1962.667684,9,150.7,453.5494221,58543,6133,8.3,0,"(54545.6, 61494.5]",36.1,36.8,35,"Gray County, Kansas",2.78,64.8,33.5,25.6,,4.5,25.6,14.3,70.8,2.9,76.1,,48.4,22.1,11.4,98.35119538,0,0.131904369,1.071723001,64.88372093,6.199261993
+1962.667684,3,156.9,453.5494221,52795,1330,10.8,0,"(51046.4, 54545.6]",49.4,48.7,49.9,"Greeley County, Kansas",2.46,66.6,4.8,0,,40.3,30.3,20.4,60.5,2.1,81.9,60.5,42.7,28.8,10.5,87.17320261,0.89869281,0.326797386,8.905228758,64.68172485,5.687203791
+1962.667684,17,155.4,453.5494221,39732,6244,16.9,0,"(37413.8, 40362.7]",48,48,48,"Greenwood County, Kansas",2.23,55.3,8.6,39.1,45.7,6.6,40.1,11.3,56.2,3.5,69.4,,40.5,38,15.8,95.36993587,0.156421086,0.046926326,0.860315971,49.75212465,5.457746479
+1962.667684,5,164.2,453.5494221,47709,2474,12.8,0,"(45201, 48021.6]",38,35.8,39.1,"Hamilton County, Kansas",2.59,61.8,25.1,38.7,,8.4,34.8,11.1,67.4,2.3,58.9,,35.7,31.1,17.6,87.97370456,2.088167053,0,7.73395205,57.01402806,6.605504587
+1962.667684,19,194.7,453.5494221,50525,5817,12.9,171.9099192,"(48021.6, 51046.4]",43,39.7,46.7,"Harper County, Kansas",2.34,56.6,17.1,44.7,,6.3,36.6,13,59.7,3.7,71.7,,44.5,32.8,14,96.21225047,0.153557413,0.051185804,0.580105784,51.95232224,7.6011846
+1962.667684,79,162.2,453.5494221,55074,35073,12.8,1881.789411,"(54545.6, 61494.5]",38.6,37.7,39.3,"Harvey County, Kansas",2.47,58.4,13,23.7,,11.5,29.6,17.3,60.8,4.4,75.1,59.4,51.2,29.9,14.4,92.91517152,1.636285345,0.680350222,1.805655232,57.58044327,5.858531317
+1962.667684,5,122.6,453.5494221,59596,4064,10.7,0,"(54545.6, 61494.5]",36.1,32.6,38.5,"Haskell County, Kansas",2.93,58.6,38,36.7,,4,20.9,11.2,68.2,3.9,62.4,53.5,41.4,27.5,17.8,85.76271186,0,0.944309927,10.12106538,63.94265233,5.965292842
+1962.667684,4,127.6,453.5494221,52394,1893,8.8,0,"(51046.4, 54545.6]",47.8,46.3,49.3,"Hodgeman County, Kansas",2.36,65.5,24.5,34.3,,2,25.9,18.4,65,2.5,79.2,,47,28.2,9.5,96.02888087,0,2.372356885,0,61.28236745,9.393939394
+1962.667684,31,178.7,453.5494221,53796,13338,10.3,0,"(51046.4, 54545.6]",40.8,39.4,42.5,"Jackson County, Kansas",2.51,61.4,23.4,30.5,,7.8,40.6,12.5,62.8,4.4,77.7,59.9,52.6,31,13,87.61940299,0.671641791,0.485074627,0.044776119,58.75781102,5.896980462
+1962.667684,42,173,453.5494221,56927,18930,9.4,0,"(54545.6, 61494.5]",43.5,42.6,44.6,"Jefferson County, Kansas",2.47,61.7,16,37.6,,4.7,40.7,12.7,62,6.9,77.6,60.4,54.2,29.1,11.9,95.68737433,0.476240872,0.021166261,0.132289131,60.9652612,5.155718398
+1962.667684,11,165.8,453.5494221,44101,2970,13.5,0,"(42724.4, 45201]",52.1,50.7,52.8,"Jewell County, Kansas",2.1,63.5,6.3,24.6,44,25.1,39.4,11.3,58.3,2.5,74.8,46.6,31.9,41.5,15.8,97.13627386,0.065832785,0.592495063,0.493745885,54.78018144,6.681034483
+1962.667684,796,146.8,453.5494221,76104,580159,6.6,449.8766717,"(61494.5, 125635]",36.8,35.6,38.1,"Johnson County, Kansas",2.56,56.8,11.5,25,,17.1,15.2,33.6,69.2,4.5,84,,63,18.9,8,86.91210873,4.488774095,4.460193291,0.918290656,55.46135117,5.529393013
+1962.667684,9,209.6,453.5494221,53484,3956,12.2,0,"(51046.4, 54545.6]",34.8,30.6,39.3,"Kearny County, Kansas",2.81,63,30,16.6,,3.5,23.4,10.5,66.3,1.8,77.5,67.1,54.8,21.4,11.1,83.65384615,0.860323887,0.278340081,10.95647773,64.97461929,5.231143552
+1962.667684,16,129.4,453.5494221,53378,7687,11.2,8585.924288,"(51046.4, 54545.6]",45.2,41.7,46.8,"Kingman County, Kansas",2.54,56.6,10.3,45.8,,2.3,34.8,14.8,56.5,5.7,71.5,54,43.3,32,13.7,97.18870347,0.141206675,0,0.077021823,55.25615436,7.676767677
+1962.667684,6,141.4,453.5494221,46318,2564,12.8,0,"(45201, 48021.6]",41.7,41.3,42.4,"Kiowa County, Kansas",2.21,60,8.5,15,,6.5,26.9,17.9,,4,73.1,,43.7,34.5,13.3,95.46529968,0.867507886,0.670347003,0.512618297,56.00375235,3.783783784
+1962.667684,4,148.6,453.5494221,53739,1670,10.9,0,"(51046.4, 54545.6]",535.2,44.7,44.4,"Lane County, Kansas",2.07,55.9,25.2,31.1,,3,29.7,15.5,67.9,2.4,78.2,56.7,48.6,29.2,11.2,98.32735962,0.358422939,0,0,47.82608696,10.02949853
+1962.667684,126,166.5,453.5494221,65549,79315,10.9,0,"(61494.5, 125635]",37.3,36.4,38.6,"Leavenworth County, Kansas",2.7,53.1,13.3,30.5,,8.1,30.9,16.4,54.7,5.9,80.2,60.3,42.7,26.7,10.6,83.88535927,8.462551293,1.574903806,1.127487952,56.92974913,5.174510519
+1962.667684,9,164.5,453.5494221,44896,3105,12.7,0,"(42724.4, 45201]",46.2,43.8,47.9,"Lincoln County, Kansas",2.31,56.3,11.2,44.1,,1.8,32.3,15.6,59.5,6.5,70.8,50.2,40.8,33,12.6,97.5269499,0.824350032,0.348763475,0,49.88764045,7.180385289
+1962.667684,31,219.4,453.5494221,44520,9536,14.8,0,"(42724.4, 45201]",43.7,44.3,42.9,"Linn County, Kansas",2.26,61.7,20.6,34.7,,0.9,37.2,10.5,52.1,8.3,75,49.8,44.8,32.3,13.7,96.30562552,0.692695214,0.346347607,0.15743073,54.47154472,7.603801901
+1962.667684,6,129.1,453.5494221,49852,2825,9.7,0,"(48021.6, 51046.4]",42.2,40.6,45.7,"Logan County, Kansas",2.21,59.7,27.5,21.3,50.2,0.9,35.5,11.7,63,3.9,79.1,56.8,44.8,33.5,10.7,95.41711421,0,0.179018976,0.465449338,51.64923572,7.558139535
+1962.667684,65,182.9,453.5494221,43038,33339,18,449.923513,"(42724.4, 45201]",32.5,32.5,32.4,"Lyon County, Kansas",2.43,46,9.3,23.6,,7.7,33.4,16.6,62.7,7.2,67.3,55.2,46.4,29.5,16.5,88.18659973,2.537206383,2.041121272,3.057199211,44.49216395,7.999080565
+1962.667684,70,161.2,453.5494221,57878,28941,8.8,1209.356968,"(54545.6, 61494.5]",42,40.2,43.6,"McPherson County, Kansas",2.37,58.9,15.9,21.6,,11.3,29.1,19.3,66,3.1,80.7,,56,27.8,10.9,94.78326268,1.046082319,0.680295364,0.994803774,56.52616402,6.078625702
+1962.667684,30,143.8,453.5494221,47723,12103,11.9,247.8724283,"(45201, 48021.6]",45,43.7,46,"Marion County, Kansas",2.4,57.9,15.2,20.9,55.8,8.1,36.4,14.7,58.4,5,74.9,56.5,49.1,33.4,15.3,95.76891782,0.81366965,0.18714402,0.170870627,57.88269551,6.021594684
+1962.667684,25,150.8,453.5494221,47901,9936,11.1,0,"(45201, 48021.6]",45,43.3,46.3,"Marshall County, Kansas",2.27,61.4,16.9,28.9,47.3,6.9,44.8,11.8,62.1,3,77.7,57.4,48.1,32.6,12.2,97.08145927,0.289855072,0.289855072,0.389805097,55.71494678,6.352683461
+1962.667684,11,176.2,453.5494221,53903,4330,11.7,0,"(51046.4, 54545.6]",39.8,36.5,42.4,"Meade County, Kansas",2.51,61.7,28.1,44.5,,1.2,31.1,16.4,,2.8,76.1,,49.8,27.2,11.2,88.31850331,0.844170659,1.049509468,8.167921515,61.09799292,12.21973094
+1962.667684,56,150.2,453.5494221,63924,32553,9.5,0,"(61494.5, 125635]",40.4,39.5,41.4,"Miami County, Kansas",2.55,59.3,14.5,36.6,,5.3,32.5,16.5,63.4,5.6,81.1,61.6,56,24.5,9.5,95.58247675,1.336882036,0.379344102,0.217205091,56.81528662,6.683134349
+1962.667684,16,151.3,453.5494221,48645,6282,11.2,0,"(48021.6, 51046.4]",44.4,40.8,48,"Mitchell County, Kansas",2.25,59.8,16.5,40.7,,4.2,34,18,60.5,2.6,79.5,59.8,47.3,27.6,11.3,97.87166455,0.381194409,0.698856417,0.142947903,55.30331224,2.550091075
+1962.667684,99,208.4,453.5494221,42221,33314,18,1921.114246,"(40362.7, 42724.4]",39.4,37,41.9,"Montgomery County, Kansas",2.47,50.3,17.3,31.6,,3.9,32.1,11.2,53.8,8.7,64.2,48.2,42.8,36.8,19.2,85.46395975,5.116428739,0.91855839,0.435876433,47.39858578,6.411140218
+1962.667684,20,193.4,453.5494221,44774,5645,12.5,0,"(42724.4, 45201]",47.6,46.6,49.5,"Morris County, Kansas",2.36,62,20.8,36.6,,6.3,35.7,10,59.9,3.2,75.9,52.8,42.4,34.6,11.6,96.29565217,0.156521739,0.4,0.713043478,59.43474647,5.611775529
+1962.667684,7,165.4,453.5494221,55378,3007,11.1,0,"(54545.6, 61494.5]",41.6,38.3,46.3,"Morton County, Kansas",2.53,54.2,21.1,51,21.7,6.2,32.5,10.6,57.1,5.8,70.9,56.8,49.6,30.1,15.2,85.83386993,0.933676755,0.160978751,7.244043786,52.56518082,3.29153605
+1962.667684,25,147.7,453.5494221,54149,10227,9.9,586.6823115,"(51046.4, 54545.6]",41.6,39.7,43.6,"Nemaha County, Kansas",2.32,61.9,13.6,42,,10,41.9,16.8,67.1,1.7,80.4,63.9,50.2,28,11.6,97.19460577,0.885913968,0.246087213,0.147652328,56.80585044,5.55836281
+1962.667684,42,183.5,453.5494221,41527,16346,17.7,4098.862107,"(40362.7, 42724.4]",40,39.7,40.6,"Neosho County, Kansas",2.47,53.1,9.4,20.7,,4.7,33.6,12.1,60.9,4.7,67.8,53,46.2,35,18.6,94.60512696,1.169092127,0.194848688,0.444498569,52.01918614,8.276059565
+1962.667684,7,128.7,453.5494221,51923,3005,10,0,"(51046.4, 54545.6]",49.2,46,51.9,"Ness County, Kansas",2.18,62.5,31.1,27.4,,17.8,35.9,15.5,60.9,2.7,77.2,,42.6,35.5,14.1,96.880078,0.519987,0,1.527461813,57.1945047,9.725158562
+1962.667684,10,109.9,453.5494221,44846,5550,13.5,0,"(42724.4, 45201]",44,42.1,48.5,"Norton County, Kansas",2.24,49.6,25.1,18.9,41.3,14.7,34.6,15.2,57,1.7,72.8,57.9,45.9,32.9,17.3,92.20035778,2.450805009,0.357781753,1.216457961,53.79896177,9.776833156
+1962.667684,39,181.3,453.5494221,52749,15847,12.9,0,"(51046.4, 54545.6]",42.6,42.2,42.9,"Osage County, Kansas",2.44,57.4,15.7,33.8,,8.8,40.5,12.8,57.3,8.2,71.9,50.6,44.9,35.2,14.3,96.31840796,0.149253731,0.167910448,0.167910448,55.1575711,4.447806354
+1962.667684,12,166.2,453.5494221,38848,3683,12.9,0,"(37413.8, 40362.7]",48.5,46.5,49.7,"Osborne County, Kansas",2.08,59.6,18,22,,15.6,36.3,15.1,61.1,4,74.6,,38.9,34.8,13.6,97.67318879,0.396615547,1.05764146,0.105764146,50.90702948,4.141104294
+1962.667684,13,151.2,453.5494221,52744,5975,10.4,0,"(51046.4, 54545.6]",42.2,39.5,45.4,"Ottawa County, Kansas",2.39,63.8,17.1,36.5,,7.3,32.9,15.2,63.2,5.3,77.8,60.6,50.8,27.9,11.3,96.80886243,0.297619048,0,0.413359788,58.52386683,1.470588235
+1962.667684,18,182.5,453.5494221,47351,6838,13.9,146.2415911,"(45201, 48021.6]",43.1,41.5,48.2,"Pawnee County, Kansas",2.32,46.2,26,23.2,49.6,1.2,28,12.7,51.6,1.9,72.8,53.2,42.1,32.8,15.2,90.65258284,4.847344813,0,1.620604833,45.76802508,1.121656601
+1962.667684,16,171.1,453.5494221,45856,5428,11.4,0,"(45201, 48021.6]",44.7,44.2,45.5,"Phillips County, Kansas",2.29,60.5,33.2,13.9,45.3,7.6,35.3,15.5,63.1,4.3,75.8,55.3,44.5,33.4,15.5,96.85511725,0.381748773,0.18178513,0.163606617,55.04469987,9.342230696
+1962.667684,36,153.9,453.5494221,65373,23298,10,0,"(61494.5, 125635]",34.7,34.7,34.6,"Pottawatomie County, Kansas",2.72,62.3,9.2,35,,6.5,31.2,21.2,64.8,3.7,80.4,66,52.1,23.8,10.7,94.08618785,1.290607735,0.901657459,0.685082873,62.60986328,8.095893103
+1962.667684,25,177.9,453.5494221,54701,9691,10.3,6810.442679,"(54545.6, 61494.5]",39.1,35,42.6,"Pratt County, Kansas",2.39,55.5,11.9,37.3,,3.9,26.5,18,59.9,5.6,71.8,56.1,47,32.1,15.7,95.03029058,0.718759626,0.010267995,0.605811685,52.7421835,5.278450363
+1962.667684,9,177.8,453.5494221,44932,2506,11.8,0,"(42724.4, 45201]",50.9,48.7,52.4,"Rawlins County, Kansas",2.07,61.7,29.1,28.5,,2.5,30.8,18.6,58.2,2.3,77.6,53.6,40.8,35.1,12.4,97.40667976,0.353634578,0.117878193,0.47151277,53.38283828,10.28708134
+1962.667684,152,172.6,453.5494221,46533,63718,15.8,125.5532189,"(45201, 48021.6]",39.5,37.6,42.3,"Reno County, Kansas",2.44,53.3,20.2,32.7,,2.4,28.6,13.8,58.2,5.7,69.7,52.8,46.3,32.5,15,91.3968591,2.980111774,0.565112866,1.676605576,52.29310276,5.263956311
+1962.667684,15,154.1,453.5494221,42381,4725,12.7,0,"(40362.7, 42724.4]",50.9,50,51.7,"Republic County, Kansas",2.07,57.4,20.2,23.6,43.4,12.7,35.1,13.4,61.8,3.8,74.7,51.6,42,36.9,15.4,97.66957969,0.145651269,0.582605077,0,48.87912088,7.552083333
+1962.667684,24,173.6,453.5494221,49152,9977,14.7,0,"(48021.6, 51046.4]",37.9,35.3,41.9,"Rice County, Kansas",2.42,56.4,20.5,22.2,,4.6,30.5,14,61.9,5.5,70.1,54.3,47.4,30.5,15,90.37347713,1.807469543,0.489314959,4.054323946,55.39809327,5.697730565
+1962.667684,70,154.3,453.5494221,46468,75247,20.2,252.5017609,"(45201, 48021.6]",24.7,24.5,25.3,"Riley County, Kansas",2.49,39.1,2.5,20.3,,8.3,17.4,24.1,54.5,5.8,85.4,73.2,50.6,16.4,6.5,83.26091013,6.552744528,4.509343926,1.111673909,43.09139683,4.808994852
+1962.667684,13,164.7,453.5494221,48383,5174,12,0,"(48021.6, 51046.4]",43.9,43.2,45.3,"Rooks County, Kansas",2.28,57.4,12.6,42.1,,12.6,36.8,14.1,63.2,4.1,71.5,51.4,40.8,35.5,15.9,96.81835712,0.23139221,0.578480524,0.55919784,51.17860381,5.273833671
+1962.667684,8,114.3,453.5494221,43083,3130,12.1,0,"(42724.4, 45201]",48.8,48.1,49.8,"Rush County, Kansas",2.1,56.8,22,20.6,43,14.5,33,12.8,59.7,5.6,75.2,55.1,45.4,33.5,13.6,98.14698492,0,0,0.06281407,49.39434724,10.75837743
+1962.667684,20,151.9,453.5494221,45443,7039,13.3,0,"(45201, 48021.6]",47.1,43.8,48.5,"Russell County, Kansas",2.12,58,25.2,31,40.6,3.2,32.8,13.1,60.7,6.9,70.5,48.4,34.1,39.3,16,95.43503148,1.244991414,0,0.014310246,52.20747144,10.703125
+1962.667684,118,175.6,453.5494221,48460,55691,13,1634.016268,"(48021.6, 51046.4]",37.7,36.8,39.1,"Saline County, Kansas",2.42,48.9,14.5,29.4,,6.2,33.5,15.2,65,5,70.9,,47.3,29.1,14.5,87.6415179,3.209832242,2.481385126,3.193684399,46.41804377,6.843609637
+1962.667684,11,160.5,453.5494221,56032,4964,8.3,0,"(54545.6, 61494.5]",42,40.7,43.4,"Scott County, Kansas",0.0221,65.3,21,18.3,48.3,12.3,33.4,15.7,67.5,5.8,84.1,67.1,50.8,24.7,6.3,95.23133117,0,1.055194805,2.820616883,56.83060109,6.629834254
+1962.667684,864,171.5,453.5494221,51175,511574,14.7,826.8598482,"(51046.4, 54545.6]",34.6,33.4,35.7,"Sedgwick County, Kansas",2.59,49.8,15.4,28.8,,8.5,26.8,19.7,61.9,6.9,69.2,56.7,50.3,28,15.3,79.56247322,9.221979393,4.262737178,2.150518529,47.48265193,6.454934329
+1962.667684,29,164.4,453.5494221,47381,23152,15.7,2850.725639,"(45201, 48021.6]",29.4,29.2,29.6,"Seward County, Kansas",3.05,47.7,25.7,23.7,,2.7,24.8,8.5,66.2,9,61.5,53.1,49,26,17.2,59.37956518,3.746670104,2.947495059,29.93039443,46.64438503,6.872294372
+1962.667684,374,171.6,453.5494221,52795,178725,15,274.1642188,"(51046.4, 54545.6]",38.8,37.4,40.1,"Shawnee County, Kansas",2.44,49.5,15.8,31.4,,7.5,31.1,18.7,60.2,6.8,71.7,54.4,48.5,31.9,14.5,82.79565081,7.873954092,1.136516175,1.924023446,46.64695662,5.852417303
+1962.667684,7,143.1,453.5494221,52300,2512,10.9,0,"(51046.4, 54545.6]",45.7,43.1,48.3,"Sheridan County, Kansas",2.21,64.1,6.7,18.7,,8.2,33.8,15.9,65.1,1.2,73.4,49.7,31.6,37.6,16.1,97.90596602,0.07902015,0,0.1580403,56.66372462,7.382550336
+1962.667684,14,161.6,453.5494221,43100,5983,16.2,0,"(42724.4, 45201]",38.4,39.4,36.8,"Sherman County, Kansas",2.14,54.2,25.6,10.1,,10.5,33.3,9.8,64.3,4,65.3,,39.5,36.7,19.8,92.76511397,1.437066402,0,3.766105055,43.57501795,7.904411765
+1962.667684,13,157.6,453.5494221,41303,3704,13.5,0,"(40362.7, 42724.4]",50.7,50.3,50.9,"Smith County, Kansas",2.21,60.7,10,37.2,,4.8,35.3,13,59.4,3.2,76,49.8,31.2,39.1,15.4,97.48663102,0.427807487,0.160427807,0.053475936,56.26874625,8.463949843
+1962.667684,9,126,453.5494221,45945,4236,14.1,0,"(45201, 48021.6]",43.7,42.3,45.2,"Stafford County, Kansas",2.35,63.1,25.3,21.7,,10.7,28.7,17,62.1,2.6,64.7,47.7,38.9,36.8,19.8,95.5787037,0.972222222,0.439814815,1.574074074,59.25306577,6.165919283
+1962.667684,4,127.9,453.5494221,56591,2072,11.5,0,"(54545.6, 61494.5]",35.7,36.9,33.6,"Stanton County, Kansas",2.58,63.5,21.3,27,,3.5,27.4,16.4,71,2.4,76.6,60.3,52,23.8,11.3,75.10469986,1.023731968,0.604932527,17.21731038,59.3902439,13.96396396
+1962.667684,10,148.2,453.5494221,59773,5806,9.7,0,"(54545.6, 61494.5]",34.9,34.3,37,"Stevens County, Kansas",2.84,68,38.7,29,,14.8,35.6,12.7,64.4,3,69.7,,45.1,25.2,11.8,84.85793486,0.554400554,0.277200277,12.21413721,71.40009965,4.250386399
+1962.667684,53,170.1,453.5494221,52476,23535,13.3,2846.823879,"(51046.4, 54545.6]",40.8,39.4,41.7,"Sumner County, Kansas",2.55,56.3,20.4,31.1,,5,35.9,14.1,58.2,7,72.7,56.5,50.5,30.8,14.5,94.37769693,0.89263051,0.224215247,0.723411456,55.02144979,6.593633733
+1962.667684,15,154.5,453.5494221,50639,7904,11.3,0,"(48021.6, 51046.4]",35.3,34.2,37.2,"Thomas County, Kansas",2.39,55.6,12.2,20.1,,3.8,28.9,18.6,68.9,2.7,81,65.9,48.3,24.7,11.3,94.47318612,1.867507886,0.088328076,1.388012618,53.81222432,5.794871795
+1962.667684,9,177.9,453.5494221,46859,2927,9.9,0,"(45201, 48021.6]",49.1,48.8,49.4,"Trego County, Kansas",2.21,66,3.4,26.3,,14.8,33.2,18.5,69.6,1,83.3,61.3,47.2,26.8,6.1,95.62860047,0.304981362,0.406641816,0.711623179,59.37019969,4.642857143
+1962.667684,14,150.3,453.5494221,59160,6951,9.6,0,"(54545.6, 61494.5]",42.1,41.9,43,"Wabaunsee County, Kansas",2.59,61.2,10.8,40.7,45.4,3.1,38.9,16.1,60.9,6.2,80.9,63.5,55.2,25.7,9.3,96.39845648,0.22866943,0.242961269,0.171502072,60.19490255,4.111600587
+1962.667684,4,175.5,453.5494221,49109,1518,12,0,"(48021.6, 51046.4]",41.8,43.4,38.8,"Wallace County, Kansas",2.52,60.1,25.6,22.2,38.9,13.3,32.9,19.6,,5.4,75.3,57.7,40.2,26.8,11.2,99.4984326,0,0.062695925,0,57.44,8.333333333
+1962.667684,18,172.4,453.5494221,43264,5598,10.8,0,"(42724.4, 45201]",46.3,44.1,48.4,"Washington County, Kansas",2.27,62.5,14.8,19.9,,20.4,38,13.2,64.5,3.1,74.4,,44.7,33.9,13.7,97.22124516,0.756243405,0.175870559,0.281392895,57.33005733,5.961538462
+1962.667684,6,177.6,453.5494221,53447,2157,11.5,0,"(51046.4, 54545.6]",35.7,34.5,40.5,"Wichita County, Kansas",2.79,60.6,36.9,20.6,,16.3,29.6,12.5,67.4,3.1,71.7,46.4,32.8,33.2,12.9,94.32849365,0,0.317604356,2.903811252,57.49039693,7.061503417
+1962.667684,23,171.1,453.5494221,39764,8856,16.7,0,"(37413.8, 40362.7]",43.8,42.1,46.1,"Wilson County, Kansas",2.37,53.2,20,34.4,,9,36.8,9.9,56.2,6.5,60.1,43.4,37.3,40,21.3,94.62531729,0.154508332,0.629069639,0.684251186,49.88060494,6.210826211
+1962.667684,16,293.9,453.5494221,35502,3115,18.4,0,"(34218.1, 37413.8]",47.4,46.9,48.6,"Woodson County, Kansas",2.08,53.6,7.8,46.1,41.1,5,38.8,12.7,59.7,4.6,63.1,44.1,35.8,38.5,17.5,94.67455621,0.529430084,0.155714731,0.311429461,44.93794905,6.818181818
+1962.667684,326,221.8,453.5494221,37087,163369,24.4,214.2389315,"(34218.1, 37413.8]",33.3,32.4,34.2,"Wyandotte County, Kansas",2.71,41.7,24.7,33.7,,6.8,32.9,10.7,58.7,11.2,51.4,40.6,36.8,35.3,23.6,61.71100581,24.28018855,3.453229357,6.453117421,38.97061322,6.377617291
+106,46,200.2,469.7,31558,19027,26.3,0,"[22640, 34218.1]",41,39.1,42.5,"Adair County, Kentucky",2.5,50.9,9.5,25.6,60.2,4.7,36.3,9.3,49.8,7.7,56.1,43,34.2,40.9,23.8,95.05622746,2.800763845,0.339486527,0.408444727,53.07888763,4.546508931
+101,47,195.1,425.8,39801,20640,19,0,"(37413.8, 40362.7]",40.3,39.6,42,"Allen County, Kentucky",2.59,58.2,20.8,45,32.6,1.6,36,7.7,53.3,9.2,59.5,,39,36.7,20.2,96.51682633,1.355932203,0.456890199,0.830262835,57.42217649,3.786096257
+119,47,202.2,513.5,54331,21979,11.3,0,"(51046.4, 54545.6]",39.9,38.5,40.7,"Anderson County, Kentucky",2.56,57.2,15.4,36.6,44.4,3.5,38.8,11.4,62.4,6.9,77,61.6,55.4,28.3,12.9,95.61601029,2.329856165,0.569826754,0.289508754,56.35803931,5.4001554
+51,22,191.3,460.2,44732,8212,16.8,0,"(42724.4, 45201]",42.8,41.5,44.2,"Ballard County, Kentucky",2.48,54.8,8.7,34.9,,7.6,39.4,8,52.8,6.2,61.5,45.8,41.2,40.8,23.7,94.36773256,3.379360465,0.593507752,0.048449612,53.71046229,6.105990783
+258,102,192,502.2,37666,43570,19.5,183.6125775,"(37413.8, 40362.7]",40.4,39,42,"Barren County, Kentucky",2.48,55.8,20.7,39.6,,4.7,41.5,9,54.8,7.6,60.6,46.8,41.3,39,22.7,93.12987769,4.209668026,0.533488643,0.465928946,53.03021379,5.4866708
+79,33,238.5,564.2,34126,12228,22.7,0,"[22640, 34218.1]",40.4,39.5,40.7,"Bath County, Kentucky",2.76,51,22.4,33.2,,2.3,39.2,9.1,43.8,14,51.7,39.6,36.7,46.2,29.7,96.10118551,1.636333278,0.016697278,1.01018534,52.0828485,4.990825688
+177,80,223,493.5,24868,27337,33.5,0,"[22640, 34218.1]",41.1,39.2,42.5,"Bell County, Kentucky",2.44,46.6,20.6,46.4,30.7,2.3,35.6,5,35.4,11.6,39.7,26.6,24.4,57.6,39.6,95.00536673,3.209302326,0.322003578,0.032200358,42.08152958,3.381417714
+526,183,175.7,483.6,66939,127712,8,0,"(61494.5, 125635]",36.2,35.7,36.6,"Boone County, Kentucky",2.77,58.2,13,36.9,,12,28.1,20.1,66.9,5.6,80.2,,63.4,21.8,10.4,91.73708242,2.995578452,2.380895062,0.905173451,58.57880964,5.289605924
+120,45,176.5,490.8,42812,20116,19.2,0,"(42724.4, 45201]",41.1,40,43.3,"Bourbon County, Kentucky",2.51,49.1,16.7,42.5,34.6,6.1,36.7,10.9,56.2,9.9,65.3,49.9,44.6,35.3,18.3,89.98151202,7.130365263,0.209863589,1.898765802,48.49370789,4.047026905
+332,130,198.2,525,40224,48325,23.1,269.0118986,"(37413.8, 40362.7]",41.9,40.5,43.4,"Boyd County, Kentucky",2.41,51.7,22.2,32.7,,3.6,35.9,10.3,46.3,10.5,61.7,43.3,40.2,42.4,23,94.74415847,2.727068299,0.400678701,0.130833861,50.45658567,4.636200208
+176,68,179.1,492.9,41538,29809,17.5,0,"(40362.7, 42724.4]",41,38.8,42.8,"Boyle County, Kentucky",2.42,48.3,10.8,32.1,,5.1,35,11.8,50.9,7.1,65.3,49.8,43,38.4,21.7,88.98530012,6.921192323,0.809854362,0.330066694,50.06790403,4.910307084
+61,23,236.8,639.7,41910,8321,18.6,0,"(40362.7, 42724.4]",41,39.8,41.5,"Bracken County, Kentucky",2.54,53.4,22.3,35.6,41.4,0.7,43.4,9.2,,8.3,66.7,,48.2,37.4,22.3,98.93175074,0.023738872,0,0.913946588,49.89403573,6.52995143
+87,38,232.3,522.1,28647,13484,33,0,"[22640, 34218.1]",40.7,39.4,42.9,"Breathitt County, Kentucky",2.41,48.7,19.9,39.5,,1.1,34.3,5.1,38.1,12.4,37.7,,25.3,58.1,40.6,97.65285851,0.485615481,0.434110809,0.014715621,44.95813615,6.230133503
+126,51,199.5,490,41547,20018,19.2,249.7752023,"(40362.7, 42724.4]",42.5,41.1,43.8,"Breckinridge County, Kentucky",2.71,56,23.1,41.3,,3,44,5.1,48.2,11.5,62.3,,39,39.8,21.1,95.55854643,2.322915109,0.119635113,0.383829321,58.83239688,7.765151515
+407,126,174,536.2,54924,78702,12.3,216.0046759,"(54545.6, 61494.5]",39.3,38.5,39.7,"Bullitt County, Kentucky",2.71,53.7,10.7,45.7,,5.9,40.8,9.2,,7.6,77,62,57.3,29,13.8,96.52811164,0.479463624,0.523641845,0.465170671,56.06891428,4.763673015
+72,32,202.9,460.2,35219,12938,20.6,0,"(34218.1, 37413.8]",41.2,40.1,42.1,"Butler County, Kentucky",2.44,53.6,29,40.2,,3.3,43.3,4.5,48.9,6.1,54.5,43,38.5,43.4,27.6,98.13790417,1.184261784,0,0.467471757,52.7820711,5.23255814
+92,40,224.7,525,42640,12681,18.2,0,"(40362.7, 42724.4]",42.6,42.3,42.9,"Caldwell County, Kentucky",2.39,55.2,7.7,60.2,,5.8,44.9,7.7,52.4,8.7,60.5,45.6,41.6,42.1,24.2,92.65554343,5.824107282,0.046779978,0,50.10391083,7.912885662
+211,84,195.3,501.3,37705,38343,20.2,0,"(37413.8, 40362.7]",33.7,33.5,34.2,"Calloway County, Kentucky",2.35,43.8,2.5,17.2,,9.8,31.6,16.1,52.7,9.1,69.9,54.4,45.3,30.8,16.2,91.3189524,3.907521125,2.204377263,0.325408072,44.97101254,3.144290123
+507,194,198.6,518.7,52349,92066,13.2,65.17063846,"(51046.4, 54545.6]",37.3,35.9,38.5,"Campbell County, Kentucky",2.49,47.2,9.4,28.7,49.2,12.7,31,18.2,62.4,6.8,72.4,56.4,50.1,28.3,14.9,93.6386991,3.211806505,0.812243782,0.637332605,46.76269132,4.943288381
+37,16,213.4,534.8,40701,4874,17,0,"(40362.7, 42724.4]",42.3,41.5,43.1,"Carlisle County, Kentucky",2.39,58.4,15,36.5,,1.9,38.2,7.9,52.4,6.8,55.9,41.8,35.1,43.2,26.7,96.56902087,1.565008026,0.080256822,0.060192616,54.58960661,5.540166205
+60,26,217.3,503.6,43615,10699,20.4,0,"(42724.4, 45201]",36.9,35.3,38.8,"Carroll County, Kentucky",2.63,45.9,18.5,60.8,,4.7,44,6.3,51,13.2,54.9,43.9,42.3,39.3,25.2,92.73314866,2.576177285,0.073868883,2.336103416,45.73721163,5.617495712
+176,76,232.1,541.3,34991,27158,23.9,0,"(34218.1, 37413.8]",40.1,38.9,41.2,"Carter County, Kentucky",2.54,51.9,14.4,33.3,47.3,5,41.4,7.9,45.5,11.1,54.3,42,38.1,41.7,26,97.95798873,0.819732123,0.135402181,0.073190368,52.61752646,4.045610747
+103,52,254.3,501.8,29344,15808,30.6,0,"[22640, 34218.1]",42.1,40.8,43.3,"Casey County, Kentucky",2.44,58.7,17.9,25.2,56.2,0.7,37.4,5.1,46.6,9,48.3,38.2,31.6,44.4,28.9,97.19192679,0.796038611,0.250720822,0.300864987,55.74874687,5.148741419
+296,115,183.6,469.2,36736,73309,21.6,0,"(34218.1, 37413.8]",28.5,26.6,31.1,"Christian County, Kentucky",2.67,51.1,12.2,45.7,39.4,2.8,32.7,10.4,43.5,12.7,64.8,50,29.5,32.7,19.3,72.45378174,19.8505913,1.437451961,0.88728273,51.65941773,8.722576079
+219,89,210.6,522.6,49012,35757,16,0,"(48021.6, 51046.4]",41.7,39.6,43,"Clark County, Kentucky",2.49,52.6,13.7,38.3,,5.5,35.2,13.8,55.8,7.9,64.4,50.2,44.8,37.2,20.9,92.94107749,5.250021034,0.572117677,0.218750876,50.3774783,4.293271005
+131,59,266.2,572.1,25215,21013,38.2,0,"[22640, 34218.1]",39.1,37.1,41.4,"Clay County, Kentucky",2.53,48.2,30.4,35.1,,3.7,36.9,5.3,31.6,15.9,39.7,,26.4,57.3,41.9,93.37558685,3.915492958,0.056338028,0.643192488,47.61904762,7.638737758
+58,29,202.4,405.4,39184,11954,20.9,0,"(37413.8, 40362.7]",37.6,35.8,39.2,"Prowers County, Colorado",2.44,54.6,15.6,13.1,,5.9,27.8,9.6,58.6,9.7,57.1,,38.1,38.6,25.4,95.1777687,0.662035145,0.441356763,1.536575398,51.35914333,6.036139946
+108,47,205.8,474.6,35664,16759,20.6,0,"(34218.1, 37413.8]",43.2,41.3,46.1,"Fayette County, Alabama",2.36,53.6,16.6,31.8,49.6,2.1,38.8,8.4,44.8,10,65.3,44.9,38.3,43.4,21.1,85.546875,12.38754735,0.390625,0,51.49921842,5.73089701
+832,322,160,436,41382,163591,19,434.0092059,"(40362.7, 42724.4]",38.8,37.6,40.4,"Pueblo County, Colorado",2.49,46.7,20.1,29.2,,6.6,29,13.7,51.1,10.8,58.4,42,36.8,45.5,27.1,78.76225088,2.238745906,0.763996805,10.99870603,44.75893652,5.466762526
+29,11,150.7,407.4,63184,6571,10.9,0,"(61494.5, 125635]",36.4,35.9,37.1,"Rio Blanco County, Colorado",2.48,58.5,15.8,28.9,,6.7,33.7,14.3,65.4,4.2,72.3,62.1,55.1,26,15.9,94.17461263,0.461859356,0,0.491656734,60.15310234,10.65292096
+59,21,136.5,379.5,40593,11543,18.3,0,"(40362.7, 42724.4]",40.9,40.1,41.8,"Rio Grande County, Colorado",2.49,55.5,26.1,32.8,,2.7,29.5,14,54.9,8.1,53.9,40.7,33,41.2,26.6,84.45295871,0.808854832,0.374627501,10.68539804,53.51960147,4.941176471
+81,23,125.2,373.1,66846,24130,8.4,0,"(61494.5, 125635]",40.1,39.8,40.5,"Routt County, Colorado",2.46,51.2,10.7,30.3,48.7,10.3,20.5,34.2,,4,77.4,68.1,46.4,19.1,10.1,94.89112937,0.419384902,1.037871728,1.923239854,50.77934471,4.116913206
+24,10,145.4,337.1,31227,6251,29.9,0,"[22640, 34218.1]",46.1,45.5,46.9,"Saguache County, Colorado",2.39,52.1,35.2,28.6,,6.8,24.7,17.9,49.4,9.7,33.3,24.6,19.2,46.1,32.4,87.6563001,0.368707919,1.122154537,6.588650208,44.03387221,7.037358818
+22,5,97.9,358.5,59603,7879,9.9,0,"(54545.6, 61494.5]",40.7,40.5,41,"San Miguel County, Colorado",2.31,45.7,7.8,25.2,,30.4,18,39.7,70.6,5.8,73.4,63.5,39.3,21.7,12.6,95.90932777,0.234497134,1.341844711,0.677436165,40.63444109,4.135338346
+15,6,133.8,364,44562,2399,13.9,0,"(42724.4, 45201]",49.8,49.4,49.9,"Sedgwick County, Colorado",2.44,50.9,27.1,25.4,,1.7,35.1,14.7,52.8,6.4,60.2,41.3,31.4,45.7,22.7,91.71247357,1.226215645,1.226215645,1.691331924,49.00105152,5.925925926
+66,15,87.6,259,68352,30257,9.7,0,"(61494.5, 125635]",37.1,36.5,38.5,"Summit County, Colorado",2.82,49,12.8,28.5,,22.8,17.2,32.3,74.3,4.7,68.3,,39.6,16.5,8.7,89.67519005,1.154111956,0.932964755,5.946786455,49.62042788,6.966359035
+123,38,145,429.1,62380,23385,9.5,0,"(61494.5, 125635]",49.4,49.4,49.3,"Teller County, Colorado",2.42,60.1,17,48.1,,1.9,24.8,18.6,58.7,8.2,67.2,51.7,43.6,34.4,19.4,94.28020566,1.075407027,1.036846615,1.18251928,59.71192986,2.019315189
+26,9,118.4,381.7,45784,4864,11.4,0,"(45201, 48021.6]",44.4,41.8,45.6,"Washington County, Colorado",2.3,60.9,22.7,41.4,,2.6,35.1,12.6,56.2,5.1,67.2,51.8,39.7,37,19.4,96.0375391,0.583941606,0.458811262,1.147028154,58.32908813,6.155507559
+157,74,198.2,421.7,33881,31696,23.1,0,"[22640, 34218.1]",38.8,36.8,39.9,"Franklin County, Alabama",2.62,50.3,23.3,33.7,,3.7,37.5,7.4,49.4,9.8,58.6,44.9,40.3,38.3,21.7,88.27211228,4.912435987,0.091673516,4.194853638,49.02337229,3.264508929
+883,329,150.7,389.5,61501,285174,10.5,171.8249209,"(61494.5, 125635]",406.8,33.3,34.4,"Weld County, Colorado",2.8,55,14.4,30.9,48.6,6.1,27,17.8,63.1,6.6,69.9,58.6,51,27.3,16.3,87.205294,1.069947001,1.347121957,6.675081565,57.01953465,6.80980854
+54,24,184.3,427.2,46838,10146,14,0,"(45201, 48021.6]",36,36.5,35.9,"Yuma County, Colorado",2.6,55.2,20.8,29.1,,4.4,31.7,14.7,62.7,2.5,61.6,,36,35.9,21.3,94.14825724,1.197839961,0.108001964,2.405498282,50.6080207,4.737575476
+5047,1524,142,489,85336,948053,9,146.6162757,"(61494.5, 125635]",39.7,38.1,41.1,"Fairfield County, Connecticut",2.76,50.8,14.8,27.7,,17.4,22.6,25.7,62.4,9,71.9,59.9,52.7,27.3,15.7,73.91591125,11.24307567,5.042431618,6.946614992,53.23821488,4.646681703
+5129,1741,157.5,486.8,65809,895841,12.2,222.1376338,"(61494.5, 125635]",40.1,38.2,41.7,"Hartford County, Connecticut",2.51,46.8,14,26.6,,14.2,27.1,20.5,60.7,9.3,71.3,58.1,53.3,33.4,19.5,72.63181718,13.39795282,4.791051382,5.702146067,46.28481184,5.248472648
+1190,389,151.2,480.9,73413,183603,7.7,92.59107967,"(61494.5, 125635]",46,44.8,47.1,"Litchfield County, Connecticut",2.46,53.8,11.7,33.4,,13.7,29.3,19.5,63.8,7.1,75.8,,54.2,30.7,15.5,93.51382686,1.517412401,1.808871522,1.281776022,53.68635766,3.812301967
+1021,339,154.9,488.8,76365,164063,7.9,115.8091709,"(61494.5, 125635]",44.2,43.1,45.5,"Middlesex County, Connecticut",2.4,52.2,9.2,31,,11.7,26.8,22.2,64.2,6,80.1,65.4,59.3,27.2,12.7,88.98798172,5.07553053,2.759664578,0.931190022,52.46457038,4.041212898
+5021,1788,169,500.1,60387,859470,13,250.1541648,"(54545.6, 61494.5]",39.8,38.1,41.1,"New Haven County, Connecticut",2.56,44.7,12.6,29.9,44,13.5,30.2,18.4,59.9,9.5,69.1,56.4,50.8,34.3,20.6,75.01240977,12.84109466,3.895391453,5.554589063,45.04306379,4.240824844
+1573,534,162.6,490.4,65813,271863,11.1,367.8323273,"(61494.5, 125635]",40.7,38.7,42.5,"New London County, Connecticut",2.45,48.7,8.7,37.2,,10.8,31.2,17.7,59.5,8.3,74.1,,49.9,33.7,17.5,81.46860186,5.61707268,4.157622124,3.186119296,48.23231138,4.578351666
+754,239,152.3,471.5,78653,151420,7.5,6.604147405,"(61494.5, 125635]",38.1,36.5,39.6,"Tolland County, Connecticut",2.49,46.8,5.1,21.1,,8.3,27.4,21.4,63.1,6.8,81.8,68.9,63.2,24.6,11.8,89.16273988,3.127385685,3.936215021,1.368889357,53.2505921,2.555885972
+569,229,172.2,431.4,57547,116573,10.3,0,"(54545.6, 61494.5]",40.4,39.2,41.6,"Windham County, Connecticut",2.53,46.9,9.1,29,,7.3,34.3,13.9,61.5,9.3,68.9,55.1,50.9,36.2,21,90.30901507,2.230356687,1.230101302,2.414233421,48.29027012,3.936336507
+125,53,212.4,494.6,39546,22583,18.1,929.9030244,"(37413.8, 40362.7]",38.9,37.8,40.4,"Bibb County, Alabama",2.95,49,25.3,33.1,,1.2,42.1,6.1,45.2,8.3,64.8,,43.8,39.4,22.7,76.65457441,21.43868342,0.092903911,0.03096797,57.33598975,4.179860671
+176,74,200.3,488,34425,26777,23.9,0,"(34218.1, 37413.8]",42.2,41.5,43.3,"Geneva County, Alabama",2.47,52.3,24.7,39.1,,3.6,37.1,9.3,48.3,11.2,56.1,40,33.9,42.7,24.4,86.50009323,8.901734104,1.226925228,1.129964572,50.18597731,5.630397237
+940,347,190.7,527.2,54271,173533,14.1,11.52518541,"(51046.4, 54545.6]",37,35.1,38.4,"Kent County, Delaware",2.71,48.8,15.5,25.9,51,7.6,33.5,14.1,56.5,8.4,69.2,49.6,42.1,38.7,20.5,67.20882077,24.31198343,2.091334383,1.491956179,50.31450694,6.068779501
+2780,1022,177.2,485.9,64632,556779,12.3,474.1558141,"(61494.5, 125635]",37.5,36.1,38.8,"New Castle County, Delaware",2.63,45.2,14,31,,12.4,28.6,20.6,60.8,7.4,73.4,59.9,55.4,30.5,17,65.46940469,24.20098136,5.044183224,2.547835595,46.45074851,4.724925622
+1447,525,168.7,493.3,53316,215622,13.9,519.4275167,"(51046.4, 54545.6]",47,45.4,48.3,"Sussex County, Delaware",2.52,51.1,17.8,38.7,37.1,6.5,35.3,13.5,52.9,8,64.7,43.1,38.4,45.4,23.1,81.4512161,12.66316775,1.144706756,2.152415317,50.71997832,5.256787135
+2881,1084,182.3,483.7,69992,672228,18.4,651.5646477,"(61494.5, 125635]",33.7,33.5,33.9,"District of Columbia, District of Columbia",2.22,27.3,10.5,22.6,,23,18,23.3,61.8,9.6,69.6,55.6,48.2,35.1,21.7,40.2056267,48.87333123,3.679164273,4.194543803,23.91565163,4.581891653
+1031,426,182.4,447.8,44325,259964,21.6,115.4005939,"(42724.4, 45201]",30.8,29.9,31.8,"Alachua County, Florida",2.46,37.7,5.5,13.7,,14.7,21.5,21.5,54.6,7.9,71.3,,47.3,25.2,13.2,69.8660205,19.89630947,5.656562478,0.946825166,38.96880138,3.204859373
+131,56,206.1,475.3,47121,27420,19.6,0,"(45201, 48021.6]",36.6,35.5,38,"Baker County, Florida",3,47.9,17.9,51.7,,7.6,43.8,7.5,48.2,8.9,64.3,52.1,46.1,32.6,19.4,83.46784596,14.51262207,0.597014925,0.814446287,56.27056673,5.915444937
+1003,395,191.5,501.1,44800,181635,15.6,16.51664052,"(42724.4, 45201]",39.8,38.3,41,"Bay County, Florida",2.54,49,19.6,32.1,,6.8,30.6,14.4,55.1,8.6,60.6,,32.1,36.3,19.6,82.06874134,10.76742343,2.033612199,0.616470776,47.33223403,5.729334092
+147,72,209.9,434.4,39980,26928,22.6,0,"(37413.8, 40362.7]",39.6,36.8,44.9,"Bradford County, Florida",2.72,39.5,27.5,32.8,,6.3,37,7.8,41,12.4,57.4,,35.4,38.7,20.6,77.59247695,20.04554972,0.404070088,0.139587849,45.24515393,2.467138524
+3721,1571,181.2,464.8,47973,568088,14.5,51.04842912,"(45201, 48021.6]",46.6,45.1,47.9,"Brevard County, Florida",2.46,48.6,15.3,29.9,,7.9,28.8,16.9,49.6,10.9,64.2,45.5,38,38.1,18.3,83.0508444,10.28087523,2.307840987,1.237736885,47.33045769,4.967904974
+8954,3397,157.6,438.3,51485,1896425,14.5,216.723572,"(51046.4, 54545.6]",40,38.6,41.1,"Broward County, Florida",2.73,43.1,17.1,29.4,44.8,8.7,27.6,19.8,59.8,10,58.4,49.6,40.2,29.4,19.1,62.61746183,27.83747624,3.499006051,2.985809092,43.04294896,4.663810807
+58,19,154.5,495.8,26504,8479,33.2,0,"[22640, 34218.1]",42.4,41.2,45.1,"Greene County, Alabama",2.7,30.9,22.3,29.9,,1.6,38.9,7.8,35.2,20.4,44.7,,23.8,54.1,32.2,17.7877429,80.6599977,0.160975049,0,31.3027179,7.343412527
+68,32,174.7,381.9,35256,14462,22.3,0,"(34218.1, 37413.8]",40.5,39.7,42.3,"Calhoun County, Florida",2.64,44.6,16.9,45.8,36.6,0.8,37.5,8.2,40.1,10,49,33.5,28.3,43.5,25.9,81.25213821,13.43140609,0.64317482,1.108450222,49.81187291,4.5
+1366,561,149.8,412.7,43242,173115,11.9,17.32952084,"(42724.4, 45201]",57.3,56.2,58,"Charlotte County, Florida",2.26,55.8,23.5,37.8,34,4.7,34.9,13.1,38.8,10.8,61.1,32.6,25.2,51,20.1,90.49902584,5.606123668,1.282399281,0.573038249,53.69071476,4.954881717
+1269,557,184.3,452.5,36383,141058,20.1,42.53569454,"(34218.1, 37413.8]",55.4,54.4,56.1,"Citrus County, Florida",2.25,54.6,24.1,42.3,,3.2,38.2,11.1,35.8,13.1,57.6,31.6,24.7,54.3,24.4,93.29127701,2.992395492,1.593939307,0.279977659,51.06536419,3.923080412
+935,357,182.6,471.3,58539,203967,10.9,88.24956978,"(54545.6, 61494.5]",39,37.6,40,"Clay County, Florida",2.84,53.4,16,35.4,,5,30.7,16.7,55.7,10.7,70.1,54.5,41.7,29.7,14.9,82.00864161,9.763596853,3.166393978,1.06931014,56.88094652,3.920755108
+1869,756,123.2,346.3,58403,357305,14.3,50.37712878,"(54545.6, 61494.5]",48.5,46.7,50.2,"Collier County, Florida",2.59,54.4,19.2,38.9,36.1,5.7,26.7,19.8,,7.8,58.6,38,28.5,40.8,19.3,87.80061626,6.830142103,1.248933569,2.628624033,54.17744518,5.163886194
+376,170,203.3,453.7,38484,68348,21.7,73.15503014,"(37413.8, 40362.7]",40.4,38.2,42.8,"Columbia County, Florida",2.66,45,24.3,42.9,,1.5,36.1,9,46.1,14.8,53.8,39.4,33.2,43.2,25.5,77.20113264,17.92319264,0.800814087,0.95566764,45.64703897,4.905335628
+176,73,160.4,392.9,36945,35458,29.7,0,"(34218.1, 37413.8]",40.1,38.4,41.8,"DeSoto County, Florida",2.78,44.2,40.4,37.9,,1.6,40.9,6.8,43.2,9.4,39.1,,20.1,47.9,30.9,82.08084218,13.22767972,0.303229682,2.883542638,48.09574657,8.085035152
+103,48,195.9,436.6,32121,16203,27.1,0,"[22640, 34218.1]",46.9,44.3,49.5,"Dixie County, Florida",2.41,45.8,39.8,33.7,,3.4,41,6.1,36.6,7.2,43.8,29.5,24.6,50.4,28.7,88.10515195,8.799950283,0.745758499,0.118078429,47.2318625,5.828779599
+4383,1638,189.2,504.4,46013,913010,18.2,359.2512678,"(45201, 48021.6]",36,34.6,37.6,"Duval County, Florida",2.58,43.2,17.1,32.4,,8.9,28.6,18.7,57.9,10,63.5,50.9,41.7,32,19.3,61.47665866,29.39720863,4.356256449,1.135545818,41.79490974,5.094111629
+1537,662,186.7,444.2,46139,311003,15.3,234.7244239,"(45201, 48021.6]",37.2,34.9,39.6,"Escambia County, Florida",2.53,41.3,12.9,30.9,,6.7,28.9,16.4,52.4,9.4,65.5,48.2,36.3,35,18.2,68.96159986,21.60403752,2.893639803,1.201004156,41.92591941,4.387164057
+98,39,197.7,510.4,33315,15068,28.1,0,"[22640, 34218.1]",40.2,38.2,41.7,"Hale County, Alabama",2.53,41.3,18.7,45.2,,0.5,42.9,9.9,43.6,13.3,54.5,39.8,34.6,46.7,26.8,39.96460409,58.24593603,0.275301521,0.83245936,40.56014847,8.967468175
+698,300,174.6,444.8,51556,105392,11.6,0,"(51046.4, 54545.6]",49.6,48.1,50.5,"Flagler County, Florida",0.0271,54.2,21.4,38.6,,2.9,34.7,15.1,43.7,9.3,61.9,41.9,36.5,42.2,17.9,81.41253981,11.21220841,2.366470536,2.779238562,57.66982409,4.063558218
+66,34,216.2,412,36788,11761,25.3,0,"(34218.1, 37413.8]",42.1,39.1,48.7,"Franklin County, Florida",2.24,49.8,37.6,20.3,,1.4,35.4,10.1,43.9,9.4,52.8,34.1,28.7,43.3,20.9,81.99174407,14.55108359,0.756793946,0.455796354,50.50714615,4.934210526
+224,101,184.7,403.4,35849,46036,25.6,0,"(34218.1, 37413.8]",40.2,38.8,41.2,"Gadsden County, Florida",2.53,39.6,24.7,34.3,,3.7,34.6,10.4,45.1,11.2,53.7,39.2,34.6,40.5,24.8,40.57384112,54.7927796,0.480354989,2.571945545,39.47182268,4.18136909
+85,48,209.2,383.8,40788,17199,19.8,0,"(40362.7, 42724.4]",42,36.5,45.8,"Gilchrist County, Florida",2.54,47.3,39.5,34.9,23.7,2,38.8,7.7,44.8,10.4,50.2,37.2,33.3,40.2,22.5,91.59016008,6.10287194,0.476694915,0.258945386,52.06077259,6.283213504
+68,28,135.3,354.9,38783,13670,21.1,0,"(37413.8, 40362.7]",45.3,42.5,48,"Glades County, Florida",3.04,44.3,38.6,23.6,,0.2,44.5,5.8,33.3,12.9,47.1,27.7,24.1,47.5,24.1,79.87492465,13.02742616,0.421940928,1.672694394,51.65816327,1.600365798
+89,39,189.1,434.7,38419,15871,23.1,0,"(37413.8, 40362.7]",43.3,41.3,46.2,"Gulf County, Florida",2.52,44.8,29.4,34.7,,3.7,34.7,11.5,41,10.2,58.7,42.2,34,37.2,18.9,77.94741844,17.97275895,1.672473868,0.411783339,50.17760329,4.887361588
+56,32,188.4,336.8,31734,14295,31.7,0,"[22640, 34218.1]",40.5,36.1,45.6,"Hamilton County, Florida",2.35,39.3,36.9,44.4,18.7,0,37.4,7.2,33.1,15.8,49.7,35.3,29.4,47.8,28.4,60.72247308,34.09517193,0.347342827,2.181312956,44.32593857,7.14920071
+119,47,161.9,422.3,35371,27502,29.9,0,"(34218.1, 37413.8]",34.8,33.2,36.4,"Hardee County, Florida",3.33,43.9,34.8,45.9,,0.9,41.1,7.4,45.3,11,36.5,,21.8,48.7,34.9,82.55060434,7.965632736,0.182029999,7.259356342,52.29719086,6.773043626
+138,60,163.7,370.1,38494,39119,25.3,0,"(37413.8, 40362.7]",33.8,32.3,34.8,"Hendry County, Florida",3.18,45.5,30.6,29.9,,1.2,32.2,6.3,51.2,11.9,38,31.3,26.7,37.4,27.2,73.78724292,12.00114694,0.980111044,9.162474259,48.00352578,7.09833795
+1300,567,178.1,447.5,40094,178439,15.3,16.81246813,"(37413.8, 40362.7]",48.7,46.9,50,"Hernando County, Florida",2.45,52.4,14.5,40.5,,4.5,37.5,10.6,40.1,13.7,55.7,,28.9,47.9,25.8,89.94216545,5.380157772,1.088044666,1.210463992,51.03190825,5.381697487
+115,47,194.1,484,39930,17221,17.3,0,"(37413.8, 40362.7]",43,41.7,45.1,"Henry County, Alabama",2.47,53.1,16.4,43.8,,8.5,35.5,9.4,49.7,8.1,61.9,42.2,35.8,41.8,22,70.36865291,28.35033619,0,0.38836077,51.47954743,7.114728275
+769,335,161.6,413.7,35787,99491,19.5,0,"(34218.1, 37413.8]",52.1,50.2,54,"Highlands County, Florida",2.39,54,33,34,,1.4,36.3,10.7,37.6,13.3,53.2,27.8,21.6,54.6,25.3,83.03941909,9.559840534,1.504149378,3.765966968,51.71176077,5.119076848
+6000,2154,168.9,474.5,50758,1349050,16.8,386.938957,"(48021.6, 51046.4]",36.6,35.5,37.6,"Hillsborough County, Florida",2.64,45.1,16,28.6,45.6,9.8,27.3,19.5,58.8,9,61.2,,42.8,31.1,19.7,71.13081441,16.63501893,3.691272592,4.938275395,44.25647736,4.752577535
+67,50,191.5,259.6,35651,19324,26.7,0,"(34218.1, 37413.8]",42.1,40,45.1,"Holmes County, Florida",2.6,48.4,28,34.5,,4.5,36.9,7.3,38.1,15.4,47.8,33.9,25.4,45,26.2,89.05016552,6.987522282,0.371785078,0.621339445,53.30990041,5.39241858
+1056,472,167.3,430.4,47548,147919,14.7,27.04182695,"(45201, 48021.6]",50.7,48.7,52.2,"Indian River County, Florida",2.44,51.7,22.4,36.2,36.1,5.3,30.3,16.4,44.2,12.2,59.5,35.6,27.6,45.1,20.6,86.17375723,9.246426722,1.192026094,1.493007434,49.97492434,5.396074172
+74,35,173.5,367.9,40205,14081,18,0,"(37413.8, 40362.7]",45.3,42.6,48.8,"Jefferson County, Florida",2.17,46.3,29.2,24.8,,1.8,31.5,11.9,40.9,9.4,64.3,46.2,40.9,40.6,19.9,60.91703057,36.17410903,0,1.676292436,47.51432268,5.135032332
+34,19,208.1,380.1,38071,8663,25.6,0,"(37413.8, 40362.7]",36.4,34.5,40.2,"Lafayette County, Florida",2.81,43,37.1,40.7,,2.1,36.7,7.8,37.6,14.6,51.7,39,30.8,36.6,22.6,77.320759,18.13430292,0.068174071,3.033746165,54.47252306,7.845659164
+2251,879,171.3,474.6,46895,325875,13.8,30.68661297,"(45201, 48021.6]",46.4,45.1,47.6,"Lake County, Florida",2.57,54.9,21.4,33.3,,6.3,33.5,14.3,47.6,9.7,62.7,43.1,36.6,41.4,20.3,83.35592685,9.76168933,1.777106591,2.179926005,55.18108863,5.546022599
+3895,1519,142.1,400.1,49147,701982,16,279.2094384,"(48021.6, 51046.4]",46.9,45.6,48.2,"Lee County, Florida",2.59,50.4,20.7,32.7,,6,31.6,16.2,47.6,10.1,57.6,38.7,31.1,41.4,20.9,84.54122876,8.636004068,1.594003089,3.223113723,50.79532437,4.725806822
+950,369,155.8,390.5,45463,286272,23.3,38.42499441,"(45201, 48021.6]",30,29.1,30.7,"Leon County, Florida",2.43,37.8,6.7,15.4,,12.9,19,25.3,59.7,10.6,74,61.8,52.2,24.1,12.8,62.22626705,31.12709408,3.224358521,0.866968262,37.82864464,3.782242355
+561,227,189.6,477.3,40124,104173,20.1,28.79824907,"(37413.8, 40362.7]",39,37.6,40.5,"Houston County, Alabama",2.62,46.9,18,36.1,,5,33.1,13.3,54,8.3,63.4,48.4,40,36.7,20.7,69.70656982,26.4251357,0.764966098,0.823883942,46.61581243,5.664585192
+296,139,232,496.9,37433,39832,21.2,0,"(37413.8, 40362.7]",46.6,45.4,48,"Levy County, Florida",0.0253,48.5,22,36.1,,2.9,40.9,7,44.1,11.1,46.7,30.8,25,47.8,26.3,87.34587278,9.148439266,0.494713844,0.323949675,47.36401134,6.101525381
+32,17,220.4,391.5,38473,8331,24.7,0,"(37413.8, 40362.7]",37.6,36.7,39.4,"Liberty County, Florida",2.77,41.8,27.1,30.9,,5.6,43.5,6.8,39.6,10.2,53.4,41,36.1,35.2,20.3,77.97468354,16.52802893,0.807715491,2.688366486,47.55445952,8.315256688
+70,41,166.9,293.5,33017,18408,27.7,0,"[22640, 34218.1]",41.5,39.5,44.2,"Madison County, Florida",2.52,43.3,33.2,28.6,,0.4,39,6.9,40,11.8,51.6,32.8,26.2,45.2,24.6,58.04367558,38.71002189,0.240269101,1.083880613,46.93075295,11.91053624
+2013,823,146.7,399.1,51673,363369,14.1,19.26416398,"(51046.4, 54545.6]",46.7,45.2,48.2,"Manatee County, Florida",2.52,52,20.2,37.9,,6.3,30.7,16.8,49.5,8.6,61.1,,33.2,39.8,19.3,84.61927856,9.281439739,1.835457584,2.572084404,51.46038226,4.574507344
+2696,1089,183.4,490.1,39860,343254,17.8,107.7918975,"(37413.8, 40362.7]",48.2,46.6,49.6,"Marion County, Florida",2.48,49.5,23.4,37.4,,4.4,36.6,11.7,41.1,12,54.1,33.8,27.3,47.9,25.2,81.68230848,12.91466134,1.502029328,1.293900734,49.44098815,5.222619682
+1068,446,146.5,409.8,55472,156283,12.1,102.3783777,"(54545.6, 61494.5]",50.7,49,52.4,"Martin County, Florida",2.39,51.1,18.6,32.9,,8,26.1,19.8,47.3,9.7,64.9,43.8,34.2,40.6,17.8,87.11028723,5.595503543,1.114218991,4.081511485,50.7538094,5.354923743
+11495,4052,137.3,408,42754,2693117,20.4,164.8647274,"(42724.4, 45201]",39,37.5,40.5,"Miami-Dade County, Florida",3.08,40.7,15.4,29.1,46.9,8.6,28.5,17.1,56,10,46.4,41.2,32.5,32,21.8,75.75059434,18.6422952,1.58659847,2.425501375,43.27147205,4.372227998
+420,181,168.5,394.6,57411,77482,14,25.81244676,"(54545.6, 61494.5]",46.8,46.5,47.1,"Monroe County, Florida",2.55,45.8,15,32.8,,6.6,27.9,19.2,58.5,6,59.2,43.5,29.6,31.5,15.2,89.10027536,6.54800332,1.013161882,1.082989684,46.08439986,4.966521485
+466,171,176.3,490.1,56728,78444,11.7,12.74794758,"(54545.6, 61494.5]",44.2,43.3,45.1,"Nassau County, Florida",2.66,54.5,17.5,40.1,,5.3,35.5,15.1,50.9,9.8,66.2,49.1,38.9,33.7,16,90.39008962,6.425935688,0.882973115,0.421718503,55.87154667,6.279473815
+879,380,182.8,430.2,55952,198664,12.4,5.033624612,"(54545.6, 61494.5]",36.8,35,38.8,"Okaloosa County, Florida",2.5,51.6,13.3,32.7,46.4,7.6,26.2,17.8,,6.9,69.8,,27.4,31.1,14,79.33280274,9.144961688,2.93231792,2.908389124,49.7916778,5.717229536
+314,146,211.1,463.6,36923,52419,22,19.07705221,"(34218.1, 37413.8]",42.2,40.4,44.1,"Jackson County, Alabama",2.56,55.3,23.2,33,,2.6,39.8,7.7,48.9,10.1,63.3,45.7,40.2,38.7,16.7,90.97048808,3.09307605,0.397275823,1.271282633,55.34237189,4.011185878
+216,101,203.3,440.9,37065,39469,25.9,0,"(34218.1, 37413.8]",39.9,39.2,41.2,"Okeechobee County, Florida",2.77,45.8,36.9,35.2,25.5,2.4,37,7,42,11.8,43.9,30,25.3,46.5,29.2,85.42860782,9.007769711,0.96802955,2.741052095,48.67392304,4.691483937
+4568,1645,161.7,440.7,47069,1288126,18.2,271.7125499,"(45201, 48021.6]",34.4,33.4,35.3,"Orange County, Florida",2.75,42.8,11.9,25.1,,10.6,26.1,20.8,61.6,9.1,60.3,51.6,44.5,26.9,17.6,64.47102167,20.80926643,5.192105377,6.222178466,43.90160228,4.907650931
+1081,413,155.6,407.5,42945,323993,19.3,33.9513508,"(42724.4, 45201]",35.7,34.2,37.2,"Osceola County, Florida",3.23,46.4,19.4,33.1,,6.6,34.3,12.7,56.2,9.8,51.9,,36.5,34,23.1,75.6954831,11.32083624,2.622727424,6.549672616,51.46743486,5.718663568
+8287,3265,144.3,422.3,52225,1422789,14.9,151.1116546,"(51046.4, 54545.6]",44.1,42.3,45.8,"Palm Beach County, Florida",2.54,46.9,17.7,28.9,,8.8,25.5,21.1,54.3,9.5,60.5,45.8,36.5,35.5,19.5,74.98799686,17.97243412,2.503905553,2.180944963,45.4432712,5.134424767
+3154,1281,176.4,470.7,45219,497909,14.7,62.26037288,"(45201, 48021.6]",44.4,43.3,45.5,"Pasco County, Florida",2.53,51.1,16.3,37,,5.4,33.7,14.2,47.8,9.4,61,45,37.9,39.4,21,88.67778872,5.070229173,2.309258734,1.084525379,50.5624792,4.73813501
+5978,2528,165,430.8,45162,949827,15.2,184.2440781,"(42724.4, 45201]",47.1,45.6,48.5,"Pinellas County, Florida",2.27,44.2,16.2,32.4,,8.2,29.5,18.8,,8.4,61.3,46.5,38.5,37.1,20,82.64219084,10.32049101,3.170341297,0.998843772,40.13853119,4.507693163
+3846,1386,168.1,490.2,42768,650092,18.1,66.14448417,"(42724.4, 45201]",40.3,39.1,41.6,"Polk County, Florida",2.77,48.3,21.9,35.1,,4.5,36.2,12.8,49.2,10.6,55.7,42,35.9,40.2,24.1,78.76957152,15.07748821,1.672155947,1.825345154,50.30287152,5.501541209
+505,226,211.6,488.3,32054,72023,28.5,97.19117504,"[22640, 34218.1]",44.1,43,45.6,"Putnam County, Florida",2.57,44.9,22.8,43.8,,0.6,38.8,7.7,41.3,12.6,45.1,30.2,24.2,47.8,28.5,77.76081215,16.46445472,0.605260262,2.865357104,43.61160279,4.330954196
+1072,381,149.9,441.8,66560,226640,8.2,30.88598659,"(61494.5, 125635]",42.7,41.8,43.8,"St. Johns County, Florida",2.62,55.4,12.7,31.9,46,9.4,21.2,27.6,56.8,6.7,75.5,60,49.2,27.5,11.9,89.31518563,5.399653198,2.267037222,0.508800684,57.17801166,3.253269113
+1630,692,162.4,414.6,42722,298563,17.3,110.529436,"(40362.7, 42724.4]",43.9,42.6,45,"St. Lucie County, Florida",2.64,49.1,21.8,32.6,,4.7,33.4,12.8,48,12.4,53.6,37.7,31.6,42.8,24.5,73.1630591,19.29994514,1.760032777,3.082227454,49.87210143,5.736951023
+3400,1382,186.7,466.5,44852,660367,19.5,284.6901799,"(42724.4, 45201]",37.4,35.7,39.1,"Jefferson County, Alabama",2.47,43.9,13.2,29,,10.6,26.5,18.6,56,9.1,66.7,52.3,46.3,33.2,18.7,52.76878302,42.34825333,1.570196017,1.912367646,41.80064309,5.582491665
+708,314,190.7,426.5,58587,167040,11.2,0,"(54545.6, 61494.5]",39.5,38,41.2,"Santa Rosa County, Florida",2.65,54.8,16.2,37.6,,7.5,28,17.9,52.5,7.9,70.5,52.7,38.6,30.5,14.6,85.85898734,5.729687432,1.944466871,1.448258302,58.13925734,5.465692312
+3000,1247,146.4,410.8,52109,405549,10.8,199.7292559,"(51046.4, 54545.6]",54,52.2,55.5,"Sarasota County, Florida",2.21,53.5,14.6,38.9,,6.4,30.2,19.3,45.6,8.2,66.2,41.1,30.9,43.9,17.2,91.17611048,4.713573684,1.463123473,0.769313179,49.33984074,3.94772339
+1940,729,160.8,427.8,56443,449144,11.8,22.26457439,"(54545.6, 61494.5]",39.1,37.1,40.5,"Seminole County, Florida",2.85,46.6,11.2,24.9,53.6,10.2,24.1,23.6,59.4,9.4,67.8,57.1,47.7,26.3,15,79.60950826,11.57916158,4.155062582,1.696825854,50.37632996,4.236255854
+1067,358,142.9,444.5,51907,118891,10.9,84.11065598,"(51046.4, 54545.6]",65.3,64.7,65.7,"Sumter County, Florida",2.05,62.6,34.6,39.4,,2.5,30.6,16.3,22.1,9,66.6,,18.8,65.1,21.8,88.34112128,8.3418586,0.715200782,0.957594861,61.94550261,6.766413577
+240,120,198.7,421.4,38177,43760,23.7,0,"(37413.8, 40362.7]",41.6,40.5,43.6,"Suwannee County, Florida",2.69,47.7,29,40.8,,2,40.8,8.8,44.5,11.1,48.9,33,27,47.9,27.4,82.76407845,13.53595596,0.318843904,1.167565088,49.34500607,3.38904364
+120,57,198.5,425.5,36374,22493,23.4,0,"(34218.1, 37413.8]",41.2,39.2,44.5,"Taylor County, Florida",2.44,43.5,33.1,32.9,31.7,2.2,39.2,5.4,37.8,9,60.6,42.2,36.9,41.6,20.6,75.03195944,21.50319594,0.312982147,0.806700463,48.84944116,8.854568855
+214,61,362.8,1206.9,40207,15234,24.3,0,"(37413.8, 40362.7]",40.3,42.3,36.9,"Union County, Florida",2.58,36.4,27,45.1,,0,37.4,5.5,,11.7,59.6,49.2,41,35.8,22.5,73.96484761,21.59173195,0.64511882,1.53380291,50.01287664,3.739774055
+3119,1430,178.3,422.4,40881,517887,17.7,96.54615775,"(40362.7, 42724.4]",46.3,44.5,47.9,"Volusia County, Florida",2.46,46.4,15.7,29.5,,6,33.8,14.1,47,9.1,59.7,41.9,34.5,40.1,20.2,82.91686436,10.52888614,1.695389691,2.495835972,46.00309721,4.314909294
+143,63,209.3,456.7,51642,31535,15.1,0,"(51046.4, 54545.6]",40,39.5,40.3,"Wakulla County, Florida",2.57,46,27.3,32.8,,0.1,39.4,11.6,50.6,9.3,67.5,52.8,46.7,31.7,17.7,81.85877666,15.47481367,0.407992804,0.449755847,49.25638387,2.534634761
+570,189,169.8,499.8,68421,133378,7.7,0,"(61494.5, 125635]",35.7,35,36.4,"Canadian County, Oklahoma",2.88,55.1,14,34,45.1,6.8,29.3,18.6,65.6,4.5,76.5,63.1,55.8,23.7,11.6,82.15511161,2.296482372,3.052467253,2.875753806,58.40512737,5.36432284
+266,120,206.1,472,44402,48689,16.5,20.53851999,"(42724.4, 45201]",38.6,37.5,39.4,"Carter County, Oklahoma",2.67,49.9,24.1,37.8,31.8,6.4,39.6,12.5,55.6,6.1,60.1,45.4,39.7,36.5,20.7,74.65835432,6.975351967,0.93101028,2.087031914,49.10729277,5.886681383
+222,106,207.3,438.1,38027,48447,20.6,0,"(37413.8, 40362.7]",34.8,33.3,36.2,"Cherokee County, Oklahoma",2.81,46,12.7,29,,6.4,31.1,14.9,50.4,7.9,50.9,37.6,33.2,37.1,22,52.64153689,1.336881718,0.332661081,1.230845999,47.64763538,5.833404093
+91,47,225.5,445.2,29652,14997,26.8,0,"[22640, 34218.1]",41.8,40.8,42.6,"Choctaw County, Oklahoma",2.52,46.5,17.3,40.1,,7.2,40.1,9.4,45,8.9,40.9,28.1,24.2,45.3,26.4,63.0489418,11.43518519,0.489417989,1.66005291,43.83862255,6.960408685
+17,10,258.7,456.9,41800,2216,18,0,"(40362.7, 42724.4]",44.6,42.9,46.9,"Cimarron County, Oklahoma",2.28,60.9,28.6,44.4,,3,36.3,15.3,60.8,2.2,59,42,29.9,38.4,20.5,84.45108928,0.213583938,0.213583938,12.21700128,52.40904621,2.195121951
+1083,392,169.2,458.4,58205,274458,12.6,29.14835785,"(54545.6, 61494.5]",33.2,32.2,34.3,"Cleveland County, Oklahoma",2.59,49.1,8.2,23.3,58.6,9.9,26.6,19,62.5,4.9,74.8,61.2,52.3,24.3,12.4,79.06922201,4.52545288,4.242519005,1.342819064,50.03827713,4.927709813
+29,16,195.8,372,36566,5651,20.9,0,"(34218.1, 37413.8]",42.3,39.8,43.8,"Coal County, Oklahoma",2.51,52.6,24,45.2,,4.8,42.8,9.4,50.4,9.1,48.2,,25.8,41.5,22.3,71.92016518,0.481761872,0.172057811,1.531314522,49.43181818,4.588744589
+473,201,186.9,430.1,46071,124648,18.6,216.6099737,"(45201, 48021.6]",31.8,30.6,33.3,"Comanche County, Oklahoma",2.69,45.7,11.8,41,39.8,7.3,33.2,14.1,,8.6,66.1,47.1,29.6,33.5,16.5,64.45818164,16.87790267,2.141303742,2.103066175,46.07076781,6.253896381
+30,16,192.4,376.6,41469,5996,17.8,0,"(40362.7, 42724.4]",41.5,40.2,42.7,"Cotton County, Oklahoma",2.48,58.9,27.6,39.5,,4.2,40.7,12,53.9,9.2,58.2,43.6,32.4,36.2,21,79.97382199,1.963350785,0.687172775,1.767015707,55.70193495,5.31996916
+91,41,205.3,471.1,36953,14818,19.2,0,"(34218.1, 37413.8]",42.3,40.3,44,"Craig County, Oklahoma",2.52,49,24.1,35.7,,0.7,40.3,9.9,48.6,6.4,58,39.1,34.2,39.1,18.8,65.97938144,3.228431905,0.617200217,0.969886055,51.01513474,6.007301693
+420,182,210.2,495.5,46614,70892,15.8,28.211928,"(45201, 48021.6]",40.6,39.2,41.8,"Creek County, Oklahoma",2.67,54.5,21.6,42.5,,3.9,40,10.5,53.4,5.7,60.5,47.4,34.8,35.3,21.3,79.68513729,2.321900482,0.501688783,0.907279434,54.45351855,5.479185579
+124,61,205.2,436.7,45574,29744,15.9,0,"(45201, 48021.6]",30.7,29.9,31.4,"Custer County, Oklahoma",2.63,50,8.2,22.2,,9.3,35.1,18.3,61.9,3.7,67.4,56.5,47.9,25.4,13.4,82.73862931,3.126509766,1.41486645,2.091241632,50.28946353,5.712260808
+241,112,182.4,408.4,36424,41459,18.8,0,"(34218.1, 37413.8]",45.8,44.9,46.7,"Delaware County, Oklahoma",2.47,55,22,43.5,,3.2,37.2,11.6,47.7,9.2,52.4,33.9,28.7,44.9,23.5,66.20782922,0.304281678,1.144678693,1.113284552,52.93762454,4.550418639
+31,14,202.1,451.5,50348,4995,12.4,0,"(48021.6, 51046.4]",41.5,38.3,43.4,"Dewey County, Oklahoma",2.57,59.1,35.8,31.3,,2,42.3,17.6,54.9,2.7,63.8,,39.9,32.8,19.1,88.73123586,0.185070944,0.863664405,0.123380629,59.69746083,2.164502165
+24,12,186.6,415.5,52032,4231,12,0,"(51046.4, 54545.6]",44.3,43.2,45.6,"Ellis County, Oklahoma",2.38,59.3,25.4,31.8,,8.3,37.4,15.8,55.8,5,69.5,51.8,43.8,34.5,18,94.34603252,0.024265955,0.509585052,0.363989323,54.9122807,5.277044855
+322,138,184.6,449.4,49136,63569,14.5,251.6950086,"(48021.6, 51046.4]",36.2,34.9,37.3,"Garfield County, Oklahoma",2.52,55.7,18.7,36.9,,15.2,35.6,14.5,58.5,5.6,65.4,48.7,39.9,34.5,18.7,82.10702341,3.217455621,1.006560329,5.079431438,53.62409659,7.18973747
+173,81,227.9,496.9,40774,27755,19.2,0,"(40362.7, 42724.4]",39.5,37.8,40.9,"Garvin County, Oklahoma",2.57,53,22.8,43.9,31.2,2.1,43.5,10.1,49.8,4.4,61.9,40,36.4,34.8,17.9,81.93407394,2.429429976,0.280458933,1.591695502,51.41961827,6.713239053
+244,114,193.7,416.7,51199,54648,12.1,18.29893134,"(51046.4, 54545.6]",38.5,37.2,39.7,"Grady County, Oklahoma",2.7,56.4,21.5,38.9,,3.8,37.7,12.7,57.4,4.3,64.5,49.6,42.9,32.2,17,85.5051108,2.109602328,0.302171156,1.359770201,57.50165909,4.518903132
+30,13,174.4,445.9,49774,4523,12.3,0,"(48021.6, 51046.4]",44.2,44.3,44.1,"Grant County, Oklahoma",2.26,60.7,19.3,41.5,,1.3,36,17.9,58.7,3.6,74.8,54.8,40.3,33.1,13.7,90.05977419,0.376355988,0.199247288,2.324551694,53.55691057,5.275498242
+35,14,174.7,442.7,34872,6070,25.2,0,"(34218.1, 37413.8]",41.3,39.6,46.2,"Greer County, Oklahoma",2.3,45,28.1,31.8,38.8,1.3,37,10,46.2,4.4,61.4,39.7,34.7,38.6,16.4,79.09105771,7.209416381,0.049043649,5.54193232,48.9021043,9.857723577
+15,8,223.9,419.5,33750,2788,24.8,0,"[22640, 34218.1]",41.1,39.9,41.8,"Harmon County, Oklahoma",2.35,57.6,19.6,47.7,,0,26.6,15.5,50.9,8.7,56.8,38,24.7,45.3,23.8,68.66713189,7.083042568,1.570132589,12.63084438,52.55536627,4.99194847
+22,8,159.7,466.5,49204,3754,10.6,0,"(48021.6, 51046.4]",39,38.6,40.6,"Harper County, Oklahoma",2.57,57.2,26.9,37.4,,3.4,38.6,13.2,61.7,1.6,66,51.8,47,30.1,17.7,95.96388741,0.079660117,0.132766861,1.380775358,57.54847645,4.274611399
+74,34,200,452.5,35313,12845,24.5,0,"(34218.1, 37413.8]",40,38.5,42.1,"Haskell County, Oklahoma",2.6,54.6,29,40.9,,0.2,38.7,8.7,45.3,8.7,46,28.4,23.2,45.5,25,74.76264591,0.848249027,0.412451362,0.186770428,51.62145625,5.772811918
+92,43,226.9,508.2,34837,13735,23.4,0,"(34218.1, 37413.8]",40.2,36.8,44.9,"Hughes County, Oklahoma",2.7,45.5,23.6,40.9,,1.8,38,8.2,,7.1,50.7,,32.4,41.4,23.3,68.32789264,5.817918027,0.036271309,0.776206021,51.41445891,4.598628479
+124,58,209.2,448.8,41370,25574,17.2,0,"(40362.7, 42724.4]",34.1,33.2,36.4,"Jackson County, Oklahoma",2.48,51.9,14,34,,4,27.2,12.8,52.6,7.6,62.1,44.2,27.8,35.4,18.3,72.54375192,7.599017501,1.458397298,9.579367516,47.83757339,6.363038474
+42,21,231.3,470.4,32645,6276,23,0,"[22640, 34218.1]",42.4,40.7,44.1,"Jefferson County, Oklahoma",2.5,52.4,19.4,55.6,,1.9,44.8,8.5,50,6.5,48.6,,29.1,43.9,26,83.42018001,0.694773409,0.094741829,4.058108321,48.88709025,6.331168831
+57,30,215,415.2,35977,10980,20.1,0,"(34218.1, 37413.8]",40.6,40.3,41.2,"Johnston County, Oklahoma",2.58,49,12.2,34,,2.7,35.5,10.2,46.9,6.7,46.8,26.7,20.3,44,26.6,71.88350572,1.868989294,0.553438577,0.934494647,46.75792507,5.684647303
+269,124,203.1,460.6,41514,45366,18.2,0,"(40362.7, 42724.4]",38.8,37.4,40.7,"Kay County, Oklahoma",2.46,49.3,25.1,35.5,36.8,2.6,34,13,55.3,7.8,58.6,42.5,37.5,38.7,21.4,79.2331147,1.882115515,0.633952662,2.66523351,46.08887662,6.042169307
+81,31,174.7,465.5,59525,15584,10,0,"(54545.6, 61494.5]",38.6,36.1,40.3,"Kingfisher County, Oklahoma",2.64,60.6,18.3,38.7,,9.2,36.1,13.6,62.7,3.6,70.5,53.9,46.7,29.2,15,85.04117109,0.52934257,0,7.36505032,58.66573768,5.947846469
+62,29,226.1,491.5,36699,9144,19.1,0,"(34218.1, 37413.8]",43,40.7,44.6,"Kiowa County, Oklahoma",2.31,54.1,20.4,51.8,,1.4,34.7,13.2,54.7,5.5,57.1,37.6,29.8,42.3,22.7,79.37002795,3.880885831,0.311760912,5.332186627,47.72784971,3.922594142
+54,28,191.7,374.7,35522,10483,20.7,0,"(34218.1, 37413.8]",39.3,38.5,40.5,"Latimer County, Oklahoma",2.5,54.8,18.2,30.5,49.3,2,34.4,8.4,47.2,7.8,54.2,,34.3,38,20,69.05513273,1.410803787,0.621867459,1.067384444,53.76058041,7.799915218
+219,132,214.4,362.3,36627,49605,24,0,"(34218.1, 37413.8]",39.7,38.3,40.9,"Le Flore County, Oklahoma",2.67,52.6,22.5,42.7,,1.4,39.8,8.5,46.6,9.4,49.4,36.7,31.7,39.5,23.7,75.39429648,2.416882102,0.438886551,2.711477184,52.40585774,5.913091309
+162,82,198.3,393.5,46083,35042,14.9,0,"(45201, 48021.6]",40.7,40,41.6,"Lincoln County, Oklahoma",2.58,56.8,20.5,44.3,,1.1,39.5,9.1,54.3,7.1,60.2,45,38.4,37.1,20.1,85.77846047,1.767910967,0.086946441,0.417342917,56.3676215,5.677852349
+204,76,160.2,438.5,55602,45996,13.8,21.74102096,"(54545.6, 61494.5]",38.5,37.4,39.9,"Logan County, Oklahoma",2.83,55.1,14.6,30.2,,7.4,34.4,17.7,57.5,6,64.8,,43.9,31,17.4,82.04661407,9.111545636,0.58660913,0.78888814,60.01590352,4.945382324
+55,25,200.2,456.5,52662,9870,12.5,0,"(51046.4, 54545.6]",39.1,39.2,39,"Love County, Oklahoma",2.98,54.4,20.2,46.4,32.3,1.1,42.5,10.2,54.6,4,61.2,45.9,39.5,37.3,20.1,84.0008279,1.893821794,0.734761461,2.50439822,59.27545284,4.884922499
+196,66,175,516.3,58392,38066,10.2,0,"(54545.6, 61494.5]",38.3,37.1,39.1,"McClain County, Oklahoma",2.74,60.9,14.9,41,,2.8,34.7,16.6,59.7,3.9,71.2,,49.8,28,13.6,83.79984663,0.922984224,0.60254163,2.623794917,61.37873754,5.778802962
+183,83,202.4,454.6,34964,33048,20.9,0,"(34218.1, 37413.8]",39.1,37.9,40.3,"McCurtain County, Oklahoma",2.53,51.9,27.3,35.9,,2.4,41.6,9.2,48.3,8.3,43,31.3,27.7,44.7,29.1,65.5462692,8.321515856,0.096551308,1.647406692,48.78370003,4.988383217
+145,69,202.4,456,33450,19990,22.4,0,"[22640, 34218.1]",47.4,46.3,48.5,"McIntosh County, Oklahoma",2.38,56.2,22,42.4,,3.7,38,9.2,41.9,10.8,50.6,30.9,24.7,49,24.9,70.08382643,3.50591716,0.458579882,0.108481262,52.94398662,5.188559858
+51,20,182.3,478.7,54107,7771,11.8,0,"(51046.4, 54545.6]",41.6,39.9,43,"Major County, Oklahoma",2.49,62.2,28.4,32.4,,8,41.2,12.7,58.8,5.4,69.1,51.4,40.8,34.6,16.3,89.20779221,0.363636364,0,4.246753247,59.75090134,5.897114178
+99,43,196.9,460.2,38517,16232,18,0,"(37413.8, 40362.7]",43.1,41.1,44.2,"Marshall County, Oklahoma",2.64,54.7,28.6,34.7,35,1.8,35.1,8.3,48,7.6,51.7,,22.1,45.1,23.1,71.74347446,1.473710503,0.162357937,8.823529412,52.12070411,8.040842374
+221,102,202.5,434.6,41806,40887,17.6,0,"(40362.7, 42724.4]",39.3,38.7,40.2,"Mayes County, Oklahoma",2.56,55.4,22.6,43.7,,1.6,37.5,11.3,52.3,7,55.1,39.3,35.3,39.8,22,67.69575926,0.419440583,0.43651084,0.053649377,53.84371029,5.739464467
+84,38,203.3,467.1,43783,13936,15.1,0,"(42724.4, 45201]",41.3,40,42.5,"Murray County, Oklahoma",2.5,53.2,24.6,45.7,,5.5,39.2,13.3,56,3.6,59.2,39.1,34.3,34.9,18.6,76.06495303,1.339838346,0.422340348,2.650549771,52.49859629,3.244147157
+400,179,211.7,483.4,41015,69699,22.2,0,"(40362.7, 42724.4]",37.8,36.4,39,"Muskogee County, Oklahoma",2.53,48.9,20,40.8,,2.4,35.8,13.2,49.6,8.2,52.4,39.1,34.5,39.3,23.2,60.69434951,11.08452951,0.694919116,1.720209615,46.70006452,6.694613026
+69,27,181.6,465.5,46874,11554,13.4,0,"(45201, 48021.6]",40.7,40.5,41,"Noble County, Oklahoma",2.41,64,17.9,35.3,,2.7,35.4,17.1,57.2,5.9,70.3,54.2,48.2,34.3,16.2,84.06049018,1.494872241,0.165131236,0.425864766,60.8137045,8.309915697
+55,28,189.7,391.8,39706,10539,16.1,94.88566278,"(37413.8, 40362.7]",41.4,39.6,43.4,"Nowata County, Oklahoma",2.56,53.7,21.2,38.6,,2.6,42.1,10,50.7,8.4,58.2,43,38.4,37.7,21.4,68.97205116,1.970630033,0.293699668,0.86215064,53.36134454,3.337783712
+71,37,237.1,463.9,34172,12181,25,0,"[22640, 34218.1]",39.6,38.5,41.7,"Okfuskee County, Oklahoma",2.72,47,30.3,39.2,,5.7,37.3,7.7,40.9,9.6,46.3,33.7,27.3,43.2,27.5,63.65120836,7.797191378,0.261267146,0.775636839,50.22233202,7.418397626
+3322,1373,186.1,454.5,48226,776864,17.9,390.0296577,"(48021.6, 51046.4]",34.2,33,35.5,"Oklahoma County, Oklahoma",2.53,46.7,17.1,29.6,,9.8,25.3,19.8,60.8,6,61.5,48.9,42,31.4,18.7,68.89592832,14.79376524,3.242365603,3.267150885,43.15419198,6.473896102
+238,107,214.1,493.2,38183,39187,21.5,0,"(37413.8, 40362.7]",39.2,36.8,41.2,"Okmulgee County, Oklahoma",2.53,46.1,15,32.2,,3.1,37,10.6,48.4,10.4,55.4,39.3,34.5,41.9,23.8,66.05739492,8.211225473,0.268721797,0.438574253,45.09386234,6.833686191
+242,108,173.6,405.2,48014,47887,16.6,0,"(45201, 48021.6]",41.9,40.9,43.2,"Osage County, Oklahoma",2.55,54.2,21.3,40,,2.8,41.9,11.2,50.4,7.1,62.9,47,41.6,36.3,18.7,65.82386482,11.39551338,0.247638074,0.722104299,54.0255049,4.078719282
+166,96,229.7,413.3,35580,31981,22.1,0,"(34218.1, 37413.8]",38.5,37.1,40,"Ottawa County, Oklahoma",2.58,50.9,18.7,38.7,,2,36.4,9,51.5,9.4,52.4,37,32.3,42.9,25,69.07589216,0.956833411,0.729312763,1.390057659,50.00414559,5.394016013
+92,47,213.8,430.4,43476,16436,15.4,0,"(42724.4, 45201]",41.4,39.9,42.7,"Pawnee County, Oklahoma",2.6,55.7,20.4,49.4,,2.6,42.3,11.9,53.2,6.3,59.8,43.5,38.3,38.1,20.3,79.8169586,1.109158131,0.400024244,0.32123159,55.63873845,5.987850738
+295,119,177.4,449.8,41037,80850,23.7,86.58008658,"(40362.7, 42724.4]",27.2,26.6,28,"Payne County, Oklahoma",2.36,41.1,5.1,18.7,66.7,9.5,27.4,21.1,56,6.3,70.8,58.2,45.3,26,14.1,80.74235423,3.725621042,4.18392657,0.492300719,42.72642886,5.395731735
+248,118,195.8,418.2,39900,44610,21.7,0,"(37413.8, 40362.7]",40.7,39.4,42.2,"Pittsburg County, Oklahoma",2.36,52.6,23.5,41.4,,4.2,36.4,10.8,51.3,6.2,57,38.8,33.5,39,20,72.06467828,3.349569627,0.464847312,1.630301817,49.17343949,5.344522968
+203,86,195.7,475.3,41423,38194,17.3,0,"(40362.7, 42724.4]",35.3,33.7,36.9,"Pontotoc County, Oklahoma",2.52,47.4,14.4,30.1,49.6,5.9,33.5,16.7,58.3,6.2,58,45,40,35,20.2,71.0760741,2.351859151,0.906582578,0.525555118,45.82276746,5.893866899
+361,152,190,460.2,45710,71875,17.5,0,"(45201, 48021.6]",37.6,36.5,38.6,"Pottawatomie County, Oklahoma",2.61,51.3,19,34.2,,3.5,35.5,12.7,52.9,6.8,59.6,44.8,39.1,36.5,20.5,76.19911156,2.856500225,0.617127755,0.981219073,51.71564856,5.802028117
+59,39,226.4,354.7,32215,11183,23.1,0,"[22640, 34218.1]",44.8,43.4,46,"Pushmataha County, Oklahoma",2.34,53,25.6,41.6,,3,39.2,8.4,45.3,10.6,43.1,,25.4,46.9,26.7,75.44984857,1.202565473,0.427578835,0.641368252,47.54685197,5.050505051
+18,8,153.2,362.3,56139,3788,12.3,0,"(54545.6, 61494.5]",40.6,41,40.4,"Roger Mills County, Oklahoma",2.8,54,36.7,20.5,39.3,3.5,39.7,14.9,58.7,0.8,71.2,57.8,47.2,27.9,13.2,90.97883598,0.105820106,0.026455026,0.105820106,52.76119403,2.822580645
+432,170,174.5,445.5,56465,90802,10,0,"(54545.6, 61494.5]",38.8,37.8,39.7,"Rogers County, Oklahoma",2.64,59.6,15.7,36.9,41,6.4,33.1,16.8,60.4,5.5,72.8,58.2,52.7,27.8,13,75.13846844,1.085323467,0.969839668,1.587621931,60.30637328,5.259595862
+152,68,208.9,484.1,35964,25548,24.7,0,"(34218.1, 37413.8]",39.7,38,41.1,"Seminole County, Oklahoma",2.7,48.8,23.9,35.2,,1.3,36.2,8.9,47.5,8.4,49.4,36.8,32.5,40.7,24.8,68.44707822,4.99195479,0.192300145,0.784898552,48.61986525,6.579419147
+187,109,214.9,375.8,35592,41153,27.9,0,"(34218.1, 37413.8]",39.9,38.8,41.4,"Sequoyah County, Oklahoma",2.64,52.7,24,38.5,,3.6,39.5,9.4,47.6,9.8,45.5,33.4,29.1,42.7,27.3,65.77030677,2.05238279,0.718695736,0.955045341,51.67824074,6.132732926
+257,114,189.1,441.8,42967,44581,15.5,0,"(42724.4, 45201]",40.1,39.3,40.8,"Stephens County, Oklahoma",0.0248,55.2,23,34.7,,4.7,38.9,12.8,53.8,6.6,62.5,45.8,40,37.1,19.4,84.04454761,2.073383029,0.517787796,3.106726778,52.61361092,2.876060418
+73,28,153.1,391.6,49780,21489,13.6,0,"(48021.6, 51046.4]",31.5,30.6,32.4,"Texas County, Oklahoma",2.93,54.9,28.7,29.4,,1.8,28.4,14.9,68.7,3.5,65.5,54.9,50.3,22.9,12.5,64.71187697,2.329998147,3.77987771,25.50491014,53.06008644,4.818560381
+41,18,166.1,398.1,35274,7515,23.8,0,"(34218.1, 37413.8]",40.5,37.6,42.1,"Tillman County, Oklahoma",2.4,52.4,34.4,38.2,22.3,5.1,35.8,11.9,51,7.1,53.7,38.5,33.1,43,24.1,74.32274789,7.958522359,0.23331173,7.854828257,48.47890088,6.093432634
+2938,1155,183.9,474,50507,639242,14.8,231.5242115,"(48021.6, 51046.4]",35.3,34.2,36.7,"Tulsa County, Oklahoma",2.5,48.5,18.6,31,40.8,9.6,25.8,20.7,62.9,6.5,64.4,52.2,46.2,29.5,17.3,71.04446245,10.08655057,2.666944741,3.603840631,45.01341027,5.964154695
+336,137,177.5,420.3,58921,76559,9.8,0,"(54545.6, 61494.5]",38.4,37.9,39,"Wagoner County, Oklahoma",2.74,57.5,20.6,39.3,,5.9,35.3,16.2,59.2,6,67,53,47.1,31.3,16.7,76.02764256,3.556127389,1.258770941,1.09827433,58.88459857,4.655824075
+312,131,185.2,461,49056,52021,13.9,0,"(48021.6, 51046.4]",40.5,38.1,43,"Washington County, Oklahoma",2.43,55,15.6,43.1,32.2,9,33.8,18.5,56.4,5.3,67.2,,44.9,33.2,15.5,78.41383308,2.573415765,1.71561051,0.852009274,51.87848198,6.522329921
+65,29,186.9,442.3,47391,11661,13.9,0,"(45201, 48021.6]",38.8,37.2,39.8,"Washita County, Oklahoma",2.46,60.5,34.1,31.7,,7.8,40,15,57,3.5,67.3,55.4,46.7,30.9,18.2,90.52279166,0.051506567,0.163104129,2.000171689,57.19827586,5.586592179
+48,14,125.3,452.6,48831,9304,14.3,0,"(48021.6, 51046.4]",33.9,32,37.5,"Woods County, Oklahoma",2.37,47.4,10.8,22.6,,11.2,33.5,16.9,58.8,2.8,74.7,59.2,51,27.1,12.1,89.73762869,3.21045057,0.708513229,0.708513229,47.75248103,4.912663755
+86,35,155.7,378.2,56067,21559,12.3,0,"(54545.6, 61494.5]",36.1,35.2,37.6,"Woodward County, Oklahoma",2.7,52.9,24.5,39.2,,5.9,39.7,11.9,57.4,5.1,73.6,59.1,52.9,30.3,15.4,91.60869151,0.628990756,0.119127037,1.048317926,55.50427582,3.668042182
+110,46,169.5,438.3,38966,16005,20.6,0,"(37413.8, 40362.7]",48.2,46.8,49.8,"Baker County, Oregon",2.16,56.3,19.4,36.4,39.1,5,31.8,13.1,48,10.1,61.9,,33.4,45.6,22.3,94.94144032,0.255419885,0.67904311,0.336406678,51.56424581,9.370529328
+361,140,155.6,414.8,54089,87572,18.9,148.449276,"(51046.4, 54545.6]",32.7,30.7,35,"Benton County, Oregon",2.4,44.2,3.4,13.1,,11.3,14.9,29,54.2,8.6,75.4,61.2,51.4,28.5,14.8,87.43626799,0.879819643,6.176079542,1.276374357,46.15248227,3.454048815
+1976,720,160.2,447.3,65555,401515,9.5,249.0566978,"(61494.5, 125635]",41.3,40.1,42.5,"Clackamas County, Oregon",2.59,54.9,11.8,33.9,,9.3,23.5,21.5,59.2,8.3,75.3,,51.8,28.3,13.5,89.27146298,0.912853907,4.087685331,1.526558785,54.65082062,5.072389596
+231,93,180.2,465.6,45132,37831,15.4,0,"(42724.4, 45201]",43.9,42.7,45.3,"Clatsop County, Oregon",2.32,51.3,20.4,27.5,,5.1,26.3,14.6,54.5,7.6,62.4,43,35.1,40.8,19.4,90.60510406,0.7650741,0.944304746,2.517254294,47.38013481,5.997663248
+265,108,185.7,449,57517,49600,12,20.16129032,"(54545.6, 61494.5]",42.9,42.1,43.7,"Columbia County, Oregon",2.6,53.9,15.2,36.6,,2.7,33.8,12.4,51.4,9.8,69.1,,46.8,35.5,17.3,92.58539351,0.475814453,1.158152625,1.220919638,53.97391536,4.225482912
+450,209,200.3,453.1,39956,63121,19.8,269.3239968,"(37413.8, 40362.7]",48.1,47.1,49.2,"Coos County, Oregon",2.38,49.8,21.2,38.8,,5.9,32.6,11.4,44.7,11.7,57.4,36.5,30.2,47.9,23.9,88.44285145,1.177220231,1.298287535,2.093189964,46.89431397,5.226215645
+137,46,144.3,455.6,38155,21630,18.3,0,"(37413.8, 40362.7]",48.1,46.8,49.2,"Crook County, Oregon",2.29,59.1,29.2,40.8,,0,37.8,10.5,46.4,13.5,56.9,35.2,30.7,49.4,26,92.75625119,0.563084558,0.300629891,2.76770376,54.82982707,6.462075848
+170,88,189.8,393.2,40524,22483,17.1,0,"(40362.7, 42724.4]",54.6,53.8,55.3,"Curry County, Oregon",2.11,52.8,41.2,38,20.6,0.2,27.7,14.7,41.1,11.3,63.1,,26.4,51.1,18.7,91.58384815,0.326797386,0.550631211,2.032411138,46.25023914,2.198107958
+929,305,154.3,485.2,52387,175268,13.2,262.4552114,"(51046.4, 54545.6]",41.9,40.9,42.8,"Deschutes County, Oregon",2.49,54.6,16.5,28.3,,7,22.9,20.7,55.5,9.4,64.4,48.5,37.2,35.8,19.1,93.2775984,0.453721597,1.212925064,1.692453578,53.44377949,4.744289032
+684,334,189.2,419.4,41504,107685,19.9,9.286344431,"(40362.7, 42724.4]",46.9,45.8,48.1,"Douglas County, Oregon",2.41,52.2,20.6,32.9,,2.9,32.1,10.1,44.5,12.2,56.8,37.4,32.6,49.1,26.6,92.82142657,0.317181932,0.820941471,0.695934474,50.07762912,5.54304604
+16,5,174.2,535.4,51978,1859,11.7,0,"(51046.4, 54545.6]",48.2,48.6,46.9,"Gilliam County, Oregon",2.24,59,28.8,40.4,,3.8,39.3,10.3,51.8,9.2,63.5,,40.4,35.3,14.1,97.76951673,0.955921402,0,0.159320234,52.70108043,3.333333333
+47,17,131.4,400.3,41304,7185,16.8,0,"(40362.7, 42724.4]",51.1,52,50.6,"Grant County, Oregon",2.26,53.9,16.9,39,,11.6,32.3,10.8,47.1,9,60.7,37.7,30,47.7,22.2,95.4095657,0.329851567,0.412314458,0.109950522,51.47665926,8.146487294
+39,18,162.7,368.7,36340,7200,21.3,138.8888889,"(34218.1, 37413.8]",46.2,44.7,46.6,"Harney County, Oregon",2.32,61.4,19,51.8,,1.3,33.9,9.8,48.9,16.1,64.3,43.6,33.9,42.2,20.9,91.76926269,0.650159081,0.553326878,0.940655692,57.70243581,8.321273517
+104,41,166.7,431.3,54063,23137,14.6,0,"(51046.4, 54545.6]",39.4,39.3,39.5,"Hood River County, Oregon",2.66,52.2,15.7,39.9,32,12.3,25.6,21,63.7,5.1,63.2,49.4,36.9,33.2,18.8,87.8192448,0.545078905,1.758319047,6.387093938,51.39821712,3.453598302
+1208,509,172.4,441.7,44835,212567,18.1,103.4967798,"(42724.4, 45201]",42.8,41.6,43.9,"Jackson County, Oregon",2.45,49.7,16.8,36.5,,4.9,27.4,15.9,51.8,10.8,57.9,,34.1,43.4,24.4,91.66838642,0.7352553,1.038572107,1.486348344,47.72838885,5.016549209
+91,42,163.9,358.5,42753,22666,21.2,0,"(42724.4, 45201]",39.9,38.4,40.9,"Jefferson County, Oregon",2.76,47.9,28.6,33.2,,0.5,29.5,11.3,47.2,14.4,53.8,36.8,32,43.3,26.5,70.88980554,0.974570509,0.775123521,7.044104982,48.66094644,6.839517211
+640,281,199.7,491.2,37230,84745,20.6,59.000531,"(34218.1, 37413.8]",47.9,46.1,49.8,"Josephine County, Oregon",2.38,51.4,17.7,38.6,,3.7,32.1,10.3,41.2,12.3,56.9,36,30.2,50.6,26.2,92.95879342,0.341689746,0.782889137,1.302017768,48.71549802,6.292364753
+383,159,177.9,438,39234,66016,21.9,0,"(37413.8, 40362.7]",42.5,41.9,43.1,"Klamath County, Oregon",2.39,51.4,20,30.9,45.5,3.6,29.9,12.6,48.4,12.4,58.1,40.6,33.3,44.1,24.4,88.49966653,0.892803007,1.156551264,1.765900685,48.21980285,6.075036075
+48,17,139.2,397.2,40328,7829,19.3,0,"(37413.8, 40362.7]",579.6,48.2,48.5,"Lake County, Oregon",2.08,52.6,7.7,54,,4.5,33.4,12.1,45.9,10.6,54.7,36.5,29.9,48.3,25.6,90.28309105,0.612088753,0.816118337,2.384595766,47.56097561,2.9390681
+1780,748,169.1,418.7,44976,362895,18.4,286.5842737,"(42724.4, 45201]",39.3,37.6,41,"Lane County, Oregon",2.39,45.5,8.9,24.2,,7.5,25,17.2,,9.9,65.4,49.2,41.9,37,19.8,88.36862152,1.084691648,2.511062567,2.227356747,44.09409512,4.213583027
+342,152,199.9,449.9,40226,47038,18.8,63.77822186,"(37413.8, 40362.7]",50.4,48.5,51.6,"Lincoln County, Oregon",2.22,52.6,21.1,47.4,,4.9,28.1,14,49.5,7.9,56.3,35.7,28,46.3,23.8,88.08337109,0.334433728,1.223380154,2.619371265,47.15063697,4.839663945
+675,273,186.5,477.4,44358,120547,19.1,8.29551959,"(42724.4, 45201]",39.5,38.8,40.4,"Linn County, Oregon",2.61,52.9,19.2,34.5,,3.7,31,12,51.9,10.6,62.3,45.1,40.2,41.4,22.7,92.66039623,0.437921847,1.223827655,1.237276311,51.80709534,4.659172628
+157,61,164.4,441.7,35094,30380,28.7,32.91639236,"(34218.1, 37413.8]",36.1,35.3,37.3,"Malheur County, Oregon",2.62,47.3,20.3,37.9,39.8,2,29.9,9.4,44.6,11.2,54.6,,31.2,44.5,26.2,85.66004386,1.243821806,1.639880855,6.628260941,49.52362434,8.019109367
+1588,586,168.9,470.8,48554,330700,17.7,33.26277593,"(48021.6, 51046.4]",35.8,34.6,37.3,"Marion County, Oregon",2.75,49.1,17,35.5,42.6,4.9,27.2,14.5,55.1,10.7,61,46.5,41.2,38,22.9,81.69177038,1.021471947,1.834133002,8.432866525,50.02280782,6.037989127
+61,23,191.7,497.6,51839,11190,16.3,0,"(51046.4, 54545.6]",37.4,36.9,38.2,"Morrow County, Oregon",2.96,56.8,29.6,41.5,,2,35.4,7.9,,8.6,63.5,49.4,45.2,34.6,20.3,86.2906105,0.437343806,0.383791503,8.38093538,59.65005302,9.868141217
+3314,1262,177.1,459.5,53519,790294,18.6,793.3756298,"(51046.4, 54545.6]",36.5,36.1,36.9,"Multnomah County, Oregon",2.41,42.3,12.6,24.9,,12.2,18.4,25.1,62.6,8.8,67,55.2,47.1,30.7,18.1,78.20248875,5.460829913,6.866705361,3.06695054,39.73199772,4.640520349
+416,153,165.5,469.8,52626,79391,14.1,0,"(51046.4, 54545.6]",37.4,36.4,38.5,"Polk County, Oregon",2.65,51.8,10.8,27.6,57.3,4.3,26.8,18.1,53.4,10.8,69.4,51,45.4,36.1,18.2,87.54141644,0.679488507,2.098001657,2.724425347,53.57017359,4.832893816
+16,5,180.4,587.4,53277,1680,14.2,0,"(51046.4, 54545.6]",49.8,47.5,51.3,"Sherman County, Oregon",2.22,53.6,18.8,49.4,,6.3,36.7,12.7,50,7.9,59.9,38.9,31.4,40.7,18.6,91.86629526,0.557103064,0.222841226,0.222841226,46.76616915,7.333333333
+170,67,165.1,432.2,41662,25653,17.5,38.9817955,"(40362.7, 42724.4]",48,45.4,50.2,"Tillamook County, Oregon",2.45,52.2,20.1,35.6,,5.5,34.6,13.4,46,7.8,62,42,36.3,44,21.9,91.62799843,0.232009438,0.861187574,3.448682658,50.94115316,5.352172982
+348,148,181.2,430.1,44780,76531,18,0,"(42724.4, 45201]",36,35.3,36.6,"Umatilla County, Oregon",2.7,48.9,24.5,34.8,,5.6,29.1,10.1,55,9.4,59.6,45.3,40,38.9,23.7,84.93705856,0.69978368,0.811853319,5.724673565,49.63051429,6.342209979
+146,59,169,453.6,44841,25790,17.7,0,"(42724.4, 45201]",40,38.5,41.8,"Union County, Oregon",2.46,52.7,10.2,34.2,,5.5,33.4,15.2,53.3,7.1,63.8,44.9,35.8,39.3,20.7,92.5888522,0.687512138,1.192464556,0.955525345,51.4017769,5.602240896
+66,26,141,403.7,51754,10897,10.9,0,"(51046.4, 54545.6]",45.4,44.1,47.6,"Walsh County, North Dakota",2.15,58.7,30.1,23.5,,6.4,36,12.9,61.7,3.3,74.4,55.2,44,32.9,12.8,90.41344843,0.245343026,0.517946388,5.815538392,52.52586732,5.591612581
+301,106,162.4,479.7,62526,71275,8.5,252.5429674,"(61494.5, 125635]",31.1,29.6,32.8,"Ward County, North Dakota",2.49,50.8,9.2,31.5,,8.4,29.3,19.2,66.5,2.6,82.9,63.9,50.9,21.5,7.3,88.57476084,3.12536908,1.30063777,1.567851659,49.25567334,7.89058058
+32,17,178,405.2,51470,4168,10.9,0,"(51046.4, 54545.6]",51,49.6,52.6,"Wells County, North Dakota",2.04,64.8,12.2,25.9,,14,33.8,15.6,58.5,1.3,79,53.9,37.7,35.8,11,98.02568982,0,0,0.261655566,55.52788845,7.244318182
+106,47,170.1,403.1,86354,35294,6.9,0,"(61494.5, 125635]",32.6,31.8,33.5,"Williams County, North Dakota",2.4,55.3,14.4,41,,4.6,28.5,15.2,70.6,1.7,81.3,68.7,60.6,19.4,7.3,88.99017523,1.850163746,0.286977953,2.24855667,50.28968714,9.9672438
+169,75,217.2,493.1,34116,28024,24.8,0,"[22640, 34218.1]",41,40.2,41.5,"Adams County, Ohio",2.56,52.8,16.5,47.2,32.8,3.5,43.6,6.4,46,13.4,49.6,37.2,34.6,46.4,31,97.4281767,0.382585285,0.109816147,0.092103865,50.47890956,4.079365079
+569,241,185,456.6,43602,104425,18,536.2700503,"(42724.4, 45201]",38.1,36.5,40,"Allen County, Ohio",2.53,46.2,16.7,32.3,,6.6,39.7,10.1,57.1,9.2,68.4,51.8,48.1,36.2,19.5,83.54500171,12.05844329,0.751929731,0.531389026,46.1311459,6.237398089
+275,127,189.4,426,47369,53213,14.6,1390.637626,"(45201, 48021.6]",39.9,38.8,41.1,"Ashland County, Ohio",2.5,53.6,13.7,31.4,,5.3,42.8,13.1,57,7.8,70.7,54,50.1,32,15.4,96.93733667,0.836639155,0.537705165,0.342176014,54.49160425,5.646027941
+625,263,203.2,498.3,39757,98632,21.5,496.7961716,"(37413.8, 40362.7]",41.8,40.5,43.4,"Ashtabula County, Ohio",2.48,48.2,25.4,41.9,30.3,2.5,44.9,8.9,50.7,8.9,61.7,46.9,43,39.1,22.6,93.25596079,3.406596711,0.472052677,0.484079497,47.3540756,6.447299298
+271,105,192.1,489.6,34216,65886,29.9,15.17773123,"[22640, 34218.1]",28,27.5,28.6,"Athens County, Ohio",2.47,35.1,2.3,15.7,,7,32.3,13.9,47.7,10.9,70.6,58.6,51.4,31.3,18.6,91.04257087,2.328623757,3.336719303,0.333979746,40.43404785,2.52476505
+269,110,189.7,484.8,52650,45876,8.3,0,"(51046.4, 54545.6]",41,39.8,42.2,"Auglaize County, Ohio",2.49,58.4,16.5,39.9,,4.7,43.9,11.6,63.4,5,78.2,,55.4,30.7,14.2,97.39280187,0.451245831,0.512283914,0.364048569,56.72511405,6.028766704
+406,185,185.2,427.9,41983,69154,16.1,0,"(40362.7, 42724.4]",43.9,41.3,46.5,"Belmont County, Ohio",2.35,50.6,18.1,36.6,,5.5,43.5,9.4,51.3,8.5,69.5,51.5,47.9,37.7,18.8,93.48907418,3.834100058,0.368027602,0.405405405,49.99105065,3.534951105
+264,112,213.3,500.2,46484,43839,15,0,"(45201, 48021.6]",40.8,40.3,41.3,"Brown County, Ohio",2.62,54.1,7.6,45.3,,3.1,48.1,8,53.3,9.9,63.2,49.4,45.1,37.4,21.5,97.2359708,0.98537754,0.185323299,0.19436346,54.66050864,8.672957238
+1721,706,189,458.9,58558,376353,14.4,263.0509123,"(54545.6, 61494.5]",36.4,35.2,37.7,"Butler County, Ohio",2.68,50.5,9.5,33.7,,7.8,34,18.4,60.6,7.2,73.6,61.6,56.5,27.7,16,86.03229738,7.785514498,2.670868475,1.001508571,52.67666271,5.479735318
+180,67,172.8,472.5,46177,27811,13.5,71.91399087,"(45201, 48021.6]",44.5,43.3,46.1,"Carroll County, Ohio",2.54,58.4,17,44.1,,5.3,47.5,6.7,55,7.1,65.3,50,45.4,35.1,19.6,97.16864709,0.835654596,0.222136032,0.363174782,59.31461903,5.228870221
+215,90,190.1,462.1,50302,38987,11.3,0,"(48021.6, 51046.4]",41.2,39.7,42.8,"Champaign County, Ohio",2.53,55.2,15.6,40.5,,3.9,45.1,10.7,58.2,9.1,71.9,55.4,51.5,34.2,17.8,94.44317518,1.896275988,0.385855355,0.390932399,55.08958456,4.636217581
+814,360,200.6,471.1,42029,135959,18.2,478.0853051,"(40362.7, 42724.4]",41,39.8,42,"Clark County, Ohio",2.44,48.4,16.1,34.7,44.1,5.1,36.4,11.5,54.1,10,64.9,47.8,43.6,40.9,23.2,86.24101968,8.512939698,0.724272256,1.196401295,46.15847762,5.319358009
+1007,370,178.7,479.5,62158,201973,11.2,549.578409,"(61494.5, 125635]",39.5,38.2,40.6,"Clermont County, Ohio",2.65,55.1,12.2,37.3,,10,34,18.3,61.9,5.5,74.1,61.7,56.8,27.6,14.9,95.36909903,1.394512819,0.9910877,0.520258631,55.70496712,5.170612813
+231,108,224.3,488.5,49453,41917,13.7,238.5666913,"(48021.6, 51046.4]",39.3,37.9,40.8,"Clinton County, Ohio",2.53,52.8,15.1,33.9,,6.2,40.6,10.3,56.1,9.2,66.9,52.5,48.7,35.8,20.3,94.6600783,2.482574239,0.288837964,0.295999236,52.02513532,5.682641548
+624,259,178.3,445.6,42645,104806,15.9,76.33150774,"(40362.7, 42724.4]",43.2,42.1,44.7,"Columbiana County, Ohio",2.43,51.9,18,40.1,,4.9,46.5,9.5,54.1,9,63.5,47.3,43.5,39.2,22,95.25602197,2.30499967,0.336833763,0.458546803,50.84943094,6.225449895
+214,96,203,459.8,41547,36569,18.1,0,"(40362.7, 42724.4]",41.5,40.2,43.1,"Coshocton County, Ohio",2.53,54.8,20.7,39.2,34.1,5.9,50.3,8.5,53.6,7.8,63.4,47,41.5,36.7,19.7,96.95022329,1.06197582,0.383945104,0.125258686,54.97035228,5.832147937
+276,113,184.6,476.5,39881,42306,15.4,0,"(37413.8, 40362.7]",42.6,41.3,44.2,"Crawford County, Ohio",2.37,54.7,21.7,42.2,,4.9,44.9,8.4,52.9,8.1,68.5,,45.9,38.8,19.7,96.81685196,0.709186659,0.372147455,0.250438853,51.4608383,6.301190346
+7637,3091,187.1,485,44138,1255921,19.6,555.7674408,"(42724.4, 45201]",40.4,38.4,42.1,"Cuyahoga County, Ohio",2.31,40.5,17.1,29.6,40.7,12.6,28.3,18,56.4,10.6,65.3,51.7,47.2,37.3,22.5,63.60774199,29.68819393,2.775277492,1.207261938,36.95193176,4.879604208
+293,128,179.6,439.3,46610,52076,12.2,1152.162224,"(45201, 48021.6]",41.8,40.1,43.1,"Darke County, Ohio",2.48,56.3,13.9,43.2,,8.4,49.9,7.7,57.9,7.6,70.1,53.7,47.5,35.3,18.7,97.64687906,0.643670257,0.311330125,0.206280083,54.6273664,6.68786915
+211,91,188.6,446.9,53026,38352,11.7,0,"(51046.4, 54545.6]",39.7,37.9,41.1,"Defiance County, Ohio",2.49,53.5,13.2,38.1,,8.6,44.2,11.1,59.1,8.4,73.3,55,50.9,32.7,14.7,92.0039308,1.869714759,0.33877266,3.323075332,52.12383009,6.066465257
+747,234,152.1,460.5,97802,193013,4.8,554.3668043,"(61494.5, 125635]",37.8,37.4,38.3,"Delaware County, Ohio",2.78,62.7,12.8,29.2,,12.3,20.6,33.3,67.9,3.2,87.4,76.5,70.2,17.1,7.5,88.96690449,3.596447234,4.770456176,0.586195553,65.7719961,4.830467049
+495,208,193.7,479.9,49234,75550,13.9,688.2859034,"(48021.6, 51046.4]",44,42.8,45,"Erie County, Ohio",2.35,50.1,12.2,39,,5.5,39.5,13.4,57.6,7.7,71.7,53,48.7,36.1,16.7,86.56702696,8.419905176,0.509580909,0.886513179,47.04882425,4.607982234
+720,272,173.4,459.5,59921,151408,9.6,475.5362993,"(54545.6, 61494.5]",39,37.8,40.2,"Fairfield County, Ohio",2.66,55.6,17.1,39.5,,7.3,34.4,17.5,59.7,6.9,74.3,60.5,55.9,30.5,16.4,89.44015237,6.432748538,1.368099147,0.494929986,57.35753743,5.968296134
+152,68,194.3,441.6,44947,28679,15.8,0,"(42724.4, 45201]",41.1,38.9,42.2,"Fayette County, Ohio",2.44,51.7,23,40.5,,4,46.7,10.4,54.4,8.6,60.4,46.1,42.2,40.5,24.3,94.48016963,1.925683896,0.64652925,0.64652925,48.78764346,5.708508322
+183,94,181.2,359.6,54666,42537,10.5,822.8130804,"(54545.6, 61494.5]",39.8,37.9,40.8,"Fulton County, Ohio",2.59,59.8,15.7,36.2,,8.9,40.8,11.5,62.7,6.7,78.8,,57.1,28.9,14.3,94.22148994,0.567259033,0.329528069,3.318818407,60.4843182,6.632331301
+174,78,201,456.2,36675,30142,26.1,33.17629885,"(34218.1, 37413.8]",41,39.7,42,"Gallia County, Ohio",2.56,52.2,14.7,40.5,,3.3,40.5,8.4,46.9,7.5,57.8,,38.3,44.2,24.7,94.43153934,2.604285948,0.634712907,0.464583674,52.41587576,4.807405196
+513,173,142.4,441,72264,94102,7.8,159.4015005,"(61494.5, 125635]",44.2,43.3,45,"Geauga County, Ohio",2.67,60.7,24.2,31.5,,12.8,27.3,23.8,63.1,4.1,77.5,62.4,54.9,25,10,96.74457251,1.328376334,0.604001108,0.111852057,63.62799793,5.939818201
+789,295,159.2,437.3,59382,164427,13.2,395.3122054,"(54545.6, 61494.5]",37.7,36.2,39.1,"Greene County, Ohio",2.41,51.4,7.4,20.3,,12,25.6,19.4,56.9,7.6,76.6,,49.9,29.4,15.2,86.12965309,7.22751413,2.995882869,0.417803547,52.00990932,4.699355673
+237,111,215.8,473.4,41940,39258,17.2,0,"(40362.7, 42724.4]",42.2,40.3,43.6,"Guernsey County, Ohio",2.51,50.8,15.5,45.1,,6.1,43.1,8.5,51.9,11.7,59.8,45.3,42.9,42.4,25.7,95.84868521,1.557058497,0.315449452,0.232170797,49.65291169,3.383937884
+4146,1677,185.1,467.1,48973,807598,17.6,633.9787865,"(48021.6, 51046.4]",37,35.4,38.7,"Hamilton County, Ohio",2.37,42.5,12.6,31.3,,13,27.1,21.5,60.2,8.8,68.1,56.1,50.8,32.7,20.4,68.75480295,25.64530449,2.242991119,0.735021649,39.24670876,5.234779851
+375,158,175.7,431.9,51498,75573,12.7,899.7922538,"(51046.4, 54545.6]",39.2,38.4,40.2,"Hancock County, Ohio",2.37,53.4,8.2,31.4,52.3,8.2,36.1,16.2,62.3,6.9,75.8,,54.8,30.2,14.7,93.36851037,1.329744922,1.68770218,1.095084054,50.51314223,5.446216491
+150,65,185.1,433.4,45195,31682,19,0,"(42724.4, 45201]",35.4,33.9,36.9,"Hardin County, Ohio",2.55,48.5,8.1,29.9,56.3,5.7,49.2,7.2,54.7,9.6,66.8,51.7,47.1,34.1,19.1,96.15263423,0.94844971,0.79405092,0.305646584,52.43500867,8.008741483
+97,47,201.4,445.5,42582,15450,16.9,0,"(40362.7, 42724.4]",45.9,45.1,46.4,"Harrison County, Ohio",2.45,57.8,19.8,46.4,,1.6,48.7,5.4,52.9,5.6,67.7,49.8,46.8,37.7,19.3,95.83573211,2.09812576,0.134331222,0.198298471,56.7692553,7.156549521
+134,60,162.8,386.3,53645,27816,10.2,0,"(51046.4, 54545.6]",41.2,39.7,41.7,"Henry County, Ohio",2.52,56.2,15.7,39.4,35.4,9.5,43.9,10.2,,6.7,76.8,58.4,53.9,31.8,14.8,94.25664822,0.585400678,0.424772443,2.880599679,55.8861106,7.870216306
+223,107,199.8,427,41611,43026,19.3,0,"(40362.7, 42724.4]",40.1,38.6,41.4,"Highland County, Ohio",2.55,51.4,15.1,45.2,,3.6,43.1,7.5,50.3,11.5,56.3,41.6,37.8,44.1,26.7,96.22886264,1.380588372,0.34977994,0.039379199,49.87422137,6.779300818
+167,75,205.9,460.6,42374,28491,17.5,35.09880313,"(40362.7, 42724.4]",42.6,42.1,43.1,"Hocking County, Ohio",2.48,54.7,14.5,41.2,,4.2,43.7,10.1,52.7,9.5,62.2,46,42.5,39.7,21.6,97.42339351,0.819672131,0.335477623,0.103755966,53.90357425,5.314639713
+126,59,147.4,316.5,50069,43909,12.4,0,"(48021.6, 51046.4]",30.4,28.9,31.5,"Holmes County, Ohio",3.36,60.3,64.1,22.3,,2.3,35.1,5.3,,4.2,45.9,37.6,31.2,19.7,11.2,98.71304908,0.204899162,0.085182798,0.06216042,70.61095782,7.899124635
+311,140,206.3,463.7,47824,58469,13.4,119.7215619,"(45201, 48021.6]",38.8,37.5,39.8,"Huron County, Ohio",2.58,53.1,18.8,43.3,,5,48.1,8.6,,7.2,68.9,53,49,35.3,19.2,94.75372007,1.128323464,0.254509052,1.868096442,52.89208505,4.663965135
+173,83,210.9,445.6,41161,32596,20,0,"(40362.7, 42724.4]",39.5,38.1,41,"Jackson County, Ohio",2.5,49.1,22.8,43.7,,4.1,41.8,10.9,50.9,11.5,59.4,,41,42.2,25.8,96.97144944,0.61484142,0.097400621,0.140013393,47.41545335,5.240979721
+439,197,194.7,462.5,40148,67347,20,44.54541405,"(37413.8, 40362.7]",44.3,43,45.4,"Jefferson County, Ohio",2.35,48.9,9.8,30.9,,4.1,42.5,9.6,49.5,8.8,66,49.6,45.1,39.7,21.6,91.65209469,5.688213598,0.336502432,0.069063818,47.93976679,4.806907805
+363,131,179.5,514.7,46908,61061,15.1,818.8532779,"(45201, 48021.6]",38.7,37.9,39.6,"Knox County, Ohio",2.53,52.3,12.3,31.8,,3.1,41.2,14.6,,6.6,68.5,,47.7,32,17.2,96.46416628,1.054029244,0.36063209,0.155727493,53.82925436,5.615628604
+1415,558,182.5,483.8,58697,229245,8.9,235.5558464,"(54545.6, 61494.5]",43.2,41.6,44.7,"Lake County, Ohio",2.39,52.2,13.9,29,,11.5,33.9,17.3,62.8,6,77,61.9,56.8,28.7,13.6,92.55220387,3.702105589,1.268322023,0.535659026,50.14290988,4.694264339
+335,155,201.5,445.7,41608,61109,17.5,32.72840334,"(40362.7, 42724.4]",41.2,39.8,42,"Lawrence County, Ohio",2.6,50,16.4,41.8,,6.1,43.1,9.3,49.6,8,62.6,,42.4,42.6,23.4,95.39845052,2.154398564,0.448024326,0.106749478,49.736708,5.379259802
+888,349,188.8,478.5,57308,170570,13.5,480.7410447,"(54545.6, 61494.5]",39.7,38.6,40.7,"Licking County, Ohio",2.57,54.3,14.6,32,,6.5,37.2,14.9,61.2,7.2,71.7,57.5,52.5,31.8,17.5,92.7459942,3.377140723,0.987000053,0.321886504,55.02568893,5.540748334
+252,114,205.6,460.6,50753,45386,17,176.2658088,"(48021.6, 51046.4]",40.7,39.7,41.8,"Logan County, Ohio",2.42,54.2,19,43.5,32.7,4.7,49.4,10.2,58.1,7.6,69.2,,48.4,33.3,17.1,95.12575851,1.963327764,0.743118459,0.270424765,50.84227468,6.601566473
+1653,664,182.1,465.9,52331,305147,14.7,229.3976346,"(51046.4, 54545.6]",41,39.5,42.4,"Lorain County, Ohio",2.5,49.3,17.3,28,,6.5,33.4,14.2,57.3,8.8,71.6,56.2,52.2,34.2,18.5,85.31033937,8.366100174,0.960244366,1.427006914,49.08438337,4.894050891
+1813,976,196.2,370.7,42344,433689,20.7,1169.040488,"(40362.7, 42724.4]",37.7,36.1,39.4,"Lucas County, Ohio",2.4,41.6,16.5,28.8,,8.5,31.2,14.7,56,11.1,64.7,50.5,46.5,37.8,22.4,72.97030906,18.83780581,1.698982948,2.037312526,38.87703455,5.157532738
+211,91,197,449.1,52996,44094,12.6,0,"(51046.4, 54545.6]",40.2,38.9,41.8,"Madison County, Ohio",2.57,48.1,19.1,39.4,,5.3,40.7,12.2,52.7,5.9,72.9,57.9,53.8,31.3,16.1,90.48232695,5.844992636,0.810014728,0.271539028,54.0721857,4.909090909
+1511,661,190.7,463.1,41316,231900,18.9,12.93661061,"(40362.7, 42724.4]",43.3,41.2,45.4,"Mahoning County, Ohio",2.32,45.1,16.4,31.8,43.3,8.4,38.1,14.2,53.7,9.5,63.8,49,44.3,40.7,24.3,80.24642933,15.5024515,0.793860584,0.769985078,42.50741385,4.348522463
+395,160,202,502.1,42240,65355,21.3,168.3115293,"(40362.7, 42724.4]",40.4,39,42.3,"Marion County, Ohio",2.43,48.1,20.5,39.5,,4.9,42.6,7.5,47.8,9.6,63.2,46.2,42.6,41.2,23.4,90.04746524,5.824727416,0.465553584,1.012996072,50.3840183,6.933232742
+894,325,167.4,460.9,68405,176395,7,317.469316,"(61494.5, 125635]",41.4,40.4,42.2,"Medina County, Ohio",2.63,58.1,13.1,38.8,38.4,9.7,32.4,20.9,,5,80.9,67,60.7,24.3,11.2,95.7713449,1.423660564,1.143389902,0.29743009,59.46637981,4.599000327
+130,62,206.9,435.2,38081,23257,22.6,42.99780711,"(37413.8, 40362.7]",42.3,42,42.8,"Meigs County, Ohio",2.49,53.8,18.2,41.7,,8,43.5,8.3,46.4,12.1,56.9,40.7,37.3,45.9,27.4,97.48221361,1.111915818,0.191709624,0.038341925,52.45655439,5.707001373
+219,95,181.9,443.1,52606,40968,8.9,0,"(51046.4, 54545.6]",40.1,39.3,41.1,"Mercer County, Ohio",2.54,58.7,14.8,39.6,,10.9,49.1,9.9,64.6,5.5,79.3,63.2,57.8,27.6,12.1,97.42799109,0.435601889,0.259403372,0.37686905,57.88052013,6.325515281
+562,230,177.8,449.5,51868,104224,10.6,604.4673012,"(51046.4, 54545.6]",41.4,40.3,42.5,"Miami County, Ohio",2.49,53.9,14.6,41.2,,6.7,36.9,13.3,60,7.6,73,57.8,54,31.9,16.3,94.37966711,2.174522059,1.31379387,0.168088333,52.19885742,4.84544324
+88,41,188.9,423.2,40646,14409,15.7,0,"(40362.7, 42724.4]",45.6,44.9,46,"Monroe County, Ohio",2.37,56.7,16.5,40,,7.6,51.2,6.7,,7.4,65.2,,42.1,41,20.7,97.99958754,0.488073142,0,0,53.31902246,6.140350877
+2919,1252,186.9,451.9,42994,532258,19.7,760.9091831,"(42724.4, 45201]",39.4,37.5,41.2,"Montgomery County, Ohio",2.32,44,15.7,26.7,,7.9,28.8,15.3,,9.4,64.7,,44.3,37.8,22.4,73.67239767,20.6509256,1.973535071,0.686821679,40.44286375,5.362001513
+89,39,187.9,438.4,37923,14777,18.1,0,"(37413.8, 40362.7]",43.9,43.3,44.7,"Morgan County, Ohio",2.41,58.4,16.3,52.1,,1.2,47.5,7.2,47.1,9.3,58.6,41,38.6,43.1,24,93.20726883,3.540535104,0.127405619,0.268222356,57.0751634,5.657937278
+183,75,185,456.7,49846,35074,12.1,0,"(48021.6, 51046.4]",41.2,40.4,41.8,"Morrow County, Ohio",2.73,57,21.7,33.7,37.4,7.2,46.2,8.9,58.7,7,71.3,55.4,51.2,32.9,16.8,97.47399703,0.405760658,0.125728655,0.085724083,59.05511811,4.83615222
+480,225,211.5,466.1,41814,86290,19.1,637.3855603,"(40362.7, 42724.4]",40.3,38.8,42,"Muskingum County, Ohio",0.0245,49.4,11.7,37.9,,6.2,42.9,9.8,54.8,8.3,61.9,46,42.6,41.9,25.1,92.5874256,3.292410714,0.348772321,0.23484003,48.00210151,5.739536774
+74,27,122.5,355.1,43953,14326,16.3,0,"(42724.4, 45201]",50.2,50.6,49,"Noble County, Ohio",2.45,51.6,30.3,34,,0,52.1,5.7,,7,64.3,,42.7,42.1,21,92.60408051,5.714088779,0,0.46870692,59.02578797,6.422798809
+276,114,185.3,457.1,50345,40877,10.1,0,"(48021.6, 51046.4]",47.3,46.2,48.6,"Ottawa County, Ohio",2.33,57.1,13.8,47.6,,7.8,38.6,13.7,57.3,5.5,75.6,55.9,50.3,35.3,15.4,95.64161119,0.966911229,0.354696079,1.518390749,55.11711088,4.504504505
+107,52,215.5,451.2,47358,18976,12.3,158.0944351,"(45201, 48021.6]",41,40.3,41.5,"Paulding County, Ohio",2.48,58.6,16.1,41.3,38,4.7,50.1,8.4,57.1,6.6,70.2,52.5,48.2,37,19,94.90738325,1.017479781,0.412209757,1.65927472,56.20210417,7.380254154
+179,79,200.6,443.4,43341,35985,17.8,0,"(42724.4, 45201]",40,39.5,40.4,"Perry County, Ohio",2.59,55.4,25.9,37.4,35,1.7,43.9,7,51.9,9.5,62.5,48.5,45.1,40.4,24.7,97.69326856,0.26925746,0.205412908,0.116585704,55.10159652,4.775349865
+282,121,197.4,460.5,54868,56998,13.2,0,"(54545.6, 61494.5]",39.1,37.2,40.7,"Pickaway County, Ohio",2.68,51.3,20.5,30.9,,7.1,42.9,11.2,54.7,6.9,72.5,,53.2,31.9,17.1,93.89365655,3.250464478,0.293727329,0.102627621,57.2713258,5.002432301
+156,75,217.9,468,40512,28217,21.9,0,"(40362.7, 42724.4]",40.8,39.8,41.9,"Pike County, Ohio",2.55,47.8,21.6,46.4,,3.3,42,7.1,44.1,13.4,52.1,37,35.3,47.6,31.4,96.28820961,0.697281307,0.313424426,0.214818989,45.32906764,5.373276272
+796,323,186.3,458.7,52047,162275,14.2,154.059467,"(51046.4, 54545.6]",37.6,37,38,"Portage County, Ohio",2.54,46.6,6.9,24.3,,10.1,37.8,16.2,60.7,8.7,74.5,61.4,56.1,28.9,15.5,91.43344225,3.903716561,1.754819422,0.418167106,49.96969945,3.908475144
+244,101,192.7,471.1,49516,41329,13,0,"(48021.6, 51046.4]",41.9,40.3,43.2,"Preble County, Ohio",2.56,55.9,19.2,34.4,42.6,3.7,46,8.1,58.4,7.3,68.5,52.4,48.3,36.2,19.6,97.37056763,0.621371335,0.513411065,0,56.00347308,3.877752218
+168,64,154.6,425.6,56519,34042,7.8,0,"(54545.6, 61494.5]",39.7,38.4,41.1,"Putnam County, Ohio",2.6,63.3,16.2,31.8,41.8,10.2,42.8,11.9,66.8,3.4,85.3,69,64.6,24.2,9.1,95.47741634,0.324713316,0.175520711,2.805406038,63.98957775,6.184443536
+703,305,186,445.1,41948,121707,15.9,188.9784482,"(40362.7, 42724.4]",41.3,39,43.4,"Richland County, Ohio",2.4,48.2,21.2,40.9,,4.6,41.2,10.5,51.4,8.7,65.4,46.9,43.1,40.1,21.1,87.02253254,7.479233436,0.710478122,0.530610243,47.42739538,4.974134501
+401,181,203.9,449.2,42466,77170,19.2,699.7537903,"(40362.7, 42724.4]",40.6,39.7,41.9,"Ross County, Ohio",2.52,49.2,20.9,40.1,,3.7,42.8,9.3,48.3,11.3,62.1,47.2,44.2,40.4,24.8,90.33413505,5.22667908,0.531460936,0.315514521,51.75634087,4.967320261
+316,149,193.8,424.2,46447,59679,14.5,83.7815647,"(45201, 48021.6]",41.3,39.3,43,"Sandusky County, Ohio",2.49,51,9,40,,5.3,43,9.7,58.9,7.6,72.9,,52.7,33.5,16.9,90.48964062,3.391097745,0.352235533,3.321315234,49.51324812,5.511627907
+476,198,203,503,37625,76825,27.2,767.9791734,"(37413.8, 40362.7]",39.5,37.2,41.4,"Scioto County, Ohio",2.5,47.1,15.4,35.1,,3.2,40.5,8.6,44,9.6,55.2,40.7,37.9,46.2,29,94.35507646,2.636604843,0.439647769,0.255072612,46.52861953,4.764332654
+297,123,174,439,45003,55610,17.5,629.3832045,"(42724.4, 45201]",39,37.3,41.6,"Seneca County, Ohio",2.45,49.7,10.8,28.7,,4.1,46,9.4,56.6,8.1,72.4,55.7,51,34.4,18,94.21051691,2.499597704,0.647249191,0.779559799,50.84037515,4.557619009
+217,92,167.3,405,50774,48901,10.7,163.5958365,"(48021.6, 51046.4]",38.9,37.8,40.3,"Shelby County, Ohio",2.62,57.4,14.7,44.4,,6.2,44.1,9.7,62.6,6.7,77.4,62.1,56.9,28.9,14,94.51362423,2.604601871,0.71942446,0.330160801,57.14516912,6.776406036
+2131,880,176.4,449.3,47745,375165,14.9,389.162102,"(45201, 48021.6]",41.8,40.3,43.1,"Stark County, Ohio",2.43,49.4,13.6,32.1,,7.6,38.3,14.4,57.9,8.5,70.4,54.2,49.8,34.9,18.6,88.7249686,7.151867171,0.780043682,0.234679809,48.35389168,5.285174738
+2841,1203,178.1,437.5,50453,541968,13.4,282.3044903,"(48021.6, 51046.4]",40.7,39.2,42.1,"Summit County, Ohio",2.41,47.2,13.5,29.4,,10.7,32.3,19.4,59.1,8.4,70.9,56.7,52.2,32.3,17.6,79.86830231,14.31049724,2.571205525,0.386455955,45.07926592,4.582141722
+1343,549,187,478.5,43160,203751,17.2,0,"(42724.4, 45201]",43.6,41.9,45.3,"Trumbull County, Ohio",2.33,48.8,19.5,42.3,32.3,6,45.2,12.1,52.5,7.4,63.8,48.6,44.4,38.5,22.3,88.7742098,8.347991259,0.539314736,0.163781115,45.65002073,4.660949114
+527,210,168.7,447.1,46128,92916,13.4,32.28722717,"(45201, 48021.6]",41,39.3,42.7,"Tuscarawas County, Ohio",2.49,54.9,16.1,43.2,,6.5,46.9,9.9,58.2,7,67.7,52.6,48.3,34.9,18.3,96.6395892,0.84468753,0.37541668,0.495161656,53.99449786,5.283776996
+221,77,165.7,459.6,69900,54277,7.7,0,"(61494.5, 125635]",38.1,38.2,38.1,"Union County, Ohio",2.73,56.7,13.6,41.4,,11.5,36.8,17.9,61.7,4.2,79.3,66.9,62.9,24.4,12.8,92.21993641,2.332148869,2.730503086,0.35720965,61.70039607,5.668411867
+156,67,172.1,425,49565,28562,10.1,0,"(48021.6, 51046.4]",41.5,40.3,42.6,"Van Wert County, Ohio",2.49,56.3,16.7,41.5,34.6,7.1,48.7,9.4,58.2,7.5,71.4,53.4,49,36.5,18,96.57754759,0.899356103,0.279955207,0.804871221,55.08586526,4.894094994
+72,29,184.3,456.6,37633,13048,23.7,0,"(37413.8, 40362.7]",41,40,42.1,"Vinton County, Ohio",2.63,54.3,16.4,43.8,,1.6,45.9,5.8,48.4,12,56.2,42.8,39.5,44.5,27.4,97.15883331,0.43070878,0.015112589,0,54.02644231,8.863399374
+938,334,160.4,444.5,72973,224469,5.8,280.6623632,"(61494.5, 125635]",38.7,37.3,40,"Warren County, Ohio",2.73,60.3,15.5,30.4,,13.1,26.8,25,62.5,6.1,83.8,71.4,64.9,20.8,9.6,89.67332982,3.456319686,4.511722658,0.631604795,63.68381424,4.708366736
+387,159,186.2,475.4,45048,61112,15.7,1358.162063,"(42724.4, 45201]",43.6,42.1,45,"Washington County, Ohio",2.38,53.3,11.7,40,,7.8,41.5,11.8,51.7,6.8,66.4,49.5,45.7,39.2,20.7,96.24618996,1.113266287,0.676435592,0.247754723,51.77545484,5.009079903
+554,233,170.3,417.8,50106,116063,13.9,241.2482876,"(48021.6, 51046.4]",38.8,37.5,40.2,"Wayne County, Ohio",2.6,56.1,17.7,32.3,,5.2,41,13.3,60.5,4.8,69.3,54.6,48.8,29.6,15.2,95.35758553,1.68499883,0.810428964,0.393513101,57.62759264,6.420871739
+193,91,185.1,412.3,42214,37120,14.2,0,"(40362.7, 42724.4]",41.6,40,43.2,"Williams County, Ohio",2.39,52,15.2,46.1,,6.2,45.4,9.3,57.5,7.1,71.4,53.8,49.9,36.2,18.7,95.64007917,1.19563473,0.353073343,1.270529075,50.02640264,7.598197038
+533,232,173,403,54996,129730,13.5,262.0827873,"(54545.6, 61494.5]",34.8,33.8,35.9,"Wood County, Ohio",2.44,48.2,5.5,16.6,,10.7,31.3,18,62.1,7.2,81.8,67.4,62.4,24.2,10.6,92.16433254,2.714823292,1.682119719,0.986150444,49.45798646,4.528947447
+129,57,190.6,461.7,47905,22243,10,0,"(45201, 48021.6]",42,40.8,43.5,"Wyandot County, Ohio",2.38,55.9,22.3,32.7,34.5,10.5,48.2,9.7,62.1,6.6,77.1,,56.2,28.5,12.4,98.63355143,0.191391819,0.146882094,0.685449771,52.26761016,4.962066844
+100,52,220.9,416.8,31386,22004,27.2,0,"[22640, 34218.1]",37,36.4,38.2,"Adair County, Oklahoma",2.78,52.7,24.4,47.6,,2.8,42.6,10,49.2,7.9,38.6,29.4,26.6,41.9,29.4,44.2885411,0.296815974,0.589134736,0.98938658,51.95783133,5.336200156
+36,14,159.5,447.6,51885,5868,16.6,0,"(51046.4, 54545.6]",44.7,44.2,46.2,"Alfalfa County, Oklahoma",2.28,50.4,16.6,45.4,32,6,40.6,14.7,45.6,4.9,68.1,48.8,36.8,35.5,16.4,78.36663771,1.911381407,0.034752389,1.911381407,53.13706564,4.431818182
+76,26,151.7,442,35910,13793,21.8,0,"(34218.1, 37413.8]",40.7,39.3,42.7,"Atoka County, Oklahoma",2.37,52.4,25.1,41.5,31.8,1.6,40.8,9.6,42.3,8.7,47.3,33.6,28.7,43.4,25.4,74.20537897,4.091758953,0.510570977,0.640011506,52.11106885,5.756929638
+24,12,181,360.4,56664,5427,10.5,0,"(54545.6, 61494.5]",41.5,41.5,41.5,"Beaver County, Oklahoma",2.7,62.2,34.2,32.3,,5.9,37.7,14.6,59.5,3,71.4,56.2,49.6,26.9,12.9,80.8318264,0.61482821,0.072332731,16.92585895,60.68418443,2.923473775
+98,43,182.4,415.1,46625,23768,15,0,"(45201, 48021.6]",34.7,33.8,36.8,"Beckham County, Oklahoma",2.87,45.8,31.1,37.8,,1.3,40.4,11.6,53.6,2.9,64.4,54.6,48.1,27,15.8,83.24892704,3.489270386,0.82832618,3.321888412,50.65693431,3.754407799
+62,24,180.2,472.6,44309,9833,18.4,0,"(42724.4, 45201]",41.1,37.7,45.5,"Blaine County, Oklahoma",2.25,50.8,29.9,25,,3.3,39.4,12.2,43,3,65.1,44.7,36.3,41.1,19.9,78.80733945,5.616717635,0.265035678,3.628950051,49.58100559,2.110199297
+221,101,191.7,440.5,38187,44884,19.1,0,"(37413.8, 40362.7]",37.1,35.7,38.6,"Bryan County, Oklahoma",2.58,50.1,15.2,29.5,,8,33.4,13.5,52.9,8.1,57.6,37.8,32.1,38.9,19.6,74.18130582,1.94532191,0.497693339,3.088425789,47.96176046,7.559938128
+145,73,211.4,429.4,39933,29343,23.5,0,"(37413.8, 40362.7]",37,35.7,40.1,"Caddo County, Oklahoma",2.77,48,25.5,41.9,,2.9,41.2,11.3,49,9.5,51.1,37.5,32,37.2,21.4,63.08526869,2.742837769,0.261061197,3.776911341,49.32366203,5.189317106
+53,20,150.3,457.3,39743,6856,15.8,0,"(37413.8, 40362.7]",52.2,52,52.5,"Wallowa County, Oregon",2.18,57.3,16.7,39,40.6,3.8,33.1,13.9,50.7,9.5,64.4,39.1,26.3,48,21.3,95.59574158,0.30625638,0.233338195,0.350007292,49.3835172,4.545454545
+149,66,185.4,444.1,44010,25775,16.8,38.79728419,"(42724.4, 45201]",41,40.5,41.7,"Wasco County, Oregon",2.5,52.7,26.8,31.3,35.9,6,28.5,11.7,53.3,9,62.1,42.8,35.8,40.6,20.9,86.58010356,0.662953083,1.01992782,4.65636278,52.25680132,5.246743717
+2147,713,145.5,429.2,66315,574326,12.5,208.9405669,"(61494.5, 125635]",36.1,35.3,37,"Washington County, Oregon",2.66,53,14.1,31.7,,12,19,26.1,63.6,7.6,73.3,62.7,56.2,24.6,13.9,77.57321875,1.808849176,9.28408335,5.691015983,53.19678723,5.186880244
+11,4,144.6,375,33387,1358,23.3,0,"[22640, 34218.1]",56.5,58.6,55,"Wheeler County, Oregon",1.97,60.6,12.5,22.2,,19.4,36.1,10.7,46.7,8.5,74.4,43.2,32.3,46.6,11.9,96.81008902,0,0.370919881,0.370919881,54.69448584,1.754385965
+512,193,168.6,466.8,52903,102659,15.4,301.9706017,"(51046.4, 54545.6]",38.2,36.9,39.4,"Yamhill County, Oregon",2.78,51.9,12.1,33.6,,5.5,29.8,14.9,55,9.7,67.7,52.8,46.1,34.6,18.9,88.02697811,1.236167288,1.277702509,4.509538267,54.91358025,4.397120317
+590,219,165.3,470.7,60179,102295,10.8,332.3720612,"(54545.6, 61494.5]",42.8,41.8,43.9,"Adams County, Pennsylvania",2.55,55.7,11.4,35.8,,6.3,42,12.6,60.7,5.7,78.9,61.2,52.9,28.6,11.4,92.29612743,1.548635609,0.727151238,3.349808877,58.10750661,4.47016211
+7913,3100,182.1,501.2,52385,1230459,13.1,624.1573267,"(51046.4, 54545.6]",40.9,38.8,42.9,"Allegheny County, Pennsylvania",2.26,45.4,10.2,25,,19.1,29.8,22.1,59.8,7.1,76.9,,53.6,31.2,14,80.81200833,13.00667265,3.274756426,0.404988852,42.45865232,5.044224477
+442,177,171.1,458.5,44326,67052,13.8,74.56899123,"(42724.4, 45201]",45.6,44.4,46.5,"Armstrong County, Pennsylvania",2.36,53.9,15.2,42.8,,10,49.4,10.5,53.2,8.5,72.3,51.8,47.8,38.8,16.9,97.75371806,0.935583048,0.185351359,0.223598464,51.86159024,4.390138408
+1133,466,180.2,476.1,51041,168871,11.7,183.5720757,"(48021.6, 51046.4]",44.8,42.9,46.6,"Beaver County, Pennsylvania",2.38,51,12.7,36,,11.3,39.2,15.3,57.7,6.8,73.9,55,50.3,36.9,16.8,90.94619666,6.06001708,0.577789557,0.237359013,49.70961344,4.491424455
+330,110,151.2,479.9,46890,48586,13.6,0,"(45201, 48021.6]",45,44.1,46.3,"Bedford County, Pennsylvania",2.43,57.2,18.6,48.1,27,6.3,50.8,8.5,56,7.3,70.9,52.6,44.2,34.9,15.3,97.71829035,0.568390172,0.226133724,0.305586114,54.965,4.585306863
+2265,816,162.4,472.4,55936,415271,14.3,156.5242938,"(54545.6, 61494.5]",39.7,38.4,40.8,"Berks County, Pennsylvania",2.61,49.6,13.9,35.5,43.1,7.5,38.4,15.1,59.9,9,71.2,56.6,50.9,32.6,17.4,83.68147066,4.979164905,1.408331622,5.046561907,51.44737529,5.334555643
+819,328,179.4,478.4,43343,125593,15,39.81113597,"(42724.4, 45201]",42.8,41,44.5,"Blair County, Pennsylvania",2.41,50,8.4,40.5,,10,48.2,13.1,55.5,6.4,70.6,51.9,46.4,38.3,18.7,95.93192459,1.594331267,0.71175503,0.213526509,48.79100208,4.508674734
+406,163,183.8,484.4,47242,61281,12.9,522.1846902,"(45201, 48021.6]",44.1,43.1,45,"Bradford County, Pennsylvania",2.52,54.1,21.7,41.2,,8.7,48,11.7,53.4,5.6,69,50.6,45.1,37.7,17.4,97.31792762,0.538342868,0.623513531,0.266760944,53.48140241,5.284901395
+3803,1328,168.7,500.5,77823,627367,6.6,79.6981671,"(61494.5, 125635]",43,41.7,44.2,"Bucks County, Pennsylvania",2.65,55.5,10.9,31.3,,16.6,30.7,22.8,63.3,7,83.4,67.8,60.4,24.5,9.3,88.99650964,3.859025859,4.351059636,0.964437273,58.12001751,4.681322269
+1149,405,169.7,509.4,60851,186818,8.9,48.17522937,"(54545.6, 61494.5]",42.7,41.5,43.6,"Butler County, Pennsylvania",2.42,55.6,8.9,32,,10.3,34.9,21.1,60.8,5.9,81,64.7,58.5,27.6,11.2,96.32611517,1.163773837,1.079762398,0.135710785,55.70519362,4.004308281
+979,366,168.5,488.3,42703,136411,15.3,109.9618066,"(40362.7, 42724.4]",44.4,42.7,46.2,"Cambria County, Pennsylvania",2.28,48.5,9.1,32.4,,8.9,46.3,12,50.2,8.5,72.3,,45.8,39.9,17.6,93.8492334,3.407207582,0.495763411,0.304919609,47.39754633,4.763561711
+43,14,159.6,560.4,40257,4732,14.2,0,"(37413.8, 40362.7]",49.9,48.3,51.3,"Cameron County, Pennsylvania",2.2,48.7,11.1,47.1,,9.2,48.7,11.7,54.2,4.5,71.1,48,44,44.4,18.2,97.98726638,0.616142945,0.123228589,0.123228589,45.52995392,3.510758777
+439,177,191.8,496.1,49252,63960,13,78.17385866,"(48021.6, 51046.4]",45,43.9,46.4,"Carbon County, Pennsylvania",2.48,52.7,9.4,39.7,,6.8,46.2,9.6,54.5,8.6,71.8,51.9,45.2,37.6,17.4,96.0748213,1.525512888,0.471887861,0.451774608,52.33971496,3.33234816
+626,208,142.4,442.6,51573,160580,17.9,392.3278117,"(51046.4, 54545.6]",30.3,29.3,31.8,"Centre County, Pennsylvania",2.47,40.6,3.7,23.5,61.9,10.9,31.6,21.7,55.2,5.1,83.5,69.8,59.5,21.4,8.4,88.37558531,3.841645388,5.549254545,0.500560755,46.5592921,3.704047746
+2688,894,159.1,486.2,85613,515939,7.3,149.2424492,"(61494.5, 125635]",40.1,38.8,41.2,"Chester County, Pennsylvania",2.66,55.9,11.4,28.6,,14.4,23.2,29.3,64.7,5.9,82.4,68.9,61.6,21.9,9.3,86.42420414,5.913334131,4.472956883,1.107499652,58.35469775,4.919274098
+248,92,179.4,495.4,43202,39498,15.1,0,"(42724.4, 45201]",40.3,39.4,41.1,"Clarion County, Pennsylvania",2.39,50,8.9,30.1,,5.4,47,12.3,51.7,8.1,70.6,52.7,46.4,36.2,16.8,96.87484159,1.183656917,0.615907132,0.248390531,50.2590019,4.792232199
+516,212,183,473.5,40230,80994,16.5,0,"(37413.8, 40362.7]",43.9,42.3,45.7,"Clearfield County, Pennsylvania",2.38,52.1,22,41.6,,7.2,50.9,9.2,50.3,7.8,66.2,47.7,42.1,41.6,21.8,95.2239283,2.45380672,0.517561437,0.368808625,52.7799604,4.179907113
+232,98,196.6,486,44224,39441,17.4,0,"(42724.4, 45201]",38.1,37.5,38.6,"Clinton County, Pennsylvania",2.52,48.4,10.6,29.2,51.3,8.8,45.6,11.3,55,6.1,69.3,51.8,47.2,36.7,17.4,96.21345989,1.499469884,0.527591256,0.138839804,51.3855096,4.785376874
+424,151,175.2,515.2,46938,66672,14.3,14.9988001,"(45201, 48021.6]",40.1,39.3,41.1,"Columbia County, Pennsylvania",2.4,48.1,8,27.1,58.5,6.4,45.7,13.2,,5.7,77.6,61.6,56.3,30.3,13.7,95.44326877,1.8770923,1.18663319,0.481229077,50.05348002,4.087548063
+551,224,191.8,481.8,43969,86484,14.9,0,"(42724.4, 45201]",42.4,41.4,43.2,"Crawford County, Pennsylvania",2.42,52.2,16.1,36.6,,4.6,45,12.4,53.4,7.2,64.9,47.4,41.7,38.6,19.5,95.79359537,1.863915826,0.501471211,0.209518794,52.06362979,6.020996295
+1332,473,154.6,460.3,62692,246338,9.1,105.5460384,"(61494.5, 125635]",40.8,39.4,42.1,"Cumberland County, Pennsylvania",2.38,52.6,11.5,22.8,,8.6,35,20.3,61.4,5.6,81.4,64.6,57.6,26.6,10.5,89.63744734,3.413039967,3.362092889,1.092669834,52.66284523,4.691477538
+1417,534,169.1,457.2,52967,272983,13.4,725.3198917,"(51046.4, 54545.6]",39.6,38.1,41.1,"Dauphin County, Pennsylvania",2.41,47.3,18.3,35.4,34.2,12,34.8,17.6,,7.1,72.4,56.7,51.7,32.4,16.2,72.09676348,18.00113614,3.529771961,2.892723557,44.48062907,5.830835519
+3395,1270,187.4,525.2,62867,563894,11,150.73755,"(61494.5, 125635]",38.9,36.9,40.6,"Delaware County, Pennsylvania",2.65,45.9,11,30.7,,12.1,31.8,21.1,59.8,8.2,76,,54.6,29,14.6,70.94553333,20.76687384,5.064066386,1.000564375,47.82182055,5.543922993
+235,93,189.9,514.8,46965,30872,10.5,0,"(45201, 48021.6]",46.4,45.4,47.5,"Elk County, Pennsylvania",2.34,53.2,13.2,47.5,,8.2,50.4,11.6,57.5,5.2,75,55.2,49.9,35.2,16,98.13197322,0.506853682,0.420784189,0.261396238,50.40018121,4.291640077
+1566,620,182.5,478.6,45476,278045,16.4,39.56194141,"(45201, 48021.6]",38.8,37.3,40.5,"Erie County, Pennsylvania",2.43,46.7,12.1,31.8,45.5,10.6,40,16.9,57.1,8,69.6,53.8,48.1,36.7,19.4,87.52474469,7.066798162,1.423221777,0.873657355,46.11948988,4.900650039
+932,394,198.7,495.6,36902,133628,20.2,97.28500015,"(34218.1, 37413.8]",44.2,42.1,45.8,"Fayette County, Pennsylvania",2.41,47.6,18.7,42,31.5,7.9,49.9,9.7,48.1,8.4,65.5,,43.7,41.3,21.9,92.92330053,4.125293843,0.196513189,0.26992755,46.48961979,5.078382982
+49,22,206.5,462.1,37794,7410,21.9,134.9527665,"(37413.8, 40362.7]",43.3,37,59.6,"Forest County, Pennsylvania",1.86,33.3,34.2,58.2,,0.3,53.6,5.7,17.6,4.8,68.2,35.8,29.6,56.2,18.9,66.03350481,27.31829574,0.68592534,2.770083102,49.84802432,1.652892562
+877,323,162.2,468.5,50434,153638,11.9,97.63209623,"(48021.6, 51046.4]",40.9,39.9,42,"Franklin County, Pennsylvania",2.56,55,18.5,47.2,27.9,6.4,43.9,12,58.9,6.9,72.6,55.1,48.6,31,13.3,92.94677742,3.815871557,1.028991693,0.749253045,55.20744408,4.842223007
+88,34,177.5,458.9,48084,14629,13.3,0,"(48021.6, 51046.4]",43.2,42.4,44.3,"Fulton County, Pennsylvania",2.46,58,17.8,48.8,,5.9,51.1,8,55.4,7.5,70.9,52.5,47,37.5,17.9,97.01238601,1.429154757,0.142915476,0.306247448,56.30872483,4.970178926
+240,95,193.5,501.4,49897,37519,16.5,0,"(48021.6, 51046.4]",502.8,40.7,43.5,"Greene County, Pennsylvania",2.33,49.4,10.7,42.9,38.3,8.1,47.3,11.6,46.6,6.4,71.4,54.5,49.9,36.2,17,92.21624756,5.071432337,0.218778006,0.548262955,50.06252605,6.037875061
+248,105,172.7,423.7,44531,45668,15.1,0,"(42724.4, 45201]",42.5,40.7,44.1,"Huntingdon County, Pennsylvania",2.36,51.4,9.9,50.5,34.3,5.2,51.7,9.1,48.6,8.1,70.5,51.5,45.9,38.2,17.9,92.1491744,5.284712238,0.457456542,0.411710887,55.09433962,6.823375775
+457,172,151.6,425.1,42611,86966,17,34.49623991,"(40362.7, 42724.4]",38.9,37.1,40.8,"Indiana County, Pennsylvania",2.41,48.4,7.1,22,64.8,6.1,43.9,13.5,52.9,7.8,73.2,56.3,49.1,31.1,13.4,94.49229194,2.508675124,1.118379885,0.315148757,50.63562432,4.149417541
+304,120,183.2,495.4,43810,44430,13.3,0,"(42724.4, 45201]",43.6,42.2,45.1,"Jefferson County, Pennsylvania",2.38,54.5,16.3,44.9,30.9,7.9,51.2,9.7,54.2,6.4,67.8,50.6,45.3,37,17.9,98.02484583,0.527303602,0.254714452,0.10724819,52.48119487,6.414368185
+124,54,162.9,393.5,48944,24737,12.3,0,"(48021.6, 51046.4]",43,42.2,43.9,"Juniata County, Pennsylvania",2.61,56.3,24.4,47.1,,3.8,51,8,56.2,5.7,69.6,52.3,46.5,31.9,13.1,96.71352048,0.757179105,0.394699746,1.276732853,56.92536996,5.734425605
+1370,549,178.3,482.8,45098,211917,15.4,127.4083721,"(42724.4, 45201]",42.3,40.4,43.8,"Lackawanna County, Pennsylvania",2.41,45.8,11,23.5,,12,37.7,16.3,55.5,6.9,72.5,55.6,50.6,35.1,17,92.69836362,3.086306972,2.117034185,0.672260247,44.9714232,3.545136747
+2737,1032,157.6,449.7,57369,536624,10.5,59.63207013,"(54545.6, 61494.5]",38.4,37.1,39.6,"Lancaster County, Pennsylvania",2.64,54.8,18.9,35.9,37.5,7.8,38.2,16.4,62.4,6.1,70.6,56.2,50.1,29.5,15,88.55258989,4.031375892,2.0436954,3.185494214,56.86991246,6.226276831
+620,255,186.1,493.6,44903,88082,13.2,1146.658795,"(42724.4, 45201]",44.4,42.4,45.9,"Lawrence County, Pennsylvania",2.38,50.7,12.8,34.4,,8.7,45,13.2,53.7,7,68.4,50.5,44.9,39.9,20.3,93.19889639,3.798703484,0.417218097,0.548439918,49.46891725,4.727253413
+814,321,172.8,471.7,53861,137067,10.9,0,"(51046.4, 54545.6]",41.1,39.6,42.4,"Lebanon County, Pennsylvania",2.54,52.4,17.7,34,,9.2,43.9,12,60.2,6.9,71.2,54,48.1,33.1,15.3,88.13192317,1.988569408,1.151897243,6.36784115,52.66229169,5.989257845
+2001,741,168.4,484,58283,360685,12.8,177.4401486,"(54545.6, 61494.5]",39.5,38.1,40.7,"Lehigh County, Pennsylvania",2.6,48.3,13.6,33.5,,9.5,33.1,17.3,59.9,8.5,70,55.9,50.4,32.8,17.9,79.30350155,6.530794156,3.16967339,7.834766619,48.97730666,5.408652416
+2153,836,181.1,500,44222,318449,15.8,191.5534356,"(42724.4, 45201]",42.9,40.9,44.6,"Luzerne County, Pennsylvania",2.39,45.5,12.9,31.3,,9.9,39.5,13.3,55.6,7.8,70.8,,47.4,37.1,18.1,89.85894812,3.93883066,1.075305769,3.110014215,44.48372859,5.103967071
+766,280,178.5,521.8,45211,116048,16,146.4911071,"(45201, 48021.6]",496.8,39.2,43.1,"Lycoming County, Pennsylvania",2.42,49,11.9,35.3,44.7,8.1,41.1,13,56.9,7.7,71.9,55.2,49.8,34.4,17.2,91.8443972,4.834727747,0.667775339,0.648916472,49.22668061,5.48894218
+260,101,170.4,465.6,44723,42412,16.6,0,"(42724.4, 45201]",42.4,40.8,44.2,"McKean County, Pennsylvania",2.29,45.4,15.6,35.4,,6.9,48.2,10,51.8,9.1,70.4,50.7,46.4,39.1,18.5,94.76028356,2.371513851,0.487361254,0.610950471,44.56321839,6.282490875
+792,320,186.7,501.6,43559,114234,14.6,122.5554563,"(42724.4, 45201]",43.8,41.9,45.3,"Mercer County, Pennsylvania",2.37,49.3,15,37.8,,7.1,44.4,13.9,52.7,6.8,69.5,51.5,46,38,19.2,91.3735692,5.678113077,0.701526188,0.420568852,49.96487068,4.669101054
+304,113,168.3,485.2,40957,46500,16.3,559.1397849,"(40362.7, 42724.4]",43.5,42.2,44.5,"Mifflin County, Pennsylvania",2.46,53,24.8,44.5,,5.7,50.2,8.2,53.2,6.4,63.3,44.3,39.5,39.6,18.9,97.32833423,0.719871452,0.482056776,0.203535083,51.21833921,5.671766053
+866,334,180,460.1,59492,166397,13.3,24.03889493,"(54545.6, 61494.5]",41.8,40.9,42.5,"Monroe County, Pennsylvania",2.89,49.6,9.7,35.3,,6.7,36.6,14.9,56,12,70.6,55,48.5,31.6,16,78.09877234,13.61440544,2.211089998,2.690596315,55.42524041,4.318836947
+4749,1672,161.8,490.8,79576,819264,7.1,239.2391219,"(61494.5, 125635]",41.1,39.5,42.5,"Montgomery County, Pennsylvania",2.57,53.9,11.4,28.8,,17.9,24.8,26.3,64,6.4,83.4,68.4,60,24.3,9.6,80.69633566,8.869576983,7.028672645,1.096350419,55.17681595,4.502231194
+124,41,152.6,490.8,54547,18557,11.2,0,"(54545.6, 61494.5]",42.9,40.6,46.3,"Montour County, Pennsylvania",0.0241,49.9,14.4,45.6,25.7,14.2,39.8,15.9,55.4,6.6,77.6,,53.8,32.1,13.7,94.35379295,1.680354441,2.901448022,0.124270586,49.33604336,3.59080341
+1931,677,172.7,525.7,61510,300813,10,365.6756856,"(61494.5, 125635]",41.8,40,43.2,"Northampton County, Pennsylvania",2.56,51.4,9.3,28.7,,9.1,35.3,17.2,59.2,7.3,77.1,60.3,54.2,30.1,13.5,86.47568888,5.04145306,2.749519385,2.400072092,53.42832095,4.239802406
+620,248,177.5,471.7,40429,93246,15.9,0,"(40362.7, 42724.4]",525.6,41.6,46.2,"Northumberland County, Pennsylvania",2.27,50.4,22,40.2,,7.9,50.3,9.4,52.7,7.2,71.8,,46.5,37,16,95.23966555,2.855136906,0.346786375,0.371252899,47.97968254,5.713833492
+259,103,189.7,479.1,54920,45685,8.7,0,"(54545.6, 61494.5]",42.1,41,43.2,"Perry County, Pennsylvania",2.49,57,16.8,48.7,,5.8,46,10.6,62.2,6.3,76.2,59.3,54.2,27.5,11.1,97.21741796,0.862578541,0.308689275,0.324014274,56.83162842,5.221317107
+8236,3303,211.7,533.5,39037,1567442,25.8,742.6112099,"(37413.8, 40362.7]",33.7,32.2,35.2,"Philadelphia County, Pennsylvania",2.59,29.3,14.3,30.1,,12.6,33.8,14.9,51.4,13.9,55.7,44.1,38.8,41.3,27.6,41.67215409,42.75757007,6.864826838,5.573246769,27.45994321,5.282605624
+346,120,157.4,461.5,58375,55949,10.6,71.49368175,"(54545.6, 61494.5]",46,45.4,46.6,"Pike County, Pennsylvania",2.66,55,13.1,32.1,46.2,8.6,35.8,14.7,51.9,11.6,72.5,53.7,48.3,35.9,16.1,89.42117531,5.871238876,1.536233931,1.214860856,58.48474785,5.499704317
+114,52,191.9,456.5,40323,17093,14.3,0,"(37413.8, 40362.7]",45.8,44.5,46.8,"Potter County, Pennsylvania",2.57,52.1,15,45.4,31.9,7.7,48.2,9.2,49.5,6.9,67.2,46.4,40.7,40.6,18.5,97.75565403,0.575473327,0.345283996,0.270472464,52.76653171,6.77146312
+992,409,186.6,485.5,43169,144590,13.5,186.7349056,"(42724.4, 45201]",43.8,42,45.6,"Schuylkill County, Pennsylvania",2.38,48.7,16.3,41.8,,8.6,47.7,9.8,52.2,8.8,71.6,52.3,47.8,36.7,16.6,94.23408035,2.761000273,0.500136649,1.003689533,48.41855381,4.779878415
+224,78,159.2,474.1,49117,40444,13.1,0,"(48021.6, 51046.4]",39.3,37.9,40.7,"Snyder County, Pennsylvania",2.62,52.7,12.6,31,52.8,3.6,46,10,60,5,70.1,53.9,48.9,29.6,13.4,96.81116716,1.011336962,0.684213155,0.471957249,58.05982551,4.883318928
+494,189,159.4,455.9,45706,75522,13.5,39.72352427,"(45201, 48021.6]",45.3,43.6,47.1,"Somerset County, Pennsylvania",2.42,54,13,44.3,34.2,8.4,49.3,9.9,51.6,6.9,72.3,52.7,47.1,37.2,16.4,95.67589438,2.640406176,0.304110054,0.41113591,56.74735811,5.627676205
+59,21,186.2,538.3,44191,6328,14.4,0,"(42724.4, 45201]",51.8,50.4,53.1,"Sullivan County, Pennsylvania",0.0222,52.1,28.6,41.8,25.5,4,49.1,9.8,46.2,8.7,74.2,49.4,40.9,39.2,13.8,94.67168155,2.4604294,0.48581727,0.51716032,51.59235669,4.06278855
+258,100,163.6,434.1,49552,41666,12.8,0,"(48021.6, 51046.4]",46.4,45.4,47.3,"Susquehanna County, Pennsylvania",2.41,55.5,17.7,40.1,,7,46.7,10.8,54.4,7.7,71.5,53,45.8,34.3,14.9,97.86400434,0.545209941,0.276145295,0.302107673,54.01155144,4.344746163
+275,104,174.7,487.3,47360,41877,16.3,0,"(45201, 48021.6]",43,42.5,43.7,"Tioga County, Pennsylvania",2.47,52.2,12,37.8,,5.5,44.6,12,52.6,7.4,69.5,51.6,46.4,36.5,16.9,97.1147479,0.718948065,0.532116167,0.073313783,52.9829631,6.635885322
+227,81,144.9,432.9,47996,44954,13.4,578.3689994,"(45201, 48021.6]",38.6,37.4,40.6,"Union County, Pennsylvania",2.38,47,6.9,16.2,,6.3,41.2,12.3,46.7,6.1,73,54.4,49.3,31.3,13.8,87.89981761,7.042128209,1.250055607,1.445793852,54.37784929,4.739182301
+369,160,199.4,487.7,43810,53119,16.2,244.7335228,"(42724.4, 45201]",45.4,43.9,46.9,"Venango County, Pennsylvania",2.38,53.5,17.9,46.5,,7.2,49.7,10.7,53.2,8.1,67.3,48.1,43.3,41.3,20.3,96.82039105,0.888583831,0.387711943,0.144696323,51.88666456,5.128205128
+295,113,179.3,496.8,44651,40396,14.1,0,"(42724.4, 45201]",46.2,44.9,47.2,"Warren County, Pennsylvania",2.35,54.4,18.6,41.8,,9.3,47.2,11.7,,6.6,73.5,51.8,47,36.9,14.8,97.85410869,0.493139983,0.488257409,0.087886334,52.2468299,5.312538077
+1356,561,186.3,482.5,55796,208261,10.7,96.03334278,"(54545.6, 61494.5]",44.2,42.7,45.4,"Washington County, Pennsylvania",2.42,52.5,10.3,33.9,45.7,10,39.3,18.1,58,6.5,77.7,59.5,53.3,32.5,13.3,93.95656642,2.947278438,0.853399672,0.226196536,52.24566809,4.918324654
+321,139,179.4,437.2,48663,51198,13.9,39.06402594,"(48021.6, 51046.4]",46.5,44.8,48.6,"Wayne County, Pennsylvania",2.47,51.1,13.7,48.5,,6.4,44.3,11.7,48.6,7.8,69.9,50.9,44.5,39.6,19,93.91193215,3.50877193,0.538321521,0.592540955,54.49083187,3.971422568
+2461,982,175.3,476.6,53536,357956,10.1,61.46006772,"(51046.4, 54545.6]",46.1,44.4,47.5,"Westmoreland County, Pennsylvania",2.33,53.7,11.6,30.1,,12.9,38.9,17.1,57.6,5.6,77,57.2,51,35,14.7,95.00402767,2.363176849,0.840689714,0.152248713,52.32680439,3.999144854
+189,71,191.7,529.8,55882,27800,10.9,0,"(54545.6, 61494.5]",43.1,41.8,44.2,"Wyoming County, Pennsylvania",2.52,51.1,15.7,35,,7.7,48.2,12.2,56.5,7.6,73.3,55.1,48.3,35.1,16.2,97.26791488,0.728319181,0.436991509,0.27356379,51.57885074,4.585798817
+2467,883,170.2,488.7,58471,442867,10.2,85.80454177,"(54545.6, 61494.5]",40.7,39.5,41.9,"York County, Pennsylvania",2.57,52.6,14.4,40.4,,9,41,14.9,61.8,7.3,75.1,60,54.7,30.1,15,88.82818542,5.861119956,1.362188964,1.583723787,53.48532996,4.689714916
+306,104,142.2,473.2,68246,49084,8,0,"(61494.5, 125635]",43.9,41.9,45.5,"Bristol County, Rhode Island",2.38,52.4,4.9,23.7,,11.7,22.4,23.9,60.7,6.8,80.8,,55.4,27,11.1,95.29648609,1.26484464,1.6390109,0.248088498,54.26127527,4.448655477
+1034,410,184.1,491.8,61923,164801,9.3,42.47547042,"(61494.5, 125635]",43.5,41.4,45.2,"Kent County, Rhode Island",2.38,49.7,11.1,29.7,,15,28.6,19.4,63.2,8.2,78.3,,57.8,29.9,12.6,92.54476897,1.399144025,2.407279429,1.439760424,47.69150052,5.275186191
+518,193,164,469,69203,82423,9.5,72.79521493,"(61494.5, 125635]",43.9,42,45.6,"Newport County, Rhode Island",2.27,49.7,10,28.1,,17.1,23.1,26.4,59.2,6.9,79,59.3,48.7,30.1,11,89.60478086,3.51668824,1.739593288,1.512163846,46.93813131,2.872784433
+3257,1254,173.6,473.3,47278,633473,18.3,336.2416393,"(45201, 48021.6]",37.1,35.4,38.7,"Providence County, Rhode Island",2.53,40.8,12.3,27.7,,11.7,28.8,16.2,58.8,9.5,63.9,51.4,45.9,35.7,21.3,73.46790196,9.604272443,4.081788031,8.934601616,39.9972302,4.931882987
+765,265,162.2,492.3,70705,126517,10.4,23.7122284,"(61494.5, 125635]",519.6,42,44.5,"Washington County, Rhode Island",2.42,51.1,6.2,28.5,,12.9,23.3,25.8,61.1,6.4,81.7,65,57.3,27.3,11.2,93.41481745,1.467505241,1.791068391,0.798227918,52.94568639,3.127101547
+143,61,183.7,430.9,35525,24932,21.4,0,"(34218.1, 37413.8]",43.3,40.7,44.9,"Abbeville County, South Carolina",2.52,46.8,11.2,40,,3.2,37.5,8.6,45.9,10.7,56.6,41.8,37.6,43.8,25.9,69.88838661,27.94735368,0,0.240028803,47.29969706,5.823783581
+753,330,164.3,384.5,48537,165829,16.6,6.03030833,"(48021.6, 51046.4]",40.9,39.3,42.3,"Aiken County, South Carolina",2.53,49.9,17.2,33.8,,6.7,31,15.9,52.8,9.9,65.2,48.3,43.4,35.8,18.8,69.67262123,24.80232814,0.767503722,2.366571491,48.94044517,5.643104513
+49,23,197.6,400.8,25530,9433,39.9,0,"[22640, 34218.1]",38.7,35.6,44.3,"Allendale County, South Carolina",2.58,30,15.8,29.9,,3.6,39.4,10,35.5,22.6,47.9,31,28.1,47.8,30.1,24.6696483,73.80565156,0,1.32140679,30.93245666,8.631578947
+1069,409,177.3,475.4,43124,194692,16.7,246.5432581,"(42724.4, 45201]",40.5,39.7,41.6,"Anderson County, South Carolina",2.55,52,20.9,30.1,,6.6,31.5,12.6,53.7,9.2,63,49.1,44.1,35.2,19.8,80.07217007,16.38626677,0.856104385,0.74784928,51.34890507,6.330413359
+91,39,187.5,437.6,30349,14880,29.7,0,"[22640, 34218.1]",40.3,38.6,41.4,"Bamberg County, South Carolina",2.41,37.7,17.1,24,,0,25.2,12.5,44,10.9,47.1,28.7,24.3,48.2,28.5,35.8281493,62.30559876,0.39528253,1.023846553,38.23678433,10.6400665
+101,55,212.1,396.7,32205,21725,27,0,"[22640, 34218.1]",39.8,38.7,41.1,"Barnwell County, South Carolina",2.61,42.8,19.5,37.5,,2.2,37.5,9.1,,14.7,54.8,,30.7,43.4,25.6,51.71961263,44.97692099,0.705946239,1.520499593,41.15532119,5.998421468
+1000,352,146.9,442.1,55427,179589,12.9,66.81923726,"(54545.6, 61494.5]",42.8,40,45.6,"Beaufort County, South Carolina",2.51,54.4,13.2,43.4,,7.9,23.4,23.1,50.2,7.2,66.7,45,31,38.4,16.8,73.64076537,18.61159725,1.198809941,4.019367635,54.08412277,6.319887594
+786,287,175.8,462,52436,202786,13.7,0,"(51046.4, 54545.6]",35.3,33.6,36.5,"Berkeley County, South Carolina",2.75,49.7,15.6,34.8,,7.7,31.1,14.7,56.1,9.9,66.7,50.4,42.4,30.4,16.2,67.340003,24.50248692,2.486919783,2.273607661,51.73547733,5.662000797
+93,30,150.9,468,41209,14781,19.3,0,"(40362.7, 42724.4]",45.3,44.2,46.5,"Calhoun County, South Carolina",2.45,53.3,19.4,35.3,,4.5,37.2,11,52.4,8.6,60.8,43.8,39.8,38.2,18.9,54.20510763,42.40540179,0,2.219548068,47.81021898,5.434122647
+1760,668,173.7,462.1,52752,389262,16.8,452.1376348,"(51046.4, 54545.6]",36.5,35.3,38,"Charleston County, South Carolina",2.44,42.5,10.6,23.3,,13.8,21.6,25.9,60.1,7.7,68.4,54.4,45,28.8,15,67.18136571,28.70685217,1.37783451,0.765880763,41.13486198,4.774692859
+312,120,187.8,494.2,38947,56194,22.3,88.9774709,"(37413.8, 40362.7]",38.8,38.3,39.3,"Cherokee County, South Carolina",2.68,47.2,22.7,28.7,,7.5,36.9,10.3,47.8,10.6,56.4,42.4,36.9,40.5,24.5,75.64577627,20.13855325,0.554929023,1.607504072,46.51854017,6.428359096
+197,86,215.6,492.8,37537,32267,22.5,0,"(37413.8, 40362.7]",41.2,40.1,42.4,"Chester County, South Carolina",2.61,41.2,25.2,33,,2.4,36.5,9.3,47.4,13.8,54.9,42.2,37.1,42.8,26.7,60.08416267,38.40459516,0.07371913,0.122865217,41.38070246,6.686006354
+228,109,206.2,428.1,34949,46017,26.4,0,"(34218.1, 37413.8]",41,39.8,41.8,"Chesterfield County, South Carolina",2.52,47.8,26.5,39.4,,4.8,39.6,7.7,,10.3,52.7,,36.1,40.7,26.8,63.86387253,33.20055421,0.528229997,1.075943886,45.68305405,4.348232654
+217,90,194.1,479.9,32268,33775,27,0,"[22640, 34218.1]",42.8,40.1,45.3,"Clarendon County, South Carolina",2.47,42.9,34,35.9,,1,36.4,9.2,40.9,16.2,52,32.8,28,48.4,25.9,48.44051729,48.94961671,0.152144654,1.009421265,43.203404,6.157946416
+225,105,211.7,459,35558,37731,23,53.00681138,"(34218.1, 37413.8]",41.7,41.3,42.3,"Colleton County, South Carolina",2.53,42.9,31.7,39.1,,2.5,37.9,8.8,49.2,12.4,48.8,34.4,28.3,45.3,29,57.7570782,38.38543311,0.036838228,1.089359015,40.72695275,6.084407972
+369,168,206.8,451.3,35640,67548,25.3,0,"(34218.1, 37413.8]",40.8,39,42.2,"Darlington County, South Carolina",2.52,45.1,21.3,33.6,38.9,6.1,36.5,11.6,48.1,15.9,55.5,41.9,37.6,40.9,24.6,56.63260799,40.62306764,0.593327641,0.472600925,43.48336299,6.092582124
+150,73,204.7,425.3,30516,31234,29.8,0,"[22640, 34218.1]",37.8,35.3,39.3,"Dillon County, South Carolina",2.69,41.4,29.6,40.7,,1.8,38.9,6.2,44.8,13.2,45.2,32,28,49.1,32.1,47.38030857,46.64227772,0.235406394,0.846190552,41.0109432,5.525568182
+618,210,172.9,483.1,56388,152478,12.8,6.558323168,"(54545.6, 61494.5]",35.8,35,36.7,"Dorchester County, South Carolina",2.77,51,18.2,34.3,,7.5,29.2,15.8,59.5,8,70.3,,46,28.3,15,68.06368596,25.51007103,1.709501424,1.190680438,52.13282937,5.952316445
+123,48,157.8,399.8,44129,26514,17.5,0,"(42724.4, 45201]",42.1,40.7,43.9,"Edgefield County, South Carolina",2.6,45.6,26.8,36.2,,6.8,36.3,11.4,45.9,8.9,65,,45.6,34.9,19.2,59.0455679,36.63190509,0.343837376,2.063024258,48.85664028,3.616566206
+138,62,201.9,460.4,35490,22747,23.1,0,"(34218.1, 37413.8]",44.1,43.5,44.8,"Fairfield County, South Carolina",2.52,45,14,53.6,30.2,2.2,39.8,8.6,46,12.8,52.4,,34.7,43.2,26.3,39.11199585,57.43898217,0.268305349,0.701055911,44.17130145,2.009646302
+677,297,195.5,443.6,42232,138900,19.5,158.387329,"(40362.7, 42724.4]",38.2,36.4,39.5,"Florence County, South Carolina",2.61,46.1,17.2,29.9,,6.7,33.7,13.9,,12.1,59.7,46.5,41.6,38.6,23.5,54.89553965,41.74437938,1.16171474,0.305790501,45.28902347,5.663639027
+431,173,190.9,484.6,44283,61298,19.6,81.56872981,"(42724.4, 45201]",47.5,45.2,49.1,"Georgetown County, South Carolina",2.55,50.1,15.1,41.4,39.4,4,31.3,15.4,45.7,11.2,56.3,,29,43.9,21.4,64.0163772,32.67021066,0.4094301,1.756587202,49.90664517,5.073731567
+2249,860,175.4,461.7,49659,491863,14.7,1099.899769,"(48021.6, 51046.4]",37.7,36.5,38.7,"Greenville County, South Carolina",2.58,50.5,15,29.9,,12.3,26.3,20.7,58.6,7.6,66.7,,48.1,29.3,16.5,76.24483316,18.27973291,2.137067991,1.225934559,50.47870034,5.183355631
+92,45,183.2,389.4,48140,17460,16.2,0,"(48021.6, 51046.4]",42.6,39.9,44.3,"Burleson County, Texas",2.67,54.9,19.1,34,,5.3,36.4,10,53.7,7.5,61.2,44,39.4,34.8,15.8,78.71971318,12.25351298,0.399005378,6.083386341,54.53835338,3.641536273
+250,101,160,419.3,53203,45463,14,0,"(51046.4, 54545.6]",44.1,42.6,45.2,"Burnet County, Texas",2.58,55.9,23.2,39.8,,3.9,31.9,15.6,52.4,5.1,61.3,44.2,36.5,37.5,19.2,93.19952881,2.34913012,0.310347952,2.374048568,55.08264463,4.124513619
+161,63,159.3,412.1,47227,40522,16,0,"(45201, 48021.6]",35.6,33.6,37.4,"Caldwell County, Texas",2.85,45.8,20.8,51.2,,3.3,36,11.1,53.5,5.2,53.5,,37.1,32.2,19,73.70574631,7.078049152,0.203319186,15.79281775,50.6545659,4.685714286
+107,47,182.1,435.6,46705,21895,17.3,0,"(45201, 48021.6]",38.1,37.7,38.7,"Calhoun County, Texas",2.68,54.3,22.9,36.8,36.6,3.7,31.8,10.7,56.5,7.2,61.2,48.1,44.4,31.9,18.6,87.63038863,2.880088618,3.540108926,1.075417705,52.47685764,7.088398929
+76,42,215.5,403.3,40796,13557,16.3,0,"(40362.7, 42724.4]",43.5,42.1,44.7,"Callahan County, Texas",2.55,52.2,18.1,48.8,,3.8,38.7,10.8,47.5,5.4,56.1,31.6,24.5,33.4,16.9,94.28022465,1.699674845,0.679869938,1.160212829,50.46463114,6.774774775
+1348,490,131.2,368.1,32215,422156,34.5,9.475170316,"[22640, 34218.1]",31.2,29.2,33,"Cameron County, Texas",3.42,48.9,22.9,33.7,,2.9,24,11.8,49.5,10,34.8,28.6,24.6,38.8,28.9,92.09301658,0.570885782,0.65175728,5.414083604,52.47363684,6.202803162
+71,29,182.2,466,37801,12682,23.9,0,"(37413.8, 40362.7]",37.8,36.4,39.4,"Camp County, Texas",2.81,50.3,27,33.2,,1.1,36.5,9.9,52.5,8.5,51.7,40.4,35.6,35.8,23.3,72.00383509,17.43368488,0.343560243,7.638223074,51.29767547,9.097345133
+25,11,136.9,305.1,58425,5969,8.6,0,"(54545.6, 61494.5]",40.7,40.4,41.1,"Carson County, Texas",2.62,58,26.7,24.7,,5.4,28.4,15.4,61.5,1.7,74.1,61.1,55,23.4,9.4,95.56690837,1.071193144,0.346077785,0.428477258,58.61317052,6.235912847
+164,80,179,374.4,39256,30313,19.1,0,"(37413.8, 40362.7]",43.3,41.5,45,"Cass County, Texas",2.56,50.7,13.7,43,,3.5,44,9.7,49.3,9.2,54.8,39.5,34.6,39.7,21.5,79.06554999,17.27446584,0.422052229,1.381561593,50.08125909,3.991528185
+33,14,163.3,376.9,42966,7656,19.4,0,"(42724.4, 45201]",34.6,34.4,34.7,"Castro County, Texas",3.14,52.5,27.3,38.2,32.3,2.3,33.1,9.4,57.2,4.7,42,30.4,22.8,35.4,23,88.36185204,0.566180171,0.390035229,5.485656769,59.29628149,7.665301346
+145,55,183,445.8,77281,38863,10.7,0,"(61494.5, 125635]",36.2,36.3,36.1,"Chambers County, Texas",2.84,62,23.2,44.1,,0.9,31.8,13.4,53.9,7.8,63.5,53.7,50.3,26.5,16.6,84.0702263,7.938041932,1.304662962,3.846876594,63.99600553,5.775206257
+270,105,174.1,454.8,38465,51542,20.1,0,"(37413.8, 40362.7]",37.6,36.5,39.2,"Cherokee County, Texas",2.74,50.2,23.4,32.7,41.3,2.6,33.4,12.1,50.2,6.4,53.2,39.4,33.9,38.1,22.5,80.39947622,14.57775519,0.480778627,1.670998886,51.83033448,5.031504818
+34,15,192.3,441.6,39025,7088,22,0,"(37413.8, 40362.7]",34.6,31.6,37.3,"Childress County, Texas",2.44,49.2,35.1,35.3,,5.6,40.1,11.6,45,5.2,64.6,45.5,41.1,38.2,18.6,80.76214761,9.633092506,1.884119564,3.244085565,53.82685069,12.14642263
+61,25,167.3,421.4,50993,10360,13.5,0,"(48021.6, 51046.4]",45.7,43.8,46.7,"Clay County, Texas",2.51,59.7,20.9,33.2,,5.3,39.5,11,54,6.8,65.3,45.1,38.2,35.1,16.3,94.81820784,0.715717149,0.391258708,1.20240481,57.76652195,4.377431907
+15,7,187.5,437.3,39870,2953,20.7,0,"(37413.8, 40362.7]",34.9,34.6,35.4,"Cochran County, Texas",2.79,52,41.7,26.6,,0,29.7,7.4,52.8,8.5,43.6,31.8,25.4,35.3,21.6,85.73337788,3.942532576,0.033411293,6.014032743,52.91262136,7.357357357
+25,9,151.8,448.8,41593,3238,14.9,0,"(40362.7, 42724.4]",49.3,46.3,52.9,"Coke County, Texas",1.95,64.7,16.5,24.7,,25.9,33.5,14.3,56.5,3.1,69.3,46.6,42.1,33.3,10.6,94.22483014,0.772081532,0.123533045,3.675108091,53.65396627,0
+53,26,182.5,394.5,37497,8338,22.6,0,"(37413.8, 40362.7]",47.1,47,47.3,"Coleman County, Texas",2.49,61.5,33.6,37.9,,2.1,41.1,9.2,46.7,8.2,46.8,28.9,25,44.3,22.8,93.40440487,2.366447985,0.820056232,1.546391753,57.94419971,3.569230769
+16,8,187.2,389.8,38655,3044,19.3,0,"(37413.8, 40362.7]",37,36.1,39.4,"Collingsworth County, Texas",2.7,58.6,51.4,15.1,11.4,22.2,32.7,10.9,58.3,5.2,50.6,,30.7,37.1,21.6,83.78024853,3.466317855,0.196206671,9.123610203,58.61136159,4.744525547
+117,54,177.4,393.8,46484,20870,16,0,"(45201, 48021.6]",43.6,42.6,45.1,"Colorado County, Texas",2.67,54.6,23.1,35.6,,11.9,38.8,14,,4.2,64,,42.6,31.7,16.5,80.06937419,13.63877246,0.183070771,5.333140627,56.86300118,6.179775281
+561,221,158.3,410.9,64533,129048,9.2,61.99243692,"(61494.5, 125635]",42.4,41.2,43.5,"Comal County, Texas",2.7,59.4,13.7,41.3,36.5,8.5,25.5,22.9,56.9,4.9,70.6,54.4,43.7,28,12.5,90.98819714,1.968536846,0.862645446,3.178079444,61.43432459,6.213794701
+86,42,197.7,432.1,38280,13430,19.7,0,"(37413.8, 40362.7]",43.6,44.3,43.3,"Comanche County, Texas",2.62,55.8,24.3,41.6,30.9,3.2,37,11.5,49.7,4.5,52,33.2,26.5,36.1,17.9,95.97739118,0.418410042,0.330323717,1.614915951,54.30748193,9.379671151
+15,7,156.8,330.7,40837,4081,26.5,0,"(40362.7, 42724.4]",40.8,39.3,47,"Concho County, Texas",3.3,50.7,33,46.7,,5.8,30.1,8.2,27.8,2.8,58.6,41,37.4,43.9,24.3,93.53891336,0.513950073,0.783162017,4.478707783,61.13161132,11.55660377
+203,84,169.2,428.1,57378,39229,15.3,0,"(54545.6, 61494.5]",39.6,39,40.4,"Cooke County, Texas",2.61,54.9,19.8,37.1,38.3,4.8,32.1,14.7,58.8,7,65.2,49.8,43.7,32.1,16.8,92.24736204,2.425118031,0.73785506,0.918448956,55.58980682,7.427277062
+239,91,184.5,446.1,47018,75503,14.8,0,"(45201, 48021.6]",30.6,29.1,32.3,"Coryell County, Texas",2.86,50.4,11.5,45.6,,2.6,30.3,10.5,39,9.5,77.7,52,27.4,26.9,10.6,71.52033417,15.15211223,2.004518705,2.614018495,57.96875716,6.044769217
+9,5,192.3,342.6,32722,1426,20.9,0,"[22640, 34218.1]",50.1,40.8,54.4,"Cottle County, Texas",2.38,64.5,15,20,,0,30.9,11.6,52.9,7.5,44.9,,21.4,47.7,26.4,83.24503311,10.46357616,0,3.509933775,56.22047244,8.620689655
+16,6,150.1,367,61098,5048,9.5,0,"(54545.6, 61494.5]",33.5,33.1,34.2,"Crane County, Texas",3.01,55.4,33.6,35.7,30.6,0,30.4,9.4,57.5,5.2,64.5,54.9,51.8,23,14.8,56.15221987,3.488372093,0,37.61099366,55.70687419,11.89138577
+15,7,165.6,360.8,49614,3710,13.7,0,"(48021.6, 51046.4]",40.5,35.9,43.3,"Crockett County, Texas",2.53,64,26.5,46.4,,3.6,27.2,8.9,62.3,1.8,63.1,54.5,50.6,22.2,15.3,56.58286023,0.270343336,0,41.93025142,64.06140963,5.249679898
+26,14,174.1,334.7,36627,5977,24.1,0,"(34218.1, 37413.8]",38.2,37.4,38.6,"Crosby County, Texas",2.71,53.8,26.7,41,32.4,0,30.7,9.2,54.7,10,43.8,33.6,28,40.3,28.3,89.99500583,3.878808057,0,3.712335608,52.67245318,4.238618524
+29,9,177.9,537.2,43523,7121,12.4,0,"(42724.4, 45201]",30.7,29.1,31.3,"Dallam County, Texas",3.09,46.4,14.7,61.8,,5.5,33.3,9,66.6,5.6,52.4,43.7,36.6,30,21.8,88.97918449,1.25463359,0.969489592,4.348445965,49.51241135,9.422492401
+64,25,165.4,437.5,41876,13520,20.2,0,"(40362.7, 42724.4]",33.4,30.7,37.3,"Dawson County, Texas",2.74,46.8,38.5,38.2,,0.5,37.4,8.2,45.3,9.5,54.9,41.9,36,33.2,18.4,77.52178408,5.789395953,0.804903264,11.63048294,53.21361059,8.016032064
+73,33,180.8,402,41499,18952,19.2,0,"(40362.7, 42724.4]",31.5,30.5,32.6,"Deaf Smith County, Texas",3.05,53.9,17.8,33.5,,4,30.8,10.8,61.4,5.4,52.5,,37,33.2,23.1,87.87217459,1.002857885,0.306573136,6.474408937,53.84242816,9.004952724
+29,15,184.1,382,38304,5217,20,0,"(37413.8, 40362.7]",43.5,41.4,45,"Delta County, Texas",2.67,58.1,26.1,34.5,,1,33.6,14.4,43.9,13.6,55.7,40.9,36.6,39.9,21.1,84.89373923,8.69232242,0.7466973,1.244495501,59.23236515,11.27029608
+118,49,167.1,429,45717,20797,18,0,"(45201, 48021.6]",42.2,41,45.4,"DeWitt County, Texas",2.66,50.1,17.3,53.8,,5.1,37.5,10.7,48.1,6.8,61.3,,36.5,35,18.8,70.69620253,10.03894839,0.087633885,16.68451801,51.56493415,4.149048626
+10,5,151.4,300.1,35924,2206,22.1,0,"(34218.1, 37413.8]",43.1,41.1,48.7,"Dickens County, Texas",2.36,52.5,39,13.2,45.3,2.5,28.3,11.4,39.9,13.6,58.4,,33.5,38,17.3,88.33844805,6.093818501,0.043840421,3.156510303,51.70842825,6.788511749
+37,18,148,328.3,36856,10980,25,0,"(34218.1, 37413.8]",34.6,35.1,34.4,"Dimmit County, Texas",2.96,36.6,25.5,40.9,,0,29.8,7.2,,10.3,38.9,33.5,31,40.3,30.4,95.31922861,0.458715596,0.215315484,3.819509455,37.16367713,2.542372881
+22,12,202.7,386.3,37263,3499,19.4,0,"(34218.1, 37413.8]",42.9,39.3,46.7,"Donley County, Texas",2.53,46.3,7.2,26.6,,0.2,33.5,9.6,47.6,3.9,58.1,43.2,36.7,39.2,21.7,92.33556299,5.657748049,0.418060201,0.08361204,48.74141876,0.284090909
+45,23,166.7,323.8,35069,11388,26,0,"(34218.1, 37413.8]",37.3,35.3,39.1,"Duval County, Texas",2.8,43.1,28.5,39.4,,0,33.3,5.7,,10.9,43.6,,25.9,39.8,22.1,85.71305174,0.85514382,0.371426103,12.27433705,45.51689103,7.84067086
+112,54,196.8,428.7,36591,18171,19.9,0,"(34218.1, 37413.8]",42.9,40.5,45.4,"Eastland County, Texas",2.55,44.3,7.7,39.7,,3,35.9,10.5,46.2,4.4,46,25.8,20.2,46.4,28.3,92.90157137,2.837189,0.360104758,2.018769096,45.43318649,4.01891253
+538,230,190.1,436.4,55555,159436,12.8,62.72109185,"(54545.6, 61494.5]",30.7,29.8,31.8,"Ector County, Texas",2.91,49.1,20.9,37.2,,5.5,28.7,10.6,64.1,5.2,57.7,,44.6,25.3,15.8,85.33468845,4.247210094,0.837139017,6.015766564,48.81261304,10.58379177
+8,4,122.6,261,35554,1894,22.5,0,"(34218.1, 37413.8]",49.5,50.7,49.1,"Edwards County, Texas",2.54,51.1,32,46.7,,0,28.8,20.8,56.4,4.9,57.8,39.9,37.9,42.7,15.6,97.58656873,0.157397692,0,2.203567681,53.54752343,1.58013544
+605,236,175.4,436.2,61157,163632,11,0,"(54545.6, 61494.5]",35.7,34.5,36.5,"Ellis County, Texas",2.95,57.6,16.6,34.4,,4.9,29.7,14.9,62.7,6.5,65.6,55.2,48.2,24.9,14.4,81.29735512,9.243718881,0.609329038,4.975868787,62.54724327,5.889593045
+2708,1015,142.9,380.9,40081,835593,23.4,51.46045982,"(37413.8, 40362.7]",31.6,29.7,33.4,"El Paso County, Texas",3.14,47,14.7,30.4,,5.5,24.5,14.7,52.9,8.4,47.3,39.1,29.3,33.8,23.3,82.82266167,3.532809125,1.098791354,9.60371558,50.15446127,5.625701056
+149,57,144.8,388.1,41914,41122,21.8,0,"(40362.7, 42724.4]",30.3,29.5,31.1,"Erath County, Texas",2.62,46.6,7.7,22.4,,7,27.1,18.5,59.3,4.1,60.4,49.7,39.8,27.3,15.6,90.86640525,1.461075451,0.676840081,4.398211744,48.38731814,5.054084297
+83,34,151.9,374.9,35491,17142,23.7,0,"(34218.1, 37413.8]",39.8,39.6,39.9,"Falls County, Texas",2.86,42,32.7,32.1,34.2,1,37.7,8.8,42.8,7.2,55.5,39.3,34.9,38.9,19.5,70.60884549,24.7731189,0.241240666,2.349224584,45.84717608,3.950011158
+182,81,179.1,410.4,43211,33693,17.1,1751.105571,"(42724.4, 45201]",41.3,39.2,43.5,"Fannin County, Texas",2.56,52,25.1,33.3,39,2.6,35.2,10,48.4,6.7,59.5,,37.8,36.3,19.1,87.70890127,6.803366125,0.551143771,1.825293351,53.81660264,4.543403039
+144,64,158.1,386.3,49830,25110,10.9,0,"(48021.6, 51046.4]",47.6,45.9,48.9,"Fayette County, Texas",2.55,55.7,16.5,48.2,,3,36.9,11.5,,1.8,66.5,49.8,43.9,32.8,14.9,90.03581633,7.231679343,0.112680591,1.93166727,56.87382298,5.062486761
+25,10,163.3,418.6,44519,3827,15.4,0,"(42724.4, 45201]",41.9,42.8,40.6,"Fisher County, Texas",2.29,54.4,10.1,45.1,,5.8,33.4,11.7,56.3,7.2,61.9,40.4,33,35.2,14.1,89.47641265,3.525142561,0.466562986,4.561949196,50.26994601,5.80474934
+30,15,173.5,376.7,36898,5901,23.7,0,"(34218.1, 37413.8]",37.3,37.5,37.1,"Floyd County, Texas",2.54,57,13.9,33.2,45.5,7.4,29.1,12.9,56.1,8,49.7,35,28.1,41.4,25.2,91.58303658,2.929750728,0.080932341,2.379410813,53.87484459,4.490106545
+1931,592,133.4,399,88516,716087,8.8,34.91195902,"(61494.5, 125635]",35.5,34.6,36.3,"Fort Bend County, Texas",3.17,58.7,15.2,28.8,,8.8,17.5,28,63.7,5.1,74,66.2,60,17.3,9.8,52.50671775,20.84468147,18.38740694,5.415664764,65.81954333,5.338507619
+59,24,156.3,413.3,42099,10651,16.4,0,"(40362.7, 42724.4]",43.5,42.6,44.9,"Franklin County, Texas",2.46,57.7,7.4,51.5,38,3.1,33.5,11,52,6.6,52.1,36.1,31.9,43.3,26.9,89.24426833,5.057080857,0.037739409,2.377582791,52.2423104,4.741980474
+103,46,180.2,410.4,46526,19691,16.7,0,"(45201, 48021.6]",41.4,40.5,42.7,"Freestone County, Texas",2.44,52.7,22.5,32.7,,10.3,33.9,8.7,50.6,4.9,61.5,,40.7,33.4,15.2,79.79679363,16.20545287,0.275707138,1.322373124,52.28193357,2.553975777
+55,25,155.7,344.1,34206,18793,26,0,"[22640, 34218.1]",31.5,30.2,35.1,"Frio County, Texas",3.14,41.1,35.3,38.5,,0.9,33.8,7,46.4,5.2,47.2,28.9,23.7,38.3,24.9,73.27168648,4.183179216,0.445838838,21.2681638,51.79390905,8.13579163
+47,23,164.8,331.1,50709,20051,14,0,"(48021.6, 51046.4]",28.9,28.6,29.4,"Gaines County, Texas",3.35,60.6,21.2,57.6,,2.9,27.9,8.5,60.9,4,45.4,38.5,33.6,26.1,18.6,91.430535,1.844998943,0.502220343,4.329668006,64.82635797,6.114037096
+1336,569,191.2,443.8,58333,322225,14.3,37.24105827,"(54545.6, 61494.5]",37.5,36.3,38.7,"Galveston County, Texas",2.66,50.9,15.9,29.5,45.5,9.1,24.5,19.1,59.8,7.5,68.1,56.1,49.9,25.6,13.9,77.9217492,13.31016378,3.309936624,2.420147779,51.0731913,5.330646143
+16,10,164.8,259.5,49947,6415,28,0,"(48021.6, 51046.4]",39.4,38.6,39.9,"Garza County, Texas",2.7,46.7,28.9,39.4,,17.1,27.8,5.4,36.9,2,51.6,39.2,32.2,36.9,22.7,84.94539782,4.96099844,0.062402496,6.131045242,56.26631854,1.260504202
+181,79,157.5,414,52814,25963,12.5,0,"(51046.4, 54545.6]",50.6,48.2,52,"Gillespie County, Texas",2.36,59.8,15,39,,5.8,26.6,22.7,53.2,6.8,63.1,42.2,31.3,39.4,17.5,94.77124183,0.338609339,0.192928577,1.866288684,56.71740569,6.807727691
+45,15,139.8,435,49369,7531,15.3,0,"(48021.6, 51046.4]",45.8,44.8,46.6,"Goliad County, Texas",2.54,57.6,14.1,51.1,,6.8,39.5,9.1,48.6,9.3,70.4,49.3,43.7,37.6,15.4,72.19973009,5.614035088,0.067476383,20.91767881,57.37591114,5.702647658
+86,43,179.2,369.7,42291,20573,18.3,0,"(40362.7, 42724.4]",38.1,37.4,38.9,"Gonzales County, Texas",3.07,51.1,35.8,37.9,,1.1,33.7,10.1,54.9,6.5,49.1,38.2,33.3,35.7,22.6,56.41978981,6.702359707,0.094189966,33.72992267,51.15022387,6.233766234
+139,50,178.7,512.8,49012,23210,14.2,0,"(48021.6, 51046.4]",37,36.5,38.2,"Gray County, Texas",2.59,52.1,19.5,31.5,45.8,3.2,33,9.8,53.3,5.4,59.6,,41.3,32.5,17.2,85.83735805,4.755688988,0.43945525,4.681721272,52.31515152,7.321274763
+678,278,182.3,461.9,49261,125467,15.3,255.0471439,"(48021.6, 51046.4]",40.2,38.5,41.4,"Grayson County, Texas",2.55,52.3,21.1,29.1,45.5,4.3,32,13,,7.8,62.2,46.6,41.1,33.4,17,86.86268122,5.965955367,1.087310637,1.936797524,50.44795086,6.10521758
+579,258,189.9,441,50020,124108,18.2,145.0349695,"(48021.6, 51046.4]",35.4,34.1,37.3,"Gregg County, Texas",2.61,46.9,16.5,31.5,45.6,6.3,28.2,14,58.3,5.9,57.8,46.5,41.6,32.5,20,74.67242527,20.14483106,1.410966244,1.405283411,45.37901705,6.625137665
+109,61,198.4,352.5,44795,27512,18.6,0,"(42724.4, 45201]",40.7,39.6,42,"Grimes County, Texas",2.63,46.2,29.7,39.8,28.1,2.4,35.9,7.7,46.1,6.2,60.5,46.3,39.7,30.8,16.3,74.68565706,15.96379956,0.081599347,5.244612589,49.19489173,3.146509341
+566,219,162.9,424.4,61825,151249,10.4,0,"(61494.5, 125635]",36.6,35.4,37.8,"Guadalupe County, Texas",2.89,54.6,18.7,36.9,,5.1,29.7,17,60.6,5.7,71.3,,43.3,26.2,12,78.66304196,7.183186951,1.649240206,9.097309355,58.54515734,5.319420421
+142,61,173.4,400.8,40213,34360,24,0,"(37413.8, 40362.7]",32.5,32,33.2,"Hale County, Texas",2.86,50.4,18.7,39.9,,5.1,32.2,9.1,53.6,8.1,52.6,43.3,37.6,33.8,22.4,84.05531771,4.90648941,0.425304191,4.436119874,52.98358377,7.298720843
+21,12,223.2,415.8,33324,3138,24.5,318.6743149,"[22640, 34218.1]",536.4,42.8,45.2,"Hall County, Texas",2.71,49.1,27.4,41.8,,0,27.9,8.9,47.5,11.5,42.6,,20.4,42.7,26.9,81.67343116,7.461754605,0.312207306,6.244146113,51.51515152,8.121019108
+56,28,182.8,423.4,41207,8159,16.2,0,"(40362.7, 42724.4]",48.6,48,49.6,"Hamilton County, Texas",2.52,56.1,28.3,54.2,13.6,3.9,33.2,15.4,48.3,5.9,61.7,,35.3,42.1,18.9,96.9634648,1.016210985,0.241954996,0.568594241,56.75931775,5.684931507
+27,8,129.1,448,50698,5610,12.7,178.2531194,"(48021.6, 51046.4]",36.4,36.8,36,"Hansford County, Texas",2.78,60.8,36,31.6,,5.5,29.6,15.1,63.8,2.3,65.3,52,43.7,27.1,16.1,94.35150207,0.125921928,0.359776938,3.184025904,60.59837728,6.825657895
+24,9,142.3,410.4,36992,3840,18.7,0,"(34218.1, 37413.8]",42.3,40.5,44.2,"Hardeman County, Texas",2.42,51.3,37.8,22.3,,4.3,33.1,13.9,51.5,5.9,58,39.2,34.2,39.5,20.2,85.19539078,8.892785571,0.225450902,3.75751503,47.42962056,11.03752759
+278,117,190.7,459.5,53872,55865,12.9,0,"(51046.4, 54545.6]",38.9,38.1,39.5,"Hardin County, Texas",2.64,58.4,18.1,41.7,,3.7,38.2,10.8,55.8,5.5,65.9,51.6,47.7,27.8,14.1,91.09887133,5.807674944,0.633860045,1.094356659,57.44026155,5.506783719
+14477,5108,161.4,433.8,54230,4538028,17.3,391.3594187,"(51046.4, 54545.6]",32.8,32,33.6,"Harris County, Texas",2.88,47.2,19.9,30.5,40.9,8.8,23.3,18.9,63.2,7.5,54.7,47.6,42.8,27.5,19.8,63.12172864,18.86174749,6.572709063,8.734237421,46.91349545,6.028644456
+314,129,176.3,429.7,48461,66746,17.1,344.589938,"(48021.6, 51046.4]",37.5,36.3,38.9,"Harrison County, Texas",2.76,53.3,12.5,34.5,,4.3,34,14,55.6,7.7,60.7,47.8,43.4,31.5,17.9,72.92711203,21.66463405,0.525467877,2.773386332,56.07321838,5.790913336
+18,8,116.7,275.7,64182,6193,10.5,1291.781043,"(61494.5, 125635]",39.3,38.4,40.2,"Hartley County, Texas",2.61,55.2,8,52.8,,8.7,34.3,16,46,2.1,72.1,,43.2,28.3,11.6,83.6628002,8.429995099,0.130697598,4.590753145,68.73940079,10.43307087
+34,16,172.4,387.4,35607,5737,25.1,522.9213875,"(34218.1, 37413.8]",43.4,38.1,52,"Haskell County, Texas",2.2,52.7,24.5,34.6,,0,32.6,10.3,45.1,6.9,54,36.1,29.3,44.1,23.9,88.26242952,3.263283786,0.973859559,4.339654878,50.32822757,4.519119351
+515,188,149.5,399.8,59569,194739,17.5,30.8104694,"(54545.6, 61494.5]",30.9,30.3,31.7,"Hays County, Texas",2.78,45.8,6.9,18.5,66.3,8.3,21.4,25.1,62.4,6.7,72.7,61.8,52.9,20.6,10.6,84.79573332,3.528345029,1.412464379,6.980660276,49.023794,4.207066557
+16,8,189.7,411.7,66505,4264,8.9,0,"(61494.5, 125635]",34.4,35.2,34,"Hemphill County, Texas",2.77,68,24.3,20.1,,18.5,25.8,19.9,,3.7,64.3,,40.8,23,9.4,87.02308627,1.044957473,0.315917375,8.675577157,65.89358799,5.503512881
+499,215,190,457.8,40921,79545,20.2,0,"(40362.7, 42724.4]",43.4,41.4,44.8,"Henderson County, Texas",2.61,54.7,13.8,48.2,,3,34.3,11.5,48.1,7.8,54.3,,33.4,39.3,21.8,89.31102562,6.80368533,0.592285107,1.157993318,55.24848892,5.769695505
+2092,763,123,341,34368,842304,33.5,42.73991338,"(34218.1, 37413.8]",28.8,27.4,30.1,"Hidalgo County, Texas",3.62,51,22.3,29,,5.1,23.2,11.9,52.2,9.9,32.6,,22.9,37.3,28.2,91.40972416,0.620104319,1.041848497,5.804689112,56.33534356,6.82588583
+205,91,186.4,440.9,41521,34855,21.8,0,"(40362.7, 42724.4]",42.4,41.7,43,"Hill County, Texas",2.63,53.6,19.6,35.1,,3.5,33.1,9.9,51.9,8.9,54,38.1,32.6,38.9,22,89.46253186,7.224465252,0.42378948,1.334364173,52.74376066,8.01384083
+94,37,155.2,390.1,50124,23433,14.4,0,"(48021.6, 51046.4]",32.8,31.9,34.3,"Hockley County, Texas",2.8,53.4,13.7,23.5,,2.1,26.2,11.2,60.1,6.4,57.5,,41.7,29.6,17.8,84.59823343,3.520281279,0.360174942,7.718034474,54.61738163,6.633380884
+340,140,167.2,438.5,55472,55423,12.4,0,"(54545.6, 61494.5]",46.9,44.9,48.2,"Hood County, Texas",2.51,58.3,20.4,36.9,,3,28.4,17.1,51,5,64.9,45.3,37.6,36.3,16,93.66007786,0.818115138,0.626281244,3.116360422,57.52914198,6.844366335
+173,80,181.2,409.9,44076,36223,20.3,0,"(42724.4, 45201]",39.2,38,40,"Hopkins County, Texas",2.65,57.4,13,41.1,,2.8,37.3,10.5,55.3,7.1,55.2,,34.5,35,19.9,84.95441156,6.834058073,0.709776967,5.271426568,56.56596097,7.914410931
+124,61,176.8,372.1,33698,22785,25.9,0,"[22640, 34218.1]",44.5,43.2,47.1,"Houston County, Texas",2.45,43.9,27.1,38.1,,3.5,37.3,10.9,40.5,6.4,53.6,38.6,34.3,42.6,24.9,67.36241231,25.55666914,0.148154604,4.823739597,46.04772558,3.995098039
+169,69,181.9,441.6,47299,37206,17.5,0,"(45201, 48021.6]",36.9,36.6,37.2,"Howard County, Texas",2.73,44.9,20.3,30.3,,4,31.3,9.3,48,6.4,61.5,48,41.8,31.7,17.7,83.61168813,5.841296219,0.933388727,5.337210913,47.82259504,7.220420251
+8,4,110.4,214.8,32086,3379,26.7,0,"[22640, 34218.1]",39.6,40.4,36.8,"Hudspeth County, Texas",3.06,50.2,26.3,33.9,,1.8,24.5,6.4,44.1,5.7,34.9,28,24.6,46,34.2,90.69069069,1.261261261,0.780780781,5.405405405,53.82231405,8.859060403
+465,195,198.5,476.8,43385,89844,20.5,11.13040381,"(42724.4, 45201]",38,36.7,39.3,"Hunt County, Texas",2.77,50.4,15.3,34.6,,9.3,34.6,11,51.6,11.4,58.9,46,40.9,33.1,19,78.69895062,8.447281152,1.178848862,8.875437242,52.6920083,4.433836917
+110,42,158.9,422.7,51508,21734,13.9,0,"(51046.4, 54545.6]",37.3,36.1,38.7,"Hutchinson County, Texas",2.62,51.5,20.9,37.6,39.9,1.6,31.2,10.8,55.7,5.3,60.9,45.2,40.7,34.3,18.8,89.02461341,2.726690457,0.613047854,3.527312654,48.88513921,7.239057239
+9,3,142.5,435.8,63054,1554,8.6,0,"(61494.5, 125635]",44.9,43.4,47.1,"Irion County, Texas",2.5,67,21.8,36.6,,0,34.9,10.5,62.2,4.4,71.3,57.7,51.7,23.2,7.4,90.08515815,0,0,6.265206813,63.2218845,5.459770115
+43,17,166.4,417.2,52030,8878,14.9,0,"(51046.4, 54545.6]",40.5,36.4,43.8,"Jack County, Texas",2.55,56.9,30.2,44.1,,0.6,40.5,7.2,45.1,5.6,60.7,45,36.7,33,16.6,92.48826291,5.130784708,0.044712721,1.419628884,62.55361267,6.95970696
+72,35,189.2,409.1,52185,14816,14.7,0,"(51046.4, 54545.6]",39,38.9,39.1,"Jackson County, Texas",2.79,56.4,19.5,46.2,,7.4,33.9,13.6,55.8,5.2,66.8,53.8,47.4,29.7,16.2,88.08504763,7.241474527,0.207096507,2.229739058,57.89782736,5.209698558
+202,86,188.9,448.1,41017,35506,17.7,0,"(40362.7, 42724.4]",40.6,40,41.5,"Jasper County, Texas",2.83,50.4,20.5,42.8,,1.2,44,7,44.5,11.4,56.3,,32.6,39,20.2,79.31111608,16.27711921,0.366249161,1.948669202,52.48578392,3.4164859
+12,7,168,294.6,46364,2156,13.1,0,"(45201, 48021.6]",53.1,53.4,52.8,"Jeff Davis County, Texas",2.12,59.5,51.3,48.7,,0,21.1,18.7,56.1,7.1,56.3,,30.9,40.3,17.8,90.86021505,0.313620072,1.075268817,6.272401434,55.22971652,0
+1195,510,187.7,445.6,41147,254308,21.2,55.05135505,"(40362.7, 42724.4]",35.9,35.1,37.1,"Jefferson County, Texas",2.53,43.6,17.2,34.8,42.1,5.8,33.3,13,51.7,8.8,54.7,43.3,38.8,33.1,20.5,58.13573666,33.61147142,3.489512481,2.555838527,41.36584844,5.814864465
+22,12,202.2,385.1,36929,5200,22.5,0,"(34218.1, 37413.8]",36.7,31.5,44.1,"Jim Hogg County, Texas",3.09,48.4,31.5,20.3,,0,30.2,9.3,44.5,16.5,48.4,35.1,30.7,37.9,20.6,94.67455621,1.259782401,0,3.054017942,55.45023697,17.26057906
+153,72,164.6,353.8,46200,41382,20.2,0,"(45201, 48021.6]",34.6,32.9,36,"Jim Wells County, Texas",2.97,50.7,35.5,35.3,,4.7,34.1,7.3,53.8,6.6,53,38.6,35.6,33,20.1,93.87617279,0.578857239,0.361785775,3.863872073,51.71017427,8.130335207
+675,276,185,444.7,55926,159990,13.3,37.5023439,"(54545.6, 61494.5]",36.7,35.8,37.6,"Johnson County, Texas",2.84,57.1,19.2,37.6,,4.8,31.7,12.4,58,7.3,61.2,,45.6,26.8,16.5,91.93824381,2.575104535,0.819556127,1.545834674,59.80441464,6.554953179
+95,41,179.9,420.3,41079,19970,23.4,0,"(40362.7, 42724.4]",39.2,36.5,44.5,"Jones County, Texas",2.26,42.7,34.5,41.1,,1.7,39,7.2,29.7,4.2,56.4,,31.5,39.8,21,72.45970568,15.36690359,0.385423966,7.928721594,53.54345054,5.620219488
+71,31,178.1,424.2,43986,14975,22.3,0,"(42724.4, 45201]",35.5,33.8,41.1,"Karnes County, Texas",2.83,43,37,34.7,,3.1,36.3,10,43.6,4.8,59.2,45.9,39.8,38.3,21.3,63.5929834,9.005981585,0.215068217,25.44525842,48.20143885,9.297604547
+171,63,132.7,385.2,77764,40384,8.3,0,"(61494.5, 125635]",43.6,42.2,45,"Kendall County, Texas",2.72,60,19.7,33.3,,4.7,21.1,26.7,55.9,4.5,75.6,,43.5,28.3,11,92.39046064,0.88595059,0.655764032,2.601643425,61.07585596,3.026544282
+336,152,166.3,411.2,44113,50955,17.6,98.12579727,"(42724.4, 45201]",47.9,45.7,49.7,"Kerr County, Texas",2.38,50.7,19.6,40.1,,1.4,27.8,18.4,49.4,8,58.3,37.6,29.1,42.5,19.2,92.43055694,1.635127321,0.853456699,2.608227482,48.39043119,5.271431566
+28,15,183.1,376.8,38750,4388,18.5,0,"(37413.8, 40362.7]",52.8,52,54.6,"Kimble County, Texas",2.22,55.6,15.5,38.9,,10.6,35.4,12.7,55.5,7.6,56.3,,25,40.7,16.7,94.11502452,0.022291574,0,4.748105216,51.75879397,6.469002695
+18,11,179,297.2,39335,3549,21,0,"(37413.8, 40362.7]",44.9,40.8,47.3,"Kinney County, Texas",3,56.7,24.9,38.1,,2.4,27.9,11.1,41.3,13.2,52.7,39.4,29.6,33.9,16.3,97.95918367,1.202124685,0,0.111825552,55.69972196,0
+130,48,164.1,445.2,40884,31857,22.8,0,"(40362.7, 42724.4]",28,26.6,30.7,"Kleberg County, Texas",2.76,40.2,13.8,12.2,,11.9,22.1,16.9,53.6,11.7,56.6,44.2,39.3,31.5,18.7,85.75665803,4.052577352,2.020044335,6.160042462,42.6645883,5.244100387
+19,10,165.2,352,36929,3860,21.3,0,"(34218.1, 37413.8]",40.9,39.3,43.1,"Knox County, Texas",2.55,52.3,23,40,,0,37,12.1,52.6,7.1,56,38.8,29.7,39.3,21.7,86.95995785,7.376185458,0.079030558,4.478398314,49.33890049,4.12371134
+292,120,187.3,469.5,41009,49440,18.6,323.6245955,"(40362.7, 42724.4]",40.3,37.8,42.1,"Lamar County, Texas",2.56,52.9,23.3,22.5,,4.7,34.7,10.7,53.7,7.4,55.7,41.8,36.1,37.1,21.5,80.97889682,12.50655691,0.82516241,0.843320018,51.53474193,5.292201918
+61,32,183.6,373.6,37111,13385,22.6,2689.577886,"(34218.1, 37413.8]",36.1,32.9,38.7,"Lamb County, Texas",2.78,54.5,26.4,30.7,,2,30.5,11.6,55.8,6.2,48.4,38.2,31.8,38.5,26.4,87.20710231,5.836122835,0.152816184,4.555377674,53.44295992,6.74955595
+100,55,215,411.8,50699,20588,14.4,0,"(48021.6, 51046.4]",40.8,40.7,40.9,"Lampasas County, Texas",2.66,59.4,32.9,37.7,,1,25.8,14.1,51.6,8.6,64.4,44.3,28.4,33.9,14.5,87.88763045,4.169345665,0.919926802,2.67075523,59.05396402,4.398148148
+21,9,135.7,307.1,38012,7631,28.1,0,"(37413.8, 40362.7]",31.7,33.4,28.8,"La Salle County, Texas",3.19,47,28.5,34,,1.8,32.7,10.1,42.9,8.1,41.2,23.4,21.1,41.8,27.5,80.00278125,1.001251564,0,17.78612154,49.9238965,11.31436314
+121,47,148.2,414.2,47041,19836,13.8,0,"(45201, 48021.6]",44.9,43.7,45.6,"Lavaca County, Texas",2.48,60,21.8,33.3,41.5,3.5,41.6,11.9,57.6,4,66.4,50.6,42,32.4,16,78.05002813,6.972223643,0.383651338,12.84464679,57.84962992,5.642384106
+74,31,143.4,365.5,52895,16898,13,0,"(51046.4, 54545.6]",39.9,39.1,42.1,"Lee County, Texas",2.69,52.8,28.5,36.3,,1.8,39.1,12.3,57.9,5.7,65.6,49.9,40.4,31.3,15.7,80.09481517,11.46783485,0.40806529,6.985117619,56.78785857,8.291032149
+101,54,205.4,405,45159,17086,13.5,0,"(42724.4, 45201]",44.9,44.6,45,"Leon County, Texas",2.72,52.7,21.2,42.3,35.4,1,36.2,12,49.5,7.5,54.8,38.1,30,41.5,23.3,87.72816458,7.836375528,0.356739402,2.651762887,51.74210355,8.203125
+309,152,203.2,401.7,47123,79654,17.4,0,"(45201, 48021.6]",36.4,35.9,37,"Liberty County, Texas",2.82,51.5,23.6,38.8,,0.7,38,6.7,46,11.5,53.5,44.5,41.4,32,20.9,80.7991121,10.6948352,0.667217304,5.788142374,56.02906908,6.112482007
+127,60,201.8,432.2,37256,23320,19.6,0,"(34218.1, 37413.8]",39.3,37.3,42.3,"Limestone County, Texas",2.77,48.9,27.5,43.6,,1.2,35.7,9.9,50.3,8.2,50.8,,30.2,39.8,22.7,78.59640147,17.61320031,0.579858446,1.722520679,51.02671945,4.700402287
+12,4,106.1,318.9,60810,3569,10.6,280.1905296,"(54545.6, 61494.5]",34.4,31,39,"Lipscomb County, Texas",2.87,56.4,21.7,34.6,42.5,1.2,37.2,14.2,62.1,5,67.6,54.4,45.9,22.6,10.3,86.27619868,0.373241459,0.775193798,8.297444732,58.43071786,10.1488498
+52,24,147.1,316.6,51481,12229,15.5,0,"(51046.4, 54545.6]",42,39.9,45.1,"Live Oak County, Texas",2.78,50.6,27.6,43,27.6,1.8,36,9.9,42.8,4.3,61.7,,43.6,31.3,14.7,88.44436958,3.335298577,1.221258317,4.31230523,53.79832387,10.60674157
+149,68,168.7,395.8,45096,19796,14.9,0,"(42724.4, 45201]",56.3,55.8,56.8,"Llano County, Texas",2.21,59,16.6,42,,4.6,27.2,19.4,44.1,5.8,59,35,28.1,47.8,21.4,95.24918491,2.23567769,0.274284531,0.708999638,55.48879131,5.130927105
+1107,425,163.7,430,45719,299453,17.7,153.6134218,"(45201, 48021.6]",30.6,29.3,31.9,"Lubbock County, Texas",2.59,43.5,9.4,18.9,,10,25.9,17.4,62.2,6.2,63.8,,44.8,28.2,16.6,79.53140153,7.112544793,2.025572422,7.395230791,43.3262042,5.340021423
+21,11,154.4,303,41589,5724,18.3,0,"(40362.7, 42724.4]",37.4,36.6,38.7,"Lynn County, Texas",2.62,54.7,14.5,43.4,,3.9,31.9,12.5,54.7,10.9,49.6,38,32,39.1,24.4,84.94101319,1.231783484,0.208188758,8.917418459,50.63985375,3.301127214
+51,24,186.9,430.6,39649,8341,18.9,0,"(37413.8, 40362.7]",44.2,40.8,45.7,"McCulloch County, Texas",2.59,55.8,11.6,59.4,,1.4,31.3,10.7,56.5,4.3,58.2,37.6,33.7,41.8,22.3,88.891575,1.643901849,0,2.308715097,53.16375199,3.525835866
+1034,447,181.6,432.6,43488,245671,19.7,85.48017471,"(42724.4, 45201]",32.9,31.6,34.3,"McLennan County, Texas",2.68,46.6,12,24.9,,8.8,27.9,14.6,57.3,6.2,62.4,49.7,44.4,31.2,17.9,77.54663465,14.39970187,1.560216145,3.837187636,47.32220033,4.887587132
+60,26,165.3,403,39030,14065,21.5,0,"(37413.8, 40362.7]",35.1,31.7,43.5,"Madison County, Texas",2.32,43.3,40.8,35.5,,1.9,36.8,7.8,35.3,5.7,57.4,42.3,38.1,37.4,18.7,74.12198295,18.73825697,0.325191502,2.919497037,50.32759039,8.393501805
+71,35,205,423.4,34452,10160,23.1,0,"(34218.1, 37413.8]",49.1,49.4,48.5,"Marion County, Texas",2.26,55.1,19.8,37.5,,5.9,37.6,8.7,45.7,8,50,35.3,29.9,42.9,22.1,74.74629196,22.92154567,1.619828259,0.087822014,51.3107775,1.660795169
+16,7,153.2,331.3,61896,5641,12.5,0,"(61494.5, 125635]",31.9,31.5,33.6,"Martin County, Texas",3.18,50.7,38.9,32.4,,3.1,35.5,13,60.9,3.5,59.9,51.9,47.4,21.3,12.5,84.27265804,2.3229246,0,12.39527799,54.23312883,2.11038961
+22,13,187.2,307.6,42820,4032,14.8,0,"(42724.4, 45201]",50.5,48.2,53.2,"Mason County, Texas",2.37,55.7,30.9,41.3,27.8,0,34.7,15.3,58.2,6.8,54.4,34.9,21.2,38.1,17.7,90.75258239,0.024594196,3.123462863,3.000491884,51.98366394,3.900156006
+181,72,166.6,420.8,41587,36770,22.1,0,"(40362.7, 42724.4]",37.2,36.5,38.2,"Matagorda County, Texas",2.7,50.4,20.2,49,,2,35.4,11.7,56.2,6.4,52,40,36.3,35.7,22.2,80.4114979,10.19181376,2.084813378,2.877206405,49.71603647,8.922207202
+168,71,150.2,355.1,32248,57706,26.5,0,"[22640, 34218.1]",29.9,27.8,31.1,"Maverick County, Texas",3.48,52,25.7,32.6,40,1.8,22.4,7.7,,13.1,36.4,,28,34.8,24.6,93.10674118,0.129093867,0.49338615,4.41748603,57.09918902,8.605012198
+178,82,155.6,343.3,53440,48417,14.3,0,"(51046.4, 54545.6]",38.5,36.5,40.3,"Medina County, Texas",2.98,54.3,25.4,33.3,39.5,1.9,31.9,13.2,52.4,6.6,65.2,48.9,42.3,33.6,16.7,90.23885888,2.276755571,0.282748143,4.205351114,58.77796327,9.143368819
+11,7,173.9,279.3,32580,2164,22.7,0,"[22640, 34218.1]",45.7,45.4,46,"Menard County, Texas",2.25,59.5,24.5,63.2,12.3,0,30.3,8.8,47.1,8.3,49.5,29.8,22.1,43.3,19.4,87.16773602,1.191567369,0,0.733272227,51.94532072,3.712871287
+520,197,148.3,388.7,74811,161077,9.9,80.70674274,"(61494.5, 125635]",32.1,31.1,33,"Midland County, Texas",2.83,53,18.3,37.4,,6.9,23.6,18.3,67.8,3.4,67.6,56.8,51,20.5,10.3,82.40663626,6.34014145,1.612135634,6.905281248,51.81577454,7.101472818
+142,72,206.1,429.4,41849,24513,18.3,0,"(40362.7, 42724.4]",41.4,38.9,42.9,"Milam County, Texas",2.56,51.3,30.5,42.8,22.5,4.2,37.5,12.3,48.5,9.6,63,42.8,37.2,38.8,18.4,82.31597108,8.445612882,0.575090371,4.370686822,48.81232613,3.708958249
+30,12,135.8,369.1,38564,4900,17.1,0,"(37413.8, 40362.7]",45.5,45.3,45.7,"Mills County, Texas",2.55,62.2,25.1,24,,9.1,26.8,14.7,50,3.6,68.4,47.2,41.3,35.7,13.1,98.37948718,0.246153846,0.041025641,1.025641026,58.54978355,1.503759399
+43,21,211.8,434,41363,9067,20.7,0,"(40362.7, 42724.4]",35.5,32.3,42.9,"Mitchell County, Texas",2.45,45.9,41.7,32.3,,1.8,33.4,8.5,38.4,5.5,63.6,,38,29.9,13,80.43407133,10.97175264,0.479877849,5.376813175,56.62913186,2.90368272
+119,59,209.9,434.5,48996,19262,14.8,0,"(48021.6, 51046.4]",43.6,43,44.6,"Montague County, Texas",2.39,57.3,20.7,40.2,,3.7,34.1,11.5,52.5,6.6,57.5,41,35.8,34.2,14.8,95.51288633,0.143751925,0.23102988,1.381045282,52.666999,8.863294942
+1929,709,164.9,438.1,70929,537559,10.9,68.82965405,"(61494.5, 125635]",36.4,35.5,37.3,"Montgomery County, Texas",2.88,56.3,20.3,32.8,,7.4,24.3,21.7,,6.1,68.4,58.2,51.8,23.3,13.5,86.40590864,3.543473157,2.513201721,3.716577859,58.84967501,6.062213529
+75,32,179.8,407.5,42839,22255,14.6,0,"(42724.4, 45201]",31.1,30.2,31.6,"Moore County, Texas",3.21,59,31,29.7,,1.4,26.1,9.5,67.4,4.1,59.4,50.7,46.5,26.8,18.1,79.58798977,2.948700687,8.482563619,5.637089897,63.00594806,10.43646945
+75,35,196.3,425,37954,12516,18.6,1518.056887,"(37413.8, 40362.7]",43.3,42.2,44.3,"Morris County, Texas",2.53,55.2,27.7,28.8,,0.5,34.7,9.4,45.3,12.7,56.7,37.1,33.9,42.4,21.5,69.07874016,23.11811024,0.023622047,4.551181102,53.67379895,8.245481928
+273,116,185.9,443.5,38895,65664,22.7,0,"(37413.8, 40362.7]",30.2,29.5,30.6,"Nacogdoches County, Texas",2.52,43.9,9.1,16.4,,5.1,28.1,15,53.6,8.6,58.2,45.5,34,29.3,17.2,76.16090095,18.33635989,1.599243106,2.067723673,44.56630944,4.912890034
+242,113,201.9,442.2,43091,48323,20.3,0,"(42724.4, 45201]",38.2,36.6,39.1,"Navarro County, Texas",2.7,51.5,21.8,36.6,40,1.6,30.5,10.8,54.4,10.9,51.7,40.8,36,37.2,23.5,76.77584272,13.63523006,0.679579367,3.285672721,51.01562053,7.936654936
+62,35,200.7,350,39135,13986,20.2,0,"(37413.8, 40362.7]",41.6,40.2,43.4,"Newton County, Texas",2.88,42.7,27.1,39.7,31,2.2,50.1,4.6,42.4,12.1,58.5,,30.2,37.1,18.1,76.95875202,20.9050664,0.590260698,0.196753566,46.42487047,4.995038042
+81,36,187.7,427.3,38742,15107,17.9,0,"(37413.8, 40362.7]",37.9,34.9,42.1,"Nolan County, Texas",2.62,49.7,17.3,51.6,28.1,3.1,34.8,8.9,54.9,7.7,54.5,39.6,35.3,37.9,21.2,87.92244871,4.176349512,0.351902264,4.335701481,46.70476871,7.608695652
+1403,577,163.6,400.2,51222,359715,16.8,102.859208,"(51046.4, 54545.6]",34.9,33.8,36.1,"Nueces County, Texas",2.72,46.1,16.4,33.6,,8,28.2,12.9,59.7,6.6,56.2,45.2,39.4,33.7,21.6,86.79003579,4.050161904,1.817871954,5.004828722,44.7998424,5.753453598
+40,18,198.4,438.4,61773,10747,10.7,0,"(61494.5, 125635]",31.7,30.7,32.6,"Ochiltree County, Texas",2.86,56.3,29.6,37.3,,1.3,29.3,10.5,66.9,5.2,61,51.6,45.9,22.9,14.6,85.90490509,0.441646307,0.375869198,7.028753994,55.46536797,9.821782178
+10,4,181.3,469,54458,2069,15.6,0,"(51046.4, 54545.6]",32.4,23.7,40.2,"Oldham County, Texas",2.52,53.7,28.9,42.6,28.4,0,19.6,20.2,50.1,7.4,70.3,52.2,45.5,33.9,15.8,85.36938677,6.953162723,0.531144375,0.482858522,64.53125,8.831908832
+453,188,200.1,484.3,48834,84260,16,0,"(48021.6, 51046.4]",38.1,37,39.5,"Orange County, Texas",2.57,53.3,17.1,42.3,,2.3,40,10.4,54.7,8.4,62.8,,42.1,31.7,17.3,87.36436065,8.230289484,1.056274559,0.86520783,51.46315592,5.470997437
+164,66,183.7,466.6,40862,27895,18.6,0,"(40362.7, 42724.4]",41.2,39,42.6,"Palo Pinto County, Texas",2.62,51.8,24.3,49,,1.8,37,10.6,51.4,8.3,52.2,38,31.9,37.2,21.5,90.58772967,2.449768991,0.390387164,3.996991512,49.61181594,4.602721317
+119,55,187,410,48822,23766,15.5,0,"(48021.6, 51046.4]",38,37,38.8,"Panola County, Texas",2.63,52.5,16.4,24.1,55.9,3.6,32.5,8.9,,5.7,63,,42.2,31.6,16.3,80.958159,17.60669456,0.460251046,0.326359833,52.44872801,5.157593123
+575,218,176.4,456.8,67655,126042,9.9,23.80158995,"(61494.5, 125635]",39.6,38.5,40.5,"Parker County, Texas",2.78,58.3,16.6,35.2,,4.6,26.9,18.5,,6.1,69.8,,47.2,26.3,13.4,93.24811807,1.714737518,0.634172857,1.979937077,62.21920946,4.839289566
+38,14,142.1,387.8,41813,9749,14.6,0,"(40362.7, 42724.4]",32.5,31.5,34,"Parmer County, Texas",3.08,54,26.8,41.1,,6.9,30.4,10.7,63,3.6,55.5,46.6,40.6,28.1,19.4,85.6357457,1.669332267,0,8.486605358,58.03349876,7.023108292
+51,19,129,323.1,44817,16203,17.8,0,"(42724.4, 45201]",35.8,36,34.3,"Pecos County, Texas",3.17,49.4,30,34.1,,7,35.2,6.6,52,4.8,64.1,54,50.7,23.9,12.7,84.79787436,4.289238945,0.158157778,9.318656292,55.31228394,5.522288756
+341,139,215.6,522.6,41401,46972,18.5,0,"(40362.7, 42724.4]",43.5,42,45.8,"Polk County, Texas",2.4,51.5,27.1,35.8,34.3,2.8,37.7,8.2,43.2,10,51.4,37.5,32.6,41.7,24.4,83.58814217,11.01207902,0.572506668,1.377052024,50.54919908,7.024390244
+528,212,185.1,461.8,38224,121802,21.5,771.7443063,"(37413.8, 40362.7]",33.3,32.9,33.5,"Potter County, Texas",2.68,43.5,21.2,33.9,,3.9,27.8,10.3,58.2,5.3,52.5,42.6,38.2,31.7,20.8,78.49401726,9.453870799,4.717536289,2.812377403,42.21898351,7.014170761
+21,7,66.3,211.1,34258,6876,21.8,0,"(34218.1, 37413.8]",41,38.9,42.3,"Presidio County, Texas",0.0277,54.7,59,27,,2.8,17.3,14,47.6,9.6,35.2,28.9,25.2,36.1,22.7,91.31982475,0.013691128,3.436473165,3.162650602,49.7342445,6.324110672
+71,29,175.1,428.5,47834,11161,14.9,0,"(45201, 48021.6]",47.6,46.2,48.3,"Rains County, Texas",2.61,54,22.4,37.9,38.4,1.3,39.5,7.4,49.6,7.9,55.2,,33.6,41.5,21.2,90.40500136,2.337591737,0.543625985,4.113436622,53.74910736,7.18503937
+539,202,160,428,64636,130269,9.7,38.382117,"(61494.5, 125635]",35.4,33.9,37,"Randall County, Texas",2.55,53.9,11.3,24.9,,6.7,22.1,20.4,66,3.9,73.4,60,53.2,25,12.1,90.65876859,2.749601678,1.50967803,1.930084712,53.33401681,5.145852764
+11,4,133.1,359.8,62376,3792,11.2,0,"(61494.5, 125635]",35.9,35.8,37.1,"Reagan County, Texas",2.93,63.1,12.5,60.2,,6.3,37.1,8.1,65.1,2.2,56.2,47,39.3,18.3,10.1,58.75486381,1.8065592,0,38.74374653,60.23007395,3.469640644
+20,10,166.8,325.4,37294,3307,18.7,0,"(34218.1, 37413.8]",54.1,53.5,55.6,"Real County, Texas",2.65,55,48.6,14.2,,0,28.6,16,34.9,12,46.3,,21.7,49,22.9,98.1227652,0.178784267,0,0.41716329,56.37254902,11.23809524
+83,41,201.1,434.6,34340,12455,20.1,80.28904055,"(34218.1, 37413.8]",44.6,42.4,47.1,"Red River County, Texas",2.38,49.6,18.3,40.8,,1.9,39,10.3,45.8,7.2,53.9,36.7,28.5,42.5,21.9,79.05625845,17.56982573,0.063658789,1.002625925,45.45804465,1.546003017
+47,20,148.3,345.2,39006,14732,24.8,0,"(37413.8, 40362.7]",35.6,34.5,39.1,"Reeves County, Texas",3.06,44.7,25,48.4,,0.1,25.8,8.5,41.8,6.7,53.9,,39.9,35.3,23.4,82.97482192,3.907186685,0.846322026,8.999224205,50.45748116,8.634992459
+54,23,217.1,522.1,43654,7289,16.9,0,"(42724.4, 45201]",42.7,39.6,44.4,"Refugio County, Texas",2.59,51.1,23.4,28.6,,2.9,35.9,6,53,6.7,58.5,40.9,36.4,38.7,19.9,83.70207503,6.142641198,0.08245156,5.345609454,47.98401744,8.271186441
+91,37,169,419.5,43194,16659,19,0,"(42724.4, 45201]",40.9,39.3,43.3,"Robertson County, Texas",2.69,49,19.5,37.6,,0,37.5,12.1,52.1,9.2,55,,33.5,38.1,22,75.53834987,20.68110331,0.223808372,1.627147351,49.2497939,4.658564815
+62,27,174.2,423,38607,10551,18.1,0,"(37413.8, 40362.7]",41.9,40,44.3,"Runnels County, Texas",2.76,51.1,21,46.6,25.8,6.7,38.8,13.3,52,3.4,58.9,42.7,37.1,37.7,20.2,91.63235998,2.077549067,0.603159406,3.303015797,52.36294896,3.956148713
+242,108,174.4,399.9,46427,53070,16.6,18.8430375,"(45201, 48021.6]",38.5,38.1,39,"Rusk County, Texas",2.75,47.6,23.8,34.5,39.4,2.3,33.7,9.9,50,4.9,56.4,45,39.7,32.5,19.6,79.21319939,17.52249472,0.559328058,1.062536244,51.25894215,6.74359899
+81,38,199.9,423.1,35701,10368,19,0,"(34218.1, 37413.8]",50.4,50.6,50.2,"Sabine County, Texas",2.73,49.5,21.1,44.6,,0,44.8,7.7,33.9,12.1,47.7,,18.6,51.5,24.8,90.24904215,8.783524904,0.143678161,0.172413793,51.19894598,5.158324821
+53,28,182.2,369.6,32826,8473,23.9,0,"[22640, 34218.1]",47.8,46.8,48.5,"San Augustine County, Texas",2.93,44.3,17.2,58.9,,0,42.9,7.1,31.2,16.3,43.9,23.2,15,47.4,25.6,74.58309373,22.23116734,0.034502588,0.667050029,48.0222068,5.389980977
+161,77,215.4,464.5,43087,27413,18.6,0,"(42724.4, 45201]",43.6,42.6,44.5,"San Jacinto County, Texas",2.84,55.5,34.6,45.5,20,0,45,8.1,46.5,12.6,54.2,38.5,35.7,39.9,21.6,85.72697332,11.36069274,0.662398697,1.23228361,56.15238497,5.042979943
+306,139,202.5,443.3,51958,67357,15.8,0,"(51046.4, 54545.6]",35.5,34,36.9,"San Patricio County, Texas",2.87,51.5,22.5,39.2,,2.8,31.1,10.3,57,5.2,58.1,46.9,42.6,31.4,19,92.21431815,2.096261541,0.976237324,2.445890722,53.95285545,8.977719528
+28,14,153.9,335.8,38000,5901,20.3,0,"(37413.8, 40362.7]",42.1,39,48.1,"San Saba County, Texas",2.45,50.1,26.7,29,,7.8,30.7,10.8,48.2,4.9,64,44.3,39.2,38.3,18.2,90.98930935,3.359918547,0.271508569,3.919904972,48.96519285,6.763787721
+15,7,205.8,412.8,50361,3211,13.6,0,"(48021.6, 51046.4]",35.5,36.2,35.1,"Schleicher County, Texas",3,59,5.4,44.5,,9.2,23.6,14.2,63.6,4.1,59.5,48.8,45.8,25,12.4,75.46526055,0.093052109,0.186104218,23.6662531,57.63500931,5.007153076
+87,39,203.5,467.2,56444,17615,14.1,0,"(54545.6, 61494.5]",36,35.7,37.1,"Scurry County, Texas",2.65,53.3,18.6,36.2,,4.8,30.7,10.1,55.3,3.3,64.9,,42.5,31.4,17.4,86.9474417,4.548091426,0.295857988,5.737324516,57.2702332,5.812641084
+18,9,182,382.6,55130,3350,13.1,0,"(54545.6, 61494.5]",43,40,44,"Shackelford County, Texas",2.42,61.3,14.1,58.2,,0,33.9,18.5,56.6,3.8,62.1,45.2,34.7,34.7,15.9,96.44988067,0.119331742,0,2.625298329,55.91866376,5.483405483
+122,60,193.9,403.3,35772,25402,22,39.36697898,"(34218.1, 37413.8]",36.9,36.3,38.2,"Shelby County, Texas",2.72,48,26.9,30.9,33.6,8.6,35.7,9.6,52,7.9,48.7,38.3,31.7,36.2,22.3,79.35082604,17.63654033,0.882410107,1.321671526,47.5308642,9.509579891
+9,6,178.8,275.6,49309,3072,13.4,0,"(48021.6, 51046.4]",38.3,39.8,37.2,"Sherman County, Texas",3.07,60.7,19.3,31.3,,3.4,27.9,16.1,63.5,3.7,61.1,49.7,39.1,24.6,14.2,91.19373777,0.195694716,0,4.174820613,63.18458418,9.116409537
+1007,382,157.5,429.6,45363,222936,18.1,529.2998888,"(45201, 48021.6]",36.1,34.5,37.4,"Smith County, Texas",2.7,50.2,14.7,28.3,,9.4,25.6,17.1,,7.2,60.9,,41.8,31.2,17.7,76.68511436,17.93686107,1.499411635,1.954015592,50.1637513,5.87592919
+43,18,168.2,425.4,51733,8739,12.1,0,"(51046.4, 54545.6]",40.6,40.6,40.5,"Somervell County, Texas",2.45,58.9,16.9,35.7,39.4,8,26.3,15.9,56.5,2.1,63.3,50,43.3,27.5,12.5,94.21468401,0.604089219,0,3.496747212,57.50147667,9.165808445
+185,70,136.5,356.3,26699,63795,35.4,0,"[22640, 34218.1]",29.1,27.6,30.8,"Starr County, Texas",3.84,47.3,24,32.5,,3.9,22.2,6.6,47.6,13.8,23.4,,17.2,42.2,31.2,94.92561614,0.057463925,0.146852254,4.186885455,54.15298854,5.949245101
+60,28,211.3,457.8,44110,9440,20.8,0,"(42724.4, 45201]",39.3,38.1,42.9,"Stephens County, Texas",2.55,55.7,36.8,34.9,28.3,0,35,14.2,50.2,3.9,54.6,,30.6,35.8,18.9,89.47312738,2.623783326,0.317393144,5.765975455,55.78764143,5.472636816
+9,5,172.6,355.4,42780,1410,15.5,0,"(42724.4, 45201]",49,45.3,52.4,"Stonewall County, Texas",2.35,62,9.1,36.4,,0,37.5,11.4,52.5,6.9,56.1,32.7,27.7,46.7,23,89.03818953,4.101838755,0,2.899575672,56.89655172,11.51832461
+17,7,138.2,350.1,60435,3913,13.2,0,"(54545.6, 61494.5]",35.1,37.5,34.2,"Sutton County, Texas",2.66,66.6,24.9,39,,0,28.2,16.2,59.8,4.3,60.5,48.3,45,22,9,80.73625819,0.655572365,0,17.14573878,65.40540541,6.41025641
+37,15,133.2,374.1,37527,7533,20.9,0,"(37413.8, 40362.7]",36.1,34.5,37.8,"Swisher County, Texas",2.73,54.8,20.3,52.8,,0,35,11.2,46.8,6.4,55.8,42.5,36.4,40,25.3,83.76766498,6.365875794,0.350058343,2.787501621,57.40169622,7.342657343
+6894,2471,164.3,441.1,58127,1982498,15.2,153.8463091,"(54545.6, 61494.5]",34,33,34.8,"Tarrant County, Texas",2.81,49.4,16.2,31.6,43.5,8.7,23.8,20.6,63.9,6.9,62.7,,47.5,25.1,16.4,70.64187167,15.42068376,4.963003898,5.383734669,49.65468721,5.979489664
+573,252,178.2,419.8,45559,136051,15.9,169.0542517,"(45201, 48021.6]",32,30.8,33.3,"Taylor County, Texas",2.59,48.1,9.7,31.3,,6.5,29.1,16.8,57.9,5.9,63.8,,37.1,31.4,16.6,81.17454532,7.612600885,1.750288243,6.202997731,48.06370766,6.232108779
+60,26,178.9,424.4,38752,12739,21.2,0,"(37413.8, 40362.7]",34.3,32.5,36.3,"Terry County, Texas",2.86,43.9,35.3,31.1,,2.5,29.5,8.7,49.7,6.5,46.4,,30,40.5,25.7,86.78174509,5.005123355,0.055174588,5.580515488,47.60257044,2.46365105
+13,6,200.7,441.6,43618,1579,14.2,0,"(42724.4, 45201]",49.6,50.1,49.4,"Throckmorton County, Texas",2.17,56.3,15.7,54.2,,6,31.3,17.2,53.8,2.6,56.4,,28.6,40.5,20.1,97.08737864,0.194174757,0.517799353,0,50.64194009,7.986111111
+120,49,155.8,385.4,40680,32623,20.6,0,"(40362.7, 42724.4]",33.8,33.5,34.2,"Titus County, Texas",3.08,53,18.3,39.7,39,3,29.4,9.8,57.6,7.5,54.7,,38.4,33.4,21,74.56762818,9.805547876,0.814057076,12.34602034,56.88748686,6.467919637
+532,199,159.3,443,45261,118105,15.6,0,"(45201, 48021.6]",33.9,32,35.6,"Tom Green County, Texas",2.54,46.6,10.8,35.3,,8,30.3,14.7,56.7,4.7,63.2,47.8,38.9,31.2,15.3,86.22670699,4.370915033,1.368029481,5.454735086,46.5242265,5.508398049
+113,46,190.7,500.3,36645,14402,19.9,0,"(34218.1, 37413.8]",47.7,47.2,48.4,"Trinity County, Texas",2.69,49.1,22.8,38.7,,2.4,41.9,8.1,41.6,9.9,52.2,34.9,30.5,43.1,23,87.36549809,10.26032628,0.201318986,0.721971538,47.17370892,2.844950213
+115,56,188.1,384.2,40442,21347,19.3,0,"(40362.7, 42724.4]",42.8,38.5,46.8,"Tyler County, Texas",2.39,53.5,33.3,40.6,,1.8,41.8,7.7,40.8,11.5,59.2,39.8,35.2,41.8,19.1,85.01071662,11.12664244,0.270245084,1.691361476,55.60993976,6.233421751
+207,92,186.3,424.5,46346,40603,14.6,0,"(45201, 48021.6]",40.5,38.3,42.4,"Upshur County, Texas",2.85,55.3,19.5,37,,2,32.6,10.4,53.3,7.9,60.5,46.6,41.7,33.3,17.2,84.69173982,8.696628093,0.536213089,2.710993615,59.71540017,5.176056338
+12,6,166.7,313,55918,3651,14.3,0,"(54545.6, 61494.5]",31.9,33.5,30.7,"Upton County, Texas",2.75,60.6,20.8,44.5,,2.8,39.4,6.7,54.3,4.3,57,45.7,44,27.4,15.8,57.88546256,4.552129222,0,35.00734214,58.66885785,10.47120419
+102,48,152.7,342,37933,27245,22.1,0,"(37413.8, 40362.7]",34.1,32.6,36.2,"Uvalde County, Texas",3.13,45.8,12.4,37.2,,4.8,23.2,11.3,53.3,8.1,49.4,38.7,33.9,37.2,23.9,92.37533393,0.337637281,0.990650045,3.832739685,49.3301719,10.31353135
+176,70,143.9,367.2,41437,48988,22.2,0,"(40362.7, 42724.4]",31.7,30.4,34,"Val Verde County, Texas",3.2,51.9,23.7,35.5,,9.2,26.6,12.8,50.4,9.3,49.5,39.9,32.4,34.5,22.5,93.00939159,1.090240915,0.422621478,3.225806452,56.43678161,6.376628075
+302,133,182.9,424.9,43377,53547,15.9,0,"(42724.4, 45201]",43.5,42.4,44.4,"Van Zandt County, Texas",2.79,52.5,26.8,36.4,,1.5,35.4,10.3,52.1,6.1,56.2,41.5,36.3,36.5,18.9,93.14510012,2.417703277,0.451304612,1.02965716,55.59017891,6.531059017
+424,161,165.8,444.5,51003,92382,15.8,0,"(48021.6, 51046.4]",35.7,34.5,37.2,"Victoria County, Texas",2.73,50.6,23,37,,4.7,31.3,12.7,59.8,6.5,61.2,,42.7,30.5,17.3,85.55033907,6.303066627,1.275263876,3.453978402,51.38418948,6.155041017
+302,101,164.6,472.7,39984,70699,26.3,0,"(37413.8, 40362.7]",35,36.8,30.5,"Walker County, Texas",2.37,38.5,9.3,19.8,,6.7,35.8,13.1,37.8,4.4,69.8,57.1,50.6,25.7,12.8,73.29294678,22.69580268,1.17842204,1.370258185,43.43727339,3.854536397
+145,64,163.1,375.6,50589,48656,16.1,0,"(48021.6, 51046.4]",29.1,28.3,30,"Waller County, Texas",2.94,44.8,9.6,25.2,,1.1,31.4,13.7,55.6,8.3,55.9,45.5,39.4,28.8,19.3,68.98379392,25.36480031,0.7721334,1.98050036,54.39477649,4.760740197
+105,43,180.8,481,44065,14858,13.5,0,"(42724.4, 45201]",45.6,44.9,47.2,"Gasconade County, Missouri",2.35,56.6,8.8,38.5,45.3,7.5,43.2,10.3,54.2,6.1,69.8,54.3,47.2,35.2,17.9,97.75220765,0.44153064,0.287663902,0.060208724,53.82644893,6.720977597
+42,19,172.8,439.7,39444,6692,15.4,0,"(37413.8, 40362.7]",41.4,40.5,42.8,"Gentry County, Missouri",2.38,59,17,42.2,,7.6,43.5,13.1,56,6.3,65.2,,35.9,39.5,19,97.45025792,1.061164333,0.427413412,0.427413412,55.45851528,6.582633053
+1333,552,173.6,434.6,40386,288072,20.6,829.6536977,"(40362.7, 42724.4]",35.6,34.5,37.2,"Greene County, Missouri",2.31,47.4,8.2,23.1,58.9,9.8,27.9,19,58.9,6.8,67.6,54.4,46.9,29.5,15.9,91.03797236,3.142235687,1.769736517,0.727738819,44.69897734,5.445266147
+66,33,209.2,444.5,37911,10097,19.2,0,"(37413.8, 40362.7]",41,38.5,44,"Grundy County, Missouri",2.45,54.6,11.6,27,55,6.5,39.3,10.3,52.9,4.5,63.1,46.5,39.1,36.8,17.3,95.84633385,0.819032761,0.28276131,0.08775351,50.80108455,7.829010567
+60,25,186.1,473.6,37486,8615,19,0,"(37413.8, 40362.7]",42.4,39.5,45,"Harrison County, Missouri",2.37,59.4,28.6,33.6,,10.9,48.6,9.2,,5.8,60.4,41.3,30.9,41.8,21.5,97.38592066,0.848429259,0.034395781,0.343957808,55.2881925,6.972477064
+152,74,222.5,483.4,39232,21737,18.3,0,"(37413.8, 40362.7]",44.1,42.9,45.3,"Henry County, Missouri",2.29,55.6,18.9,44.5,31.7,4.9,41.3,10.2,53,7.4,62,,34.7,41,19.8,96.1423255,1.720068984,0.158845421,0.013615322,50.39924354,5.062186341
+68,35,179.4,365.2,33707,9201,22.1,0,"[22640, 34218.1]",53.5,53.2,53.8,"Hickory County, Missouri",2.25,58.3,21.7,41.4,,4.7,42.7,6.5,37.9,12.6,50.7,25.9,20.6,53.2,24.8,96.74343867,0.171397965,0.257096947,0.224959829,54.73812424,1.330671989
+27,13,154.1,368.2,41652,4484,14.4,0,"(40362.7, 42724.4]",47.4,46.2,48.5,"Holt County, Missouri",2.11,61.3,20.8,46.5,28.8,3.8,44.4,12.9,59.2,5.2,67.2,49.1,33.3,36,17.1,96.9447454,0.346695558,0.45503792,0,53.94366197,7.474518686
+50,20,150,398.7,44188,10139,15.6,0,"(42724.4, 45201]",38.8,38.3,39.4,"Howard County, Missouri",2.53,51.3,12,13.4,72.1,2.4,36.2,15.9,55.8,6.3,68.3,55,46.7,34,18.1,91.66175604,5.156157926,0.235710077,0.441956394,54.17001877,6.633574007
+214,109,204.4,417.6,32662,40117,22.1,0,"[22640, 34218.1]",40.6,38.6,42.4,"Howell County, Missouri",2.45,56.1,18.7,37,40.1,4.2,39,8.2,51.6,8.3,58.1,43.6,37.1,41.8,24,96.03977583,0.309973714,0.612508059,0.600109111,52.48109205,7.519053578
+74,30,216.3,529.5,33091,10125,22.1,0,"[22640, 34218.1]",43.1,41.6,44.4,"Iron County, Missouri",2.46,50.8,16.4,46.4,,0.5,40.4,7,46.6,11.4,52.1,39.3,35.3,43.6,24.9,95.04940903,2.606084092,0,0.261577214,50.22244192,3.896713615
+3240,1365,188.9,453.1,46185,687623,16.5,578.8055373,"(45201, 48021.6]",36.5,35.3,37.7,"Jackson County, Missouri",2.44,43.3,14.2,31.5,41.2,13.2,29.1,18.2,61.1,7.6,66,54,46.8,29.7,17.2,66.56640794,23.75103722,1.753254859,4.197354991,39.58795563,5.730193853
+576,239,187.3,461.5,40047,118596,19.6,539.6472056,"(37413.8, 40362.7]",35.5,34.4,36.5,"Jasper County, Missouri",2.52,51.4,11.9,32.1,,7.8,35.6,15.1,61.2,6,64.1,,45.1,31.4,17.3,91.19845713,2.236653468,1.079498908,0.896026761,48.7488741,5.712144998
+1024,438,203.6,457.4,58976,224124,10.6,0,"(54545.6, 61494.5]",38.6,37.7,39.6,"Jefferson County, Missouri",2.68,54.3,15.3,31.9,,4.1,33.6,12.1,61.5,8.3,73.9,62.2,55.4,26,14.2,96.2694684,0.978440903,0.718034814,0.278458504,55.85803147,5.258811102
+227,87,183.4,472,49949,53951,14.6,18.53533762,"(48021.6, 51046.4]",29.7,28.6,31.1,"Johnson County, Missouri",2.49,49.6,4.5,20.8,,8.2,30.7,15.9,54.9,8,75.4,,40.8,25.4,12.9,89.33247161,4.407718586,1.434770566,0.441325824,53.12202694,6.303106282
+25,14,217.7,431.6,37581,3910,19.4,0,"(37413.8, 40362.7]",523.2,42.4,45.4,"Knox County, Missouri",2.34,58.7,26.9,27.6,,13.1,41.9,11,53.8,7.4,56,39.7,28.4,37.4,18.6,96.6047088,0.570012392,0,0.470879802,54.64772054,5.076142132
+185,80,183.2,430.9,36895,35473,18.4,0,"(34218.1, 37413.8]",39.8,38.7,41.5,"Laclede County, Missouri",2.6,54.4,24.6,34.5,,4.6,38.9,9.2,52.6,8.8,56.1,42.7,32.5,39.7,23.6,95.75378724,0.520921327,0.636368756,0.197105367,53.80583241,4.306281055
+187,76,174.5,449.5,48128,32701,13.4,336.3811504,"(48021.6, 51046.4]",41,39.6,42.6,"Lafayette County, Missouri",2.44,56,18.5,39,,9.2,42.4,13,57.4,6.9,72.7,,46.5,32.2,14.5,94.29760603,2.008141937,0.230890752,0.218738607,53.844404,6.850471234
+194,88,178.5,412,39908,38180,18.6,0,"(37413.8, 40362.7]",39.6,39,40.4,"Lawrence County, Missouri",2.6,57.1,17.7,46.3,,1.5,38.7,11.8,53.5,7,62.1,48.2,42.6,35.5,19.9,94.77826587,0.156887355,0.525572639,2.044765192,56.5904854,4.54931457
+58,28,212,463.2,41891,10207,14.3,0,"(40362.7, 42724.4]",39.3,37.8,41.1,"Lewis County, Missouri",2.45,52.1,9.5,23.6,,5.2,47.7,8.6,60.8,5.6,70.4,57.9,50.7,30.1,15.3,93.84585136,2.998427055,0.245772709,0.344081793,53.51014041,5.366726297
+240,98,191.5,468.8,53804,54696,15.7,0,"(51046.4, 54545.6]",36.5,35.8,37.3,"Lincoln County, Missouri",2.87,53.7,20.7,42.9,,7.8,43.4,9.8,57.9,9.5,71.9,59.3,53.2,28,15.1,94.65923863,1.918291551,0.479108635,0.742804085,56.57368364,5.393137406
+86,37,197.9,497.9,37597,12308,20,0,"(37413.8, 40362.7]",42.8,41.8,43.9,"Linn County, Missouri",2.53,53.3,20.2,39.6,,10.1,49.5,10,52.4,4.5,66.8,49.9,42.3,35,15.5,95.97613096,0.556406741,0.24997984,0.709620192,52.85832643,5.692675159
+93,44,203.2,470.4,47937,15028,16.6,0,"(45201, 48021.6]",42,42.1,41.9,"Livingston County, Missouri",2.39,52.9,20.9,52.1,,3.1,42.6,13,54.2,5.1,69.1,,43.7,33.6,15.6,94.42893232,2.606036431,0.491955857,0.325754554,53.20602663,7.023060797
+81,49,201.2,334,34863,22643,22.2,0,"(34218.1, 37413.8]",37,36.1,37.8,"McDonald County, Missouri",2.71,52.9,32.4,29.3,,3.7,34.2,8.4,54.6,8.7,50.7,38.9,34.7,37,22.8,89.43900189,1.541976014,1.37503844,0.751219084,52.00769416,7.439480417
+94,34,141.8,433.8,35345,15335,17,0,"(34218.1, 37413.8]",42.9,41.8,44.5,"Macon County, Missouri",2.43,53,20.5,45.4,,5,43.8,10.3,53.7,8.7,65.5,,39.2,38.6,17.7,94.80595084,2.749029754,0.388098318,0.278137128,50.84094185,5.775470474
+78,38,225.4,488.3,35363,12408,20.4,0,"(34218.1, 37413.8]",42.3,40.1,43.1,"Madison County, Missouri",2.63,56.3,16.4,43.4,,4.2,36.4,7.9,49.8,10.2,58.8,,38.4,41.8,22.3,95.54874607,1.790178211,0.475768083,0,56.94623656,5.739599384
+35,24,187.4,287.4,40165,8963,16.1,0,"(37413.8, 40362.7]",44.2,43.7,44.7,"Maries County, Missouri",2.44,54.8,29.5,28.4,42,0,42.8,10.3,49.3,10,60.6,45.7,36.5,39.6,22.9,96.41161533,0.419564977,0.607265099,0.342276692,53.58111774,7.791479821
+181,70,188.8,517.2,42088,28880,18,0,"(40362.7, 42724.4]",39.7,39.2,40.3,"Marion County, Missouri",0.0243,47.7,13.8,32.2,45.2,8.9,38.5,12.8,56.6,7.2,63.2,50,43.9,34.2,18.1,91.02981969,5.624133148,0.849514563,0.117891817,46.553108,4.673182651
+22,11,180.7,405.5,38023,3694,15,0,"(37413.8, 40362.7]",44.1,43.6,44.7,"Mercer County, Missouri",2.43,54.2,24.7,27.9,,15.8,50.1,9.1,57,4.6,59.9,43.3,37.9,35,16.5,97.17590102,0.72619688,0.591715976,0.457235073,51.36393879,4.787961696
+129,65,202.1,421.8,37360,25113,17.4,0,"(34218.1, 37413.8]",40.8,40.2,41.3,"Miller County, Missouri",2.61,54.5,23.6,35.4,,4.6,42.5,11,54.8,8.1,59.8,46.3,40.6,38.5,22.6,96.17326495,0.440775765,0.340599455,0.79740343,52.40160813,6.976323875
+81,47,270.5,476.9,30661,14036,32.2,0,"[22640, 34218.1]",39.3,37.4,42,"Mississippi County, Missouri",2.41,41.6,22.2,41.3,,4.9,40.7,8,43.9,12.2,43.5,,26,47.6,28.3,73.7964527,24.23282658,0.035191441,0.056306306,42.10221794,5.214497041
+70,31,179.9,409.2,47158,15963,13.9,187.9345988,"(45201, 48021.6]",38,37.8,38.1,"Moniteau County, Missouri",2.62,55.3,29.2,33.7,,5.6,43.4,13,54.8,6.7,66.4,52.9,48.7,29,14.7,92.9941143,3.898487438,0.101259414,1.06955256,58.55774444,6.768874747
+51,18,140.3,422.7,41376,8583,15.8,0,"(40362.7, 42724.4]",44.8,43.9,46,"Monroe County, Missouri",2.43,57,15.7,37.1,,8.6,48.7,9.7,55.4,5.9,63.1,,40.7,37.3,18.8,94.89631336,2.730414747,0.311059908,0.011520737,55.02419584,4.179104478
+84,32,176.9,510,42105,11703,16.1,170.8963514,"(40362.7, 42724.4]",43.7,41.9,45.2,"Montgomery County, Missouri",2.37,55.1,19.9,39.3,,4.8,42.3,7.8,54.3,9.4,63.4,46.1,39.5,39.2,20.3,96.09682553,1.365273473,0.318284613,0.184270039,50.9848174,4.500642949
+135,67,203.7,425.7,36867,20171,20.7,0,"(34218.1, 37413.8]",46.5,45.9,47.4,"Morgan County, Missouri",2.55,50.9,32.4,42.9,22.5,2.1,41.3,9,42.2,11.7,50.2,33.6,26.4,42.3,21.3,96.29171817,1.241038319,0.049443758,0.232385661,50.79365079,6.885245902
+105,57,229.7,438.4,34631,18208,23.3,0,"(34218.1, 37413.8]",40.5,38.7,42.1,"New Madrid County, Missouri",2.49,47.4,16.3,57.3,,1.4,41.3,6.8,50.1,8.8,48.3,37.9,32.9,43.3,26.2,81.46216936,16.1588181,0.092336103,0.260713704,44.48737409,5.174548155
+205,134,185.9,296,45448,58615,14.3,0,"(45201, 48021.6]",39.7,38.4,40.9,"Newton County, Missouri",2.62,57.6,13.6,32.3,,5.1,33.1,11.8,56.8,6.1,66,50.1,42.9,32.4,15.7,90.95564592,0.976572469,1.444442554,0.515507767,57.9788197,4.480398258
+98,43,168.8,425,42956,22810,20.2,0,"(42724.4, 45201]",28.3,28.4,28.2,"Nodaway County, Missouri",2.28,42.4,3.5,19.6,70.8,6.1,41.2,14,,7.2,74,,48.3,26.8,13.3,94.11282671,2.859484171,1.578538773,0.047442422,45.20152443,3.648198607
+55,27,167.7,341.6,29415,10953,23.9,0,"[22640, 34218.1]",45.8,45.6,46,"Oregon County, Missouri",2.48,53.9,14.8,45.7,,1.3,39.6,6.7,46.2,7.1,48.8,34.6,27.5,47.7,26.7,95.36387649,0.236815739,0.109299572,0.537389562,50.79001603,10.04694836
+71,27,161.3,433.1,51958,13628,10.2,0,"(51046.4, 54545.6]",39.8,38.7,40.8,"Osage County, Missouri",2.62,58.1,11.2,29.6,,4.8,46.6,12.6,62,2.9,78.6,63.4,57.2,27.4,12.2,98.34278238,0.828608809,0.058147987,0.341619421,60.89830838,3.887915937
+60,31,190.2,389.4,31025,9409,22.3,0,"[22640, 34218.1]",50.7,50.7,50.8,"Ozark County, Missouri",2.22,59.1,29.4,36.3,34.3,0,44.2,7.5,39.3,12.6,51.6,28.9,25.2,52.1,27,96.49785048,0.167767642,0,0.450875537,52.49232223,5.784615385
+81,52,239.8,380.6,32120,17482,28.7,0,"[22640, 34218.1]",37.6,36.3,38.8,"Pemiscot County, Missouri",2.53,41.5,23.3,49.8,25.1,1.8,37.8,7.8,47.1,11.2,45.7,,27.7,47.5,28,70.23602624,27.15703313,0.033637944,0.37001738,38.70967742,6.710775047
+100,42,174.4,437.7,50548,19183,11.6,0,"(48021.6, 51046.4]",39.7,38.9,40.8,"Perry County, Missouri",2.54,59.5,17,40.6,37.4,5,44.4,10.9,62.1,4.2,76.1,61.5,54.5,29.4,13.3,97.31413613,0.790575916,0.356020942,0.204188482,58.87762001,5.280764636
+227,109,217.1,467.3,40038,42255,17.6,0,"(37413.8, 40362.7]",37.5,36.2,39,"Pettis County, Missouri",2.56,53.9,20,31.1,,5.1,32.2,11.5,57.1,6.4,61.6,47.7,39.7,35.7,20.1,90.38019661,2.847329148,0.407438114,2.8970745,52.40220693,6.924516532
+206,82,163.8,423.3,40710,44794,21.6,1942.224405,"(40362.7, 42724.4]",34.4,31.1,38.4,"Phelps County, Missouri",2.52,47.8,9.6,20.2,,7.4,33.2,15.3,53.4,7,71.3,57.1,45,29,14.5,90.95027649,2.5050523,3.446667703,0.115481134,48.57245681,7.510402923
+113,44,192.5,500.7,44408,18348,18.9,0,"(42724.4, 45201]",39.5,37.9,42.6,"Pike County, Missouri",2.47,48.4,30,48.1,,5.2,43.8,9.3,,6.5,64.2,,42.8,37,19.4,89.7499595,6.453529189,0.270022142,0.885672625,50.96695599,5.282802182
+397,138,152.6,425.1,70874,96096,6.9,301.7815518,"(61494.5, 125635]",38.3,37.4,39.2,"Platte County, Missouri",2.46,54.7,10.4,28.3,,12,22.4,25,67.3,5.6,81.8,,59.1,21.2,9.3,86.91885988,6.398697989,2.579394822,0.922971497,52.04494621,5.366242744
+155,71,183.4,413.5,38344,31229,18.1,1216.817702,"(37413.8, 40362.7]",37.5,36.1,38.6,"Polk County, Missouri",2.52,55,17,26.4,,7.4,38.8,10.4,52.6,9.5,62.3,44.5,35.9,39.4,21.8,95.49619057,0.980486707,0.430771209,0.350403446,56.62865895,3.172641121
+182,65,196,521.6,47227,53221,15.9,0,"(45201, 48021.6]",26.8,25,29.7,"Pulaski County, Missouri",2.84,45,4.8,45.2,46.4,3.6,31.3,15.8,36.1,12.7,72.3,54.5,16.3,27.6,12.9,74.81990158,12.15687742,2.808599817,3.141664951,51.86264982,5.283078379
+34,16,205,451.6,34684,4858,18.6,0,"(34218.1, 37413.8]",46.4,44.3,48.6,"Putnam County, Missouri",2.2,55.7,3.6,41.3,,4.4,41.7,12,53.2,2.8,63.6,45.1,37.3,38.7,17,97.85495403,0.408580184,0.776302349,0.040858018,49.63570128,14.97890295
+48,28,205.2,369.8,51738,10196,11.6,0,"(51046.4, 54545.6]",45.1,44.5,46,"Ralls County, Missouri",2.53,60.1,18,32.2,41.4,8.4,48.5,8.2,58,6.2,67.7,50.4,42.5,34.9,16.8,96.87591526,1.435126428,0,0.01952553,61.27828898,6.335282651
+134,57,191.8,469.5,41346,25104,18.3,0,"(40362.7, 42724.4]",38.4,36.5,40.7,"Randolph County, Missouri",2.72,47.1,23.6,28.1,,2.4,38.9,9,47.5,8.9,61.5,45.9,40.2,39.1,21.4,90.5351104,5.008951661,0.517207082,0.266560573,51.46745562,2.837290098
+132,57,204.2,472.9,51986,22810,15.3,0,"(51046.4, 54545.6]",41.5,40.1,43.1,"Ray County, Missouri",2.63,55,22,34.4,35.1,8.4,47.3,9.2,55.5,8.2,72.9,55.7,51.7,32.7,14.5,95.73618167,1.354695845,0.204072771,0.329990013,56.25722878,4.663623735
+38,18,181.8,394.3,31820,6432,21.5,0,"[22640, 34218.1]",46.6,45.3,47.6,"Reynolds County, Missouri",2.4,55.6,31.7,36.6,,0,44,5.7,45.7,11.1,52.3,38.1,32.9,48.6,25.9,96.18425053,1.429005777,0.045606567,0.212830648,53.32581736,6.022187005
+87,46,236,455,30019,13802,25.1,0,"[22640, 34218.1]",41.6,40.2,43,"Ripley County, Missouri",2.57,55.1,19.5,25.2,,0.5,39.1,6.3,49.2,10.1,46.7,32.5,28.2,48.4,28.6,96.44031451,0.235882773,0.057183703,0.214438885,53.19933616,7.130554599
+1691,583,162.9,465.2,74220,385590,6.8,59.64884981,"(61494.5, 125635]",37.4,36.3,38.7,"St. Charles County, Missouri",2.65,57.1,9.2,28.8,,10.1,26.1,23.3,68.1,5.1,84,,65.7,19.2,8.2,90.34724724,4.490068169,2.298261763,0.551486773,59.06748802,5.121121033
+57,30,178.8,372.7,33986,9440,21.7,0,"[22640, 34218.1]",49.7,49.2,50.6,"St. Clair County, Missouri",2.31,53.6,26.7,44.6,,6.6,45.7,6.1,42.8,9.3,58,,29.3,43.3,19.2,95.92436975,1.207983193,0.262605042,0.388655462,50.98381071,3.829787234
+85,44,187.7,364.9,46874,17919,13.1,1506.780512,"(45201, 48021.6]",42.5,42.1,42.7,"Ste. Genevieve County, Missouri",2.48,57.7,15.7,35.3,,5,42,9,57.7,5.4,76,59.2,53.6,32.6,13.7,96.62034464,0.72262368,0.038910506,0.011117287,56.91467003,4.229447528
+383,165,216.8,513.8,40376,66520,20.3,435.95911,"(40362.7, 42724.4]",38.9,37.4,40.8,"St. Francois County, Missouri",2.33,48.2,24.6,35.8,,3.7,34.2,8.4,47.6,8.3,64.3,,41.6,38.9,18.9,93.13285866,4.784123618,0.384790183,0.36661112,49.40247032,4.612961296
+5880,2089,166,488.5,60093,1003362,9.6,366.7669296,"(54545.6, 61494.5]",40.2,38.1,41.9,"St. Louis County, Missouri",2.44,48.6,12.5,27.8,,13.7,22,24.4,61.3,7.4,76,62.7,55.7,26.6,13.6,69.61132577,23.3467189,3.771495226,0.656129316,46.72866496,5.188221792
+126,62,205.8,445.9,41112,23258,16.3,0,"(40362.7, 42724.4]",38.2,35.8,41.1,"Saline County, Missouri",2.48,47.8,16,22.4,57.9,3.6,39.4,11.5,57.2,5.5,70.9,53.3,47.1,34.7,16.6,85.38613182,4.928430616,0.351418531,3.767035228,47.3428313,6.003068661
+22,13,208.7,368.6,34644,4436,18.2,0,"(34218.1, 37413.8]",41.3,39,41.9,"Schuyler County, Missouri",2.52,57.8,28.6,28.3,,5,45.9,7.9,54.9,7.4,57.9,39.8,34.9,38.1,18.7,97.99772469,0.3185438,0.273037543,0,55.69105691,7.524536532
+21,14,195.4,329.9,38281,4854,16.3,0,"(37413.8, 40362.7]",39.1,35.9,40.8,"Scotland County, Missouri",2.58,53.5,56.7,20.8,,4.2,40.7,10.5,60.3,4,48.3,33.3,26.3,36.8,19.8,98.80976811,0.902934537,0,0,51.43165856,10.28806584
+230,99,205.4,492.2,40532,39008,20.9,0,"(40362.7, 42724.4]",39.7,38.4,41.2,"Scott County, Missouri",2.52,50.9,19,44.2,,4.1,42,8.5,56.2,6.8,60.5,45.2,40.2,39.6,21.7,85.95274059,11.27979314,0.404495533,0.220168454,49.95081,5.810081525
+42,24,210.7,381,27382,8258,28.2,0,"[22640, 34218.1]",44.5,43,45.3,"Shannon County, Missouri",2.5,54.6,18.7,44.1,,6.2,37.9,9.4,50.6,9.2,54.2,39.8,32.4,41.6,24.1,95.64746904,0.276542022,0,0.396777684,54.22642661,7.147111376
+43,14,147.4,476.5,42498,6128,16.6,163.1853786,"(40362.7, 42724.4]",42.4,40.7,44,"Shelby County, Missouri",0.0237,57.1,16.9,43.9,,8.5,46.4,8.8,,5.8,62.2,46.4,38.6,36.8,18.3,97.92846739,1.618384852,0.048551546,0,53.18127251,6.469648562
+175,85,206.6,439.5,38329,29862,19,0,"(37413.8, 40362.7]",42,40.7,43.3,"Stoddard County, Missouri",2.43,53.7,17.2,38.5,,4.6,39.9,8.9,51.1,9.1,58,,35.2,41.7,21.4,97.20481282,1.49478835,0.036866977,0.157522539,50.1535907,7.254779066
+205,92,169.4,379.3,40642,30943,16.2,0,"(40362.7, 42724.4]",51.3,51.1,51.5,"Stone County, Missouri",2.42,62.5,23.7,37.8,,5.3,40.1,10.9,45.2,10.8,60.3,39.2,29.2,43,19.7,96.71713147,0.101992032,0.044621514,0.529083665,60.25241508,3.314818133
+37,18,196.5,425.4,36642,6353,17.7,0,"(34218.1, 37413.8]",40.9,39.9,43.6,"Sullivan County, Missouri",2.56,52.2,23.9,43.9,,5.7,47.3,8.2,54.4,6,63.1,,43,35,17.9,93.84213759,0.875307125,0.62960688,2.902334152,47.85031847,10.31227306
+294,121,173.6,432.8,35731,54592,18.7,787.6611958,"(34218.1, 37413.8]",41.5,40.1,42.7,"Taney County, Missouri",2.43,50.7,15.6,33.2,,5.5,35.5,12.4,53.9,9,54.8,39.3,29.9,38.8,20.3,93.12482495,0.825319765,0.935486883,1.945663337,48.98591549,5.505782701
+134,58,161.3,385.3,33755,25690,21.5,0,"[22640, 34218.1]",41.6,40.4,43.4,"Texas County, Missouri",2.67,48.4,26.2,38.8,,1.4,43.8,8.9,44.7,8.1,52.1,36.7,29.8,45.7,27.3,92.99397707,1.75636293,0.085486691,0.334175248,50.64593825,4.813502813
+110,54,194.4,417,40267,20826,17.5,0,"(37413.8, 40362.7]",40.6,39.1,41.9,"Vernon County, Missouri",2.5,53.3,16.2,38.4,42.4,3,41,10.1,57.9,5.4,59.7,44.3,37.8,37.4,18.6,96.17779481,0.905259124,0.694510968,0.086215155,51.61691542,5.078698846
+172,68,177.6,453.4,52959,33513,12.8,0,"(51046.4, 54545.6]",40.2,40.3,40.1,"Warren County, Missouri",2.74,56.2,19.5,44.8,32.1,3.6,37,10.6,57.1,8.9,69.4,,48.2,31.7,15.4,94.24386406,2.233453379,0.466059377,0.935145114,58.81516191,5.58081852
+121,59,207,422.2,34581,24788,25.5,0,"(34218.1, 37413.8]",40.1,39.2,41.2,"Washington County, Missouri",2.67,50.1,14.4,33.5,,1.1,42,4.3,45.9,12.2,52.9,40.7,35.8,42.8,25.9,94.81794954,1.960236346,0.115777707,0.019961674,53.94121576,4.671312865
+106,49,240.5,520.2,30721,13405,26.4,0,"[22640, 34218.1]",46.7,46,47.2,"Wayne County, Missouri",2.43,51.7,24.8,40.2,,0,36.6,7.7,43.2,9.5,52.1,33,25.9,49.6,24.3,97.07397178,0.5822199,0.082107935,0.089572292,50.2842472,6.199460916
+181,65,166.7,454.2,41561,37483,17.8,0,"(40362.7, 42724.4]",38.1,37.1,39.6,"Webster County, Missouri",2.78,57.6,24.6,40.7,,2.2,40.5,10.1,52.5,6.3,59.5,,38.9,31.8,17.7,95.35568275,1.338239302,0.267102753,0.948487326,61.30384168,7.851851852
+13,7,171,347.7,38802,2057,15.5,0,"(37413.8, 40362.7]",47.8,46.6,48.6,"Worth County, Missouri",2.25,59.5,18.6,29.9,,9,42.3,11,57.7,4.3,69.8,52.8,40,32.9,14.3,97.40634006,0,0,0,55,3.291139241
+118,52,203.2,479.9,31600,18268,22.7,218.9621196,"[22640, 34218.1]",41.7,39.9,44,"Wright County, Missouri",0.0248,54,24.8,36.5,,2.8,40.8,7.2,45.9,9.4,48.6,35,30.1,44.9,27.5,96.26538024,0.796791154,0.514933059,0.894357418,50.9454496,5.680317041
+1526,667,214.3,485.1,35681,315685,28.8,2369.45056,"(34218.1, 37413.8]",34.6,34,35.4,"St. Louis city, Missouri",2.2,28.6,16.1,24.9,,14.5,23.6,18.3,56.7,12.4,55.5,46.4,41,35.3,23.9,45.74547743,47.68475696,2.845367312,0.820827434,24.42907814,4.685604704
+50,15,121.4,420.2,41602,9300,15.1,0,"(40362.7, 42724.4]",42.6,42,43.1,"Beaverhead County, Montana",2.15,53.2,8.1,23.5,,6.8,30.1,19.8,59,6.5,75.2,56.8,43.9,29.3,11.5,95.27499731,0.129157249,0.365945539,0.204498978,49.11764706,2.454308094
+50,15,140.6,422.9,38871,13242,30.6,377.5864673,"(37413.8, 40362.7]",29.8,28.5,31.7,"Big Horn County, Montana",3.63,44.8,31.5,32.7,,0.5,34.9,9.8,51.3,19.9,29.9,23,18.6,35.5,27.3,33.2623088,0.091317251,0.228293128,0.136975877,49.27293065,6.755829904
+36,12,170.1,484.6,35740,6577,25.2,0,"(34218.1, 37413.8]",34.5,33.7,36.1,"Blaine County, Montana",2.87,46.6,23.7,27.1,,2,28.1,15.9,53.3,13.4,43,,22.6,35.4,22.4,47.90845711,0.242497727,0,0.454683237,44.28060769,8.100358423
+27,13,163.7,358.7,49758,5689,11.7,0,"(48021.6, 51046.4]",45.8,45.6,45.9,"Broadwater County, Montana",2.32,64.6,38.4,51.6,,2.6,39.1,15.7,60.1,4.5,69.3,51.2,38.8,32.8,14.6,94.92269852,0.614898103,1.317638791,0.43921293,61.06304079,3.515263645
+62,20,129.1,411.7,47520,10408,12.7,288.2398155,"(45201, 48021.6]",49.1,49.2,49,"Carbon County, Montana",2.27,57.4,24.1,36.9,,6,28.4,20.4,59.6,3.9,68.9,49.5,39.8,34.2,14.5,96.42578886,0.009738995,0.243474873,0.798597585,51.54017857,5.364583333
+446,169,165.2,453.7,42903,82278,14.3,1300.469141,"(42724.4, 45201]",38,36.4,39.7,"Cascade County, Montana",2.35,52,13.8,36.8,,5.8,31.8,17.4,56.6,5.1,66.9,47.4,36.2,34.9,17,88.65148008,1.242538677,0.922158606,0.744305031,47.60833531,5.796213808
+33,11,136.8,421.9,41004,5767,19.4,0,"(40362.7, 42724.4]",41.1,40.4,41.4,"Chouteau County, Montana",2.5,54.6,28.9,24.8,,8.9,34.5,17.5,55,4.3,53.1,37.6,25,38.7,22.9,76.1058924,0.068317677,0.290350128,0.905209223,53.01573427,8.205128205
+13,6,197.5,444,47376,1760,10.8,0,"(45201, 48021.6]",50.3,46,54.3,"Daniels County, Montana",1.99,57.2,14.4,44,,0,31.2,17.6,,2.6,78.8,58.5,42,33.5,11.7,98.17974972,0,0.170648464,0.910125142,48.15242494,7.560137457
+61,22,178.3,494.3,50540,9625,11.7,0,"(48021.6, 51046.4]",41.1,39.5,42.9,"Dawson County, Montana",2.24,59.5,7.5,28.1,,19.6,35.6,14.2,62,2,77.3,55.2,43.7,30.6,10.3,95.00266951,0.843566471,0.06406834,0.597971169,55.71212884,1.750547046
+57,29,196.9,426.1,38178,9139,17.1,765.9481344,"(37413.8, 40362.7]",46.8,45,48.8,"Deer Lodge County, Montana",2.13,49.9,28,50.6,,3.2,38.7,10.4,48.4,3.9,62.7,42.5,37,40.8,18.4,93.33405711,1.031375529,0.521116057,0.45597655,46.32562971,5.317324185
+20,6,162,511.4,59102,3190,8,0,"(54545.6, 61494.5]",39,38.8,39.3,"Fallon County, Montana",2.47,61.1,7.8,33.1,,4.2,37.6,11.5,69.5,3.3,78.8,54.9,45.7,23.8,7.7,96.56526006,1.308472359,0.392541708,0,56.51105651,21.32616487
+570,171,150.6,516.8,47351,96165,13.6,1029.48058,"(45201, 48021.6]",42.1,41.4,42.9,"Flathead County, Montana",2.48,56.3,16.7,40.3,,1.9,29.9,20.4,58.9,7,65.8,50.4,40.4,31.9,15.5,94.93641049,0.307501098,0.515358983,0.691073897,54.5518245,6.812139453
+337,109,137.9,416.6,51569,100739,13.9,774.278085,"(51046.4, 54545.6]",33.2,32.6,33.9,"Gallatin County, Montana",2.39,49.5,5.2,21.1,,9.7,20,31.8,,6.3,77.5,67,50.9,19,9.9,94.85328829,0.398644608,1.245239869,0.479422595,49.2531077,4.428705174
+59,24,198.9,477,33428,13647,31.8,0,"[22640, 34218.1]",31.3,30.6,31.8,"Glacier County, Montana",3.07,41.3,20.3,34.2,,3.4,37.8,13.7,46.7,14.4,33,,21.6,36.4,27.9,33.62346401,0.336454067,0.519309538,0.241369222,40.92846992,7.119948685
+7,3,231,524.5,37316,827,20.1,0,"(34218.1, 37413.8]",53.1,53.3,50.9,"Golden Valley County, Montana",2.29,58.8,2.3,53.5,,2.3,42.8,16,56.3,3.5,60.6,43.1,30.4,38.4,16,96.82539683,0,0,0,57.5,1.481481481
+19,7,113.2,348.1,47902,3240,14.4,0,"(45201, 48021.6]",53.7,54,53.6,"Granite County, Montana",2.19,62.8,35.3,27.5,,1.3,36,16.1,46.7,7.2,66.5,44,32.9,40.3,15.9,98.5479798,0.063131313,0,0,58.4799437,18.55670103
+84,31,178,485.1,43509,16572,17.6,784.4557084,"(42724.4, 45201]",34.3,32.6,36.2,"Hill County, Montana",2.63,49,11.5,33.4,,5.6,28.3,16.3,58.9,4,61.6,46.5,41.7,34.2,19,72.84391454,0.018156509,0.508382255,0.484173576,48.07944846,5.809710918
+65,25,185.5,445.4,61575,11645,10.4,0,"(61494.5, 125635]",47.7,47.6,47.8,"Jefferson County, Montana",2.51,59.5,21.9,37.5,,2.4,28.6,23.1,56.2,6.6,75.5,56.8,42.4,30.9,11.8,95.03564597,0.147800383,0.234741784,0.330377326,60.16096579,4.111531191
+16,6,179.5,507.5,43272,1926,14.6,0,"(42724.4, 45201]",51.4,50.3,52.1,"Judith Basin County, Montana",2.18,63.3,0.8,36.1,,13.4,37.7,25.1,55.5,3.9,68.9,48.7,31.1,34.4,14,98.44767151,0,0,0.250375563,59.91237678,2.089552239
+690,257,194.4,520.6,46926,120146,19.6,58.26244736,"(45201, 48021.6]",39.2,38.6,39.8,"Oswego County, New York",2.57,46.8,10.3,26.2,,5.8,39.9,10.3,53.4,9.7,64.8,,45.8,40.9,24.4,95.61489648,0.909368476,0.637053052,0.925872441,48.22958057,4.859510954
+378,143,173.8,478.7,43104,60636,18.9,362.8207665,"(42724.4, 45201]",41.6,41,42.2,"Otsego County, New York",2.36,46.1,7.8,24.2,,5.7,34.5,14.2,54.3,7.1,71.5,54.3,47.9,36.3,18.6,94.03084741,1.918598023,1.247577322,0.786657763,48.46420714,4.59877366
+570,170,157.1,511.8,94334,99042,6.3,30.29017992,"(61494.5, 125635]",42.8,41.6,44,"Putnam County, New York",2.84,57.4,8,24.7,,20.6,27.3,21.8,63.9,6.8,81.9,68.1,62.9,22.5,8.8,90.12443712,2.296759408,2.329929238,2.52191219,63.06541508,4.066933111
+10502,3405,138.8,435.2,56866,2339150,15.4,16.672723,"(54545.6, 61494.5]",37.7,36.2,39.2,"Queens County, New York",2.91,45.3,13.6,23.5,,15.1,27.3,19.3,58.7,8.6,54.5,45.5,40.9,37.4,26.5,41.14631928,18.47910969,24.38479379,12.1518083,44.72000041,4.84491139
+980,352,188.4,536.3,59925,160266,13,81.11514607,"(54545.6, 61494.5]",39.8,37.8,41.4,"Rensselaer County, New York",2.43,45.9,7.6,29.1,,13.5,29,16.2,61.3,7.6,76.4,60.4,56.3,31.9,15.9,87.26641651,6.112570356,2.335209506,0.696685428,45.44265292,4.18906927
+2648,832,161.7,514.4,70299,474558,14.5,44.25170369,"(61494.5, 125635]",39.3,37.6,40.9,"Richmond County, New York",2.81,51.2,10.4,26.3,,15.6,32,18.4,55.2,6.9,70.3,59.8,55.9,31.6,20.2,75.33128316,10.53037053,8.027201094,3.674856767,54.52999083,4.517034138
+1715,501,142.9,502,83162,326037,14.7,30.67136552,"(61494.5, 125635]",36.3,34.2,38.5,"Rockland County, New York",3.17,53.1,15.3,27.9,,14.9,23,22.2,60.4,7.9,66.6,,48.8,36,22.4,70.82865589,12.46258045,6.217881555,7.894277304,60.5823533,6.943122405
+632,235,183.7,498.7,43518,111007,18.9,9.008440909,"(42724.4, 45201]",37.8,35.8,39.6,"St. Lawrence County, New York",2.42,44.3,11.5,23.1,,7,36.1,11,48.9,10,66.9,49.5,44.3,37.8,20.5,93.11764023,2.222103186,1.004365643,0.814205748,46.34128688,5.011933174
+1299,446,174.2,508.7,71885,226249,7.2,26.51945423,"(61494.5, 125635]",41.8,40.9,42.9,"Saratoga County, New York",2.44,54,11.9,26,,13.5,25.9,23,62.8,6,82.6,66,60.9,27.1,11.2,93.84021379,1.611447264,2.372929831,0.393253908,52.77076545,4.520913789
+890,343,175.7,482.8,56508,154604,13.2,19.40441386,"(54545.6, 61494.5]",39.9,38.4,41.6,"Schenectady County, New York",2.65,44.8,14.5,27.1,,9.9,30,16.4,,7.4,71.5,56.2,51,35.1,19.1,78.42838316,10.18372568,4.272074214,3.317915192,45.67653277,5.183987725
+193,73,172.8,468.2,48718,31330,15.9,31.91828918,"(48021.6, 51046.4]",43.3,42.7,44.2,"Schoharie County, New York",2.46,48.6,9.1,33.8,,7.1,38.5,11.2,53,10.5,71.1,52.5,48,38.4,18.6,95.9796948,1.416350703,0.764578698,0.394823426,49.62527198,3.499365035
+125,47,184.2,510.4,48135,18186,15.4,0,"(48021.6, 51046.4]",45.5,43.4,47.3,"Schuyler County, New York",2.35,49.1,19.7,42.7,,9,38.9,10.1,53.2,6.4,64.5,49.4,44.5,39.7,21.8,96.64856056,1.118957089,0.488864747,0.092341119,47.72313297,4.740817921
+216,73,162.7,494.3,49809,34833,14.2,0,"(48021.6, 51046.4]",42.3,40.4,44.2,"Seneca County, New York",2.37,47.4,26.9,31,33.5,8.7,34.6,11.9,53.5,5.5,70.1,52.2,47.1,35.9,16.3,92.07261552,4.484407011,0.722740724,0.264625541,47.30477103,7.177836855
+581,230,178.7,467.1,46849,97631,16.6,0,"(45201, 48021.6]",42,41.5,42.7,"Steuben County, New York",2.36,50.5,17.2,38.3,,7,37.6,11.1,54.6,8.2,66.4,49.1,45.4,39.9,20.7,94.97896924,1.56691836,1.529417727,0.334465109,46.99936675,6.856742229
+8895,2817,163.8,528,85886,1501587,7.7,181.8076475,"(61494.5, 125635]",40.6,39.1,42,"Suffolk County, New York",2.98,51.4,10.8,28.5,45.4,15.3,29.3,18.7,61,6.4,77.9,61.7,55.7,26.2,12,80.94863835,7.662319757,3.781605237,4.950535277,57.61862432,4.419518742
+451,170,178.8,474.3,48908,74877,16.3,0,"(48021.6, 51046.4]",42.2,41.5,42.9,"Sullivan County, New York",2.54,45.5,20.3,29.3,42.1,8.4,34,12.3,52.2,11.5,62.2,,42.2,41.4,23.7,81.23411503,8.594261758,1.635005895,4.521158129,45.25418955,5.516819572
+324,106,160.5,503.6,52195,49453,11.4,0,"(51046.4, 54545.6]",43.6,41.7,44.8,"Tioga County, New York",2.5,55.2,13.9,37.7,,9.5,35.9,14.5,59.1,6.9,74.2,57.2,53.3,33.9,16.5,96.81666965,0.751010976,0.549811749,0.233072372,54.53401771,6.184505988
+449,154,159.5,479.8,51880,104926,18.7,57.18315765,"(51046.4, 54545.6]",30.2,28.5,31.8,"Tompkins County, New York",2.35,37.3,3.1,13,,14.6,19.8,22.2,54.9,5.9,79.9,67.1,51,24.9,13.1,81.26041115,4.154831255,10.04573684,0.876221655,41.07124285,4.367123465
+1080,398,170.8,477.4,56718,180143,13.7,22.20458192,"(54545.6, 61494.5]",43.1,42.1,44.3,"Ulster County, New York",2.44,46.9,10.6,30.1,,10.5,30.2,16.5,56.4,9.3,70,,48.5,34.7,17.8,86.63872035,5.863761721,1.879757308,1.701047987,46.72683306,4.324719649
+455,166,177.9,511.3,54585,64688,13.3,633.8115261,"(54545.6, 61494.5]",45.2,44,46.4,"Warren County, New York",2.4,48.4,12.5,33.8,,7.1,33.3,15,58.6,6.6,72.6,,49.6,36.5,16.8,96.17367291,1.213562442,0.918993556,0.273089905,47.70792892,3.57092349
+418,159,198.4,534.1,47547,62230,14.6,0,"(45201, 48021.6]",42.9,41.7,44.4,"Washington County, New York",2.45,49.1,21.2,38,34,6.8,41.6,11.7,55.5,9.5,68.5,50,45.2,39.3,19.7,94.01754386,3.231259968,0.473684211,0.622009569,50.60032182,4.671621417
+564,198,175.5,506.7,49191,91446,12.9,0,"(48021.6, 51046.4]",43.1,42.4,43.7,"Wayne County, New York",2.48,52.7,17.9,33.3,41,7.7,37,12.3,58.1,7.5,71,55.6,51.4,34.7,18.1,93.14729051,3.423649584,0.634089335,0.83968144,51.17885733,5.106970324
+5438,1716,145.3,486.7,83152,976396,10.4,283.6963691,"(61494.5, 125635]",40.3,38.6,41.9,"Westchester County, New York",2.75,50.2,11.9,26.6,,17.3,20.3,23.7,60.4,7.6,73.6,60.3,54.8,28,14.8,66.58389459,14.42136222,5.689873516,9.880649013,51.96451241,4.871361927
+281,87,181.1,577.4,53783,41013,12.3,0,"(51046.4, 54545.6]",41.1,39.8,43.2,"Wyoming County, New York",2.38,50.9,17,33.5,,6.1,40.8,9.7,54.1,7.4,74,56.8,52.2,34.2,16.1,91.77725233,5.723109588,0.422236163,0.504270617,51.85279027,4.815216083
+159,60,178.4,495.3,48368,25048,14.5,0,"(48021.6, 51046.4]",41.5,40.6,42.3,"Yates County, New York",2.46,52.8,19.7,32.1,,7.4,34.5,12.2,57.2,6.9,59.6,43.3,37.1,35.1,17.2,97.16917457,1.032278556,0.535990789,0.198515107,53.77892031,6.10380117
+827,327,178.7,469.1,41296,158276,17.9,164.2700094,"(40362.7, 42724.4]",470.4,37.7,40.5,"Alamance County, North Carolina",2.45,49,17.3,26,,6.7,28.5,14.8,57.6,7.9,61.3,47.9,41.3,35.1,20.7,70.77960556,18.32562573,1.475608342,6.150407708,46.79502803,4.493936752
+207,79,174.4,457.3,43043,37325,16.4,0,"(42724.4, 45201]",42.1,40.3,43.6,"Alexander County, North Carolina",2.65,51.2,12.9,33.5,,2.2,39.4,9.3,53.4,9,63.9,48,39.2,39.2,20.9,89.37510092,5.592335432,1.014586361,2.196027773,52.90479346,3.572800615
+76,28,157.1,452.5,35266,10837,20.5,369.1058411,"(34218.1, 37413.8]",47.2,44.9,49.4,"Alleghany County, North Carolina",2.25,63,22.1,44.5,,3.2,33.7,11.7,47.7,10.5,56.8,35.9,27.3,43.4,21,90.83493722,2.172119879,0.201631381,4.555036202,59.58071279,5.062082139
+137,59,186.1,431.1,32508,25759,25,3493.924454,"[22640, 34218.1]",39.7,38.1,41.9,"Anson County, North Carolina",2.55,39.3,20.6,46.1,,3.3,41.6,6.6,46.4,17.6,53.2,39.4,35.8,41.5,25.5,48.12703271,48.81193801,1.170843696,0.577769275,40.6686994,9.115971329
+186,71,169.3,464.7,36488,27020,20.9,0,"(34218.1, 37413.8]",46.6,44.9,48.7,"Ashe County, North Carolina",2.27,59.2,24.4,29.2,,2.7,31.5,12.7,52,8.5,59.4,,29.2,42.4,19.6,94.18381648,0.685992476,0.309803054,3.197610091,55.70167996,4.603914259
+102,38,152.8,421.7,37131,17689,19.8,0,"(34218.1, 37413.8]",43.7,41.7,46.3,"Avery County, North Carolina",2.22,53.3,14.4,26.3,,4.3,30.5,11.1,45,6.9,58.3,39.8,30.9,37.8,18.1,89.3303193,4.170669681,0.486012998,2.198361119,56.4916924,6.046511628
+345,130,194,524.2,40357,47651,18.8,356.7606136,"(37413.8, 40362.7]",44.9,43.3,46.1,"Beaufort County, North Carolina",2.54,49.1,18.5,36.3,40.3,4.9,33.2,11.2,48.6,11.5,59.3,41.1,30.7,43.6,21.9,70.06581022,26.43762747,0.088307647,1.696768361,48.03953338,4.17432129
+121,51,175.3,430.4,31217,20199,27.7,0,"[22640, 34218.1]",44.8,40.6,47.8,"Bertie County, North Carolina",2.59,39,30.5,37.6,,3.9,40.3,7.4,41.8,13.5,50.8,36.4,29,46.1,25.8,36.20723267,61.97972512,0.453260552,0.160834389,41.0637149,4.823151125
+168,73,161.4,381.2,33521,34318,25.6,0,"[22640, 34218.1]",42.6,40.8,43.7,"Bladen County, North Carolina",2.37,45.9,26.2,30.8,,0.8,33.2,9.4,46.8,12.1,54,39.5,33.7,43.9,25.1,57.89746544,35.21889401,0.043202765,3.05875576,42.50399278,6.97029703
+702,291,169.2,419.2,47387,122765,15.7,57.01950882,"(45201, 48021.6]",50,48.7,51,"Brunswick County, North Carolina",2.34,57.4,16.8,43.4,,6.6,27.3,16.8,46.2,11.4,62.7,39.4,32,44.1,20.2,83.43598502,10.80344358,0.63920087,2.236771734,55.00782632,6.292374849
+1434,516,162.7,475.7,47296,253178,13.9,343.6317532,"(45201, 48021.6]",41.1,39.5,42.8,"Buncombe County, North Carolina",2.36,47.8,14.9,26.8,,10.1,24.7,22.2,57.5,7,64,49.7,39.4,33.9,18.4,88.71332924,6.567988485,1.082737652,0.604845231,45.6067151,4.175372554
+560,222,188,493,39275,88842,20.5,22.51187501,"(37413.8, 40362.7]",42.9,41.4,44.4,"Burke County, North Carolina",2.53,48.1,24.2,31.4,40.7,3.6,29.8,10.7,49.7,11.6,57.5,,38,41.1,23.6,84.81149774,5.928663957,3.634922053,3.251887256,47.70626097,4.608459925
+880,302,173.6,499.6,55250,196762,12.2,152.4684644,"(54545.6, 61494.5]",37.4,35.9,38.5,"Cabarrus County, North Carolina",2.78,54.5,19.4,35.6,,6.3,28,18.9,60.9,9.2,70.1,57.9,50.5,27.2,15.3,74.86874585,16.49794293,2.524751161,3.683078965,56.38540224,5.372694672
+464,202,195.5,453.4,38653,81287,18.8,12.30209013,"(37413.8, 40362.7]",42.8,41.6,43.7,"Caldwell County, North Carolina",2.56,49.5,21.1,38.7,,4.8,31.6,9.7,50.9,12.2,55.5,41.7,34.6,40.5,24.6,89.51295286,4.95364368,0.594437242,3.062697228,48.54907179,6.057735176
+46,16,143.8,417.4,61730,10309,9.7,0,"(61494.5, 125635]",41.1,41.1,41.1,"Camden County, North Carolina",2.67,57.1,8.3,34.3,,4.9,23.2,14.5,55.2,9.3,76.5,56.8,43.7,27.9,12.3,82.50172227,13.76832989,2.20450743,0.344454286,60.10540184,1.574468085
+483,190,191.5,501.8,48824,68879,14.7,72.59106549,"(48021.6, 51046.4]",46.4,44.7,47.9,"Carteret County, North Carolina",2.27,53.4,15.8,32,,6.5,27.7,15.7,51.8,10.2,65.2,42.9,31.1,38.7,17,88.87553497,6.424048778,1.229700416,0.990795568,49.27109758,4.194102491
+152,60,188.2,487.1,42730,22941,19.9,0,"(42724.4, 45201]",44.9,42.8,47.1,"Caswell County, North Carolina",2.55,48.4,20.9,29.8,,7.5,35.3,7.6,48.2,10.9,57.8,40.2,35.6,44.5,23.5,62.68663157,32.79105895,0.453093985,1.76490895,49.59658829,6.018822499
+796,319,176.4,444.3,45080,155056,16.2,83.84067692,"(42724.4, 45201]",40.8,39.4,41.9,"Catawba County, North Carolina",2.59,51.7,14.7,34.4,,9.6,30.3,14.6,56.9,8.2,65,50.9,43.6,33.6,18.5,80.99152707,8.580298816,3.795356057,4.60125477,52.05061305,4.107398367
+384,149,146.8,427.6,56797,70928,13.9,0,"(54545.6, 61494.5]",46.3,44.3,48.1,"Chatham County, North Carolina",2.47,57,16.9,34.4,37.9,10.8,23.3,19.1,53.9,9,66.5,48.3,40.4,36.4,16.7,78.99037535,12.27773576,1.389568596,4.478652252,55.72558779,5.81829259
+197,82,179.9,457.2,34620,27178,21,73.58893222,"(34218.1, 37413.8]",50,47.9,51.3,"Cherokee County, North Carolina",2.51,53,15,28.5,,5.5,33.2,11.6,41.1,8.4,51.8,32.1,24.6,47.3,24.4,93.69924701,1.616713421,0.369112653,0.668093902,53.94637462,2.533172497
+95,44,189,437.7,38887,14394,23.2,0,"(37413.8, 40362.7]",44.5,40.6,47.4,"Chowan County, North Carolina",2.41,48.4,15.5,22.6,,12.6,33.7,12,47.7,12.7,56,36.3,28.9,44.5,26.3,63.05267467,34.15665939,0.211517467,0.784661572,46.13708731,7.658119658
+83,31,163.6,463.1,37072,10703,18.5,0,"(34218.1, 37413.8]",50.5,49.9,51.6,"Clay County, North Carolina",2.33,62.3,27.2,42.5,30.3,0,29.3,12.3,44.3,12.3,55.3,,25.1,46.6,23,97.7759009,0.525525526,0.121996997,1.210585586,57.09251101,4.295098535
+574,232,194.3,481.6,39444,96879,21.1,113.5436988,"(37413.8, 40362.7]",41.4,39.8,42.6,"Cleveland County, North Carolina",2.55,48.6,14.6,33,,6.4,34.6,9.8,52.2,12.6,58.4,43.9,39.5,39.8,22.7,75.80933956,20.84834016,0.981703678,0.621539855,47.84396444,4.050285512
+298,139,193.6,417.5,34321,56694,24.3,0,"(34218.1, 37413.8]",41.5,39.8,43.2,"Columbus County, North Carolina",2.47,45,25,27.5,,4.6,31.7,8.2,45.3,9,50.7,36.7,30.8,44.4,25.9,61.72986196,30.44557051,0.325004368,2.645465665,42.47477961,5.168210629
+554,228,181.1,457.8,43972,103451,16.4,115.9969454,"(42724.4, 45201]",430.8,32.3,39.2,"Craven County, North Carolina",2.51,52.8,12.3,39.3,44.4,4,27.9,14.6,48.9,11.4,66.6,44.4,28.6,36.2,16,70.52848253,21.75586405,2.466251795,2.040210627,51.82028856,6.903026781
+1248,501,186.1,450.8,42582,323838,17.6,33.96760108,"(40362.7, 42724.4]",31.1,29.5,33.3,"Cumberland County, North Carolina",2.56,46.9,11.4,34.5,,6.3,26,15.3,47.8,12.6,65.6,48.3,26.6,34.8,19.2,51.90987144,36.21777987,2.405707895,2.322837435,43.71957633,5.883459752
+107,51,199,400.5,58024,25263,11.2,0,"(54545.6, 61494.5]",42.6,41.8,43.3,"Currituck County, North Carolina",2.62,60.7,19.3,49,,3.8,29.3,15.6,60.6,6.6,71.4,55.1,40.3,25.1,10.4,90.27845827,6.197942185,0.449126245,0.440960314,60.02150538,3.284671533
+192,69,163.2,442.5,54642,35663,11,56.08053164,"(54545.6, 61494.5]",45,44.3,46,"Dare County, North Carolina",2.32,54.9,15.8,29.5,,25.7,24.4,20.2,64.9,6.4,65.4,,35.7,31.2,15.3,90.40530075,2.234460603,0.484754611,3.731749993,51.50644666,4.646266143
+943,346,177.5,488.6,43346,164622,16.9,42.52165567,"(42724.4, 45201]",41.5,40.3,42.8,"Davidson County, North Carolina",2.52,54,22.6,38.3,,4.6,33.2,13.5,54.8,11,63,48.7,41.5,36,21,86.61109314,9.327686477,1.265660566,1.058175227,52.84685609,5.03246323
+262,94,169.3,491.1,47592,41753,13.8,47.90074965,"(45201, 48021.6]",43.8,43.1,44.7,"Davie County, North Carolina",2.6,56.3,16.7,40.9,,9,31.7,16.5,55,7.2,68.1,51.3,43,33.7,17.9,87.49246025,6.615677854,0.410162376,3.701112264,57.55391134,5.784848148
+276,111,164.5,410.9,34109,59159,27.7,0,"[22640, 34218.1]",38.8,37.2,40.7,"Duplin County, North Carolina",2.68,48.2,28.6,30.8,37.4,3.2,30.1,7.3,53.3,11.3,49,35,29.8,41.4,25.3,61.86231141,24.95248347,0.467596253,11.13148201,48.07254169,6.430547019
+304,132,192.1,446.1,31615,54150,25.9,0,"[22640, 34218.1]",39.9,37.6,41.8,"Edgecombe County, North Carolina",2.57,39.4,26.3,32.6,,5,35.7,7.1,49,15.4,50.6,35.1,31.4,45.9,27.6,38.84044863,56.47250362,0.085021708,2.243125904,38.55702464,5.053375317
+1882,700,179.9,490.7,45944,369019,19.7,341.4458334,"(45201, 48021.6]",37.7,36.2,39.2,"Forsyth County, North Carolina",2.46,46.6,16.7,32.4,,11.9,25.6,20.9,57.1,9.5,65.3,52.7,45.3,31.6,18.5,67.04028931,25.98760244,2.056767786,2.918293317,44.9000398,4.481749235
+317,123,183.4,472.1,48166,63710,15.4,0,"(48021.6, 51046.4]",40.2,38.8,42.2,"Franklin County, North Carolina",2.58,51.6,18.5,34,,3.7,31.3,13.6,54,9.9,60.4,46.8,38.8,35.4,20.9,67.37511237,25.69346346,0.431809426,3.197637087,52.38662469,3.545493379
+1121,451,193.5,482.3,42056,213442,16.7,768.3586173,"(40362.7, 42724.4]",39.8,38.3,41.1,"Gaston County, North Carolina",2.61,48.2,18.7,36.8,,4.9,30.1,13.5,55,11.2,60.9,47.8,42.1,34.9,20.5,76.63281015,15.21970192,1.397474822,4.068501051,47.48124195,4.970818676
+56,26,171.5,370.9,48413,11431,15.6,0,"(48021.6, 51046.4]",43.2,41.3,44.9,"Gates County, North Carolina",2.65,53.7,11.2,45,38.2,5.6,37.5,8.8,51.3,12.2,65.5,,43.6,37.7,21.6,64.16751962,33.60627772,0.16206073,0.366769021,56.79236711,6.274356976
+51,20,160.7,405.8,33824,8616,20.6,580.3156917,"[22640, 34218.1]",44.6,42,45.9,"Graham County, North Carolina",2.63,55.9,32,34.2,,2.2,34.9,9.7,41.5,11.1,49.8,33.1,28.2,43.9,22.5,88.6091954,0.540229885,0,0.83908046,57.63697582,1.998889506
+344,124,188.4,519.2,49342,58674,15.9,34.08664826,"(48021.6, 51046.4]",41.4,40.5,43,"Granville County, North Carolina",0.0268,46.3,25,28.8,,6,31.1,12.6,51.5,8.3,64.6,45.7,40.9,35.4,20.3,61.82519059,31.08296477,0.478411262,3.142370373,49.76017406,5.909161131
+105,43,183.2,440.8,37263,21134,28.3,0,"(34218.1, 37413.8]",39,37,41.6,"Greene County, North Carolina",2.66,40.8,21.1,40.4,,2.9,31.5,7,47.2,11.9,53.7,40.5,31.8,40.8,25.9,54.66991748,35.8495874,0.150037509,6.376594149,43.92135143,8.353221957
+2573,853,163.9,500.9,44828,517600,17.3,183.5394127,"(42724.4, 45201]",36.9,35.7,37.9,"Guilford County, North Carolina",2.46,45.3,12.6,25.5,,10.9,24.6,22.4,58.4,8.8,65.3,,46.2,30,18.5,56.7557221,33.37615414,4.4290921,2.759869998,43.52861582,5.372916101
+332,145,199.5,472.6,31674,52456,23.5,0,"[22640, 34218.1]",42.1,39.6,44.6,"Halifax County, North Carolina",2.42,39.1,23.4,37.3,,5.4,35.8,8.5,45.8,14.1,54.2,38,33.3,46.3,26.5,40.07339862,52.18042579,0.810755144,0.999868931,37.60480715,5.317412593
+501,190,182.9,468.2,45380,128140,20.5,0,"(45201, 48021.6]",33.6,32.8,34.5,"Harnett County, North Carolina",2.84,51.1,14.9,32.8,,5.3,30.8,13,49.6,11.3,64.5,49.9,31.5,32.2,18.5,67.93838481,20.96122909,1.175997426,5.111808237,53.1496063,5.917065391
+400,147,157.6,453.4,42812,59868,15.2,0,"(42724.4, 45201]",46.8,45.4,48.2,"Haywood County, North Carolina",2.24,55,20.3,27.9,,7.5,28.6,14.7,49.6,7.3,61.6,40.8,33.8,41.9,20,96.00980226,0.910934595,0.537434511,0.601656245,50.58787484,3.907580057
+777,275,151.8,468,47286,112655,12.9,816.652612,"(45201, 48021.6]",46.3,44.1,48.5,"Henderson County, North Carolina",2.35,57.5,21.5,33.3,,8.7,26.4,18.3,51.4,6,64.4,42.3,34.6,40.3,18.5,90.872137,3.082419636,1.069094687,2.600278894,54.02895028,5.765351597
+136,58,184.3,434.1,30056,24184,25.8,0,"[22640, 34218.1]",41.7,39.5,43.5,"Hertford County, North Carolina",2.48,40.1,14,31.4,,3.2,32.9,9,43.3,13.7,54.2,39.6,34.1,45.1,27,35.58765594,58.34701248,0.779711097,1.206500328,40.73517512,5.896994065
+156,64,191.8,424.7,44175,52671,19.5,0,"(42724.4, 45201]",31.4,30.7,32.2,"Hoke County, North Carolina",2.93,50.7,20.9,29.3,44.6,5.2,27.5,14.8,45.8,13.1,60.7,45.8,23.6,35.1,22.5,46.48262359,34.14782183,1.315712188,4.389623103,51.83637434,7.366934285
+67,32,240.8,521.3,28341,10174,25.7,0,"[22640, 34218.1]",40.7,40.7,40.8,"Clinton County, Kentucky",0.026,51.5,20.7,32.8,40.3,6.1,36.2,4.7,43.8,9.3,50.3,37.4,32.6,48.4,30.2,97.10443659,0.569297212,0.225755791,0.785237534,50.95904614,4.913043478
+55,27,211.2,435,38338,9183,20.3,108.8968747,"(37413.8, 40362.7]",43,42.4,43.8,"Crittenden County, Kentucky",2.4,57.4,17.9,53,,8.1,37.9,7.2,49.7,7.1,61.7,45.2,41.3,38.2,18.3,97.40837129,1.225330731,0.043374539,0.086749078,54.51398136,4.350132626
+53,19,185.7,562.7,29067,6759,27.8,0,"[22640, 34218.1]",44.8,44.4,45,"Cumberland County, Kentucky",2.45,51.3,35.6,45.3,,5.6,39.1,9.6,44.3,10.2,49.7,34.5,30,45.9,26.1,94.84354341,2.967533421,0.264433671,0,49.69012031,2.826379542
+597,234,199.4,524.8,43390,99259,15,90.67187862,"(42724.4, 45201]",39.1,37.2,40.7,"Daviess County, Kentucky",0.0248,52.7,11.3,33.4,,7.6,37.8,11.8,57.2,6.8,68.6,53.4,47.7,35.8,19.3,91.54757418,4.516516761,0.914711784,0.551068013,51.10805481,4.970419505
+76,32,202.5,490.6,38544,12007,19.9,0,"(37413.8, 40362.7]",42.5,41.3,43.7,"Edmonson County, Kentucky",2.51,56.6,19.8,39,31.7,9.5,42.1,8.7,47.3,8.9,63,,44.3,40.2,22.7,97.24080958,1.470466749,0.132176786,0,58.68212063,2.563121653
+32,16,163.8,343.2,30556,7648,32.4,0,"[22640, 34218.1]",41.7,40.7,44.7,"Elliott County, Kentucky",2.44,46.8,21.8,34.8,,4.8,42,4.4,32.4,6.2,48.5,35.4,33.2,51,34.7,97.08737864,2.446601942,0.051779935,0.258899676,49.16363636,7.352941176
+98,47,258.6,549.3,30333,14375,29.8,0,"[22640, 34218.1]",42.7,42,43.8,"Estill County, Kentucky",2.49,52.2,14.8,57.4,,2.2,48.6,4.3,42,11.8,49.2,34.1,30.6,51.2,31.1,97.90688035,0.138159713,0,0,49.53043478,4.634920635
+1395,490,176,496,48552,314488,19.8,241.662639,"(48021.6, 51046.4]",34.1,33.1,35.1,"Fayette County, Kentucky",2.35,43.3,7.3,21.3,56.8,14.6,20.6,23.6,63,6.9,72.4,60.1,52.6,26.4,14.7,76.03874073,14.53426142,3.527339721,2.670723242,40.84865449,4.844986927
+89,33,191.3,528.5,35878,14637,19.3,0,"(34218.1, 37413.8]",40.4,39.3,41.1,"Fleming County, Kentucky",2.57,56.2,19.6,39.9,,5.8,38.9,7.1,52,9.7,52.7,39.8,35.9,40.6,23.3,96.4590209,1.382013201,0.041254125,0.605060506,54.38254081,7.140705032
+257,114,248.2,550.3,30127,37756,31.1,0,"[22640, 34218.1]",40.5,38.8,42.3,"Floyd County, Kentucky",2.45,50.1,16.2,40,,5.1,34.7,6,38.1,9.7,46.2,,29.8,53,34.6,97.94820047,0.804677999,0.274263241,0.049160392,48.28122973,4.732510288
+297,127,215.7,512.2,49400,50375,12.9,0,"(48021.6, 51046.4]",40.7,40,41.8,"Franklin County, Kentucky",2.28,46,11.7,35.6,,7,31.8,16.5,55.7,8.7,71.9,55.2,50.2,32.5,15.3,82.83177307,10.49057817,1.605126763,1.7216441,42.83269148,4.425228891
+47,24,240.2,495.8,30671,6238,31.2,0,"[22640, 34218.1]",42.8,39.3,45.7,"Fulton County, Kentucky",2.33,47.1,26.2,31.5,41.3,1,34.8,7.9,43.6,12,54.5,,31,49.1,26.2,72.20492059,25.07007163,0.140143258,0.264715042,45.44392523,5.13618677
+44,20,234.4,516,45483,8636,16.7,0,"(45201, 48021.6]",37.8,38.3,36.6,"Gallatin County, Kentucky",2.73,53,12.7,66.2,,3.9,44.2,7.1,58,6,59.7,,48.1,33.6,23.1,94.12863313,1.120578966,0.606980273,2.43959379,48.75686148,9.86273513
+105,42,204.6,516.6,43647,17237,18,0,"(42724.4, 45201]",41.8,41.2,42.9,"Garrard County, Kentucky",2.55,58.6,19.3,40.7,33.9,6.1,38.8,9.9,52.5,11.4,61.6,,40.4,37.7,21.9,95.90009425,1.272384543,0.123704053,0.583176249,59.47831362,5.567338282
+123,48,205.4,513.7,46226,24757,16.9,40.39261623,"(45201, 48021.6]",36.7,35.3,37.7,"Grant County, Kentucky",2.91,54.9,10.5,48.3,,5.1,44.8,7.7,55.3,6.8,67.3,52.8,50.1,34.5,18.4,94.85610053,0.31617349,0.024321038,2.375354682,56.81681682,7.708225556
+232,97,201.1,502.7,39247,37421,17.7,0,"(37413.8, 40362.7]",40.3,39.2,41,"Graves County, Kentucky",2.56,53.9,15.7,28.8,,4.1,36.7,10.5,53.8,7.2,61.5,,42,39.5,24.1,91.94709615,5.018399019,0.338648605,0.63463282,53.74565671,4.754260311
+171,73,230.6,544.2,35726,26221,21.7,0,"(34218.1, 37413.8]",39.7,39.2,40.4,"Grayson County, Kentucky",2.6,55.1,18.3,42.8,,2.9,42.2,4.5,50.6,9.3,57.5,42.8,38.4,42.6,24.5,95.98861582,1.153801777,0.196146302,1.099957694,56.2296748,4.790003471
+65,31,195.3,435.4,33640,11010,21.5,0,"[22640, 34218.1]",44.2,43.1,45.9,"Green County, Kentucky",2.46,55.3,20.9,43.5,,7.7,46,6.2,49.1,9,59.7,44.4,39.1,42.9,24.6,94.69010674,3.040631447,0.627859001,0,55.77395577,5.095541401
+257,104,211.9,531.3,42452,36068,16.4,0,"(40362.7, 42724.4]",42.9,41.5,44.2,"Greenup County, Kentucky",2.54,56.3,10.7,38.9,,3.7,37.4,10.9,,10.1,61.9,,41.4,41,22.6,97.01455712,0.778572799,0.411218028,0.120623955,55.91549296,4.286441109
+41,22,223.6,417.3,50358,8692,13.8,0,"(48021.6, 51046.4]",41.6,39.7,42.3,"Hancock County, Kentucky",2.62,57.2,12.3,26.9,57.6,3.2,46.8,7.2,54.3,5.9,70,53.2,49.2,36.2,18.7,96.79317107,1.291959857,0,0.19610105,57.61102603,3.907074974
+526,205,202.2,512.4,50407,106439,14.3,112.7406308,"(48021.6, 51046.4]",35.7,34,37.7,"Hardin County, Kentucky",2.58,52.8,10,39.4,,6.5,32.1,13,55.3,8.2,72.2,52.8,36.2,33.7,16.4,79.82404747,11.69079969,2.279385096,0.95788113,51.27798692,5.822489804
+182,98,277.1,504.8,26351,27703,34.2,0,"[22640, 34218.1]",41,39.6,42.2,"Harlan County, Kentucky",2.43,52.7,27.7,31.5,,2.6,35.6,6.6,36.1,9.8,45.2,,28.3,53.4,34,95.4084507,2.482394366,0.383802817,0.598591549,49.14080309,3.257989088
+113,45,196.4,500.9,41406,18763,18.5,0,"(40362.7, 42724.4]",41.9,40.2,42.7,"Harrison County, Kentucky",2.57,48.8,29.6,37.4,26.2,6.7,42.5,9.1,49.1,8.1,59.2,46.7,42.5,36.7,21.5,94.62676963,2.118189618,0.101887602,1.313813814,48.24438202,3.484486874
+115,54,243.5,519.5,38038,18454,23,0,"(37413.8, 40362.7]",40.9,40.3,41.7,"Hart County, Kentucky",2.49,56.7,35,45.5,18.2,1.3,41.3,5.9,48.1,9.6,54.2,41.1,36.4,42.2,24.8,93.26500732,4.706903096,0.227753376,0.244021474,55.55250891,8.986232791
+259,110,202.4,477.1,43040,46407,18.1,0,"(42724.4, 45201]",40.1,39,41.2,"Henderson County, Kentucky",2.41,51.3,22,34.4,,5.8,36.6,10,,8,65.5,,45.1,38.2,20.5,88.51840676,7.218294681,0.37503233,1.189757738,47.76971508,5.059607622
+104,43,233.2,564.5,43799,15620,18.3,256.0819462,"(42724.4, 45201]",41.3,39.5,42.9,"Henry County, Kentucky",2.57,54.1,26.4,47.6,24.5,1.4,44.6,6.9,58.2,6.6,65.2,50.3,46,37.7,20.6,93.31607894,3.487544484,0,1.65642187,53.00400534,5.429997065
+30,14,197.8,429.2,41588,4612,18.4,0,"(40362.7, 42724.4]",47.7,47.3,47.8,"Hickman County, Kentucky",2.29,50.9,16.5,39.4,44.1,0,41.2,5.3,45.2,8.8,58.9,,33.3,45.7,25.4,88.24152542,9.110169492,0.550847458,0.105932203,49.67055246,8.571428571
+286,117,196.7,492.4,42477,46222,16.9,281.2513522,"(40362.7, 42724.4]",40.8,39.3,42.2,"Hopkins County, Kentucky",2.45,53.7,17.1,38.4,,5,39.5,8.5,52.3,6.7,65.9,51.5,46.2,34.9,18.8,90.13070209,5.943935681,0.472935208,0.485833441,51.64858769,4.65182921
+102,49,211.7,447.9,45168,16591,14.6,0,"(42724.4, 45201]",42.3,39.9,43.9,"Fountain County, Indiana",2.4,55.3,23.2,33.2,37.9,5.7,44.2,9,56.1,8.6,73.7,56.3,51.9,31.9,13,97.76764567,0.444102321,0.112505921,0.307910943,53.57502518,5.674931129
+108,51,185.8,396.8,54086,22872,11.1,87.44316194,"(51046.4, 54545.6]",41.2,39.8,42.7,"Franklin County, Indiana",2.57,61.6,24.7,27.4,40.6,7.3,42.6,12.9,61.6,6.4,73.6,60.3,54.6,29,15.1,98.0117724,0.239808153,0.553738827,0.318290822,62.51130199,3.468663776
+124,56,208.3,469.1,44762,20315,13,0,"(42724.4, 45201]",41.7,40.3,43.3,"Fulton County, Indiana",2.55,55.2,21.3,45.7,,3.8,43.6,9.1,56.5,6,66.4,51.1,46.4,33.9,17.3,94.631461,0.993813027,0.477419983,2.309153797,55.46904433,6.736596737
+174,71,170,427.8,46466,33775,11.8,0,"(45201, 48021.6]",40,38.6,41.6,"Gibson County, Indiana",2.51,55.2,17,38,39.7,5.3,40.3,10.5,60.3,4.3,73.4,,54.8,28.3,13.6,94.8526791,1.642509208,0.24949507,0.88808364,54.80842619,7.615257958
+427,183,202.3,487.6,40234,67979,20,0,"(37413.8, 40362.7]",40,39,40.8,"Grant County, Indiana",2.39,46.3,11.3,24.8,,6.7,41.5,10.6,51.9,8.8,65.3,48.1,43.5,36.8,18.3,88.64810729,6.731885741,0.748954947,0.629934974,47.39962987,3.227955426
+185,86,197.4,445,41077,32441,15.5,92.47557104,"(40362.7, 42724.4]",42.3,41.3,43.4,"Greene County, Indiana",2.54,54.4,15.3,40.1,,6.9,41.1,8.5,54,7,65.7,49.2,43.7,36.1,18.2,98.04662502,0.243790949,0.35959165,0.091421606,54.04750742,3.957556639
+954,327,146.5,397.9,89861,309697,4.9,129.1585001,"(61494.5, 125635]",36.1,35.5,36.7,"Hamilton County, Indiana",2.73,62.3,18.4,27.1,34.8,19.7,15.9,35.5,70.1,4.3,86.4,76.3,68.8,14.8,6.2,87.6218248,3.56835842,5.348660812,0.907175485,62.29758067,5.756462494
+350,140,184.8,456.4,68334,72520,6.9,27.57859901,"(61494.5, 125635]",39.8,38.9,41.7,"Hancock County, Indiana",2.68,55.3,18.3,29.6,,12.6,33.3,18.4,63.2,5.5,81.4,66.1,60.6,23.4,9,95.34544639,1.986597129,0.538358008,0.133187528,57.5246773,4.243248035
+200,84,183.5,438.5,56787,39578,10,101.0662489,"(54545.6, 61494.5]",41.7,40.7,42.8,"Harrison County, Indiana",2.67,52.3,17.3,49,,7.8,41.9,10.4,58.2,7.9,73.1,58,53.5,30.3,13.6,97.46622483,0.828447617,0.36961509,0.198827428,55.09449466,3.198968831
+645,231,167.4,455.2,70358,158192,6.4,113.7857793,"(61494.5, 125635]",37.4,36.3,38.5,"Hendricks County, Indiana",2.76,57.9,19.5,34.8,,9,28.9,23.5,65.1,5.3,82.3,69.5,63.8,19.8,8.4,89.29579301,5.765959527,2.396454525,0.847264314,60.63639025,4.891733624
+292,124,191,468.4,41955,48985,15.5,0,"(40362.7, 42724.4]",42.2,40.9,43.8,"Henry County, Indiana",2.54,48.2,24,38.3,,6.4,43.5,10.2,48.5,10.6,67.4,49.6,44.9,34.5,16,95.10234811,1.741749074,0.376429414,0.445611037,50.56079956,3.996826341
+440,187,172.2,422.9,47433,82556,16.8,0,"(45201, 48021.6]",41.5,39.4,42.9,"Howard County, Indiana",2.37,52.1,25.4,33,34.6,7,36.4,12.1,54.1,9.2,68.3,50.5,45.8,36.9,18.4,88.24986407,7.088745243,1.238446203,0.660907388,48.13878476,5.977036752
+204,89,195.8,466.3,49832,36630,10.7,54.6000546,"(48021.6, 51046.4]",39.8,38.8,40.9,"Huntington County, Indiana",2.44,55.1,12,34,46.1,7.8,43.4,11.2,,7.4,71.7,57.2,51.4,29.6,15.3,96.95629764,0.743292733,0.794834929,0.417763069,55.26933702,7.373761208
+239,111,220.4,489.6,48368,44069,14.9,0,"(48021.6, 51046.4]",38.3,37.7,39.3,"Jackson County, Indiana",2.57,54.4,20,42.5,,4.5,48.1,9.8,58.5,7.3,70.3,55.7,50.9,29,14.2,92.58126107,0.786731384,1.391732419,3.623105059,54.50824606,6.627918833
+178,78,204.7,474.1,55190,33470,10.3,0,"(54545.6, 61494.5]",38.8,38,39.7,"Jasper County, Indiana",2.71,56.3,16.4,35,,7.1,42.8,9.7,58.4,6.3,73.7,58.9,53.4,28.4,14.6,96.65749821,0.738459699,0.218249223,0.678665391,59.81993998,6.211096076
+123,53,202.5,484.2,38663,21121,19.9,0,"(37413.8, 40362.7]",39.5,37.3,41.2,"Jay County, Indiana",2.58,53.6,17.1,46.2,,2.7,48.6,6.6,57.8,8.2,65.1,,46.3,34.8,18.7,98.12279464,0.578687368,0.268172195,0.065866855,52.79043982,6.336972811
+174,67,169.5,453.4,45964,32416,16.2,0,"(45201, 48021.6]",40.7,40.2,41.1,"Jefferson County, Indiana",2.37,49.9,18.9,36.6,,1.2,39.5,10.7,54.3,9.2,68.1,,48.2,33.9,15.3,94.90339876,1.938187533,0.83505377,0.961390318,49.27524815,6.689494925
+146,61,206,479.5,43783,27897,17.5,0,"(42724.4, 45201]",39.4,38.5,41,"Jennings County, Indiana",2.62,52.8,17.1,45.6,,5.8,47.4,6.8,55.7,9.7,65.9,50.9,47.7,35.4,18.7,97.27172482,1.426386369,0.231209761,0.298794152,51.4377298,5.751734773
+627,242,165.1,430.4,58833,149633,10.2,13.36603557,"(54545.6, 61494.5]",37.3,36.2,38.6,"Johnson County, Indiana",2.69,57,18.8,32.1,,10.5,33.8,19.4,,6.3,76.4,63.6,57.9,24.7,12.6,92.80991452,2.165539497,2.013114079,1.23794157,58.17533321,4.614683861
+225,88,183.5,487.1,44077,37927,17.4,26.36644079,"(42724.4, 45201]",39.2,35.3,41.8,"Knox County, Indiana",2.4,48.5,11.2,30.2,56,2.6,37.8,9.7,57.7,6.1,66.2,50.8,46.6,34.1,18.7,94.45115864,2.974094898,0.578004309,0.514949293,48.58921443,3.923660503
+383,162,187.2,447.8,54068,78620,12,0,"(51046.4, 54545.6]",37.9,36.6,39.7,"Kosciusko County, Indiana",2.58,58.6,21.1,34,,8.2,37.7,13.5,61.6,6.5,70.2,57.5,51.5,27,14.3,92.90871087,0.833514997,1.057922881,3.264814126,58.30122355,6.807405735
+142,59,167.5,405.3,52003,38809,10.9,0,"(51046.4, 54545.6]",31.1,29.7,32.4,"LaGrange County, Indiana",0.0322,60.5,59.7,20.2,,2.4,33.1,5.9,59.1,5.5,43.1,33.1,28.6,23.8,13.4,97.85474215,0.049889717,0.257325911,0.081399013,67.85561908,9.866568735
+2624,1086,195.2,478.8,50774,487865,17.6,94.28837896,"(48021.6, 51046.4]",38.1,36.6,39.5,"Lake County, Indiana",2.65,44.7,19.8,34.8,,6.4,35.4,13.8,55.3,10.5,64.7,51.8,48,33.1,19.5,61.73178789,24.85313143,1.35497441,8.969153533,44.50887548,5.596850638
+622,256,192.5,476,46243,110884,17.9,1127.30421,"(45201, 48021.6]",39.9,38.1,42.2,"LaPorte County, Indiana",2.38,48.5,22.6,38.8,,3.7,39.2,10.9,52.3,9.8,66.2,52.5,47.9,34.7,20.1,84.01150252,10.87437096,0.499640546,1.732566499,48.36061762,5.182440874
+275,119,197.2,466.2,45232,45495,12.5,0,"(45201, 48021.6]",41.9,41.1,43.3,"Lawrence County, Indiana",2.44,56.6,22.9,33.8,35.4,7.9,42.9,9,56.3,6.3,66.2,50.1,45.7,33.9,16.8,96.706247,0.373248352,0.578425809,0.550050203,55.52070942,5.305999397
+746,320,195.2,468.7,44730,129723,16.7,215.8445303,"(42724.4, 45201]",39.8,38.5,41.3,"Madison County, Indiana",2.41,48.4,21.3,36.1,,4.1,39.1,11.9,52.2,9.3,64.7,47.6,43.3,37.9,19.3,88.06493706,7.838501689,0.439821922,1.105311636,47.30857745,4.977235099
+3882,1714,201,448.5,42700,939020,21.3,692.2110285,"(40362.7, 42724.4]",34.1,33.1,35.2,"Marion County, Indiana",2.5,39.4,20.4,27.7,,11.6,28.5,18.5,60.8,10.1,59.1,,43.7,34.5,22.9,63.09661192,27.05619457,2.421802048,4.334716922,36.27949323,5.992308937
+245,96,163.7,448.8,52508,46857,10.9,704.2704398,"(51046.4, 54545.6]",39.5,37.5,41.5,"Marshall County, Indiana",2.67,54.8,28,33.2,,6.7,40.5,11.5,59.2,8.3,65.7,52.9,47.3,30.1,16.4,93.33290746,0.589838593,0.623908692,3.91593203,54.84299238,5.134211811
+67,26,194.4,527.7,48381,10226,13.5,0,"(48021.6, 51046.4]",42.5,41.4,43.8,"Martin County, Indiana",2.42,50.3,15.3,23.1,,8.6,43.1,6.6,57.8,6.1,68,52.9,47.1,32.1,16.7,97.61255116,0.292340674,0.633404794,0.077957513,47.01261604,6.417359187
+182,79,183.5,424.4,41065,35862,17.1,0,"(40362.7, 42724.4]",40.1,38.2,42.1,"Miami County, Indiana",2.6,50,24.9,42.4,,3.8,42.7,7.7,50.4,9.4,65.3,48.8,44.3,37.4,19.7,91.38659523,5.142083897,0.328629422,0.626881334,53.56274689,5.13318535
+507,205,168.5,428.7,43841,144705,24,69.10611244,"(42724.4, 45201]",28.4,27.6,29.3,"Monroe County, Indiana",2.36,36,3.9,17.5,65.2,13.4,22.3,22.3,57.3,6.9,76.6,64.6,54.1,21.6,11,86.84657734,2.928288531,6.131148001,0.766832392,38.45841411,3.932688732
+192,82,171,420,46945,38227,12.3,0,"(45201, 48021.6]",40.2,38.1,42.3,"Montgomery County, Indiana",2.52,53.1,19.6,32.7,43,4.7,44.2,10.6,57.9,6.9,67.1,52.3,47.1,33.2,18.5,96.20664361,0.854029131,0.537042859,0.741381117,53.82250461,6.749577397
+381,151,200.8,490.3,54849,69648,11.5,86.14748449,"(54545.6, 61494.5]",40.9,40.2,41.8,"Morgan County, Indiana",2.68,56.5,14.7,41.3,39,4.9,41.6,10.2,59.5,7.3,72.2,58,53.1,29.2,15.3,97.41653819,0.391913894,0.618128899,0.289612841,59.06907728,4.493889063
+76,36,194.1,427.8,51285,14008,11.5,0,"(51046.4, 54545.6]",43,42.5,43.6,"Newton County, Indiana",2.56,53,29,29.8,,7.4,49.5,6.5,54.2,8.9,66.1,51,45.5,33.8,17.4,97.02639254,0.277441844,0.433947499,0.775414384,52.49027958,5.900305188
+212,95,186.5,416.9,50997,47733,11.1,0,"(48021.6, 51046.4]",37.9,37.3,39.1,"Noble County, Indiana",2.58,56,24,38.8,,5.2,41.1,10,59.1,8.8,70.4,56.6,51.1,28.8,14.8,96.47709587,0.479535608,0.603625962,0.929626046,55.67095741,6.541519012
+42,16,195.6,535.7,51403,5938,11.1,0,"(51046.4, 54545.6]",46,44.6,46.8,"Ohio County, Indiana",2.5,54.8,17.5,35,,11,49.4,9.2,58.5,7.7,74.2,56.8,54,29.8,13.2,98.90601691,0.961379082,0,0.132604011,55.67182922,4.801324503
+117,50,201.5,475.2,39572,19605,18,0,"(37413.8, 40362.7]",40.9,40.1,42.1,"Orange County, Indiana",0.0254,54.4,18.9,37.8,,3.7,46.5,7.1,53.2,6.8,62.6,48.4,43.3,38.1,21.3,96.51204056,1.404309252,0.319391635,0.547528517,53.24267782,6.829499644
+131,56,215.1,494.2,46001,20872,15.4,0,"(45201, 48021.6]",43.9,42.9,44.8,"Owen County, Indiana",2.46,56.5,28.8,40.5,,2.8,43.7,6,54.2,8,62.3,46.5,40.8,35.8,19.5,97.27255568,0.608720272,0.18403171,0.18403171,54.50719046,5.925432756
+92,37,171.8,425,42056,16901,17.5,0,"(40362.7, 42724.4]",41.8,42.5,41.1,"Parke County, Indiana",2.58,49.3,31,29.3,34,5.7,40.5,9.1,48.6,7.8,62.1,47.3,41.2,36.5,20.4,96.18284913,2.086865026,0.081837844,0.134447887,54.77898249,5.194197473
+108,51,208.1,451.1,44623,19347,15.5,206.7504006,"(42724.4, 45201]",41.4,38.8,43.8,"Perry County, Indiana",2.42,53.9,28.3,38.9,27.6,5.2,51.2,6,53.2,5.6,72.7,55.9,51.4,32.2,15.5,94.83362522,3.049345833,0.262697023,0.257546101,56.28948091,5.856832972
+71,30,174.1,412.1,47217,12594,11.3,0,"(45201, 48021.6]",43.4,42.8,44.2,"Pike County, Indiana",2.49,59.7,21.5,42.3,,6.7,46.7,7.4,58,5.1,73,54.3,50.4,34.5,13.9,99.37731536,0.189170017,0.07882084,0,58.91069283,6.414219475
+851,319,178.4,476.7,63030,167688,10,17.89036783,"(61494.5, 125635]",39.2,38.2,40.3,"Porter County, Indiana",2.62,52.9,13,33.8,,11.3,35.2,16.6,58.9,7.3,77.3,64.1,58.8,24.7,11.4,92.00216125,3.422585099,1.442636729,1.122050789,54.86369419,5.159405563
+142,53,168.7,450.8,59975,25512,10.7,0,"(54545.6, 61494.5]",42.5,42.1,43.2,"Posey County, Indiana",2.51,59.8,22.9,34.7,,5.2,39.5,14.1,59,5.3,80.6,63.4,58.2,27.6,11.7,97.21907146,1.325927954,0.426330817,0.24641139,58.48682908,6.012884753
+79,33,183.2,463.7,43770,12889,14.2,0,"(42724.4, 45201]",41.3,40.1,43.7,"Pulaski County, Indiana",2.48,55,30.2,29.4,,9.9,46.2,8.1,55.7,7,65.6,48.7,43,36.6,19.3,96.43596229,0.459875834,0.41388825,0.881428681,53.85802469,1.880766501
+188,85,197.1,444.2,49467,37585,13.5,0,"(48021.6, 51046.4]",37.5,36.4,39.3,"Putnam County, Indiana",2.52,45.4,12.5,34.4,49.2,3.9,42.8,8.7,50.1,7.3,73.9,58.2,53.4,28.2,13.4,93.15272244,4.124833997,0.871181939,0.241699867,52.81049885,4.543828265
+167,69,198.5,497.2,41577,25172,16.1,0,"(40362.7, 42724.4]",42.2,40.7,43.4,"Randolph County, Indiana",2.39,55.4,20.7,41,,4.8,44,7.3,55.8,7.8,60.9,44.6,40.2,38.3,20.9,97.13627129,0.367244882,0.058602907,0.476636975,51.54335644,4.972375691
+151,70,201.4,452.9,52491,28701,10.7,34.84199157,"(51046.4, 54545.6]",40.4,38.9,41.7,"Ripley County, Indiana",2.58,57.3,17.7,38.7,,4.4,44.9,11.6,58.1,7.4,75.1,,55.5,28.1,13.4,97.05368377,0.475325038,1.076471411,0.492800224,58.48365534,5.038143675
+102,48,222,480.1,47418,16672,14.4,119.9616123,"(45201, 48021.6]",41.3,40.1,42.3,"Rush County, Indiana",2.42,55.1,22,39.1,,3.4,47.4,8.7,57.7,6.9,66.7,52,44.8,33.4,17,97.18086046,0.924018598,0.229533282,0.594432347,51.98789974,5.966850829
+1337,550,180.3,459.6,46388,268441,17.2,972.2806874,"(45201, 48021.6]",36.5,35.3,37.6,"St. Joseph County, Indiana",2.5,46.6,13.5,31.9,,10.2,31.2,16.9,58.7,8.5,68.4,55.5,50,30.2,17.1,79.52859912,12.9214282,2.013126483,2.037074456,46.38007941,5.453791069
+129,59,217,475.7,41649,23744,17.6,0,"(40362.7, 42724.4]",40.3,39.6,40.6,"Scott County, Indiana",2.61,52.1,24.8,41.6,,1.7,42.6,8.3,51.9,11,65.6,,47.1,35.9,20.1,97.37627717,0.277509145,0.36580751,0.613883867,53.24704307,3.652716593
+250,96,184.1,484.7,54831,44478,11.8,0,"(54545.6, 61494.5]",41,39.9,42,"Shelby County, Indiana",2.54,51.6,20.7,34.3,,3.9,44.1,9.2,60.7,8.3,69.2,54.8,50.1,30.2,15.8,94.38806508,1.264598006,0.735807025,2.37393398,50.57290758,6.002219308
+114,47,174.6,441.7,54468,20715,9.3,0,"(51046.4, 54545.6]",42.7,42.4,42.9,"Spencer County, Indiana",2.58,60.4,20.8,31.9,,11.1,43.6,9.1,60.5,5.6,77.9,61.3,55.9,28.5,12.2,96.23130035,0.594553126,0.316455696,1.745301112,62.49372175,4.881386861
+142,64,222.9,493.9,43740,22958,15.5,0,"(42724.4, 45201]",41.6,41.1,42.3,"Starke County, Indiana",2.62,52.7,25.2,41.1,,10,42.3,7.6,52.1,11.5,65.6,49.7,44.1,38.2,20.5,95.63524679,0.666176407,0.31578492,1.946619371,52.83877574,7.026920032
+168,72,172.6,406.2,50078,34372,12.8,0,"(48021.6, 51046.4]",41.7,40.5,42.9,"Steuben County, Indiana",2.44,54.4,12.1,36.3,,5.7,38.1,13.7,58.7,6.9,70.2,55.8,49.8,30.5,15.9,97.30936469,0.253888581,0.428984154,0.178013833,54.37152392,3.515151515
+114,54,206,442.8,43933,20928,16.9,0,"(42724.4, 45201]",40.8,39.2,42.6,"Sullivan County, Indiana",2.47,50.6,25.5,35.3,,3.9,42.1,9.4,47.2,6.8,63.7,47,42.1,36.2,18.8,93.40154422,4.528444887,0.222632751,0.497371039,54.22175677,6.615715309
+58,29,232.3,475,47606,10524,17.4,0,"(45201, 48021.6]",40.1,38.9,41,"Switzerland County, Indiana",2.55,56.7,31.2,36.3,32.5,0,46.6,6.5,52.8,9.6,61.4,46.3,40.5,37.1,20.1,96.85714286,0.99047619,0.238095238,0.438095238,55.71112749,3.788224555
+641,243,169.1,452.2,46276,185826,22.1,349.7895881,"(45201, 48021.6]",27.9,26.6,29.7,"Tippecanoe County, Indiana",2.46,40.8,4.9,23.3,,11.9,26.6,19.8,58.7,6.5,75.1,64.1,54.5,22,11.9,85.01149476,4.4575357,7.203015164,0.977054689,42.16600744,5.208228801
+90,35,159.2,425.7,55008,15267,9.5,0,"(54545.6, 61494.5]",43.8,42,45.6,"Tipton County, Indiana",2.4,56.3,26.4,29.3,,4,40.5,13.3,57,6.2,71.6,53,47.7,31.7,14.4,97.25807487,0.154112888,0.057792333,0.860463623,53.78479825,5.051131082
+43,17,192.3,479,47410,7182,13.8,0,"(45201, 48021.6]",42.1,38.8,44.2,"Union County, Indiana",2.44,55,23.2,39.1,29.9,7.7,42.6,12.2,57.9,7.7,67.7,55,50,31.6,17.8,96.34196465,0.164406083,0.602822304,0.013700507,53.25683429,3.571428571
+895,395,182.7,431.1,42622,181877,17.7,87.97154121,"(40362.7, 42724.4]",37.8,36.5,39.3,"Vanderburgh County, Indiana",2.35,46.6,13.2,29.9,,8.8,34.5,15.8,59.2,6.2,68.4,54.9,50.7,31.7,17.6,86.15371887,9.056562147,1.071123245,0.82623204,43.72852581,4.541089313
+107,45,209.6,504.9,44388,15692,13.9,0,"(42724.4, 45201]",42.9,41.9,44.5,"Vermillion County, Indiana",2.39,49.3,18.2,33.9,,4.9,43.9,9.7,52.4,6.5,68.8,50.4,46.1,36.6,17.1,98.06431274,0.327868852,0.296343001,0.25220681,47.27745488,1.879036994
+569,242,201.2,482,41260,107896,20.2,185.3636835,"(40362.7, 42724.4]",36,34.7,37.9,"Vigo County, Indiana",2.45,42.6,11.8,26.8,,6.9,33.6,13.8,53.6,8.9,63.7,49.6,44.6,34.3,19.6,87.51616359,6.092289504,1.894373222,0.850666864,43.98362892,4.964180034
+196,85,185.3,452.3,45151,32138,15.2,0,"(42724.4, 45201]",42.4,40.1,44,"Wabash County, Indiana",2.36,53.8,11.9,39,,5.7,42.5,11,56.6,7,70.6,53.9,47.6,34.5,17.1,95.97935596,0.834414982,0.278138327,0.914766055,54.07332765,4.0374488
+49,20,177.2,456.2,55925,8269,9.9,0,"(54545.6, 61494.5]",44.1,43.5,44.5,"Warren County, Indiana",2.5,60.2,23.1,37.6,33.2,6.1,43.8,12.4,59.7,5.5,77.8,59.7,51.6,31.5,13.7,98.08772559,0.561730608,0.095613721,0.239034301,60.2118003,7.88863109
+307,113,165.1,449,65793,61897,8.2,113.091103,"(61494.5, 125635]",40.6,38.7,42.1,"Warrick County, Indiana",2.63,61.1,15.7,32.5,42.4,9.4,33.8,17,63.1,5,79.9,65,58.9,25.7,10.8,94.57660464,1.568981064,2.077219444,0.222969096,62.31263383,4.717612918
+163,67,205.3,511.2,43573,27827,16.2,0,"(42724.4, 45201]",40.7,39,42.8,"Washington County, Indiana",2.62,52.5,32.2,35.2,,2.3,45.9,6.2,53.7,10.1,65,49,44.1,36.1,19.1,98.06301468,0.103831006,0.157536699,0.121732904,51.97306014,5.667215815
+414,184,202.8,477.6,40929,67001,17.8,776.1078193,"(40362.7, 42724.4]",40.9,39.3,42.6,"Wayne County, Indiana",2.4,48.2,19,29.5,48.6,2.8,38.6,10.2,52.2,9,59.8,45,40.8,36.8,20.1,90.02888044,4.805057024,0.783897681,1.354139039,46.93757362,6.374925294
+139,56,157,412.6,51182,27964,10.7,0,"(51046.4, 54545.6]",41.2,39.6,42.4,"Wells County, Indiana",2.52,58.4,16.8,34.9,43.5,4.8,41.8,11.8,61.9,4.1,72.7,56.8,49.2,31.1,15.2,96.82328393,0.69074687,0.604403511,0.859835948,57.92632259,5.617591479
+149,69,206.3,460.9,50731,24293,11.2,288.1488495,"(48021.6, 51046.4]",42,41,43,"White County, Indiana",2.53,57.8,21.3,40.4,,5.3,44.3,10.3,59.3,6,71.6,55.7,49.9,32.1,16,94.40298507,0.360833197,0.241922257,3.05478104,56.82749921,6.172839506
+180,72,179.7,461.3,59266,33406,9.4,0,"(54545.6, 61494.5]",41,40,42.2,"Whitley County, Indiana",2.5,57.7,22.7,34.6,,5.5,42.3,11.5,62.5,5.3,75.9,61.8,56.5,27.8,13.8,96.68466847,0.363036304,0.345034503,0.567056706,57.44373479,4.732975417
+51,22,178.9,440.7,48216,7228,10.3,138.3508578,"(48021.6, 51046.4]",45.9,45,47.7,"Adair County, Iowa",2.25,56.2,8.6,46.1,,11.5,44.7,11.9,62.5,3.2,75.5,53,43.4,38,14.2,98.46485322,0.363587396,0.323188796,0.175060598,51.62589037,4.989154013
+32,11,171.3,533.1,51929,3796,12.2,0,"(51046.4, 54545.6]",46.8,45.5,47.8,"Adams County, Iowa",2.18,64.4,23.3,33.8,,0,39.1,11.1,63,3.2,75.2,53.8,43.7,38.3,15.1,97.327852,0.69373073,0.282631038,0,59.13853318,8.874172185
+86,30,142.4,428.5,45229,13886,12.4,144.0299582,"(45201, 48021.6]",45.1,44,45.9,"Allamakee County, Iowa",2.26,61.1,9.4,39.2,39.6,11.7,42.1,11.6,61.4,6,72.2,52.9,43.5,35.2,15.5,96.67140825,0.704125178,0.277382646,0.327169275,55.70436508,8.380520951
+92,36,176.1,489.7,40422,12529,17.5,0,"(40362.7, 42724.4]",44.7,43.9,46.7,"Appanoose County, Iowa",2.28,56.2,21.6,28.6,,6.3,36.3,12.9,57.1,6.6,65.2,47.3,39.5,40.4,19.4,97.45836293,0.339411161,0.370984292,0.102612677,50.53822295,5.4900366
+47,19,176.9,477.8,50014,5773,11.1,0,"(48021.6, 51046.4]",47.8,47.2,48.2,"Audubon County, Iowa",2.15,59.8,21.2,20.4,,4.4,42.3,10.4,62.3,2.6,73,51.2,36.4,37.7,16.7,97.66570114,0.323734878,0.323734878,0,52.95223768,4.757548033
+141,54,163.2,445.9,61931,25658,8.8,233.8451945,"(61494.5, 125635]",41.4,40.2,42.2,"Benton County, Iowa",2.51,61.8,21.1,35.3,,6.1,36.4,16.3,65.1,4.7,80.5,63,55.8,29.9,11.8,97.76382591,0.701468821,0.213153509,0.251908693,60.49832578,6.183093392
+705,261,170.9,488.7,51331,133455,14.5,172.3427373,"(51046.4, 54545.6]",34.7,33.9,35.6,"Black Hawk County, Iowa",2.42,46,6.5,21.3,63.5,8.7,32.7,17.9,62.8,6.6,75.7,59.4,54.6,31.3,14.6,85.21917643,9.154993358,1.695145514,1.507215312,45.50658271,5.535521096
+143,60,171,434.9,54186,26643,10.4,900.7994595,"(51046.4, 54545.6]",41.3,39.4,43,"Boone County, Iowa",0.0237,54.1,17.5,28.5,45.6,8.4,34.8,17,62.9,4.7,78.7,,51,31.5,11.8,97.18571266,0.890117799,0.321957502,0.113632059,52.25392694,4.473125884
+133,44,129.8,430.9,62438,24722,7.6,242.6988108,"(61494.5, 125635]",38.6,37,40,"Bremer County, Iowa",2.45,57.4,8.2,16.1,,5,33.4,20.3,64.7,3.9,86,67.9,58.2,26.3,9.2,96.73173316,1.09621419,0.762052243,0.244508741,60.12813668,3.94922426
+121,49,188.1,482.7,55781,21062,10.7,0,"(54545.6, 61494.5]",38.4,37.9,39.1,"Buchanan County, Iowa",2.5,58.9,18.9,30,,9.9,42.9,13.1,64.9,3.9,77.5,60.6,52.1,27.5,11.9,97.69501857,0.376226307,0.45242404,0.371463949,55.96274794,7.209673739
+102,39,149.1,426.3,50719,20493,12.4,0,"(48021.6, 51046.4]",35.9,34.7,36.9,"Buena Vista County, Iowa",2.55,53.1,15.5,22.4,,2.3,31,12.3,67.6,3.7,70.7,,48.1,31.3,16.4,81.00160921,2.877066368,7.748573658,5.456673331,51.84020956,6.872775801
+95,37,156.6,444.5,52273,14915,9.9,0,"(51046.4, 54545.6]",43.5,41.7,45.1,"Butler County, Iowa",2.37,63.6,11.5,43.7,,6.4,40.8,11.1,,4,79.6,,53.3,31.3,13,98.2360016,0.394226914,0.467726848,0,60.31899468,4.203691046
+80,33,181.5,528.1,49456,9818,13.7,407.4149521,"(48021.6, 51046.4]",46,43,48.7,"Calhoun County, Iowa",2.19,55.8,19.9,30.8,,5,37,13.1,56.9,4,74.3,50.5,40.8,40.6,17.3,96.15694977,1.351623966,0.292515634,0.211821666,52.07697724,6.876456876
+124,56,176.6,443.1,52367,20498,9.9,0,"(51046.4, 54545.6]",42.3,40.6,44.1,"Carroll County, Iowa",0.0236,57.1,15.1,33.6,,7.6,40.6,15.2,66.5,3.3,80.6,,51,31.5,12.6,97.07208299,1.522129042,0.077560715,0.334480586,52.96595297,4.378496716
+97,49,218.8,470.8,46159,13427,13.1,0,"(45201, 48021.6]",44.7,42.2,47.3,"Cass County, Iowa",2.18,57.4,18.5,38.3,,8.7,44.3,14.6,61.9,3.2,68.6,,39.4,42.6,21.8,97.52023547,0.419426049,0.38263429,0.360559235,50.03289474,9.298780488
+119,38,147.9,500.8,61423,18340,7.9,0,"(54545.6, 61494.5]",42.1,41.3,43.6,"Cedar County, Iowa",2.37,60.1,12.5,32.8,,9,37,15.5,67.2,3,81.4,60.7,52,31.3,12.7,97.25714286,0.391836735,0.614965986,0.288435374,57.38845144,5
+299,101,154.2,493.5,49569,43017,12,511.4257154,"(48021.6, 51046.4]",44.2,43,45.9,"Cerro Gordo County, Iowa",2.17,51.7,8.9,39.1,,11.5,31.8,16,63.4,4.4,73.8,,46.9,37,15.9,95.04151238,1.251121179,1.131528714,0.572663922,46.38557303,5.751533742
+83,29,135.4,438.1,52894,11574,9.6,777.6049767,"(51046.4, 54545.6]",46.6,44.5,48.5,"Cherokee County, Iowa",2.14,55.2,21.4,41.2,,4,35.6,14.4,62.6,3.7,78.5,55.2,44.7,33.6,11.8,97.30869822,0.455580866,0.109676875,0.194043702,48.48143982,3.505447655
+81,31,161.9,467.7,50788,12097,9.8,247.9953708,"(48021.6, 51046.4]",44.1,42.7,45.2,"Chickasaw County, Iowa",2.27,60.7,17.8,32.4,,10,43.2,11.2,63.6,3.8,75.7,56.9,45.4,34.8,15.3,98.08069258,0.547206795,0.563541326,0.187847109,54.17921687,8.382476832
+55,25,198.5,457.8,45413,9259,14.4,0,"(45201, 48021.6]",39.6,37.6,42.5,"Clarke County, Iowa",2.43,53.8,13,60,,1.5,44.6,9.7,,5,67.2,49.5,44.1,37.3,18.2,96.01293103,0.140086207,0.452586207,2.661637931,51.06837607,7.290533188
+108,44,171.5,477.7,51514,16507,11.5,121.1607197,"(51046.4, 54545.6]",42.2,40.6,43.9,"Clay County, Iowa",2.27,55.6,12.7,32.4,,9.5,36.9,15.1,64.9,3.8,74.2,,45,35.2,15,95.88800871,0.71355143,0.175364335,1.209409204,50.97956899,4.909253198
+116,46,168.3,456.7,49018,17644,10.8,56.67649059,"(48021.6, 51046.4]",45.4,44.4,46.6,"Clayton County, Iowa",2.3,58.6,12.4,38.6,,4.7,44.5,12.3,62.9,4.2,74.2,54.1,43.1,36.6,15.5,97.63001236,0.932270021,0.31450073,0.067393014,54.12723449,5.962622367
+305,127,191.8,483.1,48528,47768,12.9,20.93451683,"(48021.6, 51046.4]",42.1,41.2,43.3,"Clinton County, Iowa",2.36,52.1,17.6,32.1,42.9,7.3,36.3,13.9,61.1,4.8,74.3,55.6,50.4,36.2,16.5,93.62142045,2.795409904,0.665770702,0.5892691,49.030747,4.6635126
+98,34,148.6,461.2,50370,17094,11.6,234.000234,"(48021.6, 51046.4]",38,37.4,38.9,"Crawford County, Iowa",2.64,56.4,24,30.1,,8.3,35.8,10.6,62,4.8,67.8,49.9,40.6,36.4,18.3,91.52562022,1.211453744,0.313007188,3.57060051,56.55389457,8.150028201
+267,80,132.6,438.9,79173,80133,6.2,0,"(61494.5, 125635]",34.7,34.2,35,"Dallas County, Iowa",2.69,61.2,18,28,34.1,19.9,21.1,32.5,72.6,2.6,85.2,74,65.8,19.3,8.7,91.9911339,1.125620894,3.406238317,1.236447151,60.71467401,6.526994359
+47,19,158.6,427.3,46750,8769,15.4,0,"(45201, 48021.6]",38,37.1,38.6,"Davis County, Iowa",2.73,60.6,42.9,27.3,,3.8,37.4,11.8,59.3,4.2,57.2,40.6,34.7,32,15.2,98.5129261,0.205902539,0.308853809,0,60.75829384,8.783008037
+51,24,209.1,458.3,36742,8220,21.3,0,"(34218.1, 37413.8]",37.4,35.1,39.6,"Decatur County, Iowa",2.38,50.1,12.4,26,,2.6,38.6,13.9,54.6,7.5,62.2,44.6,36.3,40,20.9,95.46611711,1.685052734,0.703115529,0.133349497,52.00381679,5.356186395
+102,38,154.1,451.7,55958,17403,8.9,57.46135724,"(54545.6, 61494.5]",43.1,42.3,43.5,"Delaware County, Iowa",2.48,57.8,13,32,,7.5,44.1,9.9,68.2,3.6,80.1,62.2,47.3,29.8,12.8,98.25783972,0.222768036,0.337008054,0.039984006,57.22070845,5.807872282
+272,98,170.1,508.3,45292,40055,15.7,0,"(45201, 48021.6]",42.1,41.1,42.9,"Des Moines County, Iowa",2.36,50.5,16.3,31.1,,4.4,35.6,13.8,58.8,6.3,69.8,50.7,44.9,39.6,20.1,90.88987266,5.456625547,0.626740947,0.318344608,46.83710651,5.598682663
+139,46,156.1,528.4,56551,17111,7.4,0,"(54545.6, 61494.5]",48.7,46.4,50.4,"Dickinson County, Iowa",2.14,63,17.4,22.6,,8.9,29.6,19,,3.8,77.2,54.1,41.4,37.2,14.8,97.73678317,0.306477279,0.22985796,0.176813815,56.29164531,7.152406417
+41,19,210.3,443.8,33370,6337,23.8,0,"[22640, 34218.1]",47.5,45.7,48.7,"Talbot County, Georgia",2.43,42.7,26.7,37.7,,9.5,43.3,9.2,46.3,10.6,61.8,43,39.1,36.9,18.5,41.43297381,57.53466872,0.184899846,0.107858243,40.0750469,4.686258936
+12,6,234.9,464.8,28716,1639,32.3,0,"[22640, 34218.1]",47.9,44.4,49.9,"Taliaferro County, Georgia",2.42,40,16.8,50.3,25.7,7.2,43.9,6.3,,12.1,51.4,27.4,21,46.2,22.1,40.03486345,58.86112725,0.522951772,0.290528762,37.34087694,0.56980057
+121,54,216.4,482,34010,25229,28.2,0,"[22640, 34218.1]",36.2,35.3,38.5,"Tattnall County, Georgia",2.46,43.4,46.4,27.2,25.8,0.6,38,6.9,35.5,7.9,57.2,42,35.2,37.2,20.8,61.03865307,28.98980318,0.343846336,6.61607778,50.55837563,8.461219411
+40,17,161.2,381.3,32815,8330,25.4,960.3841537,"[22640, 34218.1]",42.6,38.4,44.5,"Taylor County, Georgia",2.39,43.8,40.8,18.1,39.4,1.8,36.5,6.6,42,20.6,49.5,,27.3,44.6,25.4,58.69539341,39.24532794,0,1.773598381,42.67254038,3.978779841
+61,31,159.8,326.4,29244,16400,33.7,0,"[22640, 34218.1]",40.3,39.2,43.4,"Telfair County, Georgia",2.37,40.1,33.2,50.9,,1.2,49.3,5.4,32.4,4.4,41.8,33.3,29.9,46,32.8,57.87646199,40.36306043,0.060916179,1.169590643,44.56418983,2.772573998
+61,25,218.9,529.5,34604,9113,29.8,0,"(34218.1, 37413.8]",41,39.4,41.9,"Terrell County, Georgia",2.68,38.7,30.7,29.7,,2.7,31.5,6.2,44.1,14.4,40.5,30.3,24.8,48.1,34,36.85010312,61.79311842,0.466731792,0.37989797,39.00966184,4.011887073
+248,110,199,463,36973,45063,24.5,221.9115461,"(34218.1, 37413.8]",39.4,38.2,40.8,"Thomas County, Georgia",2.53,45.8,29.3,32.5,,7,32.7,10.5,49.5,10.5,53.8,40.8,33.8,39.9,23.7,59.8719436,36.475995,0.86560771,1.086471533,43.89416163,6.247570929
+207,78,183.9,493.1,36303,40764,28.6,0,"(34218.1, 37413.8]",35.1,33.2,37.9,"Tift County, Georgia",2.76,42.3,17.5,24.9,52.9,4.8,33.6,8.7,50.7,5.8,47.9,37.9,33.5,37.4,24.8,64.25086425,29.74722338,1.372986491,3.167675975,42.25950308,6.308457711
+141,61,201.3,467.9,34008,27241,24.5,0,"[22640, 34218.1]",34.9,34.4,36.1,"Toombs County, Georgia",2.5,52.1,25.8,37.5,,1.8,39.2,10.5,51.7,9.6,46.3,36.4,32.5,39.4,26.5,66.40205807,25.69276001,0.915104741,4.318265344,48.43179478,4.553734062
+106,41,193.1,550.7,39453,11182,18.1,0,"(37413.8, 40362.7]",52.4,50.7,54,"Towns County, Georgia",2.34,55,7.1,19.2,,4.5,34.9,13.9,39.4,10,61.9,37.9,29,45.5,19.7,95.7962963,0.87037037,0.231481481,0.175925926,55.95126523,7.575757576
+31,15,193.7,404.5,32536,6785,27.1,0,"[22640, 34218.1]",42.8,43.5,42.2,"Treutlen County, Georgia",2.38,41.6,28.4,45.9,,0,41.6,10.5,48.8,5.4,51.8,36.6,31,46.3,26.8,70.14196983,29.11860396,0,0.310559006,41.11153407,1.448321264
+344,134,186,483.7,41141,69763,19.5,0,"(40362.7, 42724.4]",36.1,34.3,37.4,"Troup County, Georgia",2.73,43.1,19,37.6,,3.8,35.8,11.1,53.7,11.9,62.4,,43.6,33.5,18.8,60.320618,34.41416063,1.755557814,1.392539242,43.38811118,6.920828113
+51,21,197,486.8,32171,8214,31.7,0,"[22640, 34218.1]",38,35.2,43.3,"Turner County, Georgia",2.63,41.8,30.6,20.2,,0.3,35.9,7.9,44.9,12.5,44.7,32.2,29.3,43.3,25.5,55.6128568,40.98105061,1.151355241,1.259294795,41.98473282,0.476758045
+59,23,189.8,490.1,36886,8390,28.1,0,"(34218.1, 37413.8]",45.6,44.2,47.1,"Twiggs County, Georgia",2.79,44.8,28.8,46.3,,0.2,38.7,6,36.8,6.7,54.7,41.3,36.7,42.1,23.6,55.85850276,42.02609002,0,0,50.03309067,5.235294118
+178,63,159.3,471.7,40667,22267,15.1,0,"(40362.7, 42724.4]",53.3,51.2,54.5,"Union County, Georgia",2.54,57.9,27.8,34,,0.7,33.4,12.2,39.5,13,59.5,37.7,29.2,47,23.2,96.16110472,0.464902186,0.754890679,1.035673188,57.97535001,2.147577093
+161,64,189.5,480.2,34867,26368,25.9,0,"(34218.1, 37413.8]",41.5,39.8,43,"Upson County, Georgia",2.55,50,24.3,35.9,,3,35.4,6.9,46.8,11.1,51.6,36.4,32.8,45,27.9,70.3068456,28.40395054,0.203558504,0,49.91633035,5.682006978
+345,177,212.7,420.9,39078,68066,20,0,"(37413.8, 40362.7]",40.4,39.4,42.1,"Walker County, Georgia",2.59,51.3,20.3,35.3,41.1,3.3,37.2,9.7,51.7,8.4,59.8,,43.4,35.8,20.5,92.37607088,4.583729955,0.376363769,0.609211393,51.45011601,6.366601435
+415,169,193.3,472.9,52082,88399,15.6,0,"(51046.4, 54545.6]",38.5,37,39.3,"Walton County, Georgia",2.88,57.1,14.7,42,39.6,3.7,35.6,12.5,56.7,7.9,68.9,54.3,47.8,30,15.6,79.61972599,15.98473336,1.252885697,0.620642452,60.72740756,5.68799466
+175,78,180.1,405.3,34288,35370,28.8,28.27254736,"(34218.1, 37413.8]",37.9,36.1,39.9,"Ware County, Georgia",2.39,48.2,37.6,27.3,,5,40.8,7.3,46,7.2,50.2,,31.9,42.8,25.3,65.82313915,29.61957282,1.077737032,2.180667917,45.65139199,7.919234299
+31,16,194.6,397.1,31623,5460,28.9,0,"[22640, 34218.1]",44.3,40.2,46,"Warren County, Georgia",2.58,39.3,19.5,40.9,,6.8,42.3,8.1,44,16.4,52.9,39.4,34.3,42.1,25.8,37.56518612,58.82035605,1.276748786,0.557453695,37.69411765,7.881355932
+112,46,186.4,463.6,36137,20816,30.2,0,"(34218.1, 37413.8]",40,37.8,42.1,"Washington County, Georgia",2.64,41.3,21.9,43.1,32.6,2.4,41.5,9.4,44.5,12.2,56.9,43.4,36.5,38.4,22.6,45.59057012,52.61005533,0.519605485,0.27904739,43.6791148,5.967408768
+157,65,205.6,482.8,41093,29534,25.5,0,"(40362.7, 42724.4]",37.3,36.7,38.4,"Wayne County, Georgia",2.77,47.6,26.2,32.6,,0.4,42.1,7.8,44.9,11.3,53.3,40.7,35,35.8,20.9,74.35931572,20.89795647,0.103175131,2.09012847,51.61931254,5.499843309
+10,6,143.1,295.7,33893,2648,22.8,0,"[22640, 34218.1]",41,39.9,41.3,"Webster County, Georgia",2.56,44.6,27.5,15.3,,2.7,46.3,4.3,52.6,5.8,56.1,43.8,36.5,40.6,26.1,43.19852941,55.84558824,0,0.955882353,41.14877589,2.646502836
+27,14,179.9,340.7,30264,7903,38.9,0,"[22640, 34218.1]",38.4,36.1,46.2,"Wheeler County, Georgia",2.16,34.6,30.5,56.1,13.4,0,54.8,4,19.5,10,43.4,34.7,32.5,44.5,31.7,58.10708899,41.65409754,0,0,47.61431412,5.070993915
+169,54,144.6,469,42126,28319,16.9,0,"(40362.7, 42724.4]",43.9,42.9,46.1,"White County, Georgia",2.42,62.7,10.2,33.7,,5.1,31.2,12.6,48.9,6.8,63.2,,37.7,36.7,17.9,94.2859199,2.727501709,0.302256126,1.644417257,60.60445387,3.822835972
+409,178,182.8,415.7,43731,104216,20.7,0,"(42724.4, 45201]",34.8,33.2,36.6,"Whitfield County, Georgia",2.96,52.2,20.5,31.4,,7.4,28.9,8.5,58,10.3,54.4,44.8,40.7,31.8,20.8,88.33127127,3.981402722,1.381263532,4.22401794,54.74475777,6.314687286
+49,21,195,451.7,32722,8857,30.7,0,"[22640, 34218.1]",39.4,38.9,41.2,"Wilcox County, Georgia",2.52,39.7,31.6,37.7,30.3,0.5,50,5.7,32.9,6.7,51.8,,36.3,40.7,27.4,59.54079358,37.69505127,0.523851984,1.571555952,46.86360321,2.918781726
+69,32,210,481.7,32042,9867,26.7,0,"[22640, 34218.1]",44.4,43.1,46,"Wilkes County, Georgia",2.45,42.7,35.1,35.6,,1.8,43.4,8.7,46.7,8.9,55.2,38.3,31.4,43.4,25.2,53.19787809,42.35812231,0.7406666,2.64237814,41.56265602,7.441634241
+57,21,178,463.9,34512,9155,23.2,327.689787,"(34218.1, 37413.8]",41.6,40.8,44,"Wilkinson County, Georgia",2.8,45.2,13.1,42.5,40.3,4.1,51.2,3.9,44.1,7.3,60.5,,43.6,38.8,23.7,59.56744087,37.81163435,0.010654166,0.27700831,46.81557501,1.811062163
+113,40,160,434.6,40382,20699,22.6,0,"(40362.7, 42724.4]",40.4,39.6,41.2,"Worth County, Georgia",2.65,48.3,23.4,50.2,,3.4,41.1,6.5,49.9,9.8,48.9,,33.1,39.2,25.7,69.21440726,29.68425033,0.269427113,0.179618075,48.40989399,2.338461538
+911,343,147.6,402.7,51887,196428,18.1,0,"(51046.4, 54545.6]",41.1,40.4,42,"Hawaii County, Hawaii",2.9,47.9,12.7,36.7,,6.4,31.9,17.3,53.5,8.1,63.9,49.2,43.6,40.9,25.6,33.38538348,0.691448805,21.97125578,2.082702291,47.97841594,6.030934113
+4646,1562,135,425.2,73985,998714,9.8,708.9116604,"(61494.5, 125635]",36.9,35,39,"Honolulu County, Hawaii",3.06,50.2,7,36.7,,9.1,26.4,21.6,57.5,5.6,79.2,58.9,47.3,30,13.8,21.73163798,2.63173938,42.61942454,0.915383193,52.71316077,6.457474103
+326,130,149.4,392.2,58883,71735,12.3,655.1892382,"(54545.6, 61494.5]",41.6,40.3,43,"Kauai County, Hawaii",3.07,51.8,7.1,43.3,,2.7,30,18.8,61,5.4,72.8,57.4,52.1,32.5,17.6,33.28837296,0.670100874,35.64018309,0.665796157,54.70653872,4.798813776
+734,247,139.9,418.3,64916,164637,13.1,103.2574695,"(61494.5, 125635]",40,38.7,40.9,"Maui County, Hawaii",2.96,50.2,12,45.5,,6.9,31.2,17.6,63.5,6.9,72.3,58.5,52.5,31,18.4,34.89180234,0.619160404,27.45876926,0.870927435,50.79961843,6.34729556
+1757,561,151.6,469,57908,434211,11.6,414.5450023,"(54545.6, 61494.5]",35.8,35,36.6,"Ada County, Idaho",2.61,53.6,10.4,30.1,48.1,11.4,21.4,24.8,61.9,6.6,76.1,,53.6,23.7,11.1,91.4024158,1.135566142,2.665143317,1.284308301,52.60735221,4.783515756
+27,7,121,431.7,40777,3843,14.9,0,"(40362.7, 42724.4]",51.3,51.2,51.3,"Adams County, Idaho",2.39,55.3,36.7,48.4,,2.4,35.4,13.1,45.4,11.3,58.4,32.4,24.8,43.8,16.4,96.46907216,0,0.128865979,0.412371134,53.20351759,9.375
+297,118,151.5,378.7,44324,83744,17.4,11.94115399,"(42724.4, 45201]",32.7,31.8,33.5,"Bannock County, Idaho",2.67,51.6,7.7,30.6,,6.1,26.6,17.3,58.7,7.2,71.2,55.8,46.6,29.3,13.8,90.43706043,0.747571887,1.307353715,1.271470265,51.03967888,5.416377859
+30,12,143.2,363.9,45504,5922,13.4,0,"(45201, 48021.6]",39.5,38.9,40.3,"Bear Lake County, Idaho",2.51,64.5,23.8,43,,2.3,39,15.6,,3.3,71.6,53.6,41.9,32.7,15.7,95.87472638,0.471459842,1.043946792,1.953190773,62.44671782,9.638554217
+61,28,222.2,468.9,46277,9052,15.7,0,"(45201, 48021.6]",45.4,45.4,45.5,"Benewah County, Idaho",2.45,52.3,15.8,53.5,,2,40.8,8,49.3,10.1,56.2,40.4,34,37.6,20.9,86.78477113,0.473151408,0.539172535,0.132042254,48.14612868,5.089647195
+183,68,155.8,422.8,47292,44990,15,22.22716159,"(45201, 48021.6]",32.9,32.9,32.9,"Bingham County, Idaho",3.07,58.9,17.2,41.7,38.1,3,29.4,12.6,59.5,7.1,65.8,53,45.3,30.9,18.4,86.4558328,0.29290638,0.706939459,4.281278217,62.64117567,7.30438263
+89,21,94.4,380.7,63490,21592,10.6,46.31344943,"(61494.5, 125635]",43,42.4,43.6,"Blaine County, Idaho",2.35,59.8,17.5,40.5,33.9,8.1,18,30.6,70.8,4.1,68.6,52.8,32.4,23.3,13.8,89.8024309,0.089164203,1.243605988,7.358393167,51.75930076,7.863131656
+48,14,163.9,507.4,50874,7058,15.6,0,"(48021.6, 51046.4]",52,52.9,50.8,"Boise County, Idaho",2.29,56.9,19.4,33.2,,5.5,27.8,17.5,48.1,10.5,67.9,,36.3,37.8,13.9,95.20697168,0.537400145,0.348583878,0.087145969,54.17508418,3.703703704
+256,100,175.5,454.1,45193,41859,16.2,501.6842256,"(42724.4, 45201]",47.2,46.6,47.6,"Bonner County, Idaho",2.36,57.8,23.8,49.9,,3.5,31.4,14.5,48.9,6.2,62.9,45.4,35.4,36.7,17.8,95.51697268,0.175327522,0.487020893,0.435883699,54.02780201,6.717676047
+409,134,137.4,420.4,51440,110089,15.5,36.33423866,"(51046.4, 54545.6]",32.4,32.1,32.8,"Bonneville County, Idaho",2.9,56.8,16.7,40.7,37,5.6,27.5,19.1,60.8,5.6,70,55.8,44.7,28.7,15,90.22340149,0.455523806,0.837755594,5.401343378,58.56730088,7.807625299
+57,24,161,394.4,42720,11318,16.7,0,"(40362.7, 42724.4]",43.7,43.7,43.8,"Boundary County, Idaho",2.55,61.2,38.9,39.3,,0.3,36.8,10,44.7,4.7,51.5,36.5,26.2,38.2,22.3,94.04251437,0.237204635,0.182465104,0.77547669,57.58499414,5.523535062
+13,4,107.2,351.1,42907,2501,14.8,0,"(42724.4, 45201]",40.9,40.9,40.9,"Butte County, Idaho",2.59,56.6,46.3,13.8,40,0,36.5,11.3,46.9,6.8,61.7,44.2,35.6,35.7,19.1,92.91368262,1.997738409,0.490011308,0.753863551,55.89692765,4.31372549
+792,271,154.8,458.6,43489,207478,18,106.0353387,"(42724.4, 45201]",32.8,32,33.6,"Canyon County, Idaho",2.98,53.8,19,40.7,,3.1,32,12.5,56.3,9.4,58,,38.1,34.9,21.5,90.61335907,0.441381252,0.793279744,4.094590315,55.46826325,6.940188877
+35,15,184.5,431.8,55770,6770,11.5,0,"(54545.6, 61494.5]",36.8,36.1,37.5,"Caribou County, Idaho",0.0257,66.1,9.8,30.9,,3.7,35.5,14.6,62.2,1.5,78.4,60.1,51.8,28.3,11.6,98.38425382,0.102820212,0.161574618,1.086956522,64.00613968,5.12455516
+81,32,133.7,345.3,45078,23506,15.6,0,"(42724.4, 45201]",31.7,30.9,33.2,"Cassia County, Idaho",2.96,60.1,18.5,41.3,,1.8,26.9,12.5,59.3,5.7,61.6,49,40.5,29.7,16.9,92.31460482,0.188283624,0.342333861,5.122170397,61.7563373,8.097815193
+61,24,164.7,439.7,41304,8496,16.6,0,"(40362.7, 42724.4]",50.2,47.5,51.9,"Clearwater County, Idaho",2.05,55.4,29,32,39,0,34,12.1,38.7,7.3,62,,30,45.1,19.1,94.04205607,0.163551402,0.443925234,0.759345794,54.5504386,6.401766004
+29,11,160.5,447.3,42704,4087,15.7,489.3564962,"(40362.7, 42724.4]",52,50.4,52.3,"Custer County, Idaho",2.33,62.7,34.5,23.6,38.5,3.4,34.8,18.3,49.8,3.3,68.5,50.3,39.4,33.9,14,97.47283892,0,0.023618328,0.401511573,61.0073571,3.808180536
+116,40,180,498.1,45049,25876,14.4,0,"(42724.4, 45201]",30.8,29.9,31.5,"Elmore County, Idaho",2.6,59.8,10.5,44.9,,1.4,27.9,11.2,,8.4,68.7,44.9,22.1,33.2,15.2,84.85195798,2.418338109,3.163323782,4.909264565,58.5998978,8.913784705
+45,18,136.3,360,50545,13074,10.8,0,"(48021.6, 51046.4]",32.4,32,32.9,"Franklin County, Idaho",3.03,65,24,49.1,,1.3,33.4,14.1,60.5,5,69.1,,45.7,28.4,14.3,96.38376955,0.077435341,0.077435341,1.36286201,68.22474032,9.856115108
+53,20,140.9,383.5,45578,12819,15.1,0,"(45201, 48021.6]",36.3,35.5,37.2,"Fremont County, Idaho",2.75,65.3,19.2,39.2,,5.6,34.2,14.9,54.6,6,67.4,51,37.4,32.4,16.5,93.68868289,0.355349556,0.084974894,2.811896485,69.2651329,6.445533358
+122,47,190,533,41688,16852,15.9,0,"(40362.7, 42724.4]",44.7,40.9,47.4,"Gem County, Idaho",2.63,52.2,18.5,55.9,,2.8,37.7,11.7,43.2,14.2,56.9,40,34.9,38.1,18.7,94.30398661,0,0.75906999,1.440439902,53.74742513,4.495990836
+81,28,151.5,460.6,44669,15284,17.1,0,"(42724.4, 45201]",36.3,35.3,37.2,"Gooding County, Idaho",2.84,59.1,23,44.2,,4.3,33.1,8.9,59.9,3.8,50.5,34.9,27.3,37.6,22.4,86.43733999,0.072211646,0.597387251,9.440031511,59.88361179,6.793917826
+97,41,162,375.5,39551,16272,16.3,0,"(37413.8, 40362.7]",48.9,47.5,50.4,"Idaho County, Idaho",2.38,58.4,25.8,53.6,,1.8,37.3,14.9,48.5,6.4,63.1,41.3,31.4,42.1,17.5,93.86341344,0.147130947,0.275870525,0.232957332,57.72444174,5.367647059
+88,30,136.4,402.5,52428,27157,11.5,0,"(51046.4, 54545.6]",31.1,31,31.2,"Jefferson County, Idaho",3.3,61.8,18.9,39.8,39.2,2.1,30.8,15.3,60.9,6.1,68,53.7,41.7,29.9,16.2,93.35622574,0.194087787,0.007464915,3.250970439,67.55122192,6.959459459
+92,31,147.6,441.3,46513,22814,15.7,0,"(45201, 48021.6]",32.1,31.8,32.5,"Jerome County, Idaho",2.95,59.9,26.6,39.4,,1.6,28.2,10.4,59.9,6.6,50.8,,32.2,32.6,21,91.75826601,0.083874101,0.560632146,4.357038803,58.81427072,8.495681864
+777,291,173.4,475.2,49061,150346,12.9,525.454618,"(48021.6, 51046.4]",39.4,37.6,41.3,"Kootenai County, Idaho",2.54,55.3,16,36.8,,4.8,28.4,15.7,57,7.9,67.8,51.8,41.5,31.6,14.9,94.37488797,0.364711885,0.878342043,0.375053431,54.14650573,7.001795332
+134,50,148.9,395.9,43482,38778,19.9,0,"(42724.4, 45201]",28.5,27.6,29.9,"Latah County, Idaho",2.33,45.5,2.9,15.2,,11.8,19.8,27.8,58.6,7.6,80.5,67.5,52.6,21.5,9,93.00190407,0.654685829,2.253579906,0.550353426,46.33289125,4.020530368
+55,20,142.6,435.5,37869,7735,18.2,0,"(37413.8, 40362.7]",51.2,51.2,51.2,"Lemhi County, Idaho",2.03,57.8,12.5,60,25.4,2.2,33.7,15.5,48.1,6.1,63.2,36.8,27.4,44.3,18.4,95.78947368,0.346598203,0.410783055,0.410783055,49.31470035,5.332359386
+33,12,185.6,538.6,39918,3789,13.7,0,"(37413.8, 40362.7]",48.2,46.7,49.2,"Lewis County, Idaho",2.31,55.6,41.2,34,,0,34.3,11.1,50.7,6.5,56.4,36.4,30.5,41.8,16.8,89.19202518,0.078698846,0.577124869,0.419727177,51.69230769,4.80349345
+22,7,145.9,460,44046,5297,14.1,0,"(42724.4, 45201]",33.8,34.2,33.6,"Lincoln County, Idaho",3.21,59.5,16,52.3,,0.7,38.3,8.2,58.6,6,51.1,33.4,25.9,34.2,21.4,88.6121673,0,0.228136882,7.680608365,64.90147783,6.751054852
+74,22,125.2,376.2,36065,38273,27.1,0,"(34218.1, 37413.8]",23.2,23.8,22.3,"Madison County, Idaho",3.6,53.6,4.3,16.6,73.5,5.6,15.8,23.3,56.7,10.2,76,65.5,44.4,21.6,13.5,95.3159616,0.693638569,1.099799557,0.967929106,71.70305677,6.963315217
+92,39,163.5,405.3,46332,20461,16.8,0,"(45201, 48021.6]",35.5,34.6,37,"Minidoka County, Idaho",2.83,60.3,15.9,43.9,,0.9,29.2,9.2,60.5,4.8,55.7,41.8,35.4,32.2,18.7,89.35844963,0.290941368,0.369840722,6.972730411,61.27588137,5.314458111
+245,102,180.1,466.9,46214,40048,14.6,449.4606472,"(45201, 48021.6]",41.6,39,43.7,"Nez Perce County, Idaho",2.4,50.4,8.9,33.8,,6.8,30.7,16.7,58.1,6.1,69.8,51.3,44.4,34.3,14.9,89.75338747,0.392166721,1.008069584,0.253902813,48.72639165,6.338028169
+19,8,141,349.5,46503,4281,13.9,0,"(45201, 48021.6]",39,38.4,39.6,"Oneida County, Idaho",2.66,61,17.1,61.3,,1.6,38.4,10.1,54.5,6.7,74.6,55.1,46.8,32.9,11.7,96.91401649,0,0,0.376914016,60.68268015,5.384615385
+56,19,152.5,446.4,38478,11310,23.6,0,"(37413.8, 40362.7]",37.5,37.4,37.7,"Owyhee County, Idaho",2.85,51,26.8,47,,2.2,36.9,6.9,49.7,11.7,48.7,36.5,29.8,35.5,20.6,88.51636748,0.079197466,0.16719465,4.59345301,52.37974039,9.079391892
+120,45,166,457.5,45533,22896,14.2,960.8665269,"(45201, 48021.6]",38.5,36.2,40.7,"Payette County, Idaho",2.77,55.5,27.1,37.2,,2.3,33.1,11.4,54.4,10.1,59.4,43.4,36.6,34,18,93.2907489,0.431718062,0.392070485,1.788546256,57.26034123,8.451001054
+30,9,114.3,385.5,48048,7648,15.7,0,"(48021.6, 51046.4]",34.2,33.4,34.4,"Power County, Idaho",2.99,55.5,26.1,39.1,,0.7,39.8,9.5,57.4,9.4,60.6,46.6,38.8,36,24.4,85.17656189,0.323373432,0.012934937,9.520113827,53.96020289,12.93684856
+95,44,225.1,497.6,36577,12432,18.9,0,"(34218.1, 37413.8]",47.1,46.3,47.7,"Shoshone County, Idaho",2.16,55,23.1,43.3,,4.1,36.2,9.7,47.8,11.8,59.9,41.4,35.8,40,18.9,95.28279373,0.318192666,0.572746798,0.198870416,49.00210084,8.244897959
+25,8,114.2,376.2,57644,10564,11.6,0,"(54545.6, 61494.5]",35.2,35.2,35.3,"Teton County, Idaho",2.85,52.9,23.6,47.1,,10.4,20.1,30.3,70,8.5,67.5,57.4,40.7,19.7,12.7,92.34807973,0.233349538,0.145843461,5.269810404,54.25797503,7.958199357
+399,144,165.4,471.4,44236,82375,14.5,461.3050076,"(42724.4, 45201]",34.5,33.5,35.4,"Twin Falls County, Idaho",2.71,55.7,16.3,28.5,53.9,1.3,28.9,12,60.2,5.9,65,49.1,40,31.1,16.5,92.91160442,0.507474626,1.597420129,2.141142943,55.38477444,8.551754776
+54,18,131.6,410.8,49380,10103,11.7,0,"(48021.6, 51046.4]",49.4,49.4,49.4,"Valley County, Idaho",2.99,50.9,19.5,44.4,36.2,0,28.6,21.1,53.1,5.7,59.7,40.3,32.6,40.3,19.4,98.29218107,0.041152263,0.164609053,0.051440329,55.92848181,1.604584527
+72,28,173.6,481,35955,9984,17.8,0,"(34218.1, 37413.8]",44.9,43.6,45.6,"Washington County, Idaho",2.59,54.4,12.8,38.4,,2.3,34.4,10,45.6,9.7,54.7,38.2,31.3,40.3,21.4,94.53366584,0,0.927680798,1.596009975,50.8656873,8.792924037
+403,158,167.4,467.4,46061,67013,14.2,253.6821214,"(45201, 48021.6]",40.6,39.1,42.4,"Adams County, Illinois",2.44,52.6,14.9,33.3,,8.6,36.1,14.1,60.6,6.8,68.1,51.7,45.1,38.2,20.6,93.11429466,3.784976372,0.834811646,0.535173894,51.07688874,5.866611774
+44,20,181.1,398.4,30699,6780,35.6,0,"[22640, 34218.1]",39.7,38.1,42.2,"Alexander County, Illinois",2.65,37.8,14.2,42.4,,0.2,35.8,6.1,41.5,13.9,39.5,,21.9,58,39.1,61.62411733,34.42422596,0.312330255,0.298750679,36.76248109,4.373757455
+104,39,171.7,492.1,49886,16950,16.2,0,"(48021.6, 51046.4]",40.1,38.8,41.6,"Bond County, Illinois",2.57,47.5,11.2,23.8,,1.4,39.8,10.4,52.8,6.4,68.1,52.7,46.7,40.2,22.4,90.75261364,5.556518223,0.808640906,0.519840582,52.40728692,5.736868944
+245,87,163.7,447.8,58792,53585,10.2,0,"(54545.6, 61494.5]",38.2,37.3,39.2,"Boone County, Illinois",2.95,55.1,21.3,31.3,,9.3,36,12.6,60,9.7,71.2,58,53.4,30.8,17.2,87.41156153,2.211658094,1.305453938,6.595977791,59.52341552,5.621301775
+37,12,165.8,520.2,50225,6829,14.2,0,"(48021.6, 51046.4]",37.7,36.5,41.2,"Brown County, Illinois",2.43,37.9,28.9,15.6,,15.9,41.9,9.5,46.5,5.4,77.6,,52.5,29.6,13.8,78.0142878,16.69339554,1.151771395,0.029158769,48.69158879,3.908484271
+229,87,172.2,486.3,52138,33587,13.1,2768.928454,"(51046.4, 54545.6]",43.4,42.4,44.4,"Bureau County, Illinois",2.4,55.4,18,38.4,37.5,6,39.4,11.3,59.1,7.6,70.1,52.2,46,36.8,19.2,94.86149787,0.595046167,0.765059358,2.233621574,53.04143193,5.996296824
+35,12,152.3,493,49689,4899,12.1,0,"(48021.6, 51046.4]",46.9,45.7,48.2,"Calhoun County, Illinois",2.37,65.4,17.6,19,,16.8,43.5,10.2,54.5,5.4,70.3,48.8,43.7,44.8,22.7,98.09961992,0.120024005,0.020004001,0,64.42074649,6.910994764
+115,50,194.4,502.6,50750,14616,12.6,0,"(48021.6, 51046.4]",47.5,46.3,48.5,"Carroll County, Illinois",0.0222,56.1,15.2,40.6,,7.7,43.3,11.2,55.7,8.1,70.5,50.6,43,38.6,17.6,95.74567868,1.226048506,0.422082273,0.850864264,51.66994106,4.903978052
+74,33,195.3,448.2,46289,12847,13.2,0,"(45201, 48021.6]",39.2,37.1,41.2,"Cass County, Illinois",2.51,51.1,16,45.2,,6.4,46.5,9.8,59.5,8.5,69.9,54.5,48.7,34.1,18.8,89.45224083,3.500829938,0.24898144,4.496755696,49.13461538,4.770134808
+781,267,152.5,450.2,47966,208861,22.6,588.9084128,"(45201, 48021.6]",29.3,28.2,30.7,"Champaign County, Illinois",2.38,39.3,4.3,14.3,,14.3,22.8,22.3,59.6,6.5,77.3,65.5,54.5,24.6,13.5,73.38384378,12.5880855,9.985128738,0.978295734,39.72870157,3.467190704
+245,95,196,535.2,46870,33642,14.4,0,"(45201, 48021.6]",42,40.4,44.3,"Christian County, Illinois",2.31,51.1,17.2,43,,4.7,44.1,9.6,54.6,5.4,70.2,52.6,46,38.5,19.5,96.37426901,1.684210526,0.526315789,0.18128655,47.89838008,4.048467569
+100,45,199.1,467,50645,15979,13.9,0,"(48021.6, 51046.4]",43.4,42.1,44,"Clark County, Illinois",2.4,57,11.9,36.9,,11,38.2,12.1,57.7,8.5,63.6,44.8,37.8,43.6,24.4,97.27705922,0.31561359,0.433195123,0.538399653,54.15977133,5.790960452
+97,37,190,521,45709,13428,13.6,0,"(45201, 48021.6]",42.8,42.1,44.4,"Clay County, Illinois",2.39,56.5,17.7,37.1,33.7,11.5,38.6,11.1,57.7,6.7,62.2,41.9,35.9,46.2,24.8,97.74701811,0.544838757,0.16197909,0,54.57013575,6.40518172
+210,78,167,475.8,60556,37786,9.9,0,"(54545.6, 61494.5]",40.1,38.5,42.2,"Clinton County, Illinois",2.59,53,17.4,25.4,,8.6,32.7,15.2,62.7,4.9,80.2,63.6,55.3,28.1,12.4,93.88067178,3.445912099,0.54312004,0.51675499,57.13255445,3.719306692
+267,108,176.1,464.1,41319,52521,22.9,476.0000762,"(40362.7, 42724.4]",33.3,32.5,34.1,"Coles County, Illinois",2.31,42,6.4,14.8,,11.2,32.2,14.1,55.9,9.7,69.2,53.8,45.8,34.3,19.1,92.93323529,3.459848785,1.004958802,0.182891189,43.22746048,4.437890116
+24965,9445,177,470.8,55058,5238216,17.1,371.1187168,"(54545.6, 61494.5]",35.9,34.7,37.1,"Cook County, Illinois",2.65,41.9,14.9,26.7,,15.5,24,21.5,59,10.7,61.5,,46.3,32.6,22,56.84258229,23.98259642,6.772830076,9.847732972,41.00879123,4.994880839
+139,52,191.5,536.7,45889,19414,15.2,0,"(45201, 48021.6]",42.4,40.8,44.7,"Crawford County, Illinois",2.37,52.9,18.1,29.3,46.9,5.7,33.6,11.9,52.1,6.8,68.1,50.2,43.4,38.3,19.7,92.93792539,3.561741978,0.404278184,0.204697815,53.84514436,3.962879358
+69,30,201.4,489,49567,10898,12.2,0,"(48021.6, 51046.4]",41.6,40.7,42.7,"Cumberland County, Illinois",2.51,56.1,14,36.1,40.3,9.5,37.2,9.8,56.7,7.4,68.1,51.5,44.1,40.1,21.7,98.11751805,0.210180024,0.849858357,0,55.0812065,6.796116505
+437,155,171.7,485.5,56536,104352,14.7,19.16590003,"(54545.6, 61494.5]",30.3,29.9,30.9,"DeKalb County, Illinois",2.65,41.4,5.6,20.4,,10.6,26.3,18.6,61.7,10.4,73.3,,51.9,27,16,83.73185107,6.914562269,2.444774546,4.381618669,45.12060962,4.533178353
+109,43,195.5,512.9,55193,16247,10.9,0,"(54545.6, 61494.5]",42.8,40.9,44.7,"De Witt County, Illinois",2.36,56.5,16.7,44.7,,8.3,38.6,13.7,61,7.7,72.5,,46.3,35.9,17.7,96.18623383,0.500366122,0.07322431,1.122772761,52.6754386,8.025966362
+114,44,177.5,475.1,52526,19823,10,0,"(51046.4, 54545.6]",38.3,37.6,39.4,"Douglas County, Illinois",2.58,57.7,29.6,29.7,,7.1,36.2,13.5,61.5,6.1,64.6,,43.3,31.4,15.8,96.44406335,0.48421265,0.640572985,1.144961162,55.88080861,6.28798504
+4427,1457,152.7,461.9,80037,933736,7.9,214.1933052,"(61494.5, 125635]",38.8,37.4,40.2,"DuPage County, Illinois",2.72,55.6,10.1,26.3,,18,19,28.3,65.1,7,79,67.4,59.8,22.8,11.7,79.4271785,4.707376947,10.82961097,2.385502337,57.95795707,4.783276672
+118,48,177,461.5,45485,17664,15.1,0,"(45201, 48021.6]",43.4,41.9,45.1,"Edgar County, Illinois",2.29,56.3,17.6,36.4,,6.1,39.2,12.5,,9.6,67.2,48.6,43.2,40.8,21.1,98.17696754,0.550244553,0.383503779,0.005558026,52.3587351,6.41025641
+48,19,189.9,517.6,46894,6534,11.6,0,"(45201, 48021.6]",43.7,41.6,44.9,"Edwards County, Illinois",2.37,55.1,12,26.5,,7.3,36.8,8,56,8.3,69.3,49.9,42.5,39.9,20,97.60866296,0.556474658,0.225597834,0,52.20825853,9.853733641
+748,187,129.9,480.8,86413,212438,6.3,47.07255764,"(61494.5, 125635]",38,37.3,38.4,"Forsyth County, Georgia",3.14,62.6,19.3,30.2,39.2,11.3,19.3,31.1,63.7,6.2,79.6,69.9,61.5,16.8,8.1,84.90389123,2.905684992,8.280335922,1.704580199,70.02327635,5.246691229
+140,58,198.3,493.5,38055,22311,24.4,0,"(37413.8, 40362.7]",40.9,39.6,42.8,"Franklin County, Georgia",2.54,52.6,19.2,37.6,,3,38.3,8,45,8.4,53.3,38.2,34.5,42.7,24.7,85.45906829,9.60651289,0.732700136,2.976028946,52.2945571,6.796906797
+3906,1311,165.3,476.5,55516,1010562,17.4,267.1780653,"(54545.6, 61494.5]",34.8,33.9,35.7,"Fulton County, Georgia",2.5,38.3,13.3,21.6,,15.5,18,30,60.6,9.9,67.8,58.2,50.2,24.6,15.1,45.64891051,44.06216873,6.309666705,1.48734174,36.35648244,4.41557191
+156,51,136.4,408.2,40010,29400,19.7,0,"(37413.8, 40362.7]",45.1,44.2,45.9,"Gilmer County, Georgia",2.58,59.3,25.4,42.9,28.9,2.8,35.5,10.9,46.7,10,51.5,35.1,27.8,41.1,22.7,92.35517734,1.196247341,0.449900603,4.600146479,58.65270824,6.54966528
+18,9,211.1,488.4,39643,3065,19.4,0,"(37413.8, 40362.7]",40,38.6,43,"Glascock County, Georgia",2.67,54.7,14.5,51.7,,3.3,44.6,5.1,56.2,7.1,66.6,50.8,48,27.8,12.9,88.37058633,6.932296728,0,0.29154519,57.98394291,0.855920114
+432,168,168.9,449.1,46737,83579,19.3,23.92945596,"(45201, 48021.6]",40.5,39.5,41.5,"Glynn County, Georgia",2.49,48.9,20.5,39.8,,5.4,28.2,16.4,56.2,9.3,58.7,43.3,35.5,36.2,20.2,66.78247679,25.66213621,1.186645951,3.006985308,46.22883848,5.647184414
+266,105,191.7,478.8,43880,56574,17.8,0,"(42724.4, 45201]",37,35.5,38.6,"Gordon County, Georgia",2.83,53.8,27.2,36.2,33.9,2.8,35.7,8.1,54.4,8.3,56.1,45.5,41,33.9,21.4,90.25568538,4.525040706,1.082502818,2.52822559,55.57090946,6.428197261
+124,58,199.1,434.1,35237,25205,26.2,0,"(34218.1, 37413.8]",39.1,36.7,41.2,"Grady County, Georgia",2.7,47.3,20.8,38.3,,0.8,36.8,7.4,47.7,10.5,44.2,32.3,26,43.4,27.9,64.72685497,28.73667948,0.348611496,4.072416115,47.69147789,3.794871795
+115,43,177.8,464,42823,16710,24.4,0,"(42724.4, 45201]",47.6,45.8,49.4,"Greene County, Georgia",2.4,52.7,19.9,37.8,,7.4,35.6,12.7,44.5,6.8,54.8,32.5,26.6,44.2,23,59.1941706,36.3419264,0.710305554,2.779988978,50.23110183,6.786885246
+2732,808,146.1,439.6,59858,895823,13.4,35.72134227,"(54545.6, 61494.5]",414,33.3,35.6,"Gwinnett County, Georgia",3.12,52.2,17.2,31.8,,9.5,23.4,23.3,63.6,8.3,65.2,56.4,49.1,21.8,13.8,52.2409495,25.37027166,11.02167745,8.122350838,56.50014415,4.837677143
+244,94,180.5,477,40994,43996,15.3,0,"(40362.7, 42724.4]",38.8,38.1,39.3,"Habersham County, Georgia",2.74,53.7,20,36.2,38,5.8,34,10.1,49.1,7.7,60.3,46.1,41.1,33.8,18.2,87.82364969,3.848186183,2.196337905,4.293886553,57.34660926,6.010723356
+844,270,153.5,482.4,52238,193535,16.8,258.3512026,"(51046.4, 54545.6]",35.6,34.4,36.6,"Hall County, Georgia",3,52.2,20.6,36.3,,3.8,28.1,14.2,58.8,7.5,61.5,49.3,43.8,29.4,17.1,82.72845314,7.546456928,1.747057196,5.992571149,56.16692476,6.393153226
+43,20,160.6,349.7,26309,8551,35.3,0,"[22640, 34218.1]",43.9,41.2,47.8,"Hancock County, Georgia",2.49,30.2,46.6,35.4,,4,40.6,5.9,28.6,14.6,54.8,37.8,30.4,45.1,24.5,24.53552528,73.22373607,0.394099764,1.396239162,33.64120782,3.166561115
+162,69,213.9,500.5,40387,28854,18.8,138.6289596,"(40362.7, 42724.4]",40.3,37.9,41.4,"Haralson County, Georgia",2.63,55.2,19.9,39.5,,6.1,37.7,8.4,49.6,12.3,58,45.5,42.7,36.9,22.6,91.40556625,4.908104323,0.773674077,1.046735515,55.69738191,6.089508437
+160,51,139.4,417,66249,33381,9.5,59.91432252,"(61494.5, 125635]",43.1,42.2,44,"Harris County, Georgia",2.79,56.7,14.2,25.1,52.4,8.3,27.4,15.7,56.9,8,73.7,56,47,28.8,13.6,78.50256285,16.30461313,0.89394679,0.430192824,62.51512532,5.808219178
+146,61,166.4,425.6,38564,25534,21.4,0,"(37413.8, 40362.7]",43.2,40.8,44.7,"Hart County, Georgia",2.48,52.9,27.7,41,,5.1,37.9,8.4,46.8,6.2,55.6,42.2,37.8,38.8,21.8,77.32371166,19.97411562,0.396109499,1.682484901,50.8789553,8.220466516
+62,24,178.8,475.7,41348,11539,19,0,"(40362.7, 42724.4]",40.1,39.7,40.5,"Heard County, Georgia",2.65,52.2,28.4,30.1,36.2,5.3,43.2,6.7,49.6,12.1,53.3,41.8,37.4,39.7,26.3,87.07928037,9.830420935,0.034432297,0.025824223,51.36070111,5.545147996
+825,280,175.9,477.6,60388,217739,13.7,13.77796353,"(54545.6, 61494.5]",36.3,34.9,37.5,"Henry County, Georgia",3,50.6,19.3,34.5,40.2,6,30.5,17.9,57.7,10.3,69.1,,49.7,26,15.3,52.71237566,39.24883695,3.034343205,1.734180567,54.53251946,3.860213737
+576,225,174,437.6,53027,150033,17.2,6.665200323,"(51046.4, 54545.6]",34.8,33.3,36.1,"Houston County, Georgia",2.72,51.7,13.5,36.7,,6.2,30,14.3,56.6,9.7,69.3,52.8,40.9,29.7,15,61.53215423,29.31896727,2.828488175,2.914549028,51.96295401,5.666906226
+50,23,192.8,434.9,35955,9245,25.3,0,"(34218.1, 37413.8]",39,35.5,41.8,"Irwin County, Georgia",2.71,47.3,22.8,39.9,,6.1,44.2,5,42.3,6.8,48.5,35.4,32.4,43.1,27.6,68.56930272,28.47576531,0.085034014,0.56335034,49.2949111,5.602094241
+303,124,213.2,493.1,51931,63360,13.5,0,"(51046.4, 54545.6]",38.3,37.5,38.9,"Jackson County, Georgia",2.88,56.7,17.6,40.7,40.1,1.6,34.3,13.1,56.5,7.9,67.6,54.8,47.9,27.4,14.7,88.42885054,7.219146858,1.820253989,0.704982091,59.92968453,4.117165096
+73,25,169.3,476.7,41818,13635,18.2,0,"(40362.7, 42724.4]",39.9,38.4,40.8,"Jasper County, Georgia",2.61,53.8,16.2,50,,2.6,40.2,7.3,51.7,12.7,55.5,,39.7,37,23.4,73.88361657,21.26829986,0.411976753,0.603251674,54.22316931,3.74722134
+68,29,171.6,411.6,35235,14920,24.8,0,"(34218.1, 37413.8]",36.1,36.1,36.1,"Jeff Davis County, Georgia",2.75,54.9,46.4,22.7,,10.5,40.2,5.7,50.4,6.6,45.8,35,30.7,42.3,28.3,76.05070047,16.27084723,0,5.850567045,53.23834197,4.831625183
+93,44,211.2,461.6,30835,16106,26.4,0,"[22640, 34218.1]",38.4,36.1,41.1,"Jefferson County, Georgia",0.0261,41.6,31.6,35.7,,0.5,41.2,7.3,39.9,17,43.3,32.2,26.8,42.4,27.7,43.3675339,54.50714547,0.122144864,0.84279956,40.59765561,4.429860541
+41,22,215,409.5,30678,8957,34.6,0,"[22640, 34218.1]",40.7,36.1,46,"Jenkins County, Georgia",2.53,37.6,31.3,28.8,36,3.9,36.8,7.5,43.9,10.3,44.9,,27.5,45.3,28.9,62.64290518,33.53508182,0.224164985,1.37861466,34.62088698,3.774792067
+46,20,167.8,384.8,29818,9656,30.4,3935.376968,"[22640, 34218.1]",39.6,39.1,40.7,"Johnson County, Georgia",2.8,42,30,35.8,,1.5,39.3,5.1,48.3,9,52.2,40.4,34.1,39.8,24.8,62.57913008,34.55176639,1.848070247,0.020420666,48.98454077,2.640934485
+150,50,162.1,472.1,51749,28494,14.5,0,"(51046.4, 54545.6]",39.4,37.8,40.7,"Jones County, Georgia",2.76,52.5,18.9,40.7,,1.8,37.3,12.2,54.1,9.5,65.1,52.6,47.7,31.8,18.6,72.58333913,25.70812165,0.741178927,0.114830538,56.32384273,3.929500144
+103,42,204.1,506.7,40339,18201,21.3,0,"(37413.8, 40362.7]",38.6,39.1,37.9,"Lamar County, Georgia",2.62,45.3,19.8,27.4,,0.8,37.9,11.4,46.5,15.6,58.4,43.4,34.4,36.9,20.6,65.46317765,30.55095506,0.645909241,0.104891244,49.75897994,4.34410443
+43,20,209.2,429.4,37113,10312,23.9,0,"(34218.1, 37413.8]",33.6,34.2,33.2,"Lanier County, Georgia",2.72,48.5,25.9,26.4,,10.8,30.5,7.7,44,14.6,46.9,38.9,26.1,37.5,24.5,72.43102951,24.75247525,0.807459387,0.980486398,47.60237069,6.906534326
+253,98,169.7,451.7,35807,47731,25.4,62.8522344,"(34218.1, 37413.8]",38.5,37.1,39.7,"Laurens County, Georgia",2.65,45,24.3,41.3,,3.8,43.6,7.7,45.5,6.6,57.4,43.9,40,39,22.8,61.32690139,36.13373429,1.052499687,0.325773713,45.14172336,4.598218303
+132,44,192.8,520.4,64533,29202,11.8,0,"(61494.5, 125635]",36.7,35.9,37.3,"Lee County, Georgia",2.76,56.4,22.6,23.2,,10,28.6,13.7,59.1,7.2,73.5,60.6,52.2,24.5,14.1,75.03972915,19.8991225,2.318109583,0.72894355,61.04842736,5.414364641
+185,65,170.3,425.5,41682,62467,17.2,0,"(40362.7, 42724.4]",27.6,26.5,28.9,"Liberty County, Georgia",2.72,54.1,10.7,45.3,,2.7,31.5,12.7,48.9,12.9,69.5,43.6,20.5,26.4,14.9,48.08232573,40.49389231,2.211805609,4.172163844,51.98099638,9.713596623
+42,21,196.7,383.2,39484,7673,17.9,0,"(37413.8, 40362.7]",47.2,46.2,47.8,"Lincoln County, Georgia",2.23,46.5,15.2,36.6,,6.1,42.2,7.4,48.9,9.3,58.6,,33.3,38,20.8,66.19170984,32.56476684,0.272020725,0.077720207,43.21167883,1.638311279
+41,20,180.9,366.5,43193,17731,21.9,0,"(42724.4, 45201]",31.2,31.3,31.1,"Long County, Georgia",3.27,47.6,15.9,53.4,,1.7,36.9,10.8,46.6,15.6,60.5,45.1,29,31.3,21.8,64.73957077,23.37834579,1.326259947,5.58837714,51.32549332,5.82010582
+457,167,180.9,485,38887,112865,24.5,70.88114119,"(37413.8, 40362.7]",29.4,28.4,30.4,"Lowndes County, Georgia",2.78,40.6,13.9,25.7,55,5.4,28.3,14.2,51.8,13,58.5,45.8,33.8,31.5,19.3,57.79175464,36.12801781,1.741119935,1.628048727,42.70748576,6.143722718
+169,50,158.1,536.1,44653,31408,18.6,0,"(42724.4, 45201]",36,35.5,36.6,"Lumpkin County, Georgia",2.66,47.5,9.3,23.2,58.6,8.9,28.6,18,55,8.2,66.3,50.9,40.6,28.9,15.4,94.64441642,2.263833641,0.278128133,0.417192199,50.8388959,3.509433962
+116,53,219.5,467.6,37413,21540,27.6,0,"(34218.1, 37413.8]",38.2,37.1,38.7,"McDuffie County, Georgia",2.61,48.4,35.2,27.4,,2.3,38.6,9.2,50,9.5,54.9,36.4,31.9,37.9,21.3,56.31081457,41.81262163,0.05560189,0.95449912,47.41114254,5.374121538
+69,28,143.9,351.3,37603,13969,23.3,0,"(37413.8, 40362.7]",47.6,46.8,47.6,"McIntosh County, Georgia",2.63,47.8,3.3,51.6,,2.1,35.8,7.9,,8.8,54.3,39,32.6,42.1,23.5,61.53351895,34.87541943,0.207039337,1.34218605,45.9592145,2.708877285
+74,34,214.9,460.3,29430,13632,34.1,0,"[22640, 34218.1]",40.5,40.1,42.7,"Macon County, Georgia",2.62,34.5,43.7,25.1,,1.8,37.8,5.3,38.3,18.7,49.2,,30,40.8,22.4,36.81737273,59.49448202,1.580633677,0.825916696,37.7028181,6.381381381
+168,71,227.2,534,45557,28441,19.7,0,"(45201, 48021.6]",40.2,39.6,40.6,"Madison County, Georgia",2.75,50.8,18.6,35.9,38.1,7.4,39.9,8.8,50.8,8.7,59,46.9,40.3,34.9,21.3,85.08784358,8.98271465,1.222017569,3.347265514,52.26091221,5.50827789
+39,17,159.3,373.2,36055,8761,25.9,0,"(34218.1, 37413.8]",500.4,41.4,42.1,"Marion County, Georgia",2.83,44.1,29.4,41.2,,6.8,37.5,7,45.9,14.3,56.5,37.1,30.2,36.4,17.3,58.77102643,31.53678911,0.125872525,5.675706603,43.53518822,12.64845606
+125,49,173.9,456.9,37243,21190,23.6,0,"(34218.1, 37413.8]",42.1,40.4,43.8,"Meriwether County, Georgia",2.65,48.7,35.9,30.1,28.9,5.1,39,5.9,45,12.8,51.2,,34.6,42.6,25.2,57.56679345,38.31056017,0.577546133,1.554209513,47.19879139,6.365870002
+36,17,200.8,450.6,35276,5854,25.1,0,"(34218.1, 37413.8]",41,40.3,43.7,"Miller County, Georgia",0.0242,49.6,23.7,42.2,,3.4,40.3,8.1,50.6,6.5,52.6,38.6,33.3,43.6,26.8,68.66576819,31.06469003,0,0.101078167,46.04377104,2.32
+131,46,179.7,511.7,32711,22574,32.6,0,"[22640, 34218.1]",37.6,35.3,40.5,"Mitchell County, Georgia",2.55,39.8,34.2,41.8,,1.3,39.8,7.6,43.8,13.5,46.6,,30.8,42.1,26.3,49.2515882,47.47193456,0.274127578,1.109564007,41.19164619,7.192480588
+145,45,139.2,461.6,53542,27103,14.8,0,"(51046.4, 54545.6]",41.9,39.9,43.9,"Monroe County, Georgia",2.68,51.1,25.7,31.8,,9.7,35.4,12.2,49.8,10.5,66.2,51.4,46.6,31.9,17.7,73.3605796,24.15381757,0.832249675,0.546163849,55.31781651,4.581280788
+43,15,163.1,437,36436,8951,22.4,0,"(34218.1, 37413.8]",38,36.6,41.6,"Montgomery County, Georgia",2.62,45.1,18.4,27.5,,9.2,42.3,8.2,46.9,6.7,54.3,42.2,38,37.7,22.6,70.88537021,26.4161463,0.423728814,1.115075825,48.53503185,6.796116505
+106,39,172.3,471.5,50295,18046,15,3657.320182,"(48021.6, 51046.4]",43.2,44,42.3,"Morgan County, Georgia",2.76,53.8,10,45.9,39.9,4.2,34.8,13.9,53.8,6.9,66.2,48.1,41.1,33.8,17,73.8603352,23.17877095,0.441340782,0.56424581,56.46618884,3.7027833
+176,77,204,453,40976,39565,18.7,0,"(40362.7, 42724.4]",37.2,36.4,38.3,"Murray County, Georgia",2.75,54.4,24.8,34.1,,2.1,36.8,6.4,52.9,11.1,53.2,44.5,41.6,33.8,21.1,95.07880511,0.9162204,0.43146113,2.169995685,54.97330711,3.893548721
+947,362,190,504.8,41783,200579,21.9,174.4948374,"(40362.7, 42724.4]",33.5,31.5,35.5,"Muscogee County, Georgia",2.61,39.5,12.5,32.3,48.8,6.4,27.7,15,50.2,11,62.4,46.4,32.3,34.9,19.3,45.81820905,44.76770602,2.407569214,2.719624535,39.01594283,6.992367626
+431,161,182.4,476,48058,105473,19.4,0,"(48021.6, 51046.4]",429.6,33.5,37.2,"Newton County, Georgia",2.92,44.4,22.2,33.9,,3.2,32,13.7,56,11.8,60.6,,42.8,33.6,20.9,53.90910419,41.73315797,1.049247406,0.489064251,47.2359343,6.215613383
+157,45,140.8,465.6,80631,35965,7.9,0,"(61494.5, 125635]",39.7,38.5,40.6,"Oconee County, Georgia",2.88,61.2,12,27,,6.9,21.3,22.2,61.5,5,80.6,67.6,59,20.4,8.7,88.93604651,5.898255814,3.927325581,0.151162791,67.14646465,3.593692703
+81,27,150.6,455.9,46840,14871,15.8,0,"(45201, 48021.6]",42.4,41.4,43.3,"Oglethorpe County, Georgia",2.63,52.6,19.5,39.2,,9.7,36.1,10,53.9,5.3,62.2,49.6,40.5,35.3,20,77.93436819,16.19689542,0.313180828,1.756535948,54.51100686,6.672760512
+542,173,173.2,495.4,63964,152238,10.7,6.568662226,"(61494.5, 125635]",35.1,34.1,35.8,"Paulding County, Georgia",2.99,57.5,14.2,39.2,,5.2,35.6,15.2,63.4,8.7,72.3,61.4,55,22.6,12.9,78.01085482,17.54613297,1.008141113,1.242876526,61.33374058,4.002336389
+135,60,222.3,487.9,40550,26720,21.7,2844.311377,"(40362.7, 42724.4]",34.7,33.1,35.5,"Peach County, Georgia",2.5,44.7,8.7,23.3,,5,30.1,13.2,52.7,11.3,60.9,43.7,37,33.9,17.6,47.53378129,45.70626892,1.063279923,4.862290482,46.71562217,2.874946891
+196,68,176.4,512.6,51047,30309,12.3,263.9480022,"(51046.4, 54545.6]",44.7,44.2,45.5,"Pickens County, Georgia",2.61,62.8,16.9,43.3,,4.7,30.8,15.9,52.3,8.3,68,50.3,41.7,34.5,15.8,95.3463349,1.445864156,0.68930733,1.035642233,63.72496899,5.382482466
+100,48,219.8,469.3,40526,19103,18.9,0,"(40362.7, 42724.4]",39,36.2,40.3,"Pierce County, Georgia",2.72,50.2,21.4,44.9,,2.8,39.3,7.7,,8.9,54.2,41,35.2,37.7,21.4,86.42653428,7.821907679,0.485898384,2.070349636,51.56748911,7.704581719
+90,41,224.3,472,50395,17941,13.7,0,"(48021.6, 51046.4]",38.9,38.5,39.7,"Pike County, Georgia",2.92,56.2,12.8,41.9,,3.9,39.2,9.7,52.4,10.4,65.2,52.4,44.8,28,15.5,87.31753874,11.2732989,0.381765102,0.179654166,62.30679741,3.422926717
+51,20,127.1,341.5,36128,11396,23.9,0,"(34218.1, 37413.8]",41.3,39.9,41.6,"Pulaski County, Georgia",0.0255,41.2,21.9,41.6,,2.5,43.6,6.2,40.8,7.4,54.2,40.1,35.3,41.5,25.7,62.88179465,33.57204487,0.146678171,1.078515962,47.32708386,3.860242322
+129,55,186.9,438.7,42125,21353,18.9,0,"(40362.7, 42724.4]",45.6,45.1,46.2,"Putnam County, Georgia",2.49,58.7,17.4,46.7,,5.1,39,12.4,53.7,6.3,61.9,,35.5,38.7,19.5,68.94149762,26.59198946,0.54595943,2.795688803,56.32238242,5.057135911
+20,10,250,527.2,29477,2302,29.5,0,"[22640, 34218.1]",49.2,46.8,52.2,"Quitman County, Georgia",2.29,40.2,11.8,53.9,,0,40.7,6.3,38.9,11.2,48.8,26.7,24.7,53.6,27.8,49.61306965,49.22613929,0.386930353,0,38.52216749,8.61618799
+114,44,169,466.6,38449,16281,20.6,0,"(37413.8, 40362.7]",47.8,47.1,48.7,"Rabun County, Georgia",2.34,55.1,25.9,37.6,,4.6,34,15.5,45.2,7.3,50.8,34,28.3,40.6,21.9,92.57346613,1.887372433,0.774621911,2.637403172,51.99587568,5.049875312
+38,13,127,374.8,25807,7193,36.3,0,"[22640, 34218.1]",39.2,35,44,"Randolph County, Georgia",2.54,40.7,36.4,34.4,25.9,3.3,35.3,7.1,43.9,10.4,41.8,29.3,20.9,47.8,30.8,34.76418319,61.88653452,2.077922078,0.15037594,39.83536149,10.85271318
+903,392,197.6,453.5,36012,201793,26,535.2019148,"(34218.1, 37413.8]",33.3,31.6,35.6,"Richmond County, Georgia",2.68,35.2,20,38,,7.3,31.1,12.7,48.6,12,56.6,,32.6,38.9,23.4,39.07328196,54.83056868,1.706981435,1.15504419,34.5491049,6.251597303
+373,131,162.1,437.7,48287,88856,17.3,0,"(48021.6, 51046.4]",37.5,35.6,39.3,"Rockdale County, Georgia",2.91,46.4,18.8,40,,5.8,31.2,17.4,55.9,11.2,62.2,49.3,44,28.6,15.8,44.24805238,49.2894213,1.965454943,2.212862913,48.17540425,5.788659325
+19,8,151.3,358,39601,5168,20.1,0,"(37413.8, 40362.7]",38.4,38.1,38.5,"Schley County, Georgia",2.7,53.4,15.6,28.3,,0,34.4,9.4,51,12.4,51.7,38.1,34.5,38.1,21.1,73.64998029,23.94560505,0.157666535,1.773748522,51.72964343,6.255585344
+82,39,214.9,475.8,34012,14162,26.2,353.0574778,"[22640, 34218.1]",40,37.8,41.7,"Screven County, Georgia",2.61,45.1,30.1,33,36.3,0.6,42.2,9.1,48.2,9.8,52,40.1,34.1,38.7,24.9,55.93411235,41.99633957,0.042235675,0.056314233,45.70888469,7.930489731
+56,23,180.1,446.2,37672,8647,26.4,0,"(37413.8, 40362.7]",45.1,44.6,45.5,"Seminole County, Georgia",2.62,46.9,30.4,23,,3.4,40.3,9,,9.4,51.1,,31.3,43.1,25.7,64.15782871,33.49298666,0.547382826,0.570190444,47.7128143,2.387267905
+361,139,196.2,511.1,35555,64051,27.4,0,"(34218.1, 37413.8]",38.2,36.3,40,"Spalding County, Georgia",2.76,44.8,25.8,34.4,36.8,2.9,36.5,10,47.2,12.4,54.3,41.6,37,39.8,23.9,63.07203357,32.89652905,0.919011163,1.097490332,45.6838491,5.051532411
+158,70,213.1,476.6,36870,25586,20.9,0,"(34218.1, 37413.8]",41.2,40,42.2,"Stephens County, Georgia",2.7,54.9,25,28.2,,5,38.3,8.4,49.9,10.6,59.1,42.7,38.3,39.3,21.8,84.03981265,12.19750195,0.441061671,1.857923497,57.56686236,7.304204452
+35,15,228.8,512.8,27635,5851,39.4,0,"[22640, 34218.1]",38,33.8,46.3,"Stewart County, Georgia",2.48,23.1,55.1,37.9,,0,35.6,8.7,29.3,14.5,41.3,28.2,23.6,47.1,27.9,29.77164281,48.68779823,1.653033402,17.53578732,22.99248989,2.584269663
+158,63,181.7,460,34017,30779,33.9,0,"[22640, 34218.1]",34.6,32.6,36.6,"Sumter County, Georgia",2.58,37.6,17.8,28.8,,4.7,31.4,9.3,46.5,14.4,49.3,36.1,29.7,45.7,31.3,42.57532852,51.66247733,1.349072513,2.373603996,38.83188635,6.812933025
+1962.667684,19,178,453.5494221,46495,5040,12.8,0,"(45201, 48021.6]",49.2,47.6,50.4,"Big Stone County, Minnesota",2.18,63.2,43.3,20.7,,6.1,42.4,13.4,57.6,3.3,76.1,53.5,35.3,38.7,14.9,98.03272302,0.194779899,0.077911959,0.116867939,56.35407537,7.09382151
+1962.667684,100,151.9,453.5494221,49513,65787,17.9,45.60171462,"(48021.6, 51046.4]",30.1,29.3,31,"Blue Earth County, Minnesota",2.46,43.6,3.1,15.9,,7,28.1,21.6,68,4.9,79.5,65.7,56.3,26.5,13,92.06909789,3.107869482,2.031477927,0.42840691,46.2430072,4.61118069
+1962.667684,65,161.5,453.5494221,52272,25313,8.9,1896.258839,"(51046.4, 54545.6]",43.5,42,45.2,"Brown County, Minnesota",2.27,55.4,8.6,28.9,,5.3,37.6,15.3,66.2,3.2,81.5,61.8,52.1,30.6,11,97.36914655,0.448977984,0.433224371,0.744358237,52.52364454,5.656722201
+1962.667684,83,187.8,453.5494221,53291,35569,12.1,0,"(51046.4, 54545.6]",41,40.6,41.8,"Carlton County, Minnesota",2.51,50.6,13.8,34.3,,3.9,36.4,16.8,58.7,5.4,73.1,,53.1,34.1,17.9,89.65381034,1.23860847,0.58403634,0.158000169,51.24645469,5.169121658
+1962.667684,111,148.8,453.5494221,88500,98741,4.8,638.0328334,"(61494.5, 125635]",36.9,36.1,37.6,"Carver County, Minnesota",2.76,62.3,13.1,26.7,45.7,14.5,21.2,32,73.2,3.8,87.5,76.6,68.6,17,7.4,93.04706681,1.187901583,2.522070731,0.607010395,64.90514511,5.473379087
+1962.667684,76,168.1,453.5494221,45179,28706,15.7,0,"(42724.4, 45201]",48.3,48,48.6,"Cass County, Minnesota",2.19,61.1,18,44.2,,3.6,35.4,14.2,52.6,7.4,61.7,39.9,31.9,49.5,25.9,85.19232792,0.361162734,0.497913672,0.126231635,54.46484132,7.941812463
+1962.667684,33,167.2,453.5494221,51274,12109,11.5,0,"(51046.4, 54545.6]",43,42.5,44.3,"Chippewa County, Minnesota",2.36,56.4,22.7,29.7,,4.9,36,11.8,65.6,2.6,68.5,,40.2,39.5,21.4,93.8785585,0.814546651,0.246832319,0.970873786,53.27640985,8.914100486
+1962.667684,82,149,453.5494221,75122,54293,6.2,0,"(61494.5, 125635]",40.2,38.7,41.4,"Chisago County, Minnesota",2.63,57.2,19.1,37.8,,5.6,34.6,15.6,64.7,5.5,80.1,65.2,58.9,27,12.2,95.46011814,1.162833897,0.756027789,0.447672475,60.30391761,5.001246158
+1962.667684,98,161,453.5494221,55560,62324,13.3,0,"(54545.6, 61494.5]",32.4,32,32.9,"Clay County, Minnesota",2.51,49.6,5.2,24.4,,7.4,27.3,22.8,68.8,4.3,78.8,,57.8,26.5,13.5,92.60500337,2.005617701,1.153106983,0.576553491,51.69798007,6.780928638
+1962.667684,23,184.9,453.5494221,43674,8803,17.8,0,"(42724.4, 45201]",42.5,41.5,43.7,"Clearwater County, Minnesota",2.48,57.1,20.8,37.4,35.6,6.1,38.1,11.1,53.2,7.4,57.6,41.3,34.5,45.2,25.8,86.76873857,0.251371115,0.422760512,0.045703839,55.39300057,7.495429616
+1962.667684,11,128.7,453.5494221,48593,5194,10.4,0,"(48021.6, 51046.4]",51.3,50.5,52.6,"Cook County, Minnesota",1.93,63.3,11.8,25.8,,11.5,25.1,22.3,62,4,73.9,50.6,42.9,38.6,14.6,86.98498267,0.904890258,0.924143242,1.251443974,53.31825038,2.465166131
+1962.667684,32,153.8,453.5494221,48176,11549,12.9,0,"(48021.6, 51046.4]",42.8,42,44.2,"Cottonwood County, Minnesota",2.38,57.7,29.4,36.8,27,6.8,36.2,13.9,59.2,4.9,70.6,,36.5,43.5,20.6,90.85281981,0.618982118,2.733837689,3.71389271,53.63046662,8.062360802
+1962.667684,160,176.7,453.5494221,50162,63428,10.9,378.3817872,"(48021.6, 51046.4]",43.5,42.7,44.5,"Crow Wing County, Minnesota",2.36,56.3,12.8,29.2,,5.7,31.4,15.6,57.9,5.7,70.1,50.3,42.4,41.1,20.1,96.52962822,0.639195534,0.502791524,0.066615912,52.53935141,6.153360682
+1962.667684,571,154.4,453.5494221,76269,414686,7.3,159.1565667,"(61494.5, 125635]",37.5,36.5,38.6,"Dakota County, Minnesota",2.59,55.2,13.4,30.2,43,13.4,21.6,27.8,,5,82.2,,63.7,22.7,10.6,84.13195057,5.216718569,4.565240809,2.659527587,54.81702095,5.401029725
+1962.667684,32,153.6,453.5494221,68777,20364,7.6,0,"(61494.5, 125635]",37.9,36.9,39,"Dodge County, Minnesota",2.67,59.6,13.3,38.6,,7,33.5,18.1,71.4,3.5,81.8,67.3,60.1,24.7,12,97.25480532,0.537210448,0.473139478,0.359783144,59.42297512,6.386701662
+1962.667684,91,160.9,453.5494221,52298,37075,9.6,80.91706001,"(51046.4, 54545.6]",44.1,42.4,45.9,"Douglas County, Minnesota",2.32,59.8,11.5,25.3,,9.1,29.9,17.8,63.8,4.5,77.9,56.8,46.3,35.2,14.1,97.72255598,0.576187875,0.243036592,0.174767886,56.35323607,6.190278355
+1962.667684,40,158.9,453.5494221,48163,14050,13.5,1138.790036,"(48021.6, 51046.4]",46.7,44.1,48.3,"Faribault County, Minnesota",2.18,57.4,15.6,34.1,,6,39.9,12.8,61.5,4.2,72.1,51.6,42.1,39.6,18.6,97.65987351,0.358397751,0.414617006,0.400562193,52.24348917,3.50678733
+1962.667684,50,152.7,453.5494221,52444,20834,11.6,0,"(51046.4, 54545.6]",43,41.7,44.4,"Fillmore County, Minnesota",2.4,59.1,21.7,31.1,,5.9,35.7,13.8,64.5,4.3,74.8,56.1,46.5,33.2,14.3,98.26320587,0.407810776,0.38861968,0.196708727,55.92544836,5.655206776
+1962.667684,84,164.1,453.5494221,47203,30613,12.5,65.33172182,"(45201, 48021.6]",44.6,43.1,46.4,"Freeborn County, Minnesota",2.33,52.7,15.9,36.6,42.2,5.3,36.7,11.5,61.5,4.9,70.3,51.7,43.6,39,19.6,95.12574036,1.129559504,1.307570314,1.074537981,49.27268529,5.846508564
+1962.667684,106,161.6,453.5494221,60869,46435,9.6,0,"(54545.6, 61494.5]",43,41.3,44.4,"Goodhue County, Minnesota",2.42,55.8,14.8,36.9,38.9,9.4,33,16.8,63.9,5.3,77.2,,51.6,31.3,13.9,95.17001962,1.11262048,0.571403929,0.280311361,54.15846326,6.13624545
+1962.667684,17,159.9,453.5494221,48179,5903,10.5,0,"(48021.6, 51046.4]",46.3,44.5,48.2,"Grant County, Minnesota",2.32,60.1,15.7,29.4,44,10.9,33.4,14.6,61.1,3.6,73.5,52.3,38.6,41.2,18.7,97.53397081,0,0.301962758,0.369065593,55.41501976,8.227848101
+1962.667684,1854,156.8,453.5494221,64490,1223149,13,690.0222295,"(61494.5, 125635]",36.1,35.3,37.2,"Hennepin County, Minnesota",2.39,47.2,12.1,22.5,,19.9,17.8,30.3,67.9,6,75.4,63.3,56.1,27.3,15.2,74.27382081,12.16571379,6.796429382,2.530105796,43.89529902,5.881342381
+1962.667684,40,141.8,453.5494221,59900,18773,8.4,0,"(54545.6, 61494.5]",45,43.6,46.4,"Houston County, Minnesota",2.35,58.1,11.8,30.3,,8.9,34.3,14.9,64.4,4.9,76.7,58.9,50.6,34.2,15,97.24643844,0.302998086,0.223261748,0.154156921,55.63023079,3.366021733
+1962.667684,51,156,453.5494221,47944,20655,12.2,0,"(45201, 48021.6]",48,47.7,48.4,"Hubbard County, Minnesota",2.32,62.6,19.9,42.5,,6.1,31.8,16.7,56.6,5,67.9,,36.7,44.9,21.7,94.527073,0.554097404,0.544376397,0.422863809,58.75725504,3.229308005
+1962.667684,72,177.3,453.5494221,65342,38429,7.8,0,"(61494.5, 125635]",39.5,37.8,40.4,"Isanti County, Minnesota",2.68,53.6,13.1,42.5,,3.5,37.8,12.8,,7.3,75,60.6,54.7,31.1,16.4,95.76457071,0.582306246,0.74420305,0.415186965,55.03236361,5.876216968
+1962.667684,123,177.7,453.5494221,48525,45435,14.7,0,"(48021.6, 51046.4]",45.9,44.6,47.1,"Itasca County, Minnesota",2.33,58.5,14.7,27.1,52.7,5.5,31.8,15.1,54.2,7.1,69.6,48.9,43.2,40.6,18.9,93.05904661,0.489482736,0.390263262,0.273404771,55.68151859,6.184256155
+1962.667684,22,130.4,453.5494221,53700,10079,9.8,0,"(51046.4, 54545.6]",43.4,42.7,44.3,"Jackson County, Minnesota",2.32,59.4,10.7,28,,7.9,34.8,14.2,66,3.2,80.4,,47.7,32.2,12.8,95.34815395,0.195867202,2.477720106,1.282930173,54.91502067,7.996051333
+1962.667684,35,162.2,453.5494221,48908,15837,13.8,0,"(48021.6, 51046.4]",43.9,42.9,44.5,"Kanabec County, Minnesota",2.55,54.9,14.6,40.1,,4.5,39.7,8,56.3,9.8,64.6,45.7,39.9,44.5,24.9,96.78810223,0.431169156,0.331187902,0.137474224,54.8215151,4.499229584
+1962.667684,85,147.5,453.5494221,57405,42542,11.5,1504.395656,"(54545.6, 61494.5]",39.9,37.7,42.2,"Kandiyohi County, Minnesota",2.48,57.7,18.7,24,,8.4,27.9,15.1,64.9,4.8,70.7,,44.6,36.1,19.3,90.42738667,2.916784469,0.652624635,4.026481953,55.81102928,5.730234678
+1962.667684,14,168.3,453.5494221,50372,4424,9.9,0,"(48021.6, 51046.4]",48.1,46.7,49.6,"Kittson County, Minnesota",2.28,54.7,16.4,33.9,41.6,8.1,35,16.8,60.3,2.8,73.8,54.1,41.5,36.5,16.2,98.10267857,0.602678571,0.200892857,0.089285714,51.67364017,6.869220608
+1962.667684,37,173.3,453.5494221,44113,12841,15.3,0,"(42724.4, 45201]",47.4,46.9,47.9,"Koochiching County, Minnesota",2.18,55,18.8,34.7,,6.7,36.5,13.5,54.4,7.8,62.3,43.6,37.3,47.5,26.8,93.71840049,0.880956029,0.643480925,0.015320974,49.86310746,3.367670365
+1962.667684,20,145.6,453.5494221,48245,6856,10.4,0,"(48021.6, 51046.4]",49.8,47.8,51.6,"Lac qui Parle County, Minnesota",2.24,61.2,23.3,33.7,,4.5,38.3,13.6,60.8,3.7,78.6,54.8,38.5,38.4,14,96.95286914,0.626512886,0.811618966,0.128150363,55.75048733,6.786941581
+1962.667684,32,164.5,453.5494221,52381,10631,10.5,0,"(51046.4, 54545.6]",50.2,50,50.5,"Lake County, Minnesota",2.06,62.3,13.3,41.9,,4.8,36.2,15.5,54,4.8,71.9,49.5,44.3,42.5,19.8,97.03255814,0.111627907,0,0.446511628,54.17731472,7.011070111
+1962.667684,11,172.7,453.5494221,44727,3923,10.7,0,"(42724.4, 45201]",50.3,51.3,48.7,"Lake of the Woods County, Minnesota",2.4,52.3,12.9,62.5,18.8,5.8,44.8,12.4,59.9,4.8,69.4,,41.1,40.1,19.4,94.27703216,0.582425931,0.911623196,0,51.32470733,5.924855491
+1962.667684,56,166.9,453.5494221,61665,27663,8.9,36.14936919,"(61494.5, 125635]",41.3,41.2,41.3,"Le Sueur County, Minnesota",2.52,58.4,12.8,38.9,,8.7,35.5,15.4,66.9,5.3,78.7,63.2,56.1,29.6,14.3,95.36579204,0.591908182,0.483632295,1.945356769,57.7359535,7.140456989
+1962.667684,17,146.8,453.5494221,48449,5771,10.2,0,"(48021.6, 51046.4]",46.5,45.1,48.4,"Lincoln County, Minnesota",2.25,59.1,17.9,31.6,,11.3,40.5,15.8,63.9,2.8,78.6,58.2,45,33.7,12.2,97.2107438,0.378787879,0.154958678,1.136363636,54.22507008,5.539070228
+1962.667684,49,163,453.5494221,53552,25673,11.5,0,"(51046.4, 54545.6]",35.1,33.8,36.5,"Lyon County, Minnesota",2.46,51.3,7.3,23.5,61.3,7.9,35.1,18.6,69,5.3,76.7,62.4,51.4,29.5,15.3,89.67664111,2.926183898,3.330868905,2.840577454,50.33139185,5.799293999
+1962.667684,81,175.4,453.5494221,60114,35932,7.9,1586.329734,"(54545.6, 61494.5]",39.9,38.7,42,"McLeod County, Minnesota",2.4,56,15.1,27.8,,9.3,38,12.9,66.7,4.5,77.3,59.6,52.5,32.1,14,95.90245797,0.374521445,0.621428175,1.462020751,53.36392469,7.114267269
+1962.667684,15,215.7,453.5494221,39926,5457,19.6,0,"(37413.8, 40362.7]",36.3,35.6,37.3,"Mahnomen County, Minnesota",2.71,46.3,27.5,41,26.8,4.7,37.1,9.8,56.2,9.2,47.9,32.9,27.7,48.3,30.4,48.76273654,0.564046579,0.436681223,0.709606987,44.27786107,8.348623853
+1962.667684,22,148.2,453.5494221,54433,9423,9.6,0,"(51046.4, 54545.6]",43.8,43.2,44.3,"Marshall County, Minnesota",2.32,59.4,20.4,35.1,40,4.6,37.4,14.5,62.8,4.7,76.8,58.3,46.4,32.1,13.3,97.56690998,0.264466307,0.190415741,0.327938221,54.6809039,6.110201855
+1962.667684,58,162.5,453.5494221,52042,20022,12.2,49.94506043,"(51046.4, 54545.6]",45.4,44.4,47.6,"Martin County, Minnesota",2.26,54.9,19.6,29.7,,6.3,38.6,15.1,62.5,3.5,72.5,52.3,42.8,38.8,17.2,97.57739558,0.348894349,0.540540541,0.265356265,50.45861171,7.700101317
+1962.667684,48,151.2,453.5494221,54354,23102,10,0,"(51046.4, 54545.6]",42,41.8,42.2,"Meeker County, Minnesota",2.48,60.4,20.2,37.2,,4.5,38.3,13.6,63.6,4.7,75.7,58,49.8,32.6,13.4,97.32802975,0.436681223,0.419386917,0.237796705,57.3795509,6.093113066
+1962.667684,63,190,453.5494221,48434,25788,12,0,"(48021.6, 51046.4]",40.3,38.9,41.7,"Mille Lacs County, Minnesota",2.52,51.9,18.4,33.4,38.6,9.6,38.3,10,58.4,7.7,69.7,52.2,44.7,38.4,19.2,91.26661242,0.573443372,0.441706381,0.255724747,50.5574358,6.653151493
+1962.667684,74,169.5,453.5494221,50685,32775,11.8,0,"(48021.6, 51046.4]",41.2,40,42.5,"Morrison County, Minnesota",2.43,57.5,16.2,35.1,44.3,4.4,38.6,11.6,63.6,5.8,71.3,53,44.5,37.6,18.8,97.19980584,0.543049572,0.503610218,0.260906498,55.11533853,5.734925549
+1962.667684,88,155.6,453.5494221,47537,39116,12.1,0,"(45201, 48021.6]",39,37.7,40.8,"Mower County, Minnesota",2.51,53.1,27.4,23.4,,3.7,32.6,13.8,62.5,6.5,73.4,54.8,49,35,16,92.21709537,3.023427741,2.024116043,0.879496265,50.11345219,6.166646274
+1962.667684,25,156.4,453.5494221,52219,8413,9.6,0,"(51046.4, 54545.6]",47.6,46.7,48.5,"Murray County, Minnesota",2.24,61.4,18.9,32.6,,9.6,36.5,13,61.1,4.5,76.2,,40.6,36.3,13.5,96.7288076,0.351741119,0.433814046,0.621409309,55.47230399,6.466069142
+1962.667684,47,133.3,453.5494221,61279,33347,10.2,0,"(54545.6, 61494.5]",35.7,35.6,35.7,"Nicollet County, Minnesota",2.39,50.8,3.8,14.8,,8,27,22.3,70.4,4,80.7,65.5,57.5,28,13.1,93.60756816,2.436075682,1.477966512,0.95810917,52.822868,5.329918283
+1962.667684,40,138.1,453.5494221,50684,21770,13,0,"(48021.6, 51046.4]",36.6,35.6,37.6,"Nobles County, Minnesota",2.71,54.1,41.1,29.3,24.9,4.7,34.3,10.1,63,6.9,67.3,52.1,42.5,33.3,18.1,80.98399963,3.983953521,5.759210587,7.202471527,53.9275695,7.86717183
+1962.667684,19,169.9,453.5494221,51597,6678,13.4,0,"(51046.4, 54545.6]",45.4,44.4,47.1,"Norman County, Minnesota",2.4,56.2,14.4,31.8,46.8,7,38.5,12.4,57.9,5.1,70.3,50,39.2,40.5,18.8,93.21578004,0.508069337,0.403466826,0.941422594,54.91202346,6.289308176
+1962.667684,224,142.2,453.5494221,69430,151436,9.8,151.8793418,"(61494.5, 125635]",36.7,35.8,37.7,"Olmsted County, Minnesota",2.52,55.2,14,27.3,42.1,16.6,20.9,23.8,69.3,4.1,80.4,,60.9,26.4,12.5,85.5885596,5.106362952,5.864081325,0.79671364,53.62614208,5.82767149
+1962.667684,148,156.9,453.5494221,51510,57716,11.2,346.5243607,"(51046.4, 54545.6]",46.7,45.4,48,"Otter Tail County, Minnesota",2.34,60.2,16.4,31.1,,9.5,30.5,17.2,59.3,4.4,74.7,53.7,44.1,38.3,16.7,95.8964372,1.225852446,0.605101633,0.652049173,57.03768405,7.511606314
+1962.667684,31,174.2,453.5494221,50905,14219,9.3,0,"(48021.6, 51046.4]",39.1,36.6,40.3,"Pennington County, Minnesota",2.34,49.7,13.4,27.5,52.8,6.3,36,11.8,68.5,3,75.5,58.4,52.1,33.9,17.6,93.75620128,1.658398299,0.836286322,0.290574061,45.21959459,5.893845653
+1962.667684,63,161.7,453.5494221,42157,29069,17.5,0,"(40362.7, 42724.4]",43.7,42.3,45.3,"Pine County, Minnesota",2.42,51,14.8,40.7,,3.4,42.6,9.1,53,7.4,68.4,48.2,42.1,40.4,19.5,91.61133548,2.132247245,0.537339996,0.705044835,50.62934601,4.865649964
+1962.667684,26,173,453.5494221,47164,9271,12.2,0,"(45201, 48021.6]",42.3,39.9,44.5,"Pipestone County, Minnesota",0.023,59.2,22.5,31.1,,2.9,36,14,62.8,4.2,69.1,,37,37.8,19.4,93.60701304,1.250801796,0.406243318,1.26149241,52.63819095,5.622270742
+1962.667684,78,184.4,453.5494221,50175,31533,12.7,0,"(48021.6, 51046.4]",38.9,36.9,41.5,"Polk County, Minnesota",2.37,52.8,14.9,26.5,,5.1,31.1,16.3,63.9,4.6,72.5,56.1,46.4,34.5,17.9,92.85193521,1.157003836,0.833676736,1.534218785,51.04928083,7.867590454
+1962.667684,28,154.5,453.5494221,51343,11041,10.4,0,"(51046.4, 54545.6]",46.5,44.4,48.6,"Pope County, Minnesota",2.23,63,20.2,32.3,,6.9,34.1,16.1,60.7,4.1,76.8,55.4,43.2,37.6,15.5,97.52466204,0.548045305,0.356229448,0.447570332,56.62299854,8.178625188
+1962.667684,903,166.5,453.5494221,55070,538133,16.5,535.1836814,"(54545.6, 61494.5]",34.6,33.5,35.7,"Ramsey County, Minnesota",2.47,44,12.7,25,,15.4,21.9,24.4,63.9,7.1,68.8,56.4,50.6,33.6,20.5,69.12483812,11.1467148,13.25095609,1.869888948,41.77378576,6.13624584
+1962.667684,9,157.6,453.5494221,48188,4055,9.2,0,"(48021.6, 51046.4]",42.3,41.5,42.9,"Red Lake County, Minnesota",2.43,57.5,12.9,34.9,43.5,8.6,40.9,11.8,65.8,3.5,72.9,55.9,49,36,18.6,94.97660675,0.664860872,0.270869244,0.911105639,54.60565924,10.14120668
+1962.667684,46,180.7,453.5494221,49934,15471,12.4,0,"(48021.6, 51046.4]",43.2,41.7,45,"Redwood County, Minnesota",2.43,54,17.3,35.1,,10,37.9,13,61.8,4,71.6,52.4,39.4,36.5,17.1,89.44221841,0.712332252,3.281816447,0.400686892,51.81544316,5.74439157
+1962.667684,42,176.5,453.5494221,54386,14892,11.3,0,"(51046.4, 54545.6]",44.5,43.5,45.5,"Renville County, Minnesota",2.34,57.1,16.1,40.8,34,9.1,37.5,12.2,62.1,5,76.2,55.4,43.1,35,15.1,94.04785446,0.75802518,0.58005405,2.768439786,54.09241445,5.738255034
+1962.667684,114,168.4,453.5494221,60317,65400,13,0,"(54545.6, 61494.5]",36.4,35,37.4,"Rice County, Minnesota",2.5,49.2,8.8,18.6,69,3.7,31.8,17.6,,5.6,78.4,,54.9,25.9,12.2,89.99321888,3.83595845,2.277841137,1.915667478,54.56683827,4.613270514
+1962.667684,23,147,453.5494221,55352,9600,9.6,0,"(54545.6, 61494.5]",41.1,40.3,42.4,"Rock County, Minnesota",2.37,61,14.4,36.7,,6.7,38.5,15,63.5,3.7,73.8,57.2,44.4,34.2,16.9,96.60148489,0.533305448,0.930670292,0.355536965,56.98651056,11.04133961
+1962.667684,30,158.2,453.5494221,53838,15770,9.2,0,"(51046.4, 54545.6]",41.2,41.1,41.3,"Roseau County, Minnesota",2.44,59.7,18.9,40.7,36.8,3.6,37.3,14.2,69.1,2.7,80.4,62.6,55.1,29.6,12.5,93.61511367,0.685238553,2.670509126,0.236951649,56.07787274,6.330669945
+1962.667684,493,184.8,453.5494221,49714,200431,17,683.5269993,"(48021.6, 51046.4]",40.9,39.4,42.7,"St. Louis County, Minnesota",2.26,47.7,9,21.7,59.4,9.9,29.5,18.2,,6.9,74,,49.1,35.3,16.9,92.66954605,1.546587135,1.030393105,0.213958685,45.37228695,4.901104316
+1962.667684,148,153.9,453.5494221,91688,141660,5.5,444.7268107,"(61494.5, 125635]",35.5,35.2,35.9,"Scott County, Minnesota",2.9,60.3,15.6,27.9,,14.9,23.4,28.1,73.2,4.6,85.5,75.5,68,16.8,8,85.67236131,2.941262143,5.920391489,1.580227495,64.00598227,6.064705544
+1962.667684,119,170.5,453.5494221,76512,91705,7.2,0,"(61494.5, 125635]",35.3,34.9,35.7,"Sherburne County, Minnesota",2.89,57.2,16.4,34.3,,7,26.6,19.2,69.6,5.2,82.3,,64.5,22.3,11.6,93.96466853,1.973429497,1.205738875,0.255528147,62.64473082,6.543533237
+1962.667684,37,181.7,453.5494221,59893,14875,9.2,0,"(54545.6, 61494.5]",41.4,40.1,42.7,"Sibley County, Minnesota",2.46,58.3,18.9,38.5,,4.9,40.8,12.8,66.8,5.5,76.6,60.3,50.3,32.2,15.8,96.77784435,0.399440783,0.62579056,1.038546036,56.65114732,5.58244595
+1962.667684,239,153.7,453.5494221,55832,154708,13.4,329.6532823,"(54545.6, 61494.5]",34,33,34.8,"Stearns County, Minnesota",2.52,50,7,16.5,,7.6,30.2,17.7,68.8,5,77.9,,54.7,28.6,14,91.04164619,3.746518562,1.897834136,1.19269963,51.70872261,4.490661015
+1962.667684,65,145.9,453.5494221,57850,36755,10.9,0,"(54545.6, 61494.5]",39.8,39.1,40.2,"Steele County, Minnesota",2.52,55,15.5,32.9,,9.1,35.5,18.7,65.2,4.9,76.1,61.3,54.6,32.1,17.4,91.33148975,2.551816663,1.128056293,3.167866824,53.89250928,6.135046611
+1962.667684,20,146.2,453.5494221,55292,9796,14.2,0,"(54545.6, 61494.5]",32.7,31.4,33.9,"Stevens County, Minnesota",2.55,51.3,5.3,22.9,,5.2,27.2,20.1,63.6,3.1,84.2,66.5,52.3,27.8,10.3,93.11227101,0.777811892,1.862654795,0.900624296,53.92584515,6.221294363
+1962.667684,27,162.3,453.5494221,51032,9340,10.8,0,"(48021.6, 51046.4]",44.5,43.5,45.8,"Swift County, Minnesota",2.21,57.5,17.6,38.7,,6.8,38.6,12.6,63.2,3.9,72,54.4,42.4,38.6,19.8,95.9160105,1.637795276,0.167979003,1.375328084,52.02079887,9.56284153
+1962.667684,49,147.2,453.5494221,43287,24257,17.8,0,"(42724.4, 45201]",43,42.1,44,"Todd County, Minnesota",2.45,58.7,24.4,27.7,43.1,4.9,37.1,11,59.6,5.1,66.1,49.5,41.1,37.3,18.4,95.40995667,0.286111338,0.420992398,1.921033271,55.95080801,7.800672834
+1962.667684,10,132.3,453.5494221,49536,3401,12.2,0,"(48021.6, 51046.4]",48.4,47.1,49.5,"Traverse County, Minnesota",2.19,62.9,10.3,13.3,59.1,17.2,34.8,13.3,57.4,2.9,75.8,,38.4,41.7,16.6,92.44677749,0.495771362,0,0.262467192,57.34908136,4.967948718
+1962.667684,48,160.2,453.5494221,58752,21239,7.3,188.332784,"(54545.6, 61494.5]",43.8,43.1,44.7,"Wabasha County, Minnesota",2.36,61.8,13.8,40.1,39.2,6.8,39.1,14.6,,3.6,77.8,56.6,49,34.1,14.9,97.56793415,0.16837379,0.350778729,0.289977082,57.73483748,5.142332415
+1962.667684,41,187.9,453.5494221,41909,13875,15.8,0,"(40362.7, 42724.4]",43.3,41.6,44.7,"Wadena County, Minnesota",2.35,52.2,22.3,27.7,46.1,3.9,39.3,8.8,54.2,5.2,62.5,42.6,34.6,47.7,25.1,96.39508685,0.952104077,0.581437604,0.181699251,47.68200247,5.574778931
+1962.667684,40,163,453.5494221,54183,18989,10.1,0,"(51046.4, 54545.6]",39,38.2,39.6,"Waseca County, Minnesota",2.43,56.8,12.6,48,34.7,4.8,35.2,15.4,63.4,4.6,77,61.2,52,31.6,15.5,93.69888866,2.783602432,0.760117425,0.79157056,56.88737201,6.458604248
+1962.667684,347,152.1,453.5494221,84113,251597,6,584.2676979,"(61494.5, 125635]",38.9,37.8,40,"Washington County, Minnesota",2.67,57.2,13.6,28.9,,13.2,22,27.3,,4.8,85.7,72.3,65.1,21.2,9,87.00855394,3.840758909,5.16925447,0.758097864,59.14859455,5.104712042
+1962.667684,28,159.7,453.5494221,48658,10952,10.4,0,"(48021.6, 51046.4]",39.6,38.1,41.2,"Watonwan County, Minnesota",2.45,55.4,24,40.1,,4.8,40,12.5,66.1,2.9,69.4,51.3,41.7,34.5,16,94.13786864,0.597068934,1.148905374,2.668717206,50.04494382,3.17533364
+1962.667684,12,122.5,453.5494221,54536,6396,10.3,0,"(51046.4, 54545.6]",43.7,41.9,45.7,"Wilkin County, Minnesota",2.29,56,16.1,28.6,48.2,7,30.5,13.5,64.6,2,79.1,,49.2,30.4,12.7,96.70548575,0.321789764,0.229849831,0.030646644,51.9092219,7.810107198
+1962.667684,98,166.8,453.5494221,49365,50885,15.8,19.65215682,"(48021.6, 51046.4]",33.9,33.8,33.9,"Winona County, Minnesota",2.46,45.1,4.4,24.2,,6.9,29.6,18.5,66,6.2,78.2,,51.5,26.7,11.8,94.12063343,1.431277215,2.554039014,0.445199461,49.48604993,4.802427113
+1962.667684,174,165.2,453.5494221,76489,131311,6,0,"(61494.5, 125635]",35.6,35.3,36,"Wright County, Minnesota",2.82,60.5,16.1,26.8,,9.2,28.9,20.4,71.2,5.2,81.3,69.1,62.1,23.3,12.1,94.5637224,1.013279872,1.019496313,1.018719258,62.21363084,6.296560212
+1962.667684,25,151.9,453.5494221,51028,9875,11.2,0,"(48021.6, 51046.4]",43,40.7,45.1,"Yellow Medicine County, Minnesota",2.33,58.8,15.8,37.9,,4.9,36.8,12.1,63.6,3.4,74.5,55.1,42,35,15.3,92.58818866,0.455806579,0.594530321,1.397146254,56.38703527,7.744282744
+194,89,212.3,470,32327,31254,32.9,671.913995,"[22640, 34218.1]",40.7,38.2,44.1,"Adams County, Mississippi",2.5,37.8,16.7,44.7,36.3,2.3,35.9,11.1,41.4,11.3,46.8,33.3,27,46.4,29.2,40.20138216,55.52706464,0.23452891,3.117670972,35.79382487,3.939346569
+201,87,187.8,441.3,35180,37388,21.8,80.23964909,"(34218.1, 37413.8]",39.9,37.4,42.2,"Alcorn County, Mississippi",2.49,50.8,19.2,34.1,,4.1,36.3,10.3,50.4,9,53.7,40.9,36,41.3,24.1,84.57622123,11.47136847,0.270639621,1.248693695,48.53437795,4.523580366
+78,33,171.8,425.1,30668,12574,23.2,0,"[22640, 34218.1]",45.3,42.6,47.9,"Amite County, Mississippi",2.55,44.8,23.5,44.4,30.3,1.7,36.6,7.4,44,12.7,46.1,33.7,29,49.3,30.3,57.59345794,42.18068536,0.093457944,0,44.77432297,3.098591549
+104,52,200.3,423,32521,19043,23.6,105.0254687,"[22640, 34218.1]",40.8,40.4,41,"Attala County, Mississippi",2.52,46.7,25.1,31.4,,4.7,31.4,9.2,44.8,12.6,53.6,38.4,30.9,47,27.1,55.53585398,42.7327249,0.166883963,0.354628422,42.8667293,6.091370558
+38,22,208.7,355.2,30665,8182,25.6,855.5365436,"[22640, 34218.1]",39.8,40,39.7,"Benton County, Mississippi",2.83,47.4,16.8,55.3,27.7,0.1,38.1,5.6,44.5,17.1,56.3,42.1,37,39.8,18.3,60.99173554,36.34002361,0,1.428571429,50,0.41322314
+173,87,241.9,476.3,29297,33322,34,0,"[22640, 34218.1]",34.7,32.4,36.8,"Bolivar County, Mississippi",2.6,31.1,12.9,26.3,,2.7,25,13.8,45.1,15.3,42.8,33.4,28.8,46.8,32.4,33.12427891,64.04165311,0.745495962,1.538325001,31.49733484,4.919773478
+98,43,228.6,527.3,33141,14717,25,0,"[22640, 34218.1]",40.5,38.3,42.6,"Calhoun County, Mississippi",2.46,47.8,23.9,28.8,,5.5,34.2,6.3,48.1,10.1,50.6,34.1,29.1,46,25.8,68.31428765,26.98627358,0.040570694,2.542430185,45.06923337,5.766908213
+57,28,191.7,401.5,38219,10243,17.9,0,"(37413.8, 40362.7]",44.6,43.4,47,"Carroll County, Mississippi",2.75,53.1,35.1,31.8,,5,37.3,7.8,43.7,11.9,53.6,39,33.5,45.3,28.4,64.828787,33.56548655,0.241826272,0,58.25663238,3.765060241
+106,40,198.9,521.3,31616,17328,24.7,0,"[22640, 34218.1]",37.7,36,39.3,"Chickasaw County, Mississippi",2.63,43.4,24.5,30.1,41.3,4.1,37.3,7.4,48.6,12.2,54.1,37.2,31.6,45.2,24.9,54.75245817,43.40750963,0.379506641,0.36800644,44.69463294,7.273181705
+38,18,151.2,339,34548,8299,24.2,0,"(34218.1, 37413.8]",42.8,41.8,44,"Choctaw County, Mississippi",2.49,46.8,15,19.7,55.8,9.4,33.4,8.3,43.9,14.2,50.6,36.7,28.6,46.8,28.8,67.76394542,31.07493416,0.155614077,0.083792195,44.50499546,4.786324786
+43,18,175.9,432.6,26083,9150,42.6,0,"[22640, 34218.1]",32.7,30.7,33.6,"Claiborne County, Mississippi",2.74,26.2,9.9,33,54.8,2.3,29.8,8.5,32.3,17.5,37.9,26.6,23.5,52.9,36.7,13.6227224,84.86602358,0.921757771,0.182207931,25.50125313,5.663430421
+100,41,191.4,466.5,34910,16006,22.4,0,"(34218.1, 37413.8]",41.3,40.4,42.6,"Clarke County, Mississippi",2.51,48.7,16.6,31.1,48,4.3,34.4,9.9,48.9,11.7,55.1,41.7,38.3,43.9,25.7,64.18530742,35.02628041,0.073340667,0.067228945,47.61023743,6.761177754
+104,47,187.5,427.7,33939,20048,28.4,0,"[22640, 34218.1]",38.8,37.7,39.3,"Clay County, Mississippi",2.57,44.2,23.1,26.4,,0.9,32.9,12,47.7,16.2,52.9,40.2,33.4,44,27.4,40.50002466,58.23265447,0.586813945,0.059174516,43.20718409,3.726061615
+120,70,266.7,460.1,28647,24620,35,0,"[22640, 34218.1]",33.5,31,35.2,"Coahoma County, Mississippi",2.62,31.4,16.3,23.6,57,3.1,27.6,12.6,46.2,20.3,42.7,31.9,27.8,49.9,34.6,22.61027956,75.89688762,0.566246931,0.134632137,29.76495727,6.156510786
+169,65,194.9,513.2,35314,28773,26,0,"(34218.1, 37413.8]",38.1,36.1,39.5,"Copiah County, Mississippi",2.82,43.7,15.3,39,,2.8,31.5,10.2,45.4,14.3,48.7,37.6,32.6,42.3,27.5,46.04266796,51.28799142,0.452958058,1.320839528,46.62601626,4.448742747
+107,48,205.1,461.3,31835,19543,26.5,51.1692166,"[22640, 34218.1]",37.6,36.5,38.7,"Covington County, Mississippi",2.76,44.7,21,36.5,41.7,0.8,36.8,8.6,43.9,13.7,50.5,37.9,33.5,44.7,28.6,62.79081711,35.85845617,0.179754507,0.097581018,45.0853781,6.243007384
+646,281,193.9,428.8,58479,173323,10.1,115.3914945,"(54545.6, 61494.5]",36,34.8,37,"DeSoto County, Mississippi",2.8,52.3,18.1,27.7,46,8.1,29.9,15.7,64.3,7.6,72.7,59.6,53.5,25.1,12.5,71.44840022,23.86319149,1.328698706,1.023809806,53.63939343,4.636235598
+378,152,209.2,526.5,36808,75944,26.4,65.83798588,"(34218.1, 37413.8]",31.9,31.1,32.8,"Forrest County, Mississippi",2.58,38.9,9.2,18.7,,7.8,28.2,15.3,54.1,13.1,56.5,45.2,38.3,35.7,22.4,59.84370698,36.59511978,0.886359762,0.831290073,38.54840439,4.81629545
+88,40,261,561.4,29090,13352,26.8,2771.120431,"[22640, 34218.1]",39.8,39.2,40.5,"Jackson County, Kentucky",2.39,59.2,23,32.5,,3.5,43.4,4.3,37.3,12.3,44.8,33.6,32,47.5,32.9,99.69304485,0.044920267,0,0,55.49945907,6.838709677
+4320,1623,191.1,519.9,48264,763623,16.8,409.8881254,"(48021.6, 51046.4]",37.9,36.4,39.7,"Jefferson County, Kentucky",0.0241,43.7,15.2,31.3,,10.3,27.5,18.3,60,8.4,69.2,,48.9,33.1,17.9,72.9337703,20.73672052,2.445591413,0.730475557,40.80152485,5.584172261
+244,91,186.9,500.6,51227,51961,14.7,38.49040627,"(51046.4, 54545.6]",37.4,35.8,38.1,"Jessamine County, Kentucky",2.65,55.1,15.1,32.6,,9.1,28.9,16.2,58.9,8.8,68,54.9,47.6,32.7,19.1,92.25083453,3.598394532,1.144492132,0.713320617,57.68894714,5.553303608
+139,69,246.4,507.4,34271,23175,25.6,129.4498382,"(34218.1, 37413.8]",40.9,40.5,41.6,"Johnson County, Kentucky",2.53,57.1,20.6,32.3,,0,37.3,5.5,38.4,9.1,48.8,36.8,33,51.8,34,97.86723769,0.415417559,0.676659529,0.209850107,56.85666851,5.022573363
+788,311,195.8,487,54728,165012,15.5,430.2717378,"(54545.6, 61494.5]",36.4,35.6,37.4,"Kenton County, Kentucky",2.58,46.6,16.9,31.9,,11.1,29.4,18.6,62.5,7.7,70.6,58.1,53,29.6,16.7,90.36237708,4.567901992,1.215898704,1.388283939,45.70992366,6.589773358
+87,41,216.8,457.3,27709,15693,33.7,0,"[22640, 34218.1]",40.8,40.3,41,"Knott County, Kentucky",2.57,49.2,17.4,23.4,,2.1,35.1,6.2,36.5,14.6,47.1,33.5,31.8,51,34,97.625,0.81875,0.04375,0.06875,51.18649733,6.41509434
+209,85,224.6,560.5,26048,31730,34.9,0,"[22640, 34218.1]",39.2,37.8,40.7,"Knox County, Kentucky",2.5,47.5,20,45.2,33.8,1.1,40.7,5.5,37.8,15.7,40.3,30.2,27.6,55.5,38.7,97.27435631,1.156905278,0.028293879,0.028293879,45.63246972,4.863950374
+86,35,192.6,505.2,40312,14241,18,0,"(37413.8, 40362.7]",40.6,39.5,42.7,"Larue County, Kentucky",2.6,49.4,9.6,47.8,38.7,4,43.1,6.7,50.8,9.3,57.7,41.9,35.9,46.8,26.7,92.44469574,3.498480458,0.325111315,1.809315146,51.95195195,5.039267016
+345,138,216.7,531.7,34678,60094,24.7,0,"(34218.1, 37413.8]",38.5,37.8,39.4,"Laurel County, Kentucky",2.54,52.9,16.1,42.1,36.1,5.7,37.9,6.8,47,12.4,53.3,40.6,34,43.8,27.7,97.20172047,0.863583873,0.557312848,0.100416729,51.63615956,5.76001128
+98,49,269.2,524.8,32835,15745,25.9,1397.268974,"[22640, 34218.1]",40.3,39,41.3,"Lawrence County, Kentucky",2.6,57.2,19.8,39.7,,1.5,41.5,6.2,42.6,7.8,54.3,42.1,38.6,43,26.5,98.15435181,0.151697111,0.568864168,0.037924278,56.87054533,3.753424658
+48,25,275.9,528.6,25473,6752,35,0,"[22640, 34218.1]",41.9,39.9,45.1,"Lee County, Kentucky",2.2,44.6,32.8,35.8,,0,42.5,3.4,29,12.2,41.5,30.3,29.2,52.4,37.1,96.95181908,0.941143419,0.505689001,0.014046917,42.14760406,2.731512325
+76,36,262.7,558.3,27777,10711,33,0,"[22640, 34218.1]",42,40.6,42.8,"Leslie County, Kentucky",2.59,49.5,23.4,51.5,,0,33.8,5.3,31.7,17,46.5,,32.5,51.5,33.4,98.57233791,0.682004183,0.036373556,0.500136401,48.69879518,3.237555645
+156,67,226.5,527.4,28574,23123,30.1,129.7409506,"[22640, 34218.1]",41.6,41,42.8,"Letcher County, Kentucky",2.44,55.2,24.7,28.5,,1,36.1,7.1,38,12.6,47,33.1,30.9,52.3,34.6,98.33974061,0.190106037,0.646360526,0.147860251,52.30400334,5.618408437
+81,39,239.3,492.5,30217,13682,34.4,0,"[22640, 34218.1]",40.8,40.5,41,"Lewis County, Kentucky",2.54,55.1,24.3,40.3,,1.7,42.2,5.4,42.2,8.4,49.1,36.9,33.5,47.6,30.9,98.22335025,0.261058738,0.072516316,0.478607687,53.7874558,3.777923784
+152,59,199.1,523.1,35368,24463,27.6,81.75612149,"(34218.1, 37413.8]",40.3,39.1,41.9,"Lincoln County, Kentucky",2.48,53.9,14.9,47.3,,0.5,44.5,6.6,47.4,10.5,55.7,41.5,36.1,42.4,25.6,95.78741122,2.68185158,0.322475304,0.248999918,52.04708291,7.499096494
+78,30,211.7,578.6,42892,9316,14.1,0,"(42724.4, 45201]",45.9,45.6,46.2,"Livingston County, Kentucky",2.44,61.1,22.7,43.6,31.3,2.5,46.9,4.9,49.8,6.7,67.4,49.7,44,40.9,20.7,97.6900149,0.191611667,0.404513519,0.010645093,59.77522216,1.418067227
+175,68,206.8,538,41150,26910,16.9,0,"(40362.7, 42724.4]",40.5,39,41.8,"Logan County, Kentucky",2.44,52.2,20.3,43.8,31.2,4.8,40.3,8.3,49.4,7.7,60.1,45,38.7,39.2,22.1,90.51059551,6.41316897,0.022345536,0.744851216,48.56485741,4.897396103
+63,27,202,482.7,43067,8306,15.4,601.9744763,"(42724.4, 45201]",49,45.5,52.2,"Lyon County, Kentucky",2.19,46.9,19.7,59,,1.7,39,10.3,36,7.6,70.1,46.9,41.6,40.9,16.6,91.64484647,6.189002618,0.428469412,0.226136634,49.65944272,2.598366741
+409,150,168.9,484.1,41216,65018,17.5,415.2696176,"(40362.7, 42724.4]",42.5,41.2,43.7,"McCracken County, Kentucky",2.33,49,17.2,35.6,,4.6,31.3,13.6,55.2,6.1,65.2,50.3,43.8,37.9,21.1,85.29690558,10.76168053,0.902030333,0.409735812,45.15519372,5.282054823
+107,51,265.8,547.8,24265,17878,47,0,"[22640, 34218.1]",38.8,37.2,40.4,"McCreary County, Kentucky",2.56,47.4,19,48.9,,0,40.5,3.2,30.4,19,42.5,24.1,20.1,57.2,39.1,90.75051386,5.988556191,0,0.688850619,51.10721682,1.549958483
+65,28,215.1,525.3,42288,9512,16.9,0,"(40362.7, 42724.4]",41.8,40.1,43,"McLean County, Kentucky",0.025,60.1,13.6,40.1,,5.5,39.9,6.1,52.4,8.4,63.9,47.1,41.3,41.9,22.5,97.77894737,0.442105263,0.273684211,0.031578947,57.86113328,7.128810226
+423,164,205,523.5,44358,87824,19.7,0,"(42724.4, 45201]",33.9,33.2,34.8,"Madison County, Kentucky",2.49,44.8,5.7,24.8,,9.2,29.5,16.7,56.7,8.6,68.2,55.8,47.8,31.4,17.9,91.85675342,4.451408467,0.912183415,0.407744822,47.19623253,4.761498421
+81,31,221.5,554.7,29421,12808,30.2,312.3048095,"[22640, 34218.1]",41,39.9,41.7,"Magoffin County, Kentucky",2.57,52.6,13.1,44,,0.5,37.8,3.9,35.3,12.2,44.6,32.9,29.4,53,35.9,99.84590492,0.084752292,0,0,53.18254604,5.955168953
+110,44,193.4,510.2,39089,19365,21.8,0,"(37413.8, 40362.7]",38.8,38,39.6,"Marion County, Kentucky",2.51,49.9,15.9,48.5,33,2.6,44.8,8.1,50.7,9.2,65.5,51.6,46.4,37.3,20.9,88.51752295,8.779226049,0.852056601,1.014353096,49.87153482,7.024889509
+221,85,185.3,496.5,45596,31101,13.1,0,"(45201, 48021.6]",44.9,43.7,46.1,"Marshall County, Kentucky",2.43,59,23.5,37.1,31.3,8.1,41,9.3,,7.7,68.2,50.5,46.1,39.7,20.7,98.1206504,0.426541804,0.275808986,0.035277894,57.14965878,4.006754682
+71,36,270.4,529.6,27484,12307,40.6,0,"[22640, 34218.1]",38.1,35.6,41.8,"Martin County, Kentucky",2.57,51.4,19.8,52,,0.2,39.5,2.5,23.9,20.6,39.2,28.3,26.6,56.5,39.7,94.34724092,4.72646663,0.00791703,0.316681181,52.68518519,4.36746988
+121,53,248.1,578.9,40260,17099,18.6,0,"(37413.8, 40362.7]",41.1,39.3,42.6,"Mason County, Kentucky",2.52,53.3,18.3,31.8,42.3,7.6,38.3,7.5,52.4,6.2,63.6,,43.5,38.7,20.8,89.8993987,6.805041628,0.300647549,0.046253469,51.97446556,5.546875
+147,60,225.1,538.4,52377,27924,12.6,0,"(51046.4, 54545.6]",36.7,36.9,36.5,"Meade County, Kentucky",2.73,57.1,20.1,47.6,,3.2,39.8,8.4,,11.5,67.9,48.3,36,35.6,17.3,92.13347996,3.883428414,0.814488968,0.350539556,59.26801589,6.956521739
+43,19,229.5,548.3,30828,6358,27.1,0,"[22640, 34218.1]",41.6,40.6,42.8,"Menifee County, Kentucky",2.56,53,14.4,48.9,29.2,7.5,39.1,6.5,42.4,14.7,51.2,,33.6,48.9,31.5,96.51584424,0.409900678,0.252246571,1.844553051,52.61639885,4.84804631
+143,57,206.3,536.1,43945,21407,17.6,0,"(42724.4, 45201]",42.6,40.7,44.7,"Mercer County, Kentucky",0.024,56.4,11.9,46.8,37.7,3.6,38.8,10.9,54.4,11.5,66,49.6,44,38,20.6,92.84977978,3.767219567,0.473245244,1.082372786,53.73980054,5.675616678
+63,28,218,492.1,30460,9909,25.2,0,"[22640, 34218.1]",43.4,42.2,44,"Metcalfe County, Kentucky",2.51,58.4,17.7,35.2,,2.8,40.9,6.1,50.3,7.4,51.8,36.7,33.9,44.6,26.8,95.13269905,1.281922884,0.330495744,1.852779169,56.45325203,11.46987952
+74,33,227.9,511.5,30172,10667,26.2,0,"[22640, 34218.1]",42.7,40.2,44.3,"Monroe County, Kentucky",2.39,55.9,16.3,42.3,,2.2,41.8,8.1,46.2,9.5,55.3,39.6,33.1,48.3,30.3,95.58755225,2.563864375,0.120761728,1.003251277,53.49988746,3.581020591
+152,61,205.9,518.9,41139,27608,20.8,470.8780064,"(40362.7, 42724.4]",38.8,36.7,41.1,"Montgomery County, Kentucky",2.61,48.4,21.7,39.1,,4.6,39.1,10,51.1,10.4,59.6,,41.7,39.1,22.5,94.36448633,2.977877572,0.025766555,1.255199323,48.1167057,5.746046657
+77,36,242.8,498.8,30872,13275,30.4,0,"[22640, 34218.1]",40.7,39.4,42.9,"Morgan County, Kentucky",2.45,51.9,23.5,40.2,,0.9,36.2,6.6,,9.6,47.3,36.2,32.7,51.8,33.7,94.28805481,3.232052428,0.305332142,0.223413762,56.8843594,6.742424242
+190,85,207.1,472,38916,31183,21.6,0,"(37413.8, 40362.7]",41.5,39.5,43.1,"Muhlenberg County, Kentucky",2.6,55.2,20,42.2,,3.4,42.1,5,45.3,10.3,60.5,45.9,42.4,40.3,22.9,92.5899901,5.266856176,0.226771855,0.089431154,56.41736719,5.430404297
+252,85,185.4,551.5,54540,45126,12.7,421.043301,"(51046.4, 54545.6]",37.9,36.4,39.5,"Nelson County, Kentucky",2.62,54.7,12.1,50.2,,1.7,42,9.7,58.4,9.8,68.5,54.6,49.6,34.3,19.8,91.66816264,5.244143255,0.298447177,0.955928552,55.86608789,7.048374906
+49,23,267.6,552.9,37061,7131,19.4,0,"(34218.1, 37413.8]",501.6,39.9,43.3,"Nicholas County, Kentucky",2.47,54.6,21.9,41.9,,0,40.7,6,51,7.7,55.3,40.2,34.8,42.4,25.4,96.91872792,1.469964664,0,0.098939929,53.15155807,4.939063502
+153,65,222.1,533.6,38261,24216,19.7,0,"(37413.8, 40362.7]",40.2,38.3,41.3,"Ohio County, Kentucky",2.7,57.2,12.3,53.5,,3.4,42.8,5.2,47.5,9.6,59.9,,41.7,42.5,24.6,95.76563474,2.356118845,0.062331186,0.249324745,57.92579144,7.169811321
+301,85,163.6,519.6,92097,64875,5.5,0,"(61494.5, 125635]",39.6,39.2,39.9,"Oldham County, Kentucky",2.98,57.5,17.4,32.6,42.1,7.9,23,24.1,60.5,4.3,85.1,72.5,64.4,20,8.5,90.34852547,4.2229167,1.365864492,1.521328743,68.27869684,4.704009263
+67,21,159.8,514.8,43626,10730,17.4,0,"(42724.4, 45201]",41.7,41.6,41.8,"Owen County, Kentucky",2.59,54.5,17,57.1,,7.5,47,8.3,51.6,8.6,66,51.2,47,38.6,21.4,96.12547848,1.587153394,0.093361964,1.577817197,53.21367936,5.220713073
+31,16,263.1,493.7,23047,4461,45.1,0,"[22640, 34218.1]",43,42.6,43.9,"Owsley County, Kentucky",2.56,52.7,33,35.9,29.3,1.8,34.6,8.5,31.8,8.8,35.9,26.6,21.9,59.3,41.4,96.07885615,1.083188908,0.888214905,0.173310225,42.63959391,4.527559055
+81,31,188.1,497.1,47023,14408,15.6,0,"(45201, 48021.6]",41.5,40.7,42.2,"Pendleton County, Kentucky",2.67,55.5,10.7,47.6,31.4,10.3,47.9,7.2,56.2,6.4,67,53.8,49.5,36.5,21.2,98.15350696,0.571861651,0,0,56.23599701,5.568862275
+192,93,280.8,579.2,31265,27565,27.5,834.3914384,"[22640, 34218.1]",41.4,40.2,41.8,"Perry County, Kentucky",2.47,53.6,23,35.5,33.9,7.6,32.2,7.3,41.3,13.9,48.3,,33.3,48.4,32.1,96.34463821,1.433615064,0.55989444,0,50.8032491,4.955913652
+400,182,238.4,518.3,32666,61792,27.4,80.91662351,"[22640, 34218.1]",41.1,40.1,42.3,"Pike County, Kentucky",2.38,54.6,19.5,35.8,,6.3,36.4,6.6,40.6,10.7,53.1,38.2,35.4,49.4,30.6,97.62745531,0.889113094,0.561213229,0.323170539,51.64216812,5.073851204
+91,40,292.5,630.4,32783,12269,26.7,0,"[22640, 34218.1]",38.4,38.1,38.9,"Powell County, Kentucky",2.56,45.4,30.1,40.9,26.7,2.4,40.7,6.1,44.5,8.3,52.9,40.7,36.2,46.2,29.8,96.93098739,0.409737286,0.345464771,0.626657026,42.68932243,5.682216766
+418,178,219.5,523.2,32767,63782,26,0,"[22640, 34218.1]",42,40.8,43.3,"Pulaski County, Kentucky",2.45,52.1,16,31.7,,5.8,41.2,8.6,50.4,9.1,60.1,34.5,28.8,45,23.8,96.26149132,0.98687829,0.634870747,0.572012257,49.29082171,6.00624025
+17,9,274,530.3,37281,2138,23,0,"(34218.1, 37413.8]",46.7,47.3,46.3,"Robertson County, Kentucky",2.31,53,5,54.8,,0,36.1,9.8,44.1,6.7,55.8,43.4,38.6,46.3,32.4,99.0942029,0,0,0,52.25806452,1.204819277
+110,47,228.1,524.4,33789,16942,24.1,0,"[22640, 34218.1]",41.8,41.3,42.3,"Rockcastle County, Kentucky",2.51,55.3,9.4,33.8,,3.8,43.2,4.6,44.3,11,55.3,36.7,33.1,46,28.9,97.81607839,0.194782198,0.035414945,0.20658718,53.10376076,4.281183932
+125,54,235.2,540.5,37287,23892,23.4,41.85501423,"(34218.1, 37413.8]",32.2,30.9,33,"Rowan County, Kentucky",2.44,41.6,9,16,,4,31,11.1,51.5,6.5,61.2,50,43.6,34.8,20.5,94.90850559,1.702812606,0.465943748,1.016604541,45.80894404,4.886769964
+110,52,214.9,471.5,33623,17662,26.3,0,"[22640, 34218.1]",42.9,41,44.2,"Russell County, Kentucky",2.48,49.9,16.1,36.5,,2.5,36.6,6.7,,11.8,50.7,33.2,27.4,49.2,27.9,96.53630653,0.277321863,0.113192597,1.080989303,46.04255319,3.919463087
+215,72,179.6,507.3,61989,52420,10.9,0,"(61494.5, 125635]",35.8,35.3,36.4,"Scott County, Kentucky",2.65,55.6,15,35.3,,7.4,30.7,17.2,65.3,6.9,75.4,64,58.1,24.8,13.9,88.59460321,5.185539479,0.878871218,2.670493045,56.81016231,5.258156478
+219,69,155.7,486.6,57447,45632,12.8,153.401122,"(54545.6, 61494.5]",38.7,38.3,38.8,"Shelby County, Kentucky",2.67,55.7,26.3,36.9,,3.8,31.8,14.1,60.9,5.7,71.6,56.9,50.9,29.3,14.1,86.71483405,7.243170016,1.117633777,2.765861368,58.37739174,5.768189204
+114,46,225.7,563.4,45269,18006,15,0,"(45201, 48021.6]",39.6,37.7,41.8,"Simpson County, Kentucky",2.56,52.4,17.2,38.4,,4.1,42.6,10.2,54.5,7,61.9,49.1,43.3,36.6,20.8,86.00881157,10.35924085,0.192046995,0.994125621,50.15457088,5.726431608
+92,30,180.9,530.2,67437,17894,8.8,0,"(61494.5, 125635]",40.5,40.7,40.3,"Spencer County, Kentucky",2.72,64.1,12.8,36.9,47.2,3.1,35.6,12.7,62.6,6.4,78.9,65.3,61.5,25.2,12.3,96.06303692,1.490584286,0.403936963,0.102406554,66.0330321,6.220984215
+157,64,205,524.1,34633,25420,26.7,0,"(34218.1, 37413.8]",39.2,37.5,40.7,"Taylor County, Kentucky",2.46,45.6,9.6,39.8,,4.1,40.6,8.1,51.8,9.6,55.7,40,34.6,44.1,25.9,91.81770896,4.009122554,0.920257672,0.204057136,45.73340196,4.008328995
+63,25,183.7,453.4,40002,12531,19.3,0,"(37413.8, 40362.7]",36.9,36.1,38.2,"Todd County, Kentucky",2.7,53.7,19.3,44.2,35.1,1.4,41.9,6.3,48.9,8.5,52.5,38.5,31.8,39.6,24.4,85.81922708,8.455764931,0.047908017,4.175982114,52.7479746,6.25698324
+94,44,214.9,462.8,44676,14233,15.8,0,"(42724.4, 45201]",45.1,44.2,45.5,"Trigg County, Kentucky",2.35,56.6,15.1,25.2,,15.5,30.1,9.4,48.8,8.4,62.3,42.8,34.5,38.8,18.4,89.8877193,8.792982456,0.540350877,0,52.82673761,4.195088677
+53,22,228.4,540.3,46708,8769,16.2,0,"(45201, 48021.6]",41.1,39.8,41.6,"Trimble County, Kentucky",2.46,60.3,22.4,43.1,,0.9,47.2,6.6,51.5,14.6,66.7,51.5,47.7,33.7,17.6,99.0549926,0,0.011385631,0.375725834,57.60992108,5.038961039
+77,33,195.5,457.7,44119,15050,18.9,0,"(42724.4, 45201]",37.1,33.7,42.2,"Union County, Kentucky",2.43,47.9,29.8,43.5,24.4,2.3,40.2,6.1,49.7,7.8,60.9,46.4,41.7,38.7,22.5,84.56202933,12.94094332,0.158541419,0.039635355,50.4494786,4.645550528
+522,208,192.7,483.8,48925,122851,18.3,32.55976752,"(48021.6, 51046.4]",32.8,31.9,33.8,"Warren County, Kentucky",2.48,47.2,8,29.6,,8.1,30.9,17.2,59.9,7.9,68.2,56,49.6,30.5,17.8,82.10760824,9.374527112,3.065153426,3.034047919,47.69427369,5.172199041
+66,27,180.2,463,39983,12063,19.7,0,"(37413.8, 40362.7]",41.5,39.1,42.5,"Washington County, Kentucky",2.56,52.6,14.8,29.2,53.4,2.6,41.6,6.8,57.3,6.1,68.7,53,46.1,33.9,16.6,89.47942905,5.91099916,0.193115029,1.964735516,53.83759733,5.399151562
+128,55,202.2,480.4,30619,20464,26.2,0,"[22640, 34218.1]",42,41.2,44.1,"Wayne County, Kentucky",2.57,48.7,16.6,40.3,40.8,2.3,37,4.4,39.9,12.6,50.2,34.4,29.8,51.9,30.3,94.66957153,2.231905108,0.029048656,1.534737352,48.37691045,6.951992754
+83,36,213.7,508.3,43024,13170,17.3,0,"(42724.4, 45201]",39.7,38.2,42,"Webster County, Kentucky",2.54,56.5,17.5,41.1,,1.8,42.3,5.3,48.9,7.2,62.7,48.7,45.5,38.6,20.8,92.07905967,4.439619675,0.029946844,1.347607996,56.54123611,4.724137931
+217,96,240.1,531.3,31086,36129,29.8,0,"[22640, 34218.1]",37.1,35.6,38.1,"Whitley County, Kentucky",2.6,48.4,10.7,45.3,,9.4,37.1,8.9,44.2,10.2,48.5,,31.7,48.8,33.2,96.633514,0.905179639,0.357601833,0.419064648,50.09153318,7.104526365
+50,23,259.5,570.6,25768,7259,36.2,0,"[22640, 34218.1]",41.8,40.6,42.6,"Wolfe County, Kentucky",2.45,49.7,9.2,53.9,,2.4,38.5,5.6,34.4,9.7,39.3,,23.9,57.4,40.2,98.81559014,0.3580774,0,0.192810908,45.30500343,5.395462906
+142,53,182.8,485.2,57067,25793,11.2,0,"(54545.6, 61494.5]",41.9,40.8,42.7,"Woodford County, Kentucky",2.55,56.7,9.4,39.7,,8.1,28.9,20.2,63.3,4.8,75.7,60.4,52.1,28.2,13.5,89.69862148,4.684599281,0.209345499,2.966386223,55.73352377,4.961767205
+323,151,230.5,492.7,40269,62577,22,0,"(37413.8, 40362.7]",35.7,34.7,37.2,"Acadia Parish, Louisiana",2.7,47.3,24.6,35.9,36.6,2.9,39.2,7.6,52,10.1,56.5,44.6,38.9,37.4,23.1,78.97302254,17.43480849,0.19464955,1.000595209,47.0950042,6.938635585
+123,54,201.6,450,36852,25683,22.5,0,"(34218.1, 37413.8]",38.5,37.6,40.4,"Allen Parish, Louisiana",2.66,41.6,31.5,45.6,,4,44,6.9,40.4,8.9,58,43.7,39.8,40.2,23.8,72.49834327,20.01715199,0.810821346,0.732857755,45.16008471,5.988023952
+455,151,170,484.5,67299,119455,13.7,0,"(61494.5, 125635]",34.8,33.8,35.8,"Ascension Parish, Louisiana",2.84,54.4,14.4,36.2,,3.7,34.6,18.9,64.2,6.4,71.5,61.9,56.8,25.1,15.4,74.24044345,21.88376998,0.886367202,0.442747825,56.52954375,6.260702788
+120,51,188.9,450.6,46317,22842,17.8,131.3370108,"(45201, 48021.6]",39.3,37.9,40.7,"Assumption Parish, Louisiana",2.64,49.1,23.9,38.6,,3.9,39.5,7.5,,10.3,58.7,43.4,39.2,39.4,22.2,68.01405213,29.86077981,0.225528039,0.4857527,49.20323326,5.233611011
+242,111,228,501.8,34022,41103,25.5,0,"[22640, 34218.1]",38.2,36.9,39.6,"Avoyelles Parish, Louisiana",2.52,44.8,34.2,37.1,,1.1,41.3,6.3,46.1,9.6,51.6,37.7,32.2,41.4,24.1,67.02505497,29.80502066,0.56536761,0.275435502,45.53971759,5.000553159
+178,75,198.3,463.7,43918,36462,18.9,0,"(42724.4, 45201]",37.5,35.9,39.3,"Beauregard Parish, Louisiana",2.69,55,29.6,46.1,19.2,5.1,42.7,10.7,50.5,5.7,59.6,44.4,35,35.9,19.8,82.13133291,13.17466008,0.612261783,0.554345128,55.69495134,3.558718861
+18,7,153.9,405.8,27512,3141,37.3,0,"[22640, 34218.1]",40.3,37.5,43.4,"Clay County, Georgia",2.57,38.4,43.3,40.2,,0,44.8,2.7,35.6,19.2,35.2,22.2,19.6,51.9,34.2,31.79768041,61.05025773,0,0.193298969,33.8123415,14.87889273
+886,291,165.3,452.9,42985,273955,22.9,29.20187622,"(42724.4, 45201]",32.4,30.4,34.1,"Clayton County, Georgia",2.97,35.8,22.3,37.2,,5.5,32,12.2,57.2,14.1,49.4,41,35.8,32.4,23.7,21.9145019,66.81335459,5.185717386,3.785820667,35.92963409,5.066533644
+33,13,190,442.3,31577,6893,28.5,0,"[22640, 34218.1]",36.1,35.1,38.5,"Clinch County, Georgia",2.49,41.9,27.8,28.4,,10.5,35.4,7.4,45.3,10.7,46.2,34.5,31.3,42.5,27.1,67.19187159,26.63819761,0.427035783,2.812546017,39.05462999,11.29568106
+2864,853,151.9,470.3,66970,741334,13,148.3811615,"(61494.5, 125635]",36,34.9,37.1,"Cobb County, Georgia",2.64,51.2,16,26.1,,13.7,19.5,29.2,65.5,8,70.2,60.9,53.1,20.8,12.1,61.53103807,26.51540118,4.90326546,4.492910213,50.53198618,4.671194475
+175,78,189.2,418.6,33125,43108,28.1,0,"[22640, 34218.1]",35.2,34.1,36.7,"Coffee County, Georgia",2.73,41.7,20.1,41.3,,3.4,39.1,8.6,45.9,8.3,46.4,36.8,32.9,38.4,26.3,66.22561217,28.2468665,0.644141106,4.099713973,44.44522031,5.763286469
+220,89,184,463.3,33509,45844,26.5,0,"[22640, 34218.1]",35.5,34.4,36.8,"Colquitt County, Georgia",2.86,47.2,36.5,37,,2.1,36.7,8.1,52.7,8.3,41.2,31.2,27.9,39.5,26.2,68.40778724,23.09881801,0.230314618,6.28585086,49.62191015,6.092124814
+494,181,156.9,409.8,68067,144052,9.5,0,"(61494.5, 125635]",36.6,35.4,37.6,"Columbia County, Georgia",2.98,57,13.9,36.1,40.8,9.2,23.8,21.6,58.1,7.1,78.8,62.7,49.9,22.3,9.6,75.47942792,16.60964436,4.024110892,1.060908637,62.82316215,5.223686116
+89,35,183.4,483.1,32408,17124,26.1,0,"[22640, 34218.1]",36.7,35.6,37.5,"Cook County, Georgia",2.74,50.2,27.4,41.1,,1.1,39.5,8,54.1,6.6,45,33.4,28.9,38.4,24.8,69.13638232,27.6991722,0.293547819,1.567545353,51.46987169,7.78998779
+555,199,169.3,453.6,60809,138427,12.5,202.272678,"(54545.6, 61494.5]",37.6,36.9,38.4,"Coweta County, Georgia",2.73,57.8,15.2,37.6,39.5,7.8,31.6,18,60.7,7,73.5,60.8,54.6,25.4,13.1,77.26584518,17.8929064,1.70369371,0.943664928,58.15650819,6.63071161
+71,28,197.9,468.9,43111,12388,19.9,0,"(42724.4, 45201]",43.5,42.6,44.5,"Crawford County, Georgia",2.72,48.8,25.8,21.6,45.1,7.5,35.6,8.4,48,11,57.5,45.6,40.4,38.3,23.4,73.80173858,22.93643831,0.901188293,0.047850706,51.98325253,2.190865206
+113,47,164.9,408.9,31176,22881,32.5,0,"[22640, 34218.1]",38.4,35.6,40.3,"Crisp County, Georgia",2.64,45.3,27.6,29.4,,1.6,35.7,8.9,47.7,15.5,46.7,35.3,30.5,44.5,29.3,53.8903663,43.16290641,1.162391696,0.403191216,45.87134773,5.115327381
+83,47,238.2,423.9,42953,16264,16.4,0,"(42724.4, 45201]",40.7,39.9,41.5,"Dade County, Georgia",2.47,57,10.9,29.7,,1.9,35.5,10.2,56.9,6.1,62.3,50.1,42.4,32.8,18,95.67041654,1.197932502,1.045910611,0.291882031,62,3.774056486
+124,45,179,473.3,57491,23312,11.8,0,"(54545.6, 61494.5]",41.5,41.2,42.1,"Dawson County, Georgia",2.74,57.1,22.5,20.1,54.1,3.3,29,19.6,53.3,8.5,67.7,54.2,47.5,30.3,15.4,94.98081418,0.555727076,0.50721122,1.658360164,59.5762815,6.774789571
+130,64,198.3,407.8,33968,27174,27.7,0,"[22640, 34218.1]",37.4,34.1,40.6,"Decatur County, Georgia",2.46,43.4,24.4,31.6,,5.7,34.9,9.3,46.1,6.5,48.9,37.8,34.5,40.4,27.2,53.07546205,41.62100957,0.314120827,3.900942362,40.955342,4.241143971
+2841,914,157.4,462.8,50597,734871,20.4,700.8032702,"(48021.6, 51046.4]",35.1,33.8,36.4,"DeKalb County, Georgia",2.63,38.2,18,28.5,,11.3,21,24.2,61.3,11.3,61.3,51.9,44.9,27.2,17.6,35.14492602,53.72251096,5.740502645,2.735606863,36.27241993,5.74981682
+110,47,190.6,448.2,32293,20882,25.9,0,"[22640, 34218.1]",40.2,37.4,42.9,"Dodge County, Georgia",2.35,44.9,23.3,41.1,,1.6,42.1,8.9,45.9,9.8,56.1,43,39,39.7,22.4,66.53918791,28.47497639,0.571293673,1.869688385,44.56845238,5.125899281
+57,21,124.3,337.1,31103,14035,30.4,0,"[22640, 34218.1]",41.4,38.9,43.2,"Dooly County, Georgia",2.52,40.3,27.3,45.8,,1.9,43.4,6.7,41.8,11.7,48.3,,32.9,40.4,23.9,44.12649549,50.17840901,0.195900091,4.442734206,43.40527578,1.972242513
+486,187,194.2,501.8,32150,91332,31.7,306.5738186,"[22640, 34218.1]",34.2,32.6,35.7,"Dougherty County, Georgia",2.52,33.6,23.8,26.1,,3.8,29.3,11.1,47,18,48.9,35.8,30.6,41.3,26.8,28.88114886,67.73872039,0.714821563,0.905583539,32.24368918,6.218730618
+519,185,175.3,462.3,54581,140733,14.2,28.42261588,"(54545.6, 61494.5]",35.9,34.5,36.9,"Douglas County, Georgia",2.87,47.7,19.1,33.9,,5.4,31.2,16.7,59.6,10.5,64.9,54.1,48.7,27,16.1,51.1661295,41.63712277,1.722824495,3.006152945,49.25125852,6.214984071
+65,28,200.4,476.1,34906,10575,29.9,0,"(34218.1, 37413.8]",40.3,38.5,42,"Early County, Georgia",2.62,39.2,24.5,27.4,,4.7,38.1,8.3,45.4,9.4,50.5,39.8,34.9,41.3,27,47.7455336,50.36392854,0.217411854,1.398998015,39.36196935,4.907216495
+19,5,126.4,538.1,34444,4040,27.1,0,"(34218.1, 37413.8]",35.4,37.2,33.9,"Echols County, Georgia",2.86,52.1,26.4,33.2,37.9,2.5,36.2,6.5,53.7,10.1,40.2,31.4,28.3,35.9,24.9,83.64624506,2.0256917,0,10.62252964,53.31920904,1.424501425
+230,87,201.7,492,61195,57106,11,35.02258957,"(54545.6, 61494.5]",36.1,34.9,37.2,"Effingham County, Georgia",2.95,55.1,16.3,42,40,1.7,38.2,11.5,61.1,6,70.2,59,52.3,23.5,13,82.76404906,13.54933187,0.970162914,0.571114772,60.07486979,5.321944809
+116,47,176.8,454.2,35351,19364,21.4,0,"(34218.1, 37413.8]",41.3,39.9,42.9,"Elbert County, Georgia",2.49,48.1,20,27.3,,3.2,45.7,5.7,46,10.8,52.9,39.3,35.1,44,27.3,66.81680913,30.32707171,0.332702053,2.206070533,45.09297521,7.219802888
+111,52,205,438.2,30119,22708,32.7,0,"[22640, 34218.1]",36.9,35.1,38.8,"Emanuel County, Georgia",2.68,41.7,19.7,38.1,,4.6,40.2,6.1,47,13.2,43.4,33.3,29.7,43.1,29.4,61.08838151,34.09000924,0.347543003,2.789142581,41.49092693,8.514774495
+54,24,194.4,444.5,33293,10787,26.6,0,"[22640, 34218.1]",35.3,35.5,35.1,"Evans County, Georgia",0.026,47.6,15.2,33.7,48.8,2.3,37.9,10.3,48.6,10.3,52.1,38.5,34.3,41.8,27.5,58.39652303,30.16460144,0.841501757,10.15350472,45.90657961,7.363601679
+163,71,182.8,448.7,37813,24303,19.6,205.7359174,"(37413.8, 40362.7]",50.2,49.6,50.5,"Fannin County, Georgia",2.48,55,25.1,30.5,,5.1,38.8,10.2,43.3,12,52.2,,26.5,46.1,26.7,96.84525314,0.269564485,0.509645354,0.021059725,53.35436383,4.835115865
+554,168,140.8,455.4,79069,110714,6.9,72.25825099,"(61494.5, 125635]",43.3,42,44.2,"Fayette County, Georgia",2.8,60,19.9,26.9,,13,21.5,28.8,57.8,7.6,80.4,64.8,54.9,24,9.9,70.97786572,20.82923013,4.009019373,1.227739174,65.2835085,3.49249879
+296,124,165.7,409.2,46867,63508,15.8,0,"(45201, 48021.6]",43.6,42.4,45.1,"Walton County, Florida",2.45,51.6,22,35.9,,4.1,28.1,17.6,52.2,7.9,57.5,,29.1,37.8,20.9,86.92823642,5.17423975,1.267503824,2.961991696,50.4853129,6.476142726
+100,43,202.2,491.6,34553,13886,20.6,0,"(34218.1, 37413.8]",43.7,42.7,44.3,"Lamar County, Alabama",2.27,61.6,26.7,32,38.8,2.5,37.1,6.8,47,10.2,59,39.9,34.6,45.3,23.1,87.38413642,11.07337437,0.021226916,0.629731833,55.5392636,7.489134069
+108,64,209.1,356.3,36482,24687,20,0,"(34218.1, 37413.8]",40.9,39.5,43.1,"Washington County, Florida",2.66,46.6,26.3,38.7,,0,41.3,6.7,41,11.5,54,37,30.6,47.8,27,79.6581266,15.17316984,0.138048642,0.665881684,50.38806694,5.908289242
+81,36,174,388.5,36642,18454,24.9,0,"(34218.1, 37413.8]",38.6,37.6,39.8,"Appling County, Georgia",2.63,50.1,26.5,48,24.4,1.2,42.8,8.2,49.5,7.9,49.6,38.1,33.3,39.7,26.4,76.67372536,18.89015583,0.83618396,1.992724114,50.80739871,6.281957633
+32,15,213.5,403.2,31740,8398,26.5,0,"[22640, 34218.1]",34.9,34.8,34.9,"Atkinson County, Georgia",2.98,49.8,42,21.7,36.3,0,39.2,5.2,54.9,7.3,40.5,32.9,28.6,36.7,24.8,66.8073306,17.2293224,0,13.41933928,48.44877345,5.448065173
+48,24,192,378.7,34201,11299,25.9,0,"[22640, 34218.1]",37.1,35.6,37.9,"Bacon County, Georgia",2.71,53.5,42.3,29,,4.6,40.5,7.9,52.3,4.4,51.6,40.7,34.4,39.2,26.2,77.93619676,14.95277134,1.220816254,4.330778827,52.49303974,3.53909465
+21,6,127.6,488.4,43115,3180,27.3,0,"(42724.4, 45201]",42.6,40.7,44.1,"Baker County, Georgia",2.55,47.7,12.9,54.7,,0,42.2,4.3,47.1,7.1,50.4,41,33.8,35.9,24,50.5164034,47.66099635,0.577156744,0.820170109,47.79240899,5.354752343
+212,86,186.1,445.9,37008,45459,29.5,0,"(34218.1, 37413.8]",34.1,34.6,33.6,"Baldwin County, Georgia",2.62,34.6,9.1,22.7,,6,39,9.2,43.4,8.4,65.6,52.7,47.9,32.5,18.4,54.58674528,41.48487826,1.528551152,1.05251665,36.44386031,3.145390664
+85,26,138.7,433,46018,18495,16.9,0,"(45201, 48021.6]",40.4,40.3,40.5,"Banks County, Georgia",2.8,57.1,15.2,46.9,36.3,1.6,45.5,7.2,53.8,8.5,61.1,47.2,42,33.4,18.2,93.41732112,2.683246073,1.27617801,0.687172775,58.96535938,4.162724693
+281,114,192,457.7,49698,75370,13,0,"(48021.6, 51046.4]",34.8,32.9,36.2,"Barrow County, Georgia",3.05,52,25,38.3,,2.1,35,11.5,59,10.1,62.1,52.3,46.4,28.5,18.3,80.50602677,11.57862578,3.500805421,1.976059546,55.19524618,5.318186956
+94,43,218.3,471.1,31081,17403,28.5,0,"[22640, 34218.1]",38.6,38.1,39.1,"Ben Hill County, Georgia",2.68,42.6,14.1,44.5,,0.9,41.7,7.1,44.8,9.7,48.4,35,31.2,42.9,26.6,61.0459461,35.75556446,0,1.356067975,41.15078746,7.459677419
+529,238,194.4,449.5,41324,92596,18.7,21.59920515,"(40362.7, 42724.4]",41.1,39.4,42.7,"Lauderdale County, Alabama",2.35,52.4,12.7,24.5,,6,34.1,12.8,,7.1,69.3,52.5,46,34.1,17.1,86.92646948,9.962582357,0.724629867,0.219976924,50.13726303,5.10978957
+94,40,180.7,426.9,35078,18963,26.7,0,"(34218.1, 37413.8]",39,37.1,41.4,"Berrien County, Georgia",2.71,51.1,26.1,41.4,28.9,3.6,38,7.2,43,13.8,49.2,34.6,27,37.8,22,84.13691572,11.43067459,0.741363899,1.077869499,49.42512216,5.015887426
+796,333,199.3,480.8,36014,153721,28.2,377.3069392,"(34218.1, 37413.8]",35.6,34.1,37.5,"Bibb County, Georgia",2.59,37.7,17.6,35.2,,5.8,32.6,14.5,50.2,12.4,55.9,43.6,37.9,38,24.1,42.94775734,53.09076581,1.719460521,0.480570484,36.90882667,5.466863951
+58,25,162.6,393.3,40454,12243,23.2,0,"(40362.7, 42724.4]",37.3,35.8,38.9,"Bleckley County, Georgia",2.71,41.1,5.4,37.1,56,1.6,44.8,9.7,42.9,4.8,64.4,48.2,45.7,37.7,19.3,69.97489408,26.21999059,0.635493488,1.663266907,49.89059081,3.671437461
+80,41,210.8,411.4,36865,18455,21.7,0,"(34218.1, 37413.8]",39,37.7,39.6,"Brantley County, Georgia",2.79,53,22.8,37.6,37,2.7,45.6,4.7,47.5,10.9,43.9,32.8,28.5,39.4,25.8,94.51549967,3.186646434,1.110990679,0.075872534,55.37152408,4.942780618
+95,32,159.3,469,32903,15658,28.8,0,"[22640, 34218.1]",496.8,38.9,44.8,"Brooks County, Georgia",2.37,46.9,28.4,35.9,34.7,1,38,9,45.4,17,48.4,33.7,28.2,42.8,25.6,59.15456929,35.16019697,0.511607086,3.696361195,43.59130303,4.200664853
+135,54,208.9,490.5,66556,35137,11.9,0,"(61494.5, 125635]",35.1,34.3,35.9,"Bryan County, Georgia",2.89,57.8,19.9,38.7,39,2.5,27.6,20.4,57.9,9,70.8,54.6,39.7,26,14.6,78.30533016,15.23030979,2.192995686,0.696811559,59.58395245,4.93857195
+236,101,184.2,418.9,36315,72651,31.4,27.5288709,"(34218.1, 37413.8]",26.3,25.5,27.9,"Bulloch County, Georgia",2.54,38.1,4.2,12.9,76.2,6.6,28,16.9,52.5,9.1,66.3,,48.6,25,15.7,65.92020556,28.4350565,1.760008841,1.601138342,41.05174525,3.911889349
+114,50,203.3,470.4,35055,22745,31.1,0,"(34218.1, 37413.8]",36,34.4,37.2,"Burke County, Georgia",2.81,42.9,32,36.3,,3.8,39.9,5.6,49.6,8.2,50,,34.7,41.9,27.8,47.82892163,49.81092711,0.204285652,1.612552701,42.3475685,5.410413193
+130,60,240.6,508.7,41505,23593,21.3,0,"(40362.7, 42724.4]",38.4,35.9,41.1,"Butts County, Georgia",2.7,46.6,31.8,36.8,,3.1,43.8,7.1,45.8,10.3,60.9,48,42.7,33.8,18.9,69.65237791,28.05288974,0.516101514,0.810407336,53.52456908,6.070755704
+33,12,162.8,488.6,30760,6479,38.5,0,"[22640, 34218.1]",38.2,36.5,41.3,"Calhoun County, Georgia",2.13,33.6,36.1,46.1,17.8,0,38.6,6,37.1,7.7,45.2,34.4,30.9,42.4,25.4,33.94976113,61.2883341,0.585606411,3.25165665,35.62091503,7.258753202
+198,78,193.3,487.4,41574,33115,16.6,0,"(40362.7, 42724.4]",41.7,40.8,42.5,"Lawrence County, Alabama",2.46,54.4,16.1,37.9,,6.8,40.6,7.7,47,9.8,66.5,,43.8,36.4,18.9,77.3477044,11.45715477,0.11016495,0.059548621,52.38235946,4.830100247
+191,73,173.3,440.7,51793,52102,12,0,"(51046.4, 54545.6]",31.6,29.6,34.6,"Camden County, Georgia",2.68,55.3,12.5,43,,5.1,31.4,13.2,52,8.5,71.9,55.8,34.6,26.1,13.2,75.15404801,18.79482943,1.325687628,0.806686753,56.89988196,6.953722334
+48,23,174.8,372.4,31829,10886,29.1,0,"[22640, 34218.1]",37.1,36,37.4,"Candler County, Georgia",2.75,44.9,37.6,28.4,,5.5,34.9,10.2,49.4,8.1,44,30.3,25.1,41.3,25.7,66.76638564,24.35862569,3.118484272,4.732118575,44.56382707,3.962338172
+505,199,194.5,481,43442,114545,22.9,52.38116024,"(42724.4, 45201]",34,33.2,35,"Carroll County, Georgia",2.72,46.6,14,28.4,,4.6,35.8,11.1,53.7,12.1,60.2,,43.3,32.1,19.8,76.42257649,18.33918025,0.844620099,1.740752254,48.27568997,7.523638459
+284,116,161,397.6,50728,66050,12.6,0,"(48021.6, 51046.4]",39,36.6,40.4,"Catoosa County, Georgia",2.71,55.9,13.9,36.6,,5.2,31.7,12.2,58.3,8.1,69.1,55.7,50.2,28.7,14.9,93.13499044,2.779349904,1.532695985,0.359464627,56.40479472,5.74156506
+44,22,170.6,331.3,34312,12965,29.5,0,"(34218.1, 37413.8]",40.7,40.3,42.2,"Charlton County, Georgia",3.32,45.9,30.9,45.6,,1.2,41.8,5.9,43.2,13.8,56.4,43.9,37.7,33.4,16.6,71.83549124,25.3541508,0.159939071,0.898705255,55.44835414,3.861652116
+1258,473,168.8,455.8,50154,286956,17.9,477.4251105,"(48021.6, 51046.4]",34.3,32.8,35.8,"Chatham County, Georgia",2.55,41.1,14,28.3,,8,25.5,20.3,55.8,9.7,63.8,51.2,40.5,28.6,16.4,53.67825558,39.43786029,2.593003688,1.430412833,40.78656398,5.771170399
+24,9,220.6,510.8,45933,11368,18.8,0,"(45201, 48021.6]",23.3,23,24.5,"Chattahoochee County, Georgia",3.24,46.8,8.4,40,,9.1,27,19.3,24,16.5,80.6,,17.4,16.1,7.4,69.92613732,15.79654188,3.147557495,2.853785462,67.25663717,11.7201426
+144,62,203.9,471.1,34830,24922,21.1,0,"(34218.1, 37413.8]",40.3,38.2,42.4,"Chattooga County, Georgia",0.0249,46.9,34.7,34.3,,4.4,39.7,5.7,44.2,10,49.3,37.2,34.6,43.6,26.5,86.31195278,10.72857652,0.511073254,0.895368646,46.77488253,4.430147059
+396,141,161.9,461.8,31487,123912,37.8,500.3550907,"[22640, 34218.1]",26.5,26.2,26.7,"Clarke County, Georgia",2.55,29.9,4.8,20.3,,13.2,21.8,20.2,52.9,9.2,67.1,56.6,45.9,24.7,14.5,64.70700136,26.55804144,4.402630164,2.042926264,31.61961436,3.333416627
+291,120,175.4,429.9,45567,57673,17.5,0,"(45201, 48021.6]",40.7,39.6,41.9,"Blount County, Alabama",2.74,59,19.4,33.3,,3,33.4,8.6,48.4,7.7,66.2,49.9,44.7,35.9,19,95.09790331,1.531796916,0.143822561,0.961705077,59.43985396,6.894123171
+482,219,192,406.9,41256,156993,25.2,6.369710751,"(40362.7, 42724.4]",30.3,29.2,31.7,"Lee County, Alabama",2.54,43.6,7.3,17.1,,10.9,25.5,19.5,56.3,7.3,74,61.2,50.2,25.2,13.6,69.88780119,23.24449272,3.276549522,1.724046575,44.56280282,4.40533728
+411,143,159.7,456.5,51175,91663,13.6,0,"(51046.4, 54545.6]",39,37.5,40.4,"Limestone County, Alabama",2.64,54.6,24.2,25.9,,5.7,32.1,15.2,53.4,7.8,69.5,55.5,49.3,29.9,15.8,81.05399471,12.86639266,1.24542537,2.042677777,57.69099432,5.183501765
+67,28,211.9,507.2,30675,10458,31.4,0,"[22640, 34218.1]",39.5,37.8,41.2,"Lowndes County, Alabama",2.49,34.8,33.9,34.8,29.5,1.8,35.3,10.2,40.9,13.2,54.7,,28.9,45.8,25.4,25.49804506,74.05511078,0,0,32.83512377,3.731942215
+109,53,214.8,442.6,28518,19105,32.1,52.34231876,"[22640, 34218.1]",37.5,35.6,38.8,"Macon County, Alabama",2.24,29.7,10.5,19.6,,3.5,30.9,10.9,45.3,16.9,59.1,36.8,31,43.3,24.7,16.83484864,81.28184634,0.214806674,0.594464982,28.39305781,2.800074669
+1549,578,164.7,437.1,58833,353089,14.2,135.9430625,"(54545.6, 61494.5]",37.8,36.4,39.3,"Madison County, Alabama",2.46,49.8,12.8,30,46.8,10.4,21.3,24.7,59,8.5,74.3,57.4,50,27.3,12.4,68.92979408,24.08425173,2.488757007,0.845461526,48.18933417,5.111191026
+122,52,190.3,458.4,32977,20028,25.6,0,"[22640, 34218.1]",42.2,41,43,"Marengo County, Alabama",2.42,44.4,18.2,31.6,,2.2,42,9.7,42.4,11.4,60.1,43,36.3,43.6,23.7,46.69555796,51.42814932,0.142814932,1.211464592,40.65934066,4.656703487
+191,81,189.8,460,37707,30168,20.2,0,"(37413.8, 40362.7]",44.1,42.9,44.7,"Marion County, Alabama",2.34,57.6,29.2,29.3,38.3,3.2,34.5,7.4,46.8,9.9,64.9,45.7,39.5,40.2,19.7,93.6189818,3.850330734,0.283015763,0.0691085,54.04278748,4.196551198
+473,213,192.7,437.9,36536,94725,22,105.5687517,"(34218.1, 37413.8]",38.8,37.4,40.2,"Marshall County, Alabama",2.72,52.7,20.4,34,,6.5,31.9,10.7,51.9,8.4,59.4,45,39.2,36.4,20.9,92.01318942,1.920100087,0.485591298,3.075764965,53.77251102,6.094222054
+2134,925,205.1,475.8,42943,415395,19.6,209.4392085,"(42724.4, 45201]",37,35.7,38.3,"Mobile County, Alabama",2.62,44.8,19.7,32.2,,8.1,32.8,14.6,52.6,9.8,62.4,48.6,41.6,35.1,20.6,60.00371755,35.04517792,1.966923435,0.671332115,44.46454977,5.219663305
+126,54,187,444.1,34733,21673,25.3,0,"(34218.1, 37413.8]",41.1,39.3,41.8,"Monroe County, Alabama",2.62,45.8,29.8,42.2,,1.8,44.7,8,37.3,20.7,52.4,37.8,32.6,43.4,26.7,55.43052617,42.2289238,0.333078273,0.045010577,45.69355222,6.012145749
+62,22,176.2,488.8,26580,10696,35.1,0,"[22640, 34218.1]",39.3,37.9,40.6,"Bullock County, Alabama",2.73,28.9,8.2,65.5,,0,33.3,6.5,44.7,18,48.1,35.9,32.4,44.3,28.9,26.64356621,70.70612474,0.206031092,0,31.79473256,4.138851802
+1023,442,189.8,438.8,43054,226519,22.5,26.48784429,"(42724.4, 45201]",35.2,33.5,36.6,"Montgomery County, Alabama",2.47,39.5,19.9,30.8,,8.7,26,19.2,55.4,8.8,63.5,47.6,39.7,36.3,20.9,38.92380927,56.08929683,2.263542242,1.012545039,37.81552964,5.64778925
+653,258,184.9,472.8,45082,119565,15,8.36365157,"(42724.4, 45201]",39.5,38,41.4,"Morgan County, Alabama",2.55,51.4,20,34.8,,4.8,31,14.4,54.1,9.9,65.8,49.7,43.6,33.4,17,82.68996377,12.28607684,0.601071912,1.516871755,50.54828593,4.808108498
+70,30,230.7,555.6,27403,9652,46.9,0,"[22640, 34218.1]",36.3,35.3,38.5,"Perry County, Alabama",2.7,27.8,11.1,37.1,,2.1,38.6,7.2,35.6,11.2,48.9,35.2,28.7,48.4,30.2,30.63359235,68.03148037,0.43833433,0.159394302,30.20289855,4.552845528
+110,48,178,424.5,31933,20864,25,0,"[22640, 34218.1]",42.4,41.5,43.7,"Pickens County, Alabama",2.51,43.8,18.8,34.3,,3.3,42.2,6.7,41.7,13.8,58,40.4,34.7,44.5,24.1,56.17949234,42.3650282,0.065471394,0.498589847,43.58974359,6.291165115
+153,62,183.3,455.1,31844,33046,26.4,30.26084851,"[22640, 34218.1]",31.3,30.1,32.8,"Pike County, Alabama",2.44,39.8,3.7,18.5,,7.3,33.9,14.3,52.7,10.2,67.3,52.9,45.7,33.9,19,57.87362389,38.19936661,2.135424521,0.021112954,40.93539809,6.44886666
+139,56,181.2,465.9,36939,22696,20.4,0,"(34218.1, 37413.8]",42.8,42,44.4,"Randolph County, Alabama",2.49,53.1,27.4,25.5,,6,35.6,9.5,47.6,10.3,59.6,43.5,36.2,40.1,22.5,77.20770046,19.95761215,0.167785235,0.490109502,50.03925967,5.698860228
+280,121,212.3,494.1,35585,59660,20.9,0,"(34218.1, 37413.8]",34.8,33.2,36.2,"Russell County, Alabama",0.0259,44.1,26.7,34.6,,3.4,31.4,10.7,50.8,11.1,59.7,43.3,32,35,20.2,53.22630441,41.8699187,0.754691091,0.679221982,40.87046446,6.285355123
+408,168,183,438.3,50571,87074,14.3,689.0690677,"(48021.6, 51046.4]",39.8,39.1,41,"St. Clair County, Alabama",2.62,55.6,18.7,42.1,,4.6,35.5,9.9,54.2,8.4,69.7,,49.1,32.1,16.9,87.39401845,9.473120283,0.837370726,0.915401099,57.3063573,4.899005125
+875,288,154.8,452.9,69432,208713,9.6,158.111857,"(61494.5, 125635]",37.9,37.2,38.6,"Shelby County, Alabama",2.66,57.4,13.1,27.8,,12.5,21.4,26.9,63.7,5.5,80.5,67.4,58.5,21.5,9.5,81.3079153,11.76239375,2.037537464,3.332678229,58.76956073,4.49704142
+70,35,216.2,433.9,25413,13103,38.1,0,"[22640, 34218.1]",36.7,36,38.7,"Sumter County, Alabama",2.61,29,10.6,16.5,,5.5,40.5,9.8,40.3,16.8,46.5,32,26.1,46.6,26.2,24.99812608,72.44584364,1.694025935,0.17240087,29.86500519,1.921422426
+452,191,197.4,465.9,39999,80862,22.5,0,"(37413.8, 40362.7]",40.9,40.1,41.5,"Talladega County, Alabama",2.49,47,21.1,32.7,,3.5,36.3,8.2,46.9,13.8,59.9,42,37.4,42.9,23.6,64.66471014,31.95476258,0.451883051,0.75150116,45.51298371,4.578696343
+248,111,200.5,454.4,36779,40844,21.3,24.48340025,"(34218.1, 37413.8]",42.8,42.4,43.3,"Tallapoosa County, Alabama",2.48,50.2,21.7,32.6,43,2.8,34.4,11.3,47.8,9,61.1,43.5,36.8,43.2,23.5,70.29378174,27.71122397,0.036449348,0.826185211,49.64161,5.462418119
+875,327,179,479.9,46892,203976,18,14.70761266,"(45201, 48021.6]",31.9,30.4,33.2,"Tuscaloosa County, Alabama",2.75,42.1,8.7,23.6,,8.3,30.5,17.6,53.9,7.6,71.8,58.3,50.2,29.4,16,66.14851989,30.58346387,1.47312654,0.629059454,46.86523551,5.461320085
+429,199,231.3,495,37245,65294,23.5,30.63068582,"(34218.1, 37413.8]",42.4,41.4,43.6,"Walker County, Alabama",2.54,51,16.9,34.4,,4.3,36.5,6.5,45.4,11.4,62.4,44.4,39.5,40.2,19.9,91.11690912,5.765817696,0.373162629,0.571879314,50.94523865,5.931679153
+95,44,212.2,459.4,41321,16804,18.5,0,"(40362.7, 42724.4]",40.9,38.9,43.3,"Washington County, Alabama",2.75,52.4,25.5,42.3,,1.6,46.1,6.7,41.8,20,59.8,41,36.4,40.2,20.2,65.63511208,24.85144437,0.370653645,0.623639466,56.57916191,6.039551042
+70,32,221.7,500.5,24035,11059,33.7,0,"[22640, 34218.1]",40.2,37.5,42.2,"Wilcox County, Alabama",2.86,33.2,23.5,43,,5,41.3,8.1,32.1,20.8,41.2,27.8,24.3,54.8,35,27.35202492,72.02492212,0,0.587449933,34.60837887,4.996127033
+148,67,203.4,454.6,35528,23877,20.1,0,"(34218.1, 37413.8]",43.9,43.3,44.7,"Winston County, Alabama",2.53,52.7,19.9,33.5,,2.8,33.7,6.8,45.3,9.6,58.8,42,35.3,43.9,22.8,96.17488603,0.505594695,0.178201409,0.111893908,52.95556028,5.871779509
+8,3,203.3,201.3,68387,5702,9.9,0,"(61494.5, 125635]",36.8,38.8,32.9,"Aleutians West Census Area, Alaska",3.59,40.6,11.3,52.1,,7,37,10.3,80.1,2.1,69.1,60.4,58.3,11.2,6.2,31.56228008,4.732582688,37.15693174,5.295566502,42.88224956,4.391052196
+1085,352,167.5,453.3,75200,298695,10,565.7945396,"(61494.5, 125635]",32.5,31.7,33.4,"Anchorage Municipality, Alaska",2.77,47.7,13.7,34.2,,7.4,24.1,20.9,,6.7,69.5,,45.9,24.5,12.9,64.94465191,5.854426677,8.800529576,1.747200834,48.36130259,5.994293642
+37,20,218.8,338.2,45808,17946,23.8,0,"(45201, 48021.6]",26.7,27,26.5,"Bethel Census Area, Alaska",3.86,39,41.3,40.5,,2,43.6,7.6,51.7,17.6,35.2,25.8,25.1,47.3,36.1,12.01620162,0.798829883,1.175742574,0.343159316,45.52139037,9.156279962
+654,267,191.9,475.9,41123,115620,20.5,51.89413596,"(40362.7, 42724.4]",39.1,37.5,40.6,"Calhoun County, Alabama",2.52,48.2,13.9,28.3,,4.8,31.8,10.7,50.8,12.3,65,46,39.3,39.7,20.2,75.11058912,20.48470612,0.857280022,0.996159386,47.1918324,4.524919585
+16,7,216.6,409.2,51082,4997,17.5,0,"(51046.4, 54545.6]",29.7,31,28.5,"Dillingham Census Area, Alaska",3.56,40.7,21.6,51.9,,2.3,38.1,10.9,51.9,12.5,36.8,29.1,28.6,41.2,30.2,18.7186182,0.341434023,1.446073509,0.482024503,46.47887324,11.80124224
+307,105,177.2,424.4,67801,99631,9.5,270.99999,"(61494.5, 125635]",30.4,29.6,31.3,"Fairbanks North Star Borough, Alaska",2.69,49.7,10.5,30.2,,7.7,23.4,19.7,60.2,7.9,75,59.8,43.9,22.2,10.4,76.64911489,4.352840881,2.628754827,0.891630309,50.35411163,7.382577604
+13,4,126.3,413.3,67260,2534,9.8,0,"(61494.5, 125635]",45.5,45.6,45.3,"Haines Borough, Alaska",2.12,55.3,0.5,72.5,25.6,1.4,27.7,24,66.8,3,60.4,47.6,39.4,24.4,9.3,80.546875,0.0390625,3.0078125,0.5078125,47.78911565,5.37428023
+119,41,166.3,390.1,80835,32756,7.9,0,"(61494.5, 125635]",37,36.6,37.4,"Juneau City and Borough, Alaska",2.62,48.7,15.7,42.9,,7.9,21.1,24.5,68.4,5.2,75.3,58.8,54.4,21.6,8.7,68.99572715,1.269558268,6.811963973,1.186560512,49.38088162,5.601633278
+266,96,168.1,441.4,62532,58059,11.5,0,"(61494.5, 125635]",40.5,40,41.1,"Kenai Peninsula Borough, Alaska",2.57,51,20.9,41.1,34.3,3.6,33.1,14.5,56.3,9.4,60.7,46.8,42.2,29.2,14.5,84.08626204,0.634382482,1.279250625,0.559235246,51.02164301,5.680094387
+63,25,205,477.3,57776,13709,12.4,0,"(54545.6, 61494.5]",38.7,37.9,39.4,"Ketchikan Gateway Borough, Alaska",2.55,48.1,19.7,45.7,30.7,3.8,32.8,15.7,61.2,7.9,64.7,49.9,43.7,28.3,14.4,67.74217096,0.423388569,7.307102708,0.656982261,46.66793241,4.936667749
+43,15,181.9,416.6,67972,13889,8.3,0,"(61494.5, 125635]",32.4,31.4,33.3,"Kodiak Island Borough, Alaska",2.98,52.4,11.1,37.5,49.7,1.7,27.3,18.2,66.7,6.3,58.4,,32.9,23.6,14.6,54.02562084,0.472339512,21.27674801,2.798253775,55.42932052,6.768558952
+357,127,184.3,469.3,73981,101095,10.7,0,"(61494.5, 125635]",34.6,34.3,34.9,"Matanuska-Susitna Borough, Alaska",3.03,52.3,21.5,44.9,,2.6,31.6,13.7,56.4,9.8,63.3,50.9,43.2,27.8,15.8,84.02649255,0.997109526,1.441078001,0.71222109,57.49244324,4.854021136
+34,17,277.6,499.3,47160,9846,26.1,0,"(45201, 48021.6]",27.8,28.4,27.3,"Nome Census Area, Alaska",3.26,35.9,24.1,52.1,,1,41.3,10.3,53.4,16.5,35.8,28.2,27.4,42.4,33.7,17.45484067,0.730667749,1.207631419,0.142074285,38.32478632,11.35038134
+26,12,256.9,501.1,75682,9687,11.5,103.2311345,"(61494.5, 125635]",33.9,36,28.7,"North Slope Borough, Alaska",3.28,46.7,16.1,52,,3.5,36.8,10.4,73.4,9.3,64.1,55.6,54.1,20.2,12.4,32.9678287,0.662046136,5.327402503,1.851660288,38.0733945,10.6333527
+228,95,208.5,510.7,34116,34123,21.3,0,"[22640, 34218.1]",43,41.5,43.9,"Chambers County, Alabama",2.44,43.9,14.2,42.6,,3.9,38.4,7.6,49.8,8.9,57.7,42.2,38.6,42.2,24.1,57.66601133,40.31221573,0.762933185,0.035212301,40.55269457,4.40907905
+20,9,199.3,373.5,65192,7752,23.2,0,"(61494.5, 125635]",26.1,26.4,25.8,"Northwest Arctic Borough, Alaska",3.97,37.2,28.2,56.4,,1.8,43.6,6.9,49.4,21.9,33.4,27.3,26.8,39.1,31.5,12.27366787,0.323331609,0.763062597,0.581996896,44.92905938,12.39291833
+28,13,150.1,298.1,65765,8863,8.6,0,"(61494.5, 125635]",38.9,38.2,39.6,"Sitka City and Borough, Alaska",2.49,51.2,24,41.1,,8.2,22.1,18.7,66.5,3.8,68.1,53.4,43.5,25.4,12.1,64.85519401,1.08464721,5.881695181,1.02873756,48.04147465,3.141875307
+27,11,184.3,372.9,59641,6839,13.8,0,"(54545.6, 61494.5]",35.8,37.7,35.1,"Southeast Fairbanks Census Area, Alaska",3.11,54,19.4,45.6,31.7,3.2,33.2,12.1,,9.4,56.1,41.3,34.6,32.5,19.8,79.72684592,1.138141983,1.436904254,1.209275857,56.4478035,7.23729993
+36,13,191.4,417.3,73998,9362,9.9,0,"(61494.5, 125635]",36.6,36.4,36.8,"Valdez-Cordova Census Area, Alaska",3.1,46.5,6.3,44.6,,4.6,27.2,19.7,59.3,10.7,64.4,51.7,48.1,20,9.2,73.24529479,0,3.202661953,1.195799106,52.05980066,5.470675209
+27,11,206.6,475.1,36708,5533,25.7,0,"(34218.1, 37413.8]",35,35.4,34,"Yukon-Koyukuk Census Area, Alaska",2.81,37.8,26.6,53.8,19.7,0,40.1,7.4,49.2,18.2,32,25.1,23.8,36.6,25.4,23.24592488,0.301204819,0.460666194,0.212615167,36.37739657,6.744604317
+186,95,142.1,269.9,32366,71474,33.1,307.8042365,"[22640, 34218.1]",33.4,32.3,34.4,"Apache County, Arizona",3.67,34.8,25.8,39.1,34,1.1,33.4,6.9,34.5,18.2,31.5,24.7,22.4,50.8,38.8,23.2405302,0.612833453,0.427042316,1.056513782,40.00103778,6.518302323
+583,267,154.6,350.1,45025,126427,18.7,0,"(42724.4, 45201]",40,38.2,41.8,"Cochise County, Arizona",2.42,50.4,17.9,37.9,,4.4,23.4,14.5,42.3,8.7,64.7,37.2,27,43.5,20.5,80.02036299,3.874366549,1.679174991,7.288251946,49.64669739,5.457360828
+399,130,119.8,348.4,48653,139097,21.3,50.32459363,"(48021.6, 51046.4]",30.8,30.7,31,"Coconino County, Arizona",0.027,41.2,9.7,26.3,,7.1,21.3,19.5,58.9,8.8,61.1,47.2,38.6,29.8,17.8,62.81592673,1.563265814,1.658363874,3.577150131,44.86582724,5.030073987
+290,147,163.3,339.2,37677,53159,24.4,0,"(37413.8, 40362.7]",48.6,47.4,50.1,"Gila County, Arizona",2.5,50.9,25,38.2,,2.4,30,9.7,41.4,12.8,52,31.3,26.9,52.7,29.4,79.1441738,0.722279695,0.600018809,1.958055111,48.17064422,6.179351922
+137,60,174,395.7,46046,37666,20,0,"(45201, 48021.6]",32,32.5,31.7,"Graham County, Arizona",3.02,45.7,20.8,30,47.6,1.6,32.9,8.1,42.4,14.1,55.7,42.9,38.7,41.9,28.4,77.04440345,2.090517818,0.644264442,3.980538402,52.38616662,9.188988095
+158,69,191.2,432.6,38013,25859,18.6,0,"(37413.8, 40362.7]",45.4,44.6,46.2,"Cherokee County, Alabama",2.28,62.1,15.8,38.3,40.3,5.5,36.4,7.9,47.8,7.9,66.3,45.6,39.9,43.3,20.3,92.9214088,4.925407567,0.338357428,0.065364503,57.17325767,4.687789513
+32,14,161.2,364.5,59416,9529,10.3,0,"(54545.6, 61494.5]",33,32.5,34,"Greenlee County, Arizona",2.78,49.6,26.6,30.8,41.2,1.4,37.5,8.2,49.7,10,69.6,54.5,52,29.5,14.7,89.36052311,1.540507592,0.443311537,3.479995567,48.6797142,7.95730228
+129,54,126.1,332,32533,20152,22.8,0,"[22640, 34218.1]",54.8,54.8,54.9,"La Paz County, Arizona",2.14,54.1,26.3,40.4,33.3,0,36.6,6.4,37,11.2,50.3,23.7,20.9,62.2,31.3,73.92672732,0.196705188,0.82616179,8.984509466,46.56700481,4.686489981
+15470,5780,146.6,401.4,53929,4167947,17.1,177.5454438,"(51046.4, 54545.6]",35.6,34.5,36.8,"Maricopa County, Arizona",2.75,47.1,16.7,30.5,,8.3,23,19.5,58.4,7.7,63.1,51.4,44.1,31.4,19.8,79.58076654,5.221043651,3.78901398,6.188306389,47.03650145,5.392191187
+1424,672,196.6,444.9,37704,204737,20.8,161.182395,"(37413.8, 40362.7]",49.2,48.3,50,"Mohave County, Arizona",2.43,49.5,25.7,40.3,,2.8,35.7,7.6,39.5,13.2,50.5,30.1,25,52.9,29.2,89.04564275,1.127054219,1.227859679,2.935159961,48.43873713,4.575797025
+370,167,146.8,325.3,35457,108277,28.5,0,"(34218.1, 37413.8]",35.7,34.5,37,"Navajo County, Arizona",3.08,45,30.7,36.4,,0.6,29.5,9,39.7,19.8,40.1,28.3,24.1,52.7,37.8,48.40046073,0.669725793,0.585197295,3.412722003,46.90732222,7.96636424
+4415,1916,155.5,379.1,45871,1010025,18.7,202.9652731,"(45201, 48021.6]",38,36.5,39.7,"Pima County, Arizona",2.49,44.9,15.3,27.6,,7.6,22.8,17.7,52.6,10,61,,38.9,38.5,22.9,77.88384406,3.617592538,2.753828852,8.566632984,43.51071966,5.501557741
+1342,558,133.5,330.9,49876,406584,17.6,19.67613089,"(48021.6, 51046.4]",37.6,36.9,38.5,"Pinal County, Arizona",2.87,49.9,28.3,36.3,,2.2,30.1,11.7,44.3,10.6,61.6,,40.7,39.5,22.8,79.37255626,4.606282647,1.718440524,5.529386411,54.21202361,5.719536436
+149,68,132.8,296.2,37465,46461,23.6,0,"(37413.8, 40362.7]",36.5,33.5,38.9,"Santa Cruz County, Arizona",3.04,53.1,25.2,27.5,41.4,5.9,25.3,14.6,49.1,11.3,49.5,32.7,28,44.6,27.9,79.75484885,0.350519406,0.989951777,17.06498417,53.67536949,6.643259725
+1373,595,156.6,389.4,44145,222255,15.6,112.4834087,"(42724.4, 45201]",51.3,49.9,52.7,"Yavapai County, Arizona",2.3,53.5,20.9,29.5,,4.6,25.6,16.1,44.6,10,59.7,37.4,29.1,48,23.3,91.62438193,0.594918424,0.879182948,2.712550232,50.73231503,4.975284763
+752,291,126.8,343,39700,204275,22.6,44.0582548,"(37413.8, 40362.7]",33.8,32.3,35.8,"Yuma County, Arizona",2.77,55.7,20.3,32,,2.8,25,9.4,46.1,13.1,51.6,37.7,31.3,41.5,26.3,77.14139329,2.11836226,1.297620045,15.68327036,57.69758915,6.284513403
+383,155,182.4,468.5,38878,69838,22.1,243.4204874,"(37413.8, 40362.7]",38.9,37.2,40.1,"Greenwood County, South Carolina",2.52,44.6,19.6,26.9,,9.2,29.7,15.6,51.4,12.9,57.3,42.8,38,39.2,23.2,63.93200613,31.12897909,0.736695762,1.679780998,43.55086301,4.631760644
+101,49,205.4,422.5,33644,20049,23.8,0,"[22640, 34218.1]",39.7,37.6,42.3,"Hampton County, South Carolina",2.53,42.7,24.4,39.9,31.8,4,41.8,6.7,47.3,11,53.1,39.8,35.1,44.1,29.4,42.51941582,53.84164509,0.112343086,2.29570654,42.20451527,4.650635209
+1691,648,178.6,473.8,42830,309199,17.6,171.4106449,"(42724.4, 45201]",43,41.8,44.5,"Horry County, South Carolina",2.43,50.1,15.7,31.8,,7.6,32.4,15.4,53.8,8.7,58.8,40.9,33.7,38.3,19.4,80.58301517,13.71272315,1.139545283,2.268083789,48.42257744,4.420790925
+105,47,179.1,408.6,37715,27824,24.5,35.94019551,"(37413.8, 40362.7]",36.5,35.4,38.6,"Jasper County, South Carolina",2.85,44.2,25.6,40.1,,1.9,36.9,10.3,55.1,11.9,49.6,,30.3,40.8,26.5,48.99996233,43.96399111,0.625258955,4.836340352,45.9153381,6.543128895
+349,162,219.4,474,45411,63603,17.4,157.2252881,"(45201, 48021.6]",41.3,39.1,42.9,"Kershaw County, South Carolina",2.58,50.1,17.9,37.9,,5.2,34.8,13,53.2,10.5,64.3,,41.2,34.6,18.8,70.94958707,24.87484455,0.49105577,1.315327955,49.1981483,6.021818182
+396,160,167.3,425.8,44854,85842,19.7,139.7917104,"(42724.4, 45201]",41.6,39.4,43.3,"Lancaster County, South Carolina",2.7,47.1,22.1,37.8,,4.6,34,14.5,50.9,9.9,61.1,,40.6,37.4,20.2,73.83434035,22.79635258,0.754340844,0.822022323,48.64432727,4.939375314
+386,164,202.6,482.9,38268,66623,21.1,15.00983144,"(37413.8, 40362.7]",40.9,39.6,42.1,"Laurens County, South Carolina",2.54,46.5,23,30.6,,3.1,35.4,9.6,51.4,10.7,58.9,,40.1,38.6,22,70.33394086,25.37468557,0.287698263,1.989787465,46.5063593,3.899127061
+113,55,247.3,497.9,31510,17896,27.8,3911.488601,"[22640, 34218.1]",40.1,35.6,44.1,"Lee County, South Carolina",2.63,34.5,24.2,43.6,,3.8,39.8,8,41.4,14.9,53.4,38.1,33.5,46.8,26.2,32.93429392,64.81772385,0.043334597,0.157087915,38.43382929,6.288258208
+1195,468,166.8,427.2,54098,281833,13.8,39.03020583,"(51046.4, 54545.6]",38.5,37.3,39.6,"Lexington County, South Carolina",2.54,52,14.9,35.9,,8.3,28,18.7,61.1,7.5,70.4,56.2,50,29.3,15.3,79.93850491,14.51561661,1.570607976,1.432207506,51.01043728,5.524669383
+77,27,159.8,421.7,38694,9706,24.6,0,"(37413.8, 40362.7]",51.9,48.9,56.7,"McCormick County, South Carolina",2.15,49.7,20.3,37.7,,2,30.2,11.3,33.9,14.3,61.6,39.5,34.1,49.5,24.3,49.70186963,48.1859525,0.141485599,0.212228398,51.86110417,6.423357664
+177,77,193.6,445.3,32283,31747,30.1,0,"[22640, 34218.1]",39.5,38.1,41.8,"Marion County, South Carolina",2.67,39.7,20.5,45,29.8,4.7,39.1,10.7,46.9,13.9,47.1,36,31.2,46.2,31.1,40.6969876,55.94864302,0.662169304,0.817608108,39.11189162,8.279819647
+161,73,231.1,494.7,31170,27494,31.4,0,"[22640, 34218.1]",39.4,36.7,43.3,"Marlboro County, South Carolina",2.5,38.6,25.1,34.7,,1,41,5.5,41.7,15.5,49.8,,32.6,47.3,29.5,41.29961062,50.7841246,0.267924124,1.2538849,41.2160804,6.399574544
+198,89,185.1,426.3,42000,38012,19.4,0,"(40362.7, 42724.4]",40.9,39.5,42.5,"Newberry County, South Carolina",2.55,45.6,18.6,32.1,43,6.4,34.9,10.7,51.9,10.2,63.4,47.5,42.1,39.3,21.5,61.70867604,30.00530645,0.644733351,5.444414964,46.41282285,5.557586837
+493,182,172.9,476.6,39548,75713,17.5,673.5963441,"(37413.8, 40362.7]",44.3,42.6,45.8,"Oconee County, South Carolina",2.43,53.8,15.8,35.5,,5.6,31.8,13.7,47,10.4,63.5,,37.9,39.9,18.7,88.21465263,7.498432267,0.645772459,1.523702785,52.09451499,6.598098195
+506,215,194.1,461.3,31382,89208,30.8,44.83902789,"[22640, 34218.1]",38.7,36.5,40.7,"Orangeburg County, South Carolina",2.63,38.1,18.1,30.7,,5.7,34.8,11.7,46.7,12.8,52,,30.6,43,26,34.31962462,61.89345846,1.024565277,0.939552857,38.66507034,6.172501823
+609,216,165.3,470.4,41375,121691,19.5,295.8312447,"(40362.7, 42724.4]",35.4,33.5,37.9,"Pickens County, South Carolina",2.53,46.9,8.3,17.8,66.8,7.1,32,13.1,51.3,9.2,67.6,54.8,47.6,31.1,17.4,88.66671107,6.672271986,1.665778695,0.965668809,50.25982171,4.192927752
+1591,629,184.8,455.7,49782,407051,16.1,191.62218,"(48021.6, 51046.4]",32.7,31.1,34.6,"Richland County, South Carolina",2.53,38.7,8.4,27.3,,10.1,22.5,22.1,57.6,9.4,69.5,,45.5,30.1,16.4,46.89255314,45.85636053,2.680579745,1.575525447,39.41986227,4.618133504
+94,40,160.1,383,42286,20053,20.6,0,"(40362.7, 42724.4]",41.2,38.5,43.6,"Saluda County, South Carolina",2.78,47.5,25.3,39.4,30.8,4.4,39.2,8.8,50.6,9,54.7,39.5,33.6,38.6,22.1,62.335,26.23,0,10.11,49.82292109,3.467781604
+1456,579,181.6,458.5,44050,297302,17.7,531.4461389,"(42724.4, 45201]",38.2,36.9,39.3,"Spartanburg County, South Carolina",2.58,49.2,14.5,32.8,,8.6,29.8,14.6,55.8,8.9,62.6,49.1,43.7,34.3,19.9,72.99306414,20.80414778,2.230119489,1.95886554,48.6859826,5.772383445
+543,213,185.2,474.9,37906,107480,23.2,55.82433941,"(37413.8, 40362.7]",35.8,33.6,38,"Sumter County, South Carolina",0.026,45,15.6,30.8,,5.3,29.2,11.8,,12.4,59,,30.9,39.9,23.1,48.89818793,46.32342708,1.294339238,0.97701736,44.40363807,6.42352298
+176,79,207.1,466.2,37501,27777,19.6,288.0080642,"(37413.8, 40362.7]",43.5,42.5,44.6,"Union County, South Carolina",2.37,45.4,20.7,30,,5.7,37.8,7.6,48.8,12.3,58.3,41.6,38.1,43.3,24.2,66.45688889,31.30666667,0,0.135111111,42.01097206,5.461302311
+183,95,224.8,425.2,29609,32535,28.3,0,"[22640, 34218.1]",41,38.4,43.7,"Williamsburg County, South Carolina",2.64,37.2,23.1,37,,4,40.3,7.3,42.9,11.6,51.8,,34.3,44.1,26.3,32.01456165,66.06594861,0.153438835,0.397135808,39.62978544,3.907462265
+1030,421,185.8,448.5,54196,251195,14.6,47.77165151,"(51046.4, 54545.6]",37.9,37.2,38.7,"York County, South Carolina",2.61,53.6,13.6,28.4,49.2,8.8,27.8,20,60.3,8.9,71,58.9,53.1,27.6,15.2,75.17619421,18.92983888,1.704043719,1.238774388,53.35134297,5.197966517
+18,7,158.3,460.2,50896,2733,10.8,0,"(48021.6, 51046.4]",41.8,39.4,44,"Aurora County, South Dakota",2.24,61.6,23,33.5,,17.3,37.1,12,63.7,1.9,77.9,,40.7,29.7,10.6,93.40417735,0.403078051,0.219860755,1.72224258,55.1426102,10.62992126
+98,40,161.7,424.4,49583,18372,15.1,0,"(48021.6, 51046.4]",39,36.7,41,"Beadle County, South Dakota",2.31,55.7,34.7,32.7,27.9,4.8,33.3,15.6,66,2.9,69.8,,43.6,34.6,18.2,87.89630119,0.253192426,7.7553941,1.854909731,50.25776603,6.529752501
+13,6,170,399,34326,3423,34.8,0,"(34218.1, 37413.8]",29.4,29,30,"Bennett County, South Dakota",3.24,41,58.2,17.2,,0.6,28.8,14.4,48.7,14.7,36.6,27.9,19.7,48.8,36.4,31.29726585,0.959860384,0,0,41.80952381,5.882352941
+38,16,145,391.4,47987,6985,15.2,0,"(45201, 48021.6]",42.9,40.6,48.3,"Bon Homme County, South Dakota",2.23,50,17.8,50,,6.9,37.5,13.7,48,0.9,80.7,52.9,36.7,35.4,12.2,90.43205476,0.9981463,0.456295451,0.855553971,55.04032258,11.87558907
+110,45,162.6,415.4,52930,33897,14.1,0,"(51046.4, 54545.6]",26.4,26.3,26.6,"Brookings County, South Dakota",2.38,42.2,1.7,17.3,71.8,9.3,26.1,27.4,69.5,3.1,81.2,,56.1,20.1,9.7,92.73739636,1.295164316,2.868728439,0.602190885,45.44421907,4.882440161
+181,74,154.6,405.4,53150,38785,11.8,335.1811267,"(51046.4, 54545.6]",38.1,36.7,39.1,"Brown County, South Dakota",2.29,54,14.6,25.3,,8.3,33.3,20.8,68.9,2.5,77.2,61.5,51.9,27.7,13.3,92.00735681,1.505517604,1.860220704,0.084077772,49.43735934,4.909236214
+31,13,174.9,447.1,47224,5281,14.8,0,"(45201, 48021.6]",40.8,38.9,41.9,"Brule County, South Dakota",2.47,58.1,26.9,28.7,,4,30.4,16.2,62.2,2.6,71.6,55.8,37.9,30.6,14.5,86.15384615,0,0,0.075046904,56.55539429,7.258064516
+58,26,194.3,449.2,41446,10283,15.8,0,"(40362.7, 42724.4]",39.9,39.4,40.2,"Butte County, South Dakota",2.49,55.4,25.7,55.3,,2.4,35.1,15,62.8,3,62.1,43.3,32.4,36,17.5,94.61717839,0.068013991,0.097162845,0.563544501,52.14513361,2.718894009
+54,24,181.9,464.7,41395,9383,24,0,"(40362.7, 42724.4]",37.3,35.7,38.8,"Charles Mix County, South Dakota",2.78,47.5,23.7,38.9,31.4,6,37.9,13.2,56.8,5.1,56.8,,27.5,36.8,20.6,63.91384349,0.043294729,0.184002598,0.422123606,48.94355093,6.866002215
+24,10,138.4,429.4,48024,3659,13.8,0,"(48021.6, 51046.4]",44,42.4,47.2,"Clark County, South Dakota",2.21,55.6,31.6,30.5,,0.7,37.3,15.7,,2.8,74.9,57.5,35.6,32.1,14.4,94.89655172,0.965517241,0.8,0.8,53.49462366,6.386292835
+46,21,170.9,393.5,43453,13964,24.9,572.9017474,"(42724.4, 45201]",25.2,25.6,24.8,"Clay County, South Dakota",2.21,36.6,3.5,22,,11.9,27.8,23.4,63.1,6.8,74.5,,49,24.5,13,90.06494897,1.484547855,2.069802298,1.077724645,39.62511715,2.566452796
+133,56,166.4,423.9,52892,27939,10.3,465.2994023,"(51046.4, 54545.6]",38,35.9,39.2,"Codington County, South Dakota",2.28,51.6,11.5,31.5,51.7,5.3,39.7,16,71.8,2.9,76.5,,51.4,28,12.8,94.58378378,0.43963964,0.216216216,0.432432432,46.90799397,7.09752839
+14,7,195.9,379.3,31420,4197,38.6,238.2654277,"[22640, 34218.1]",29.8,29.7,30.1,"Corson County, South Dakota",3.37,39.9,50.1,30.3,,2.8,34.4,12.7,43.2,29.4,32,24.7,16.8,51.4,41.4,30.99542058,0.28922632,0.28922632,0.361532899,43.69406021,9.343715239
+48,22,158.7,364.5,51244,8446,10.7,0,"(51046.4, 54545.6]",52.8,51.2,53.6,"Custer County, South Dakota",2.12,63.6,34,28.3,,8.2,30.9,19.2,53.6,5.2,72.2,,39.4,37.9,14,93.41196092,0.274005242,0.34548487,0.452704313,59.13806864,4.363636364
+116,41,151.2,476.9,48675,19858,12.3,0,"(48021.6, 51046.4]",38.4,34.8,41.6,"Davison County, South Dakota",2.2,54.2,13.7,28.2,,10.7,26.9,19.8,66.1,3.3,79.2,61,51.4,27.5,11.1,94.03143478,0.480113206,0.146560873,0.515489968,48.07692308,5.713596914
+42,17,150.3,473.4,43305,5539,16.3,0,"(42724.4, 45201]",48,46.4,48.9,"Day County, South Dakota",2.15,56.2,16.8,51.3,,9.9,38.8,12.7,59.1,3.9,65.4,45.6,29.9,40.7,20.4,88.19864721,0,0.462798149,0.053399786,48.91433083,8.546059933
+25,8,113.9,395,51246,4333,10.1,0,"(51046.4, 54545.6]",44.6,43.5,45.8,"Deuel County, South Dakota",2.25,64.9,29.8,38.4,,11.3,40.8,16.3,66.6,3.1,78.4,60.9,43.8,29.6,13.8,99.00944483,0.691085003,0,0,57.21052632,6.575682382
+25,10,229.8,555.7,34936,5685,27.2,0,"(34218.1, 37413.8]",349.2,28.9,29.3,"Dewey County, South Dakota",3.36,34.6,35.2,35.5,,0.9,35.4,9.1,,24.6,29.6,,18.4,39.6,32.9,21.72432336,0.035848718,0,0.035848718,36.82926829,6.625097428
+23,9,166.5,492.4,49251,2977,11.6,0,"(48021.6, 51046.4]",48,46.5,49.3,"Douglas County, South Dakota",2.22,66,13.8,20.7,56.9,8.5,41.1,14,65.3,0.4,71.7,,32,29.5,11.1,95.62731248,0,0.033636058,0,60.49382716,7.246376812
+29,11,162.6,459.6,57148,3999,10.5,0,"(54545.6, 61494.5]",46.1,46.6,46,"Edmunds County, South Dakota",2.3,58.8,25.4,36.4,35.3,2.8,33.9,15.6,64.5,1.8,81.2,65.3,50.8,26.6,10.9,97.21254355,0.12444002,0.398208064,0.522648084,59.58385876,4.337050805
+61,25,187.8,515.1,42007,6867,17,0,"(40362.7, 42724.4]",52.4,51.5,53.4,"Fall River County, South Dakota",2.14,52.3,22.4,35.1,39.1,3.4,31,16.5,51.2,4.1,67.4,44.2,36.6,42.9,17.6,87.05473501,1.12945265,0.79640892,1.419055893,46.80919987,6.16375345
+17,6,146.6,432,46633,2337,13.2,0,"(45201, 48021.6]",46.9,41.6,49.5,"Faulk County, South Dakota",2.16,52.4,6.5,59.2,,1.1,34.3,17.5,60.9,0.7,80.1,58,34.6,31,10.4,97.15981348,0,0.127172531,0,51.73501577,15.65656566
+45,16,150.3,429.5,52816,7142,10,420.050406,"(51046.4, 54545.6]",44.8,43.2,46.9,"Grant County, South Dakota",2.2,62.8,19.5,60.9,,3.7,44.3,15.3,66.8,4.1,78,,48.1,28,12.1,97.55085098,0.359762004,0.027674,0.055348001,56.46618884,9.712509713
+37,13,169.4,521.9,36836,4201,18.3,0,"(34218.1, 37413.8]",47.5,44.9,49.6,"Gregory County, South Dakota",2.12,57.3,11.6,33.5,44.6,10.3,38.6,13.6,59.7,2.1,66,45.5,30.2,43.2,20,88.57075248,0.118315192,1.13582584,0.14197823,47.15736041,10.70422535
+16,6,170.8,532.8,43699,1861,12,0,"(42724.4, 45201]",48.3,42.2,52.7,"Haakon County, South Dakota",2.39,66.3,23.4,31.3,,0,37.6,16.3,61.8,2.5,76,57.1,33.8,30.3,14.1,88.95823332,0.38406145,0,0,63.62573099,3.205128205
+29,12,145.4,403.4,53944,6047,10.4,0,"(51046.4, 54545.6]",36.1,36,36.1,"Hamlin County, South Dakota",2.64,66.2,19.1,52,,3,43.3,15.2,66.4,2.5,79.5,64.2,47.9,26.6,12.5,97.02440655,0.11701772,0.267469074,1.086593113,65.2892562,11.43878463
+19,8,130.6,348.6,51201,3348,10,0,"(51046.4, 54545.6]",48.8,47.6,51.1,"Hand County, South Dakota",2.19,58.9,21,30.4,,4.9,33.6,17,64.2,1.7,79.3,58.8,36.3,32,9.9,98.81481481,0,0.296296296,0,53.31125828,3.64298725
+18,5,154.1,501.1,61945,3385,8.1,0,"(61494.5, 125635]",35.5,35.4,35.9,"Hanson County, South Dakota",2.96,60.8,28.1,17.2,,3.6,34.4,19,69.5,1.1,83.3,66.8,55,23.6,8.5,93.73892499,3.48493798,0.177200236,0,70.26515152,4.96350365
+101,33,162.5,507.7,58340,17555,11,0,"(54545.6, 61494.5]",39.4,38.5,40.5,"Hughes County, South Dakota",2.3,54.7,17.6,36,,18,27.2,22.5,69.5,3.1,77.5,63.4,55,26.3,13.4,83.30470629,0.755754036,0.526737662,0.830184358,50.9203316,7.0192783
+49,18,130.4,430.4,48879,7301,13.2,0,"(48021.6, 51046.4]",45.6,44,46.8,"Hutchinson County, South Dakota",2.23,57.3,26.4,28.8,,4.9,32.9,19,65,3,75.5,55.9,41,34.9,16,96.3188486,0.19374481,0.05535566,0.359811791,55.33650578,7.142857143
+10,5,148.3,296.6,31922,3321,33.9,0,"[22640, 34218.1]",30.5,31.8,29.7,"Jackson County, South Dakota",3.05,47.1,44.9,28.2,,6.3,32.2,14.3,51.3,17.4,43.7,32.7,23.7,43.4,30.3,45.2888477,0.15446401,0.494284832,1.112140871,49.90310078,12.14574899
+14,6,161.3,451.7,48773,1997,14.9,0,"(48021.6, 51046.4]",47.5,44.5,49.4,"Jerauld County, South Dakota",2.31,62.3,34.5,33.3,,0,40.9,11.5,64.8,0.9,75.5,59.6,45.9,32.7,15.8,98.37518464,0,0,0.295420975,56.66280417,10.03039514
+45,15,165.5,577,51837,4990,10.1,0,"(51046.4, 54545.6]",46,45.1,47.1,"Kingsbury County, South Dakota",2.18,64.2,8.5,36.8,,12.1,37.4,17.4,64.4,2,80,59.5,46.9,29.9,11.3,96.18171138,0.607009986,0.646171921,1.116115136,56.37319317,6.58436214
+65,26,155.3,439.7,53175,12622,9.5,79.22674695,"(51046.4, 54545.6]",41.9,40.3,44.2,"Lake County, South Dakota",2.38,55.2,11,13.4,70.7,4.9,32,24,65.5,4.4,78.6,60.7,48.9,28,12.4,95.87953003,0.620552706,1.07562469,0.297865299,55.73047859,4.12979351
+118,55,161.8,383.6,45945,24827,13.6,0,"(45201, 48021.6]",41.5,40.5,42.5,"Lawrence County, South Dakota",2.22,52.2,11.7,31.5,50.7,6,33.7,20.4,63,3.8,70.4,,40.1,31.5,12,93.27246906,0.515317509,0.82369649,0.649218909,49.70554711,3.67487328
+155,46,120,404.9,79857,52849,4.3,18.9218339,"(61494.5, 125635]",33.8,33.3,34.2,"Lincoln County, South Dakota",2.74,62.1,15.9,22.8,,14.4,21.8,27.2,75.9,1.9,88,,63.1,16,6.3,94.9773429,1.03460721,0.90227373,0.649637085,62.84304485,7.080078125
+20,6,136.6,468.1,40639,3876,24.9,0,"(40362.7, 42724.4]",35.5,34.4,36.8,"Lyman County, South Dakota",2.74,46.9,32,32,28.8,7.3,36.5,13.4,60.1,7.4,55,43.4,32.5,34.7,20.7,57.72739119,0,0.99035705,0,46.05451937,5.548037889
+33,17,202.5,448.1,57741,5599,10,0,"(54545.6, 61494.5]",42.8,41,43.9,"McCook County, South Dakota",2.37,59.8,15,28.7,,6,33.2,17,69,2.1,80.6,61.2,45.9,29,11,96.77534295,0.37413148,0,0.783894531,56.99067909,7.191448008
+13,5,97.3,284.8,38469,2415,17,0,"(37413.8, 40362.7]",52.1,50.3,54.3,"McPherson County, South Dakota",1.89,52,9.4,55.3,,20.8,30.2,13.1,53.1,6.7,73.8,49.2,35,37.3,11.9,93.41581971,0.220945647,0.353513036,0,50.04955401,15.3125
+27,14,187.6,415.7,50155,4769,12,0,"(48021.6, 51046.4]",42.6,39.1,45.3,"Marshall County, South Dakota",2.52,50.2,25.2,26.3,,2,31.8,16,63.4,0.7,76,60.9,42,27.4,12.1,85.76898532,0.616890023,0.04254414,2.105934907,51.10481586,6.659012629
+109,40,147.9,408.2,54771,26986,10.4,0,"(54545.6, 61494.5]",36.2,34.3,38.3,"Meade County, South Dakota",2.42,61.8,17.4,28.1,,3,32.3,17.5,62.5,2.3,73.4,55,40.5,29.1,13.2,90.31879004,1.842234942,0.993139002,1.250900269,58.5480978,9.527108955
+11,5,240.1,486.5,34237,2050,33.2,0,"(34218.1, 37413.8]",32,32.9,31.7,"Mellette County, South Dakota",3.04,42.1,50.3,27.2,,5.3,38.7,12.9,51.6,12,35.6,,17.7,52.8,38.2,39.35762224,0,0,0,41.62962963,8.374384236
+15,8,183.1,425.6,49159,2236,12.4,0,"(48021.6, 51046.4]",43.5,41.4,46,"Miner County, South Dakota",2.24,60.6,19.5,35,,14.6,39.1,17.7,65.9,4.1,75.8,55.5,42.7,32.9,14.8,96.27059844,0.954032958,0,0.346921075,54.47316103,10.3626943
+840,312,184.3,503.1,55107,185197,11.5,1150.126622,"(54545.6, 61494.5]",34.8,34,35.6,"Minnehaha County, South Dakota",2.48,49.5,13.5,31.2,45.8,9.5,29.3,20.8,70.9,4.4,76.5,,54.9,25.4,12.4,86.76610298,4.198567133,1.784377061,2.18227135,47.33818078,6.112105642
+32,14,166,403.5,53654,6430,12.3,0,"(51046.4, 54545.6]",40.7,39.9,42.2,"Moody County, South Dakota",2.3,56,22.4,17.7,,16,33.8,18,67.6,6.1,71.7,53.5,40,31.6,15.9,79.85712067,0.760987731,1.692809442,0.559093027,52.1074226,10.9939759
+494,187,159.7,442.5,48379,108702,14.1,450.7736748,"(48021.6, 51046.4]",37.1,35.8,38.7,"Pennington County, South Dakota",2.46,49.9,12.9,31,,5.7,28.1,18.6,64.6,4.8,69.1,50.9,40.2,32.9,15.7,82.96460386,1.282933497,1.081208465,0.623085262,47.95056395,5.830321072
+20,11,209.6,426.4,39936,3019,15.2,0,"(37413.8, 40362.7]",49.9,50.5,49.3,"Perkins County, South Dakota",2.21,59.7,18.5,34.8,38.5,8.1,37.6,13.4,61.5,4.5,72.1,52.9,33.1,33.9,13,96.71251258,0.10063737,0,0.16772895,54.28790199,10.27131783
+18,8,145.7,411.7,52758,2320,11,0,"(51046.4, 54545.6]",52.5,52.8,52.2,"Potter County, South Dakota",2.11,58.5,32.3,10.8,,0,40.7,16.7,60,0.5,77.2,,37.3,34.5,12.3,93.23797139,0,1.473775466,0,51.89393939,5.80474934
+47,25,179.9,365.5,45911,10311,20.4,0,"(45201, 48021.6]",39.2,39,39.3,"Roberts County, South Dakota",2.74,45.6,29.6,35.8,,3.6,37.5,11.2,57.3,7.6,56.7,42,31.1,36.8,21.2,59.92440395,0.416747432,0.096918007,0.048459004,46.49507119,7.142857143
+17,5,143,521.4,46281,2355,14.7,0,"(45201, 48021.6]",46.8,45.5,49.4,"Sanborn County, South Dakota",2.09,61.8,6.8,23.9,,2.9,38.8,12.6,65.3,3.4,78.6,,49.1,28.5,12.1,98.76015391,0,0.171013254,0.342026507,57.18283582,5
+38,17,153.9,388.8,48125,6524,11.7,0,"(48021.6, 51046.4]",43.8,42.2,45,"Spink County, South Dakota",2.41,54,24.9,39.7,,6.8,36.4,17.1,,1.1,69.9,53.8,36.4,34.9,18.3,95.78386606,0.426179604,0,1.065449011,50.96921323,7.28
+21,6,159.7,542.1,67172,2954,8.8,0,"(61494.5, 125635]",40.1,38.1,42.9,"Stanley County, South Dakota",2.34,60.1,9,63.5,27.5,0,34.7,15.5,72.4,1.4,74.6,59.4,47.7,29.3,14.2,89.33153275,0,0,0,53.62776025,10.5345912
+8,4,179.1,416.6,59879,1426,6.3,0,"(54545.6, 61494.5]",44.6,44,46.1,"Sully County, South Dakota",2.34,60.3,21.4,13.6,,2.9,35.6,20.5,67.4,1.7,78.6,62.1,46.6,25.7,10,98.02586794,0,0,0,55.46623794,13.62007168
+25,13,238.8,414.3,27481,9959,47.4,0,"[22640, 34218.1]",23.9,22.8,25.2,"Todd County, South Dakota",3.62,28.5,39.9,31.1,,0.9,22.2,10.3,46.5,25.4,22.3,15.7,13.5,52.3,43.3,10.1991551,0.331925166,0.563266948,0.130758399,26.67153818,13.07106599
+34,15,162.1,410.9,40545,5434,19.9,0,"(40362.7, 42724.4]",46.4,43.3,47.7,"Tripp County, South Dakota",2.08,55.1,12.9,52.2,17.7,17.2,34.7,17.5,65.4,2.1,63.7,46.5,28.5,37.9,20.7,82.0494186,0.090843023,0.454215116,0,45.48274525,6.67996012
+51,20,154.3,436,55708,8209,10.2,0,"(54545.6, 61494.5]",44,43.3,45.2,"Turner County, South Dakota",2.31,63.9,17.3,25.1,48.7,8.8,36.3,16.2,64.8,2.5,78.2,,47,29.7,12.2,97.32594556,0.554083353,0.036135871,0.301132257,59.11931818,5.14390692
+86,29,166.5,518.1,72041,14909,6.3,402.4414783,"(61494.5, 125635]",40.8,39.8,42.2,"Union County, South Dakota",2.48,58.9,20.5,33.8,,9.3,30,17.6,65.3,2.9,84.8,66.8,59.2,24.2,7.5,94.29995957,0.316668913,1.603557472,0.902843283,55.9521805,7.245912151
+35,15,146.4,391.7,41831,5443,15.9,0,"(40362.7, 42724.4]",44.9,44.3,45.6,"Walworth County, South Dakota",2.21,53.6,17.5,32.5,,16.1,36.9,17.7,58.5,5.8,68.3,,36.2,37.5,17.1,82.18380346,0.200181984,2.784349409,2.984531392,47.84428631,7.714016933
+114,41,137.1,403.8,47363,22702,13.8,0,"(45201, 48021.6]",40.8,39.8,42.7,"Yankton County, South Dakota",2.33,51.1,19.9,33.7,,5.7,35.3,19.3,61.7,3.6,75.2,56.5,46.8,31.6,13,92.29545856,2.102845026,0.609648348,0.879130588,50.94954489,6.329660834
+498,206,195.6,499.5,46689,75749,15.6,0,"(45201, 48021.6]",43.2,41.3,44.6,"Anderson County, Tennessee",2.43,48.8,13.6,40.9,,6,33.8,13.3,,7.7,64.3,48.7,43.7,39.1,21.8,91.94750099,3.765080207,1.325732467,0.389765345,47.01097609,3.957446809
+224,89,184.4,461.5,42252,47183,19.1,42.38814827,"(40362.7, 42724.4]",36.6,35.9,37.4,"Bedford County, Tennessee",2.72,54.2,17.1,42.3,,5.1,41.2,9.5,56.6,7.7,59.9,44.8,38,38.8,22.7,83.76027487,7.05432088,0.724133432,4.529639455,54.33287483,4.9190879
+127,58,238.4,533.9,34382,16129,21.4,1922.003844,"(34218.1, 37413.8]",46.1,45.1,47.3,"Benton County, Tennessee",2.37,52.1,14.5,55.3,29.1,1.1,46.1,6.2,43.3,14.3,54.5,37.6,29.5,45.7,25.8,95.2155464,3.462271693,0.52272308,0.104544616,49.10109048,5.264732276
+74,28,171.4,459.1,34948,14502,28.5,0,"(34218.1, 37413.8]",42.9,42.6,43.3,"Bledsoe County, Tennessee",2.75,50.7,25.4,46.9,,0.5,42.8,6.1,41.7,9.6,54.2,36.1,30.8,46.1,25.7,92.46675435,4.186760193,0.175361683,0.116907789,58.16056462,9.152139461
+769,276,172.5,494.2,47175,127253,14.7,15.71672181,"(45201, 48021.6]",511.2,41,43.9,"Blount County, Tennessee",2.51,55.8,15.4,40.6,38.4,5.7,34.9,15,,7.8,68.7,51.7,45.4,35.1,17.5,94.15519059,2.902035339,0.754065885,0.270792728,55.66863133,4.324151185
+524,211,184.2,461.9,43065,104091,17.5,9.606978509,"(42724.4, 45201]",39.4,38,40.4,"Bradley County, Tennessee",2.58,51.7,12.8,37,,4.5,32.3,12.9,53.4,11.2,63.6,,42.8,35.3,19.6,91.70700163,4.630518704,1.034665204,0.588857753,51.58581605,7.159837221
+263,118,218.3,491.8,33333,39752,22.7,0,"[22640, 34218.1]",43,41.7,44.5,"Campbell County, Tennessee",2.48,51.4,13.6,50.9,,2.1,41.8,6.7,42.1,9.9,54.8,40.2,35.9,45.4,26.7,97.89426523,0.510254879,0.283751493,0.057248108,50.91591122,4.345366074
+83,37,210.1,469.4,41068,13840,16.4,0,"(40362.7, 42724.4]",41.9,41.1,43.2,"Cannon County, Tennessee",2.53,51.9,8.4,64.3,,3.2,42.2,10.1,51.3,12.9,62.2,46.9,39.8,39.8,21.8,95.24914775,1.610212519,0.456952201,1.015449336,51.72605791,6.944
+181,81,207.8,475.2,36627,27910,20.8,0,"(34218.1, 37413.8]",42.6,40.6,44.4,"Carroll County, Tennessee",2.45,50.4,9.6,34.5,49.1,6.8,41.4,8.7,46.5,11.5,60.1,42.2,36,44,25.1,86.68923923,10.37985398,0.225725673,0.610164709,49.5254298,4.483306836
+309,152,193.2,409,34354,56486,24.6,0,"(34218.1, 37413.8]",43.6,42.4,44.9,"Carter County, Tennessee",2.31,53.2,11.7,35.9,,6.1,38.9,10.7,49.2,8.1,57.9,40.6,34.8,42.9,22.8,96.68428724,1.28378497,0.338947331,0.091322597,50.55243994,3.66841353
+214,90,238.1,533.3,51475,39741,12.7,0,"(51046.4, 54545.6]",39.8,39.5,40.2,"Cheatham County, Tennessee",2.7,54.6,7.9,40.9,,4.8,36.6,13.7,59.7,7.8,66.9,,47,30.5,18.7,94.82015118,1.615849018,0.41347471,1.504236213,56.67977102,4.803398323
+78,36,180.6,407.4,40980,17471,20.1,0,"(40362.7, 42724.4]",37.2,36.1,38.2,"Chester County, Tennessee",2.66,48.6,11.1,24.1,58.7,6.1,38.5,9,51.1,13.5,61.4,,42,34.2,19.7,86.53313323,10.54029093,0.32902332,1.587393212,52.354297,5.429553265
+211,89,218.3,515,33640,31709,24,0,"[22640, 34218.1]",41.8,40.5,43.2,"Claiborne County, Tennessee",2.4,52.3,9.3,37.7,,10,42.3,8.3,45.4,8.2,61,46.6,40,41.6,23.6,96.258032,1.052034774,0.447272269,0.125992188,51.74340811,3.502840141
+50,26,217,437.1,30744,7771,24,0,"[22640, 34218.1]",46.9,45.8,48.3,"Clay County, Tennessee",2.37,59.9,22.8,35.5,,7.6,44.7,6.9,42.5,7.2,49.6,32.9,26.7,52.8,31.1,96.61953728,1.645244216,0.347043702,0.179948586,57.86551511,2.134146341
+222,106,221.7,469.2,30860,35162,27.8,0,"[22640, 34218.1]",44.3,43.1,45.1,"Cocke County, Tennessee",2.38,51.1,11.5,63.7,,0.5,46.6,6.4,48.8,11.1,51.1,34.6,28.9,48.1,28.8,95.15302511,1.548653775,0,0.334078877,47.72943576,6.348580442
+301,128,194,472.8,45235,54277,16.8,0,"(45201, 48021.6]",39.7,38.5,40.8,"Coffee County, Tennessee",2.49,53.8,16.2,46.2,32.9,4.7,39.2,11.7,51.8,8.8,62.1,46.3,39.3,39.1,21.2,90.79853315,1.923364766,0.972908247,1.972010178,51.38875768,4.540620142
+77,34,184.3,430.1,37853,14601,19,0,"(37413.8, 40362.7]",39.7,39.1,40.4,"Crockett County, Tennessee",2.64,49.9,16.4,49.3,28.4,5.9,40.4,9,50.8,7.4,56.4,42.9,35.7,39.5,22.9,80.46575342,13.14383562,0.116438356,4.061643836,48.5237484,4.708383961
+455,183,182,481.9,40839,58229,16.6,17.17357331,"(40362.7, 42724.4]",49.7,48.2,50.9,"Cumberland County, Tennessee",2.35,57,11.9,52.8,,5.6,38.3,11.3,42.1,9,60.2,35.1,28.2,49.1,21.6,97.03071969,0.593507963,0.415977722,0.182751719,54.13409439,4.836428773
+208,77,180.1,506.6,52578,34371,11.8,1862.034855,"(51046.4, 54545.6]",38.9,36.7,41,"Effingham County, Illinois",2.54,54.1,14.3,31.3,41.4,13,36.4,14.7,64.1,5.4,73.4,56,47,34.4,17.4,97.78049633,0.340789934,0.544681347,0.562157754,54.01350338,4.731034483
+130,48,165.9,480.9,41268,22043,17.5,0,"(40362.7, 42724.4]",40.1,38.9,41.8,"Fayette County, Illinois",2.63,49.6,25.3,30.7,41.7,2.4,40,8.7,,10.4,58.7,40,35.5,43.8,24.5,93.2101554,4.210336104,0.655041561,0.257499096,55.01868316,6.596537366
+91,40,188.3,468.7,50877,13736,12.1,0,"(48021.6, 51046.4]",42.7,40.3,45.7,"Ford County, Illinois",2.39,53.9,27.2,40.7,,3.5,38.8,12.6,,8.6,69.6,49.3,41.6,39.4,19.1,97.63642935,0.578243585,0.296349837,0.01445609,51.95520796,5.186500888
+272,119,215.7,509.8,37758,39485,19.9,0,"(37413.8, 40362.7]",42.1,40.4,43.9,"Franklin County, Illinois",2.41,50,21.9,32.4,,5.2,34.4,10,48.5,10,57,39.8,36,48.1,28.3,97.50592029,0.47614249,0.438353404,0.151156346,47.2534908,4.6247512
+250,100,193.1,506.5,44435,35699,16.5,2240.959131,"(42724.4, 45201]",42.2,39.7,44.8,"Fulton County, Illinois",2.37,49.9,17.4,29.2,,6.9,35.9,11.6,52.3,7.9,70.2,51.1,47.4,39.3,18.9,94.50761226,3.551468766,0.261542273,0.316603805,50.28173913,5.418650238
+41,18,213.6,492.5,41045,5265,17.5,0,"(40362.7, 42724.4]",45.1,44.8,45.7,"Gallatin County, Illinois",2.23,55.2,19.9,32.3,,0.5,41.4,6.5,51.8,7.5,58.2,38.8,32.3,50.3,27.5,96.86165274,0.389972145,0.464252553,0.018570102,49.54318937,5.876865672
+87,37,197.6,488.4,39738,13241,16.2,0,"(37413.8, 40362.7]",42.6,41,43.5,"Greene County, Illinois",2.43,51.6,20.3,38.4,,4.2,40.9,9,,9.4,62,45.1,39.4,44.1,25.2,97.71885647,0.955414013,0.051844171,0.481410161,50,5.104572847
+258,93,193.1,530.2,70092,50541,8.5,0,"(61494.5, 125635]",37.2,36.5,38.3,"Grundy County, Illinois",0.027,55,15.2,30.2,,10.2,37.6,13.7,61.9,7.8,77.4,63.9,58.1,27.2,14.3,94.30355829,1.453945144,0.714044195,2.356942538,56.75967986,4.804003336
+61,29,236.7,517.5,49790,8200,14,0,"(48021.6, 51046.4]",43.2,42.1,44.6,"Hamilton County, Illinois",2.36,61.1,20.9,27.4,,5.1,35.3,8.9,54.2,4.5,67.6,48.3,42.5,38.6,18.7,99.31506849,0.504686373,0,0,58.13417794,4.799040192
+128,50,170,468.6,48767,18543,11.6,4260.367794,"(48021.6, 51046.4]",46.2,44.3,47.6,"Hancock County, Illinois",2.35,58.8,15.4,37,,8.5,37.5,14.7,56.4,6.8,67.9,50.2,43.2,41.3,22.5,97.72654499,0.565695378,0.357562173,0.064040986,55.86364793,5.844875346
+28,13,195.3,416.4,37331,4135,20.6,0,"(34218.1, 37413.8]",46.6,44,48.3,"Hardin County, Illinois",2.49,49.4,14.2,42.3,,3.4,34.3,8.2,43,18.1,56.6,40.4,38.8,47.8,26.9,96.5704825,0.78051088,0.662251656,0.449385052,51.52057245,6.818181818
+47,21,178.2,410.3,50999,6995,11.7,0,"(48021.6, 51046.4]",49.1,49.2,49,"Henderson County, Illinois",2.26,57.3,16.5,34,,2.7,44,11.2,56.8,7,76.1,54.5,47.7,37,14,97.62851463,0.085203067,0.624822494,0.170406135,52.84421461,3.706395349
+326,130,188.5,494.7,51025,49489,11.3,1050.738548,"(48021.6, 51046.4]",42.2,40.9,43.6,"Henry County, Illinois",2.44,56.8,15.5,33.7,,7.7,35.2,14.5,59.2,5.8,76.7,57.6,51,33.9,15,93.90173005,1.784174969,0.515205581,1.697973257,55.39414973,5.728614138
+202,81,185,485.8,46895,28672,15.8,34.87723214,"(45201, 48021.6]",44.1,43,45.2,"Iroquois County, Illinois",2.42,55.5,17.1,42.8,,5,41.1,10.3,58.1,7.5,68.4,49.9,42.2,40.1,20.9,94.71999449,1.356142223,0.533507727,2.364643927,53.24203229,6.404437721
+264,101,171.5,471.4,34395,59362,30.4,522.2196018,"(34218.1, 37413.8]",30.1,29,32,"Jackson County, Illinois",2.36,37.8,4.9,23.2,,10.3,25,18.9,51,10.4,69.1,56.3,43.6,32.7,19.5,77.33899956,14.53287197,3.329190043,0.957436087,38.03762292,3.217455621
+63,23,174.1,494.2,52919,9607,11,0,"(51046.4, 54545.6]",42.9,42.8,43,"Jasper County, Illinois",2.53,59.2,5.7,34.6,,11.6,39.1,12.3,60.6,5.5,72.5,57.2,46.5,33.3,16.3,97.73741567,0.342501297,0.145303581,0.892579139,60.22216345,6.095143707
+259,99,196,525.6,43073,38353,19.5,1303.678982,"(42724.4, 45201]",40.7,39.2,42.8,"Jefferson County, Illinois",2.39,50.1,16.3,29.4,51.8,2.5,32.8,10.2,53.3,9.2,63.8,47.3,41.8,42,23.1,87.85836487,7.950127015,1.052413293,0.292913059,49.15232048,5.121798876
+124,52,175.9,438.7,52493,22372,11.6,0,"(51046.4, 54545.6]",42.3,41.2,43,"Jersey County, Illinois",2.45,54.8,9.4,28.1,,7.6,37.7,11.4,57.8,8,76,61.6,56.5,28.2,13.5,97.25524862,0.424309392,0.746961326,0.097237569,56.07021518,3.045785027
+150,62,166.9,421.6,51282,22086,10.7,45.27755139,"(51046.4, 54545.6]",48.2,46.7,49.2,"Jo Daviess County, Illinois",2.33,59.3,21.1,30.4,,6.4,38.2,15.1,59.4,5.6,76.8,,46.5,35.1,14.9,97.69165513,0.267893021,0.397374648,0.160735813,56.50806959,7.092543114
+82,29,175.2,489.6,45773,12762,15.9,0,"(45201, 48021.6]",43.2,41.2,46.3,"Johnson County, Illinois",2.48,50.2,24.3,28.5,,4.8,31.4,11.4,39.2,10.3,66.7,47.4,40.1,41.9,20.4,88.79881518,8.862732871,0.226050355,0.101332918,54.75380077,4.476930105
+2075,706,156.6,446.2,72131,530847,10.7,50.86211281,"(61494.5, 125635]",35.9,35,36.8,"Kane County, Illinois",3.01,54.3,18.4,31.2,42.1,8.3,23.5,20.4,64.3,7.6,68.4,58.7,53.5,28.2,18.3,72.70493021,5.545204101,3.694516524,15.53194408,58.70105926,5.683202717
+612,246,192.2,490.4,56326,110879,14.7,234.4898493,"(54545.6, 61494.5]",37.3,36.1,38.5,"Kankakee County, Illinois",2.61,46.7,10.7,32.2,,6.9,34.1,11.5,56.6,9.8,68,53.8,48.8,35,19.8,80.25948797,15.0265993,1.11209132,1.447144474,47.87181996,4.551301453
+413,128,161.7,471.5,90640,123355,5.4,162.1336792,"(61494.5, 125635]",33.8,33.5,34,"Kendall County, Illinois",3.11,60.5,13.4,33.7,,9,24.6,22.6,69.8,6,82.6,,66.6,20.4,11.6,83.78819687,6.52387617,3.216535039,4.275384051,66.72032402,5.284618101
+335,137,180.1,469,38992,51441,19.3,2332.769581,"(37413.8, 40362.7]",42.1,40.4,44.5,"Knox County, Illinois",2.25,44,11.7,32.6,,6,36.6,11.4,50.1,7.4,63.2,45.4,39.4,43.9,24.5,87.02602088,8.499002149,0.82514584,1.897835431,42.65057979,5.205017787
+3142,1046,160,463.3,78001,703910,9.5,147.7461607,"(61494.5, 125635]",37.6,35.9,39.1,"Lake County, Illinois",2.83,55,12.8,33.6,41.5,12.1,21.3,25.6,62.4,7.9,73.8,63,55.4,25.3,15,80.47696821,6.953355963,6.783487789,2.967144593,58.96067254,5.156824131
+742,291,191.3,519.9,51205,111333,13.6,2065.874449,"(51046.4, 54545.6]",41.6,40.3,43.2,"LaSalle County, Illinois",2.48,50.3,14.7,35.4,44.4,5.6,37.5,10.9,56.9,9.8,69.5,53.3,48,35.8,19.4,94.09570169,2.460494408,0.674193233,1.118325798,49.73780571,4.843425569
+96,38,174,460,41759,16491,18.1,0,"(40362.7, 42724.4]",40.7,35.9,48.6,"Lawrence County, Illinois",2.22,43,49,25.6,22.2,3.2,34.3,7.3,30.3,6.1,62.1,,38.6,46,24.8,75.91359136,20.56405641,0.108010801,1.320132013,51.50548355,5.340223945
+219,90,194.2,484.1,54472,34584,10.9,0,"(51046.4, 54545.6]",42.2,40.7,44.3,"Lee County, Illinois",2.37,50.6,16.5,30.4,,6.2,37.7,10.9,54.1,7.5,74.2,57.3,51.6,32.7,15,91.18679876,5.087503926,0.733719702,0.984954464,51.86801805,5.709342561
+249,90,176.6,519,53918,36671,11.9,0,"(51046.4, 54545.6]",41.3,40.2,42.7,"Livingston County, Illinois",2.32,49.9,24.5,42.9,,3.7,40.5,9.4,52,6.3,71.8,,44.5,37.6,18.9,92.48321792,5.420679774,0.286555759,0.854360689,50.54618363,7.034382214
+187,76,189.5,505.7,54353,29494,12.6,0,"(51046.4, 54545.6]",39.7,37,41.9,"Logan County, Illinois",2.17,46.5,16.7,27.9,,6.8,33.3,12.3,43.7,7.8,73,51.8,45.8,39.7,17.8,79.20616905,11.76058219,0.881292562,1.745893978,50.54616749,7.205728778
+160,65,175.1,465.6,42684,31333,23.6,2553.218651,"(40362.7, 42724.4]",30.7,29.4,32.5,"McDonough County, Illinois",2.29,40.4,4.6,15.8,,7.5,29.2,18.5,52.1,9.4,74.5,57.3,46.3,31.9,15.9,90.33709269,5.05482833,2.071292449,0.346777469,43.78761646,3.098048116
+1404,502,181.4,474.4,76856,307343,6.9,0,"(61494.5, 125635]",39.3,38.2,40.2,"McHenry County, Illinois",2.79,58.2,14.4,33.2,,10.5,26.5,21.7,65.8,8,78.8,,60.7,22.8,12.5,91.46334718,1.345991795,2.633745124,2.641228279,61.79868665,4.286141792
+732,260,168.5,472.1,60460,173166,14.3,1253.132832,"(54545.6, 61494.5]",32.7,32.2,33.2,"McLean County, Illinois",2.53,47.6,5.8,15.4,69.3,9.6,25.7,30.1,65.3,5.5,80.4,65.6,57.8,24.3,12.6,83.96028051,8.002241298,4.6997932,0.975080005,49.15220518,4.528860796
+771,291,197.9,551.5,47575,107303,16.3,1584.298668,"(45201, 48021.6]",40.6,39.2,41.8,"Macon County, Illinois",2.35,47.8,11.9,33.9,,6.1,34.6,15.2,55.9,10.5,66.8,49.7,45.4,39.4,22.2,78.62225601,14.73354519,1.205205462,0.55589644,44.24802405,5.647068254
+310,122,185.1,495.6,48544,46045,12.9,65.15365403,"(48021.6, 51046.4]",42.6,41.3,44,"Macoupin County, Illinois",2.42,54.6,14.9,30.1,48.2,6.9,37.3,12.2,55.7,9.6,70.7,52.4,46.2,38,18.7,97.18000171,0.685253181,0.429083767,0.121680471,53.28205669,5.090116855
+1528,608,189.2,491.7,54375,266209,13.1,30.05157602,"(51046.4, 54545.6]",39.5,38,40.9,"Madison County, Illinois",2.45,50.1,9.9,28,,10,32.3,16.3,58.3,8.9,71.8,57.1,51.8,33.4,18.2,88.27705382,8.081733718,0.840826464,0.393482847,48.76343233,5.196780531
+271,117,219.1,533.4,44289,38339,18.6,991.1578288,"(42724.4, 45201]",41.7,40.3,43.4,"Marion County, Illinois",2.4,51.4,19,35,,4.6,35.4,9.6,55.6,9.6,59.7,41.9,37.9,46,26.1,92.99624984,3.680331049,0.760377602,0.439674124,47.34207692,6.338625621
+88,32,164.3,490.6,53732,11982,10.7,0,"(51046.4, 54545.6]",45.9,44.6,46.6,"Marshall County, Illinois",2.38,54.6,15.5,39.6,,5.1,40.3,12.4,56.6,6.5,75.8,,48,37,16.5,96.71403927,0.599687834,0.361455681,1.232235275,53.57500501,5.503465145
+108,44,204.9,525.8,46878,13701,14.8,2919.494927,"(45201, 48021.6]",44.7,43.3,45.8,"Mason County, Illinois",2.27,52.4,16.3,45.5,,9.9,41.3,9.6,54,9.5,65.5,45.6,39.6,43.9,23.8,97.38779555,0.899051395,0.45306527,0.01415829,48.65925441,4.758547762
+100,37,169.8,479.3,40590,14766,20.7,0,"(40362.7, 42724.4]",43.7,42.1,44.8,"Massac County, Illinois",2.45,50.5,18.6,39.1,,7.3,31.7,11.1,48.3,8.8,57.3,42.1,36.9,45.6,25.7,90.84310069,6.006925946,0.419552477,0.186467768,47.16886588,4.987212276
+80,32,199.6,486.6,61388,12444,10.1,0,"(54545.6, 61494.5]",42.5,40.5,44.8,"Menard County, Illinois",2.42,58.8,16.5,40.7,,6.8,37.2,16.8,62.1,5.7,75.7,,51.3,35.4,17.3,97.24843391,0.896043137,0.412338435,0.15066212,55.9681182,5.225019069
+104,42,179.9,460,54916,15858,9.6,315.2982722,"(54545.6, 61494.5]",44.3,43.1,45.3,"Mercer County, Illinois",0.024,60.2,14.3,34.8,,5.8,41.9,10.6,58.4,6.2,78.7,59.4,52.8,33.2,14.2,97.42348047,0.47184454,0.31663252,0.769851617,58.58937491,4.061068702
+190,62,153.4,487.6,73684,33879,5.1,0,"(61494.5, 125635]",42.1,40.5,43.2,"Monroe County, Illinois",2.62,62.2,11,28.6,,10.4,33.7,18.9,64.1,5.2,83.4,67.5,61.7,25.2,11.3,97.71609171,0.3399028,1.031634813,0.032797639,64.51689109,5.213333333
+193,86,208.6,488.1,45288,28898,17,0,"(45201, 48021.6]",42.2,39.3,45.4,"Montgomery County, Illinois",2.17,52.5,25.9,26.1,,8.6,41.7,8.2,39.7,5.4,69.2,47.8,40.2,44.4,22,89.2326564,8.753577757,0.487256372,0.296442688,52.71734183,8.704627559
+221,89,187.8,486.5,46406,34828,15.1,0,"(45201, 48021.6]",41,39.1,43.8,"Morgan County, Illinois",2.29,48.8,10.3,35.2,,4.1,41.4,14,55.8,8.3,69.5,,45.1,37,19.4,91.17538216,5.986506875,0.552250278,0.116712688,49.07775769,4.011231448
+88,38,177.7,459,52790,14931,11.8,0,"(51046.4, 54545.6]",41,39,42.8,"Moultrie County, Illinois",2.51,57.8,18,37,,7.2,36.9,10.7,59.4,4.9,66.5,,43.5,35.2,19.6,98.3586789,0.334963489,0.214376633,0.033496349,57.07880669,8.42514582
+281,112,168,433.2,57126,51659,11.4,0,"(54545.6, 61494.5]",498,40.1,43.1,"Ogle County, Illinois",2.5,55,12.3,31.5,48.1,8.1,33.7,12.9,60,8,75,59.2,52.6,31.3,15.5,95.083688,1.131744184,0.345439624,1.633681318,53.98678308,5.772258177
+1072,420,194.4,509.6,52448,186221,16.7,1610.989094,"(51046.4, 54545.6]",36.8,35.5,38.3,"Peoria County, Illinois",2.39,46.3,12.5,25,,11.4,28.6,18.2,58.2,8.7,68.1,,48.5,36.5,21.7,73.95730899,17.53067681,3.685493181,1.397558681,43.42926195,6.690267073
+136,49,174.6,498.3,42032,21543,16.7,0,"(40362.7, 42724.4]",40.8,39.5,42.9,"Perry County, Illinois",2.46,45.6,22.3,27.8,,4.5,38.3,9.4,46.3,8,68.1,,46.7,38.5,19.6,88.03759743,8.725355342,0.435580009,0.444750115,48.02492212,3.072371416
+109,37,164.9,509.9,65971,16387,7.4,0,"(61494.5, 125635]",43.3,42.4,44.3,"Piatt County, Illinois",2.47,62.9,17.4,31.1,,9.1,34.7,17.9,63.7,6.3,82.3,64.7,56.7,29.1,11.4,97.40527433,0.412246135,0.078811761,0.139436193,62.10684725,6.54640675
+104,43,176,458.2,39005,15989,15.2,0,"(37413.8, 40362.7]",42.6,40.9,44.5,"Pike County, Illinois",2.34,56.2,18.6,47.8,29.2,4.4,43,11.5,55.6,5.6,63.9,47.8,39.7,40.5,22.5,96.74801784,1.226461843,0.371655104,0.086719524,53.12265988,5.732087227
+27,12,173.5,392.3,40722,4226,19.7,0,"(40362.7, 42724.4]",47.7,46.5,49.6,"Pope County, Illinois",2.52,47.5,31.7,42.1,,0,32.3,9.8,39.5,10,62.5,,37.8,48.8,26.7,93.92749942,3.671207573,0.484876472,0.946663588,53.98618958,5.562130178
+44,17,192.1,524.5,33943,5678,23,0,"[22640, 34218.1]",43.5,41.3,45.7,"Pulaski County, Illinois",2.5,46,18.8,48.6,,0.6,35.5,8.4,41.8,16.2,54.6,,33.5,51.6,29.5,65.20183955,32.0047692,0.221427355,0.323624595,42.41645244,6.129303107
+40,17,198.1,465.2,62024,5644,8.9,354.3586109,"(61494.5, 125635]",46,45,47.1,"Putnam County, Illinois",2.37,59.3,7.2,36,,5.1,42.7,8.2,59.3,9.9,75.2,53.5,47.5,36.5,14.9,97.45791824,0.206114737,0.257643422,0.412229474,56.42070934,5.541346974
+197,77,178.5,472.5,47862,32852,13.8,0,"(45201, 48021.6]",41.7,40.2,44.5,"Randolph County, Illinois",2.49,47.1,17.4,37.3,,4.6,42.4,8.7,50,6.7,72,54.3,49.8,36,18,87.84964771,10.29967643,0.278206175,0.456621005,50.96258932,3.100031959
+113,42,179.3,505.5,43396,16029,14.6,0,"(42724.4, 45201]",42.4,40.8,44.7,"Richland County, Illinois",2.43,52.5,17.6,33.9,,3.5,33.3,15.6,56.9,5.4,67.6,48.3,42.1,40.4,19.9,97.35846717,0.434054691,0.372046878,0.024803125,49.8692911,4.929577465
+878,340,176.2,478.1,48024,146133,16.3,540.6034229,"(48021.6, 51046.4]",40,38.5,41.7,"Rock Island County, Illinois",2.36,48.1,12.6,30.2,,9.8,31.8,14.5,58.2,7.9,69,51.2,46.7,38.1,20.1,82.14676443,9.449514477,2.146628523,2.839067416,44.42383799,5.929944203
+1407,556,191.2,488.4,50155,264052,19.1,98.46545377,"(48021.6, 51046.4]",37.7,36.1,39.1,"St. Clair County, Illinois",2.57,45.4,15.3,30,,5.9,28.1,16,55.6,8.9,65.5,50.1,41.2,36,22.2,65.18730175,29.9132304,1.31371499,0.754225197,44.55885085,4.939849972
+167,67,192.1,500.1,38329,24548,21,0,"(37413.8, 40362.7]",42.4,40.6,44.5,"Saline County, Illinois",2.43,49,27.9,20.9,,0.8,33.1,9.8,49.3,13,55,37,32.7,51.2,30.4,93.13642416,3.675906872,0.629463745,0.044385264,47.33299849,6.192236599
+1177,436,185.5,515.2,55371,198712,15.3,714.6020371,"(54545.6, 61494.5]",39.7,38,40.9,"Sangamon County, Illinois",2.35,47.7,15,25.3,45.1,14.6,28.1,20.9,60.8,7.9,72.3,55.8,50.8,34.7,18.6,82.70490815,12.35830285,1.781263818,0.755215661,44.21547928,4.889917894
+48,23,214.2,459.3,47092,7032,13.2,0,"(45201, 48021.6]",44.7,44.4,45.3,"Schuyler County, Illinois",2.2,52.2,5.9,40.3,,9.3,39,10.3,50.6,5.3,61.7,47.1,40,33.6,18.5,94.39201204,4.541102448,0,0,52.13333333,5.282199711
+32,13,169.5,459.2,51584,5092,12,0,"(51046.4, 54545.6]",43.5,43,44,"Scott County, Illinois",2.42,53.9,21.3,39.3,,2.7,49.4,8.9,57.1,9.4,68.2,51.1,46.3,39.3,21.4,98.6533282,0,0.192381685,0,51.45951036,3.388278388
+142,54,164.4,457,48994,21775,11.7,0,"(48021.6, 51046.4]",44.4,42.8,46.2,"Shelby County, Illinois",2.42,60.3,7.3,45.5,,5.8,45.5,10.9,55.1,6.2,70.8,52.7,46.5,37.2,18.8,98.47614741,0.551661768,0.325570879,0.049739995,58.74613003,4.376511986
+41,16,160.4,482.6,50219,5788,11.9,0,"(48021.6, 51046.4]",45.9,45.3,46.1,"Stark County, Illinois",2.41,57,13.7,33.6,,11.1,38.8,13.2,53.7,7.7,73.7,,40,41.5,15.5,97.61051374,0.750981396,0.563236047,0,56.16896696,4.589585172
+267,127,182.6,407.6,48569,45749,14.1,808.7608472,"(48021.6, 51046.4]",44.3,43.4,45.4,"Stephenson County, Illinois",2.37,51.3,18.9,32,,5.2,35.3,11.5,58.1,9.9,63.4,45.9,40.1,44.1,26,86.2691689,9.192493298,0.838605898,0.932975871,48.01803202,3.816793893
+847,331,192.2,511.5,60490,134800,9.1,734.421365,"(54545.6, 61494.5]",40.5,39.1,41.7,"Tazewell County, Illinois",2.45,56.5,12.7,34.3,,10.2,33.1,17.5,60.2,5.5,76.8,60.3,55.5,30.8,14.8,96.02275658,1.22257677,0.893166393,0.378785087,55.32530209,5.692199578
+122,51,206.9,506,40957,17408,17.9,0,"(40362.7, 42724.4]",43.6,40.6,44.9,"Union County, Illinois",2.53,52.1,14.6,33.4,,3.6,31,13,51.5,7,60.1,,39.3,44.1,25.7,94.66697054,1.521280839,0.421628397,1.74918808,52.53277712,5.211459754
+529,217,203.1,520.2,42036,79282,19,315.3300875,"(40362.7, 42724.4]",40,38.4,41.7,"Vermilion County, Illinois",2.47,45.9,18.9,39.6,,3.3,40.6,9.6,51.4,10.7,63.4,45.3,41.3,42.6,24.1,82.78916982,13.83759705,0.817489548,0.790115469,44.07408582,5.395305384
+82,33,197.8,511.8,49385,11542,14.8,0,"(48021.6, 51046.4]",42.7,41.9,44,"Wabash County, Illinois",2.37,56.3,10.2,27.5,,7,32.2,11.4,58.6,8.7,71.5,54.2,45.4,36.6,18.4,96.67868177,0.935461723,0.90971507,0.154479918,54.07513858,5.041322314
+102,41,172.8,459.7,44180,17527,13.5,2795.686655,"(42724.4, 45201]",40.2,38.2,41.5,"Warren County, Illinois",2.42,50.1,4.3,22,,3.8,35,15.3,57,9.2,69.5,,43.7,37.9,20.7,91.25473137,2.638269024,1.723066493,2.852946161,50.7687802,4.706770702
+98,33,162.6,510.8,54683,14270,10.2,0,"(54545.6, 61494.5]",42.6,42.1,43.3,"Washington County, Illinois",2.46,54.6,18.5,24.5,,7.3,35,13.8,61.5,5.5,72.7,,46.2,33,18.1,97.12941827,0.740125891,0.366604413,0.574116345,55.04587156,6.077529566
+109,45,180,471.7,46839,16423,14.9,0,"(45201, 48021.6]",42.4,41.4,43.8,"Wayne County, Illinois",2.34,59.8,14.5,27.7,,10.5,34.4,10,57.2,5.3,69,50.6,44.3,39.3,18.8,97.19118091,0.652370885,0.724856539,0.048323769,55.80008519,6.710020692
+110,54,230.3,502.9,46927,14327,14.1,0,"(45201, 48021.6]",44.5,43.4,45.4,"White County, Illinois",2.28,59.4,20.3,25.5,,3.5,35.1,8.7,52.5,8.8,65.5,47.4,42.5,42.4,23.1,98.17477876,0.400995575,0.373340708,0.013827434,54.14033382,4.019073569
+367,156,190.9,475.2,49895,57079,12.2,140.156625,"(48021.6, 51046.4]",42.7,41.7,43.7,"Whiteside County, Illinois",2.4,52.7,16.9,36.4,,7.9,35,10.7,57.6,8.1,67.4,49.2,44.1,40.3,21.7,92.41373316,1.787049109,0.596262495,2.644067797,50.23356548,5.75990637
+2947,1007,176.4,490.7,75176,687263,8.1,97.48815228,"(61494.5, 125635]",36.6,35.7,37.5,"Will County, Illinois",3.02,54.7,13,33.8,42.3,10.9,27,21.2,64,7.8,77.6,67.1,61.8,23.2,13.3,74.80624858,11.08706935,5.003252948,6.280455266,60.70604543,5.115003933
+414,179,207.4,492.9,46322,67466,15.8,0,"(45201, 48021.6]",41,40,42.2,"Williamson County, Illinois",2.43,53.6,11.7,34.6,,7.2,30.4,12.5,54,7,66.6,50.2,43.3,39.2,21.5,92.49862189,4.299697561,0.949032345,0.236885624,51.71667413,5.84433073
+1551,658,191.5,466.6,47708,287078,16.9,198.5523098,"(45201, 48021.6]",39.2,38.1,40.3,"Winnebago County, Illinois",0.0251,48.2,18.6,34.6,38.8,8,33.3,14,57.4,11.5,64.4,49.8,45.6,38.4,22.9,78.77316752,12.53344076,2.486924965,3.091182658,46.52714376,5.573940788
+215,80,163.5,469.4,70127,39227,6.3,2141.382211,"(61494.5, 125635]",39.9,38.8,41,"Woodford County, Illinois",2.65,59.1,14.7,30.5,,6.9,32.7,19.8,61.5,5.9,80.7,,57.1,27.9,12.6,96.8010024,0.583030737,0.779931468,0.611159413,62.05574913,6.403882576
+162,63,159.3,432.5,50172,34980,15.4,0,"(48021.6, 51046.4]",33.8,32.3,36.2,"Adams County, Indiana",2.8,58.4,33.9,35.2,,5.7,44.1,9.9,60.3,6.2,61.8,48.6,42.9,26.4,12.8,97.53767104,0.698573985,0.31464696,0.868887478,58.46671592,9.544766882
+1590,629,170.7,435.7,48651,368450,15.2,222.5539422,"(48021.6, 51046.4]",35.6,34.6,36.6,"Allen County, Indiana",2.55,49.5,17.3,29.9,43.2,9.6,29.4,17.5,61.4,8,66.9,,50.4,29.1,17.6,79.4867562,11.57316077,3.16299494,2.071794702,47.38003074,6.597186511
+390,164,185.4,448.4,54101,81162,11.8,12.32103694,"(51046.4, 54545.6]",38.1,36.6,39.5,"Bartholomew County, Indiana",2.57,54,19,42.3,,12.7,34.3,18.1,62.2,5.4,74.8,60.6,56.8,26.5,11.9,87.05716586,1.986463366,4.935336151,4.068538647,51.78583131,5.180542459
+44,19,173.4,414.4,46196,8681,12.8,0,"(45201, 48021.6]",40.4,37.5,42.3,"Benton County, Indiana",2.52,51.4,17.6,46.6,,2.7,45.2,12,60.4,5.3,62.4,48.6,42.5,35.9,20.5,97.82906764,0.845521024,0.148537477,0.262797075,50.01458151,7.146666667
+85,34,189.1,486.2,39563,12298,15,0,"(37413.8, 40362.7]",43.3,41.8,45.8,"Blackford County, Indiana",2.35,54.3,18.8,47.6,,1.6,49.5,6.6,51.6,9.8,61.7,,40.5,39.3,19.8,97.44309073,0.577108047,0.248477076,0.032061558,51.77888294,6.987761548
+254,110,187.2,429.3,68352,63344,7.2,0,"(61494.5, 125635]",38.8,37,40,"Boone County, Indiana",2.61,61.4,18.3,35,,9.1,26.7,25.5,66.2,3.7,82,70.1,63.7,20.4,8.9,94.44894317,1.239444068,2.26074598,0.180132538,60.77909614,6.821562655
+91,40,190.7,426.9,52582,14977,12.9,0,"(51046.4, 54545.6]",48.3,47,49.5,"Brown County, Indiana",2.44,54.9,25,29.6,34.6,10.8,37.9,11.1,56.8,6.2,66.7,48.9,43.8,36,16.6,97.25534608,0.326427287,0.339750849,0.026647125,54.4216571,3.156748911
+103,43,166.3,414.4,55318,19856,10.9,0,"(54545.6, 61494.5]",41.5,40.8,42.4,"Carroll County, Indiana",2.55,57.3,21.1,49,,4.9,41.3,11.4,57.9,8.2,72.2,56.9,50.4,27.7,11.9,97.80653543,0.339762166,0.189867093,0.28480064,56.89721545,5.682622023
+191,89,187.3,412.9,44430,37979,13.8,0,"(42724.4, 45201]",40.1,38.5,42,"Cass County, Indiana",2.57,53.2,29.7,38.8,,2,40.8,9.2,57,8.7,66.2,,46.5,31.6,16.4,85.72356794,1.395675226,1.400873272,8.691132134,52.49742357,6.869503209
+569,232,189.8,466.8,52050,115371,10.6,147.3507207,"(51046.4, 54545.6]",38.7,37.3,39.8,"Clark County, Indiana",2.59,48.1,19.8,33.8,41.2,5.2,34,14.2,61,6.8,70.9,57.1,51.9,28.8,13.9,88.27188309,7.006476352,0.880006361,1.145952059,48.15004421,5.662131013
+154,62,186.4,483.9,44385,26503,14.5,0,"(42724.4, 45201]",40.4,40.1,40.9,"Clay County, Indiana",2.54,57.8,22,37,,4.7,44.9,9.6,55.5,7.8,68,53.3,48.7,33.5,16.8,97.38064903,0.236078843,0.074945664,0.266057109,57.87336878,8.386023295
+167,76,193.9,441.5,49945,32609,12.6,91.99914134,"(48021.6, 51046.4]",38.4,37.2,40.1,"Clinton County, Indiana",2.76,52.6,20.2,42.3,33.4,4,45.6,10.4,59.8,7.3,68.7,,50.2,30.4,15.9,92.79731993,1.239530988,0.2680067,4.385564185,53.92081079,5.349679576
+59,24,185.8,452.7,40657,10483,18,0,"(40362.7, 42724.4]",43.1,43.5,42.4,"Crawford County, Indiana",2.56,52.3,25.6,36,,5.6,49.7,5.7,50.3,6.6,61.7,48.4,44.6,40.7,24,97.29959399,0.103861769,0.151071665,0.169955623,51.59717142,4.891062695
+149,64,176.6,420.7,47670,32906,13.8,0,"(45201, 48021.6]",35,33.2,36.5,"Daviess County, Indiana",2.78,59.3,38.4,28.5,,4.2,37.2,8.1,59.9,5.4,57.9,46,38.1,31.3,19.2,96.16488229,1.536515381,0.34247632,1.101477893,59.8323437,6.25359402
+249,110,193.8,439.8,59280,49455,11.7,0,"(54545.6, 61494.5]",41.7,40.9,42.4,"Dearborn County, Indiana",2.63,56.6,23.1,27.2,,6.7,39.6,13.2,,8.1,76.2,62,57.5,27.7,12.5,97.11749431,0.793091648,0.54952797,0.545502124,58.24836321,3.263424336
+130,57,186.7,433.7,50258,26521,13.1,0,"(48021.6, 51046.4]",39.5,38.8,40.3,"Decatur County, Indiana",2.57,54,23.2,37.5,,6.6,45.3,10.7,61.4,6.3,68.8,54,49,30.6,16.3,96.23094512,0.777439024,1.299542683,0.689786585,52.29303157,4.353189989
+213,87,185.8,464.7,51911,42589,10.1,0,"(51046.4, 54545.6]",38.6,38,39.4,"DeKalb County, Indiana",2.58,52.6,17.7,41.2,31.2,9.9,40.6,11.4,59.3,7.5,68.5,54.4,50.1,30.4,15.4,96.90452072,0.259134491,0.452307475,0.530047822,52.53893026,3.309741882
+634,255,184.8,482.9,39449,116852,22.2,145.4831753,"(37413.8, 40362.7]",34.8,33.6,35.9,"Delaware County, Indiana",2.4,42.1,9.4,19,63.5,8.2,35.5,13.3,53,10.1,68.2,,48.3,32.3,16.8,88.76550049,5.806451613,1.259641198,0.547151319,43.3294727,3.877479319
+212,91,177.7,429.9,53211,42461,8,0,"(51046.4, 54545.6]",41.2,40,42.3,"Dubois County, Indiana",2.55,58.4,14.8,32.7,,11.6,41.9,12.9,65.7,3.3,78.8,64.9,60.7,24.8,12.4,95.33943392,0.387789364,0.645527417,2.91314937,59.08585547,6.889676562
+891,350,170.1,442.7,50192,203474,13.9,575.0120409,"(48021.6, 51046.4]",35.2,34.1,36,"Elkhart County, Indiana",2.8,52.2,27.3,36.1,33.3,3.3,36.9,12.3,60.5,7.4,59.8,48.6,44,30.8,19.1,86.21969754,5.785185739,1.073822159,4.036176097,53.14527463,7.223841918
+138,70,222.5,439.1,40122,23434,16.4,0,"(37413.8, 40362.7]",42.2,40.4,44.2,"Fayette County, Indiana",2.5,49,31,39.3,26.1,3.6,42.8,6.7,48.7,12.1,57.2,43.5,39.4,39.6,22.5,96.26046355,2.002271484,0.319690405,0.668825979,47.99700086,2.64006449
+395,149,179,474,53186,76778,11.6,195.3684649,"(51046.4, 54545.6]",39.6,38.6,40.6,"Floyd County, Indiana",2.57,49.9,14.7,32.9,,6.7,32.1,16.4,61.5,7.3,74.6,60.9,55.6,26.6,12.5,90.40843215,4.919631094,1.034255599,1.028985507,50.41254125,4.843160444
+544,201,167.8,488.1,55320,97125,11.5,20.59202059,"(54545.6, 61494.5]",38.8,37.1,40.6,"Dubuque County, Iowa",2.41,53.2,7,23.2,59.1,10.7,35.4,18.8,65.7,4.3,80.3,60,52.6,29.3,12.4,93.62083707,1.94148437,1.327341355,0.218964403,52.52962445,5.831840933
+61,25,160.2,426.9,47342,9769,11.3,0,"(45201, 48021.6]",41.5,40,42.7,"Emmet County, Iowa",2.23,53.1,20.8,21.7,54.3,3.2,34.6,12.1,61.9,4.6,69.2,53.7,44.1,34.3,16.8,96.55137642,1.502470505,0.171422809,0.383180397,50.37394451,4.356151269
+138,50,151.3,467.8,45522,20257,14.4,0,"(45201, 48021.6]",43.1,40.7,45.1,"Fayette County, Iowa",2.31,52.7,9.6,31.6,51.3,7.6,39.5,12.6,60.3,5.1,68.2,50,40.5,39.6,20.1,96.119287,1.083102628,0.762543106,0.189421536,50.91164095,7.378451014
+113,41,165.4,494,48292,15960,12.7,0,"(48021.6, 51046.4]",43.6,42.1,44.9,"Floyd County, Iowa",2.28,55.4,21.7,26.3,43.4,8.6,35.5,14.1,62.6,3.5,69,,42.2,39.3,19.9,94.7165109,2.024922118,0.753894081,0.361370717,50.3260397,6.749226006
+72,27,165.3,488.4,51045,10295,12.1,97.13453133,"(48021.6, 51046.4]",42.8,41.2,44.8,"Franklin County, Iowa",2.42,57.6,17.9,39.6,35.3,7.2,38.1,11.8,60,4.2,72.7,53.3,41.1,37.5,17.5,92.09648203,1.067785299,0.228811135,5.291257508,55.65993424,2.411347518
+51,20,181.2,487.2,54154,6906,11.7,0,"(51046.4, 54545.6]",46.4,44.8,47.4,"Fremont County, Iowa",2.36,59.4,16.6,43.5,,5.2,36.4,15.6,60.4,3.7,70.9,,40.2,39.1,18.3,96.81958908,0.295524909,0,0.844356882,56.49966148,6.004618938
+70,28,186.9,506.1,49125,9027,13.2,2658.690595,"(48021.6, 51046.4]",45.1,43.1,47.3,"Greene County, Iowa",2.3,61,18.8,34.6,36.6,10,35.7,14.1,61,5.6,75.1,54.7,44.9,38.7,17.6,97.90712884,0.054501853,0.436014825,0,55.33486122,9.971346705
+84,29,151.8,492.9,61215,12435,6.7,0,"(54545.6, 61494.5]",42.2,40.5,44,"Grundy County, Iowa",2.37,62.7,9,24.5,,14.7,35.3,17.4,,3.9,82.9,63.5,54.9,30.3,10.8,98.29934714,0.411058274,0.378818409,0.10477956,58.69187729,6.03588907
+70,29,168.5,437.9,49507,10676,12.4,655.6762833,"(48021.6, 51046.4]",45.9,44.4,46.7,"Guthrie County, Iowa",2.34,59.6,7,30.7,,10.4,39.3,13.7,61.7,5.4,74.4,54.2,44.5,35.9,15.6,97.71880819,0.754189944,0.148975791,0.456238361,54.80726628,4.965920156
+94,36,153.2,449.8,53691,15190,9.4,0,"(51046.4, 54545.6]",42.4,41.7,43.5,"Hamilton County, Iowa",2.36,59.2,10.5,35,,14.1,33.2,14.5,61.3,3.8,71.8,51.7,42.4,36.5,16.4,93.65235013,0.666797411,2.235732497,2.333790939,55.92105263,2.258064516
+78,30,171.3,492.1,57682,10974,8.4,0,"(54545.6, 61494.5]",44,43.1,45.7,"Hancock County, Iowa",2.33,60.3,17,29.7,42.9,10.4,36.4,13.2,63.7,1.5,79.4,60.4,48.7,33.2,13.9,97.08799135,0.64911648,0.306527227,0.4056978,56.73015194,6.274509804
+122,49,169.8,487.9,53277,17367,11.7,115.1609374,"(51046.4, 54545.6]",44.7,42.1,46.9,"Hardin County, Iowa",2.37,55.2,12,32.9,,12.5,34.9,13.1,58.8,4.9,78.1,60.7,52.7,31.3,12.4,95.77991146,1.023400218,0.960156385,0.983154142,54.84009752,4.732327714
+95,38,178.1,477.6,52824,14265,11,0,"(51046.4, 54545.6]",43.8,42.6,45,"Harrison County, Iowa",2.37,55.9,20.3,28.7,,7.5,38.1,13.3,63.2,3.6,72.1,56,46,34.2,17.6,97.63599917,0.055298265,0.269579042,0.235017626,52.80428595,4.095334005
+122,49,183.1,484.9,50347,19950,13.3,0,"(48021.6, 51046.4]",40.7,38.9,42.5,"Henry County, Iowa",2.43,52.1,21,26.6,45,7.3,37.3,14.6,56.1,5.1,71.8,53,45.9,38.1,18.2,91.98705179,2.380478088,2.176294821,1.190239044,52.72202545,5.797101449
+60,24,165.8,465.5,49837,9410,12.1,0,"(48021.6, 51046.4]",42.2,41.7,42.5,"Howard County, Iowa",2.39,56.9,20.9,26.2,49.4,3.5,44,7.9,63.5,3.4,74.4,54.3,44,36.1,15.2,98.25152728,0.326522014,0.221192332,0.105329682,53.52986811,6.748466258
+60,21,129.4,408.5,49696,9555,10.1,0,"(48021.6, 51046.4]",43.7,42.3,44.7,"Humboldt County, Iowa",2.28,58.1,11.6,26.3,,10.2,37.1,13.5,60.6,4.8,75.8,56.4,46.5,36.5,16,97.96361381,0.134380815,0.237750672,0.206739715,53.0071599,5.386289445
+57,19,159.8,548.4,53905,7028,10.9,0,"(51046.4, 54545.6]",45.1,43.5,47.4,"Ida County, Iowa",2.24,62.8,12.1,32.8,,4.8,40.1,15.2,63.5,3.7,75,53.9,40,35.5,15.7,97.76552114,0.551548579,0.33941451,0.282845425,56.17542728,9.293394777
+99,38,163.4,463.3,58234,16401,7.5,0,"(54545.6, 61494.5]",508.8,41.6,43.2,"Iowa County, Iowa",2.34,61.5,15.9,47.8,,4.3,38.4,13.2,67.6,1.8,81,61.6,53.7,31.1,11.9,97.95643661,0.838228096,0.189672051,0.140724425,59.62751137,5.613126079
+146,54,191.7,543.5,50299,19444,11.3,1388.603168,"(48021.6, 51046.4]",44.5,43.2,46.2,"Jackson County, Iowa",2.29,57.5,15.1,35.2,,6,44.8,10.4,61.2,4.4,74.1,50.9,42.2,35.2,15.2,97.30226855,0.178826896,0.40363785,0.051093399,53.30250208,6.349206349
+221,91,181.7,466.2,52750,36827,11.2,27.15399028,"(51046.4, 54545.6]",42.2,40.1,44.7,"Jasper County, Iowa",2.41,54,16.3,37.8,38.6,7.3,39.7,14.5,58.3,5.4,76.1,57.3,51.2,34,14.8,96.16620378,1.475793716,0.57452486,0.138866198,54.27720441,6.996052811
+90,37,163,423.6,41094,17555,16.9,56.96382797,"(40362.7, 42724.4]",42.5,38.8,45.3,"Jefferson County, Iowa",2.24,47.5,6.7,16.9,,29.6,30.4,17.7,53.2,6.4,66.1,51.3,35.5,36.2,20.8,85.13685183,1.420487354,7.922392886,2.119182354,47.98206278,2.534226624
+511,163,156.2,473.8,59946,144251,15.9,1310.21622,"(54545.6, 61494.5]",29.8,29.5,30.4,"Johnson County, Iowa",2.37,43.4,4.1,18.2,62.7,15,17.1,27.4,69,3.5,81.2,,60.6,20.9,10.4,84.14684873,5.447660575,5.971915431,1.948564216,42.80662505,4.117879551
+123,46,154,445.7,51558,20466,11.6,0,"(51046.4, 54545.6]",43.2,42.4,44.3,"Jones County, Iowa",2.34,57,18.5,23.8,,8,39.6,12.4,59.2,5,77.7,,47.5,33.8,14.6,95.61284047,1.916342412,0.408560311,0.364785992,55.70921552,5.726980992
+67,28,169.3,466.9,48316,10163,13.5,0,"(48021.6, 51046.4]",44.3,43.1,45.5,"Keokuk County, Iowa",2.33,56.9,14.2,25.8,,7.4,42.8,11.2,60.1,5.1,69.7,51.6,41.1,41.1,20.8,97.81362355,0,0.21377903,0.476144204,53.34713596,5.769230769
+111,36,138.4,480,52967,15165,9.6,0,"(51046.4, 54545.6]",46.1,45.1,47.3,"Kossuth County, Iowa",2.23,60,13.6,22.4,,11.7,38,14.7,63.5,2.1,80,60.4,48.2,32.9,12.8,97.67670157,0.373036649,0.392670157,0.353403141,54.52922802,6.930346517
+241,92,181.3,509.2,44719,35089,17.7,0,"(42724.4, 45201]",42.9,41.1,44.8,"Lee County, Iowa",2.4,49.8,15.4,39.8,,6.1,41.7,11.3,57.2,8.7,68.1,50.4,44.8,38.8,19.3,93.39534621,3.019593429,0.508920241,0.576776273,48.25839578,6.389732266
+1082,396,169.4,474.8,62700,219916,9.3,386.5112134,"(61494.5, 125635]",37.1,36,38,"Linn County, Iowa",2.42,51.2,9.9,23.8,,10.6,27.2,21.6,67,4.8,78.1,63,56.9,28.8,13.8,89.7465842,4.222211965,1.986244461,0.938884786,48.9784466,5.753829407
+66,21,148,475.6,50924,11185,11.1,0,"(48021.6, 51046.4]",40.8,40.3,41.4,"Louisa County, Iowa",2.58,56.4,20.2,31.6,42,6.2,37.3,9.7,63.1,4.8,75,57.6,50.4,32.7,15.6,92.25445834,0.913849703,2.537485582,3.37148434,56.80816516,7.112970711
+56,27,184.7,425.1,42582,8682,16,0,"(40362.7, 42724.4]",45.4,43.6,47.1,"Lucas County, Iowa",2.34,55.4,12.8,36.6,,5.1,44.9,12,58.5,5.8,71.2,48.8,41.9,40.8,16.8,97.75512542,0.229068835,0.343603253,0,51.93039695,4.750593824
+70,24,151.7,478.3,61750,11745,7.9,0,"(61494.5, 125635]",38.4,36.6,40.5,"Lyon County, Iowa",2.57,65.2,13.4,33.7,,10.9,37.1,15.4,68.2,2.4,78.7,60.3,46.8,28.3,11,97.33003497,0.059711678,0.324149109,0.818903011,63.45640569,6.586310805
+79,33,172.2,434.2,62230,15753,8.8,0,"(61494.5, 125635]",40.5,39.4,41.5,"Madison County, Iowa",2.48,60.7,20.2,18.5,,17.2,38.9,16.4,64.4,5.7,80.4,63.7,55.5,28.1,12.1,97.43032473,0.581692662,1.003579647,0.204551266,58.52208835,4.930617065
+133,56,190.3,482.1,48584,22324,12.9,44.79483963,"(48021.6, 51046.4]",39.8,38.6,40.9,"Mahaska County, Iowa",2.41,53.3,7,30.8,,7,37.6,16.6,61.8,8,74.7,58.3,48.4,34.2,16.7,95.46347562,1.384175746,1.134131095,0.437578139,51.51280062,3.880659295
+191,76,176.6,471,57046,33294,11.1,0,"(54545.6, 61494.5]",39.2,38.1,40.1,"Marion County, Iowa",2.43,57.7,8.2,25.2,59.6,7,35.7,17.5,65.3,4,81.2,63.7,55.9,30.4,12.7,96.29150626,0.547401347,1.0466795,0.41807026,57.94421328,4.504381161
+239,99,180.9,467,50244,40746,13,908.0645953,"(48021.6, 51046.4]",38.9,37.5,40.8,"Marshall County, Iowa",2.6,55.3,24.7,30.4,39,5.9,32.9,13.9,60.9,6.3,70.8,52.3,47.5,37.4,19.1,84.40749963,1.730872516,2.888042576,8.949758313,55.07615872,7.694148618
+88,34,194.9,486,59399,14844,9.7,0,"(54545.6, 61494.5]",41.9,41.3,43.2,"Mills County, Iowa",2.63,58.6,22.3,29.1,,1.1,35.9,16,60.4,3.8,76.7,,50.8,32.1,12.8,97.53734356,0.719956937,0.080742834,0.040371417,61.64104464,3.293509848
+67,25,129.6,426.7,52616,10832,11.5,0,"(51046.4, 54545.6]",43.7,42.1,45.9,"Mitchell County, Iowa",2.41,59.7,18.1,41.3,,6.6,44.2,11.3,62.9,3.2,73.4,,43.9,34.8,14.3,98.80133804,0.139379298,0.092919532,0.111503438,57.41165672,6.073648972
+71,27,165,483.2,43178,8979,14.3,0,"(42724.4, 45201]",47,45.2,49.8,"Monona County, Iowa",2.19,55.3,17.7,33.7,46.7,1.9,43.3,10.1,56,5.5,70.3,,38.1,41.7,19.3,97.11707746,0.539172535,0.121038732,0.066021127,49.44348256,4.371921182
+53,24,207.4,490.5,44705,7973,11.7,0,"(42724.4, 45201]",43.2,40.1,44.5,"Monroe County, Iowa",2.37,54.6,18.6,29.9,,13.8,44.8,13,,6.2,71.8,56.2,51.3,30.2,11.8,94.81379655,0.137465634,0.56235941,1.612096976,50.51112447,3.948220065
+74,26,148.3,482.3,42046,10234,19.3,0,"(40362.7, 42724.4]",45.1,43.5,47.7,"Montgomery County, Iowa",2.22,55.6,21.4,36.9,,2.1,37.6,10.9,55.2,9.6,67.9,45.6,37.6,43.4,21.2,95.86239847,0,0.028666985,1.299569995,50.62906725,6.811862836
+232,84,170.9,480.5,54441,43011,11.4,0,"(51046.4, 54545.6]",38.2,37.1,39.2,"Muscatine County, Iowa",2.59,56.3,15.7,32.9,,8,35,13.5,63.9,4.6,74.9,54.7,49.4,33.6,15.6,91.93950551,1.547316664,1.242047864,2.395544474,55.22178036,6.572520705
+97,41,176.1,459.7,55968,13984,10.3,0,"(54545.6, 61494.5]",44,40.5,47,"O'Brien County, Iowa",2.28,61.6,20.7,21.4,,2.4,37.7,13.7,64.6,2.8,73.8,56.3,46.2,35.1,16.4,94.79846722,0.510928186,0.844450752,2.39142776,57.01199201,7.056603774
+39,17,162,432.9,51423,6154,9.1,0,"(51046.4, 54545.6]",44.5,42.7,46.5,"Osceola County, Iowa",2.28,61.6,27.1,40.1,,6.3,37.6,13.6,66.1,3.3,74.2,54.4,43.9,34.1,14.6,95.5240702,0.402511673,0.257607471,2.656577041,56.51685393,6.165540541
+116,44,179.7,506.9,46927,15527,14.6,0,"(45201, 48021.6]",43.5,41.3,46,"Page County, Iowa",2.34,53.2,22.8,40.5,,6.3,34.7,13.8,55.6,5.1,69,,39.7,39,19,94.53384419,2.11366539,1.168582375,0.172413793,52.04957102,8.296346876
+60,25,152.6,442.3,50600,9133,11.5,0,"(48021.6, 51046.4]",42.9,40.8,45.8,"Palo Alto County, Iowa",2.23,58.1,8.6,23.4,,10.1,30.9,15.1,62.6,2.9,76.3,56.1,43.1,34.9,14.7,97.19808862,1.259774109,0.4018245,0.108601216,52.92934373,4.690117253
+146,53,156,467.9,62745,24800,7.6,0,"(61494.5, 125635]",41.8,40.3,43,"Plymouth County, Iowa",2.45,60,17.7,29,,7.5,35.6,16,67,3.4,78.8,61.9,51.2,30.3,14.1,96.80923832,0.506981049,0.342011025,0.95360721,58.16908454,5.573897844
+48,18,142.7,443.6,49625,7008,12.9,0,"(48021.6, 51046.4]",47.3,46.2,47.8,"Pocahontas County, Iowa",2.18,56.4,7.8,40.6,,10.8,38.9,14.2,60.6,4.9,73.7,,39.6,37.3,15.8,96.50624386,1.361021468,0.126280342,0.575277115,49.32749453,6.177606178
+2000,778,188.7,481.1,61028,467711,13.1,1231.529727,"(54545.6, 61494.5]",35,34.1,35.9,"Polk County, Iowa",2.5,51.1,12.6,29.1,,14.2,25.3,25.1,68.3,5.8,74.6,,55.6,29.9,16.5,85.38405594,6.242912313,3.942577851,1.506292429,48.58203096,6.46314994
+530,204,183.8,492.9,51947,93671,12.3,213.5132538,"(51046.4, 54545.6]",39.2,37.7,40.6,"Pottawattamie County, Iowa",2.48,50.6,13.2,33.3,,8.4,34.9,14.7,63.3,5,70.5,54.4,48.4,33.7,17.2,94.44819929,1.287374079,0.615793934,1.244461609,48.75555434,5.494453173
+100,43,154.2,390.3,52791,18550,12.1,0,"(51046.4, 54545.6]",40.9,39.2,42.2,"Poweshiek County, Iowa",2.31,49.8,7,18.5,,2.8,36.8,15.3,,4.8,77.1,58.5,50.1,32.5,14.8,94.83025929,1.160117616,2.090350174,0.251269714,50.51013468,4.270952928
+37,17,172.1,433.2,42854,5068,16.6,0,"(42724.4, 45201]",46.3,42.2,49,"Ringgold County, Iowa",2.4,58.6,20.2,29.8,,4.2,35.5,14.4,53.9,4.8,70.4,47.7,33.3,39.8,14.9,97.78699862,0.237107291,0.474214582,0.019758941,56.69950739,8.44017094
+73,32,174.1,456.2,49513,10021,10.8,0,"(48021.6, 51046.4]",46.1,44.8,48.1,"Sac County, Iowa",2.25,59.3,16.2,27.3,45.5,11,39.3,14.9,63.3,4,77.6,57.4,44.8,33.3,13.3,97.9011979,0.702900703,0,0.316800317,54.53926464,8.116710875
+913,346,185.1,501.4,54959,172126,12.2,360.2012479,"(54545.6, 61494.5]",37.6,36.6,38.6,"Scott County, Iowa",2.46,50.7,12.4,30.6,47.1,10,28.3,20.4,62.3,5.4,75.2,60.1,54.9,29.9,14.8,86.18892432,7.714978176,2.28949257,0.987681918,48.58438317,5.083188478
+80,29,138.5,446.8,55637,11927,9.6,0,"(54545.6, 61494.5]",46.6,45.3,47.4,"Shelby County, Iowa",2.32,57.3,14.4,26.3,,5.6,36.8,16.1,63.9,2.9,75.2,54.8,43.7,35.4,14.6,96.07238159,0.19179453,0.483655771,1.692795197,53.55309909,3.811252269
+160,57,140.7,427.3,60205,34937,7.5,28.62294988,"(54545.6, 61494.5]",33.3,32.6,34.1,"Sioux County, Iowa",2.73,60.4,8.9,21.3,,9.1,31.9,17.9,72.2,1.8,80.2,,51.1,24.6,11.2,92.53817845,0.434669217,0.736039874,4.929148918,66.62133447,5.625717566
+340,117,152.5,451.8,52128,96021,19.5,1614.23022,"(51046.4, 54545.6]",25.9,24.8,27.7,"Story County, Iowa",2.35,41.5,1.6,11.4,,12.1,18.8,27.3,63.9,5.5,86.7,73.3,62.5,18.7,7.8,88.01957558,2.429850619,6.55226209,0.338725878,44.69791928,3.565762635
+119,46,171.6,493.6,54957,17337,12.9,0,"(54545.6, 61494.5]",43,41.7,43.6,"Tama County, Iowa",2.51,58.5,16.5,40.1,,10,41,11.2,60.1,5.6,75.2,57.4,48.1,32.3,14.1,88.68356313,0.509182448,0.26317295,1.287258997,56.56848306,6.724330357
+46,19,181.3,475.5,46501,6205,13.1,0,"(45201, 48021.6]",43.7,40.9,45.9,"Taylor County, Iowa",2.23,62.3,14.7,41.3,,4.9,42,10.3,62.4,4.4,68.3,49.1,38.7,37.6,17.5,95.87960728,0.209238693,0.611620795,1.738290681,55.57580175,5.024311183
+73,31,173.4,431.6,44905,12469,12.8,882.1878258,"(42724.4, 45201]",40.6,39.7,41.5,"Union County, Iowa",2.3,51.2,21.8,26.1,46.1,6,40,11.5,64.1,5.4,71.4,51.6,43.1,37.4,16.8,97.36779324,0.986083499,0.333996024,0.007952286,47.6859659,7.681053402
+50,21,181.9,463.5,42555,7344,14.4,0,"(40362.7, 42724.4]",43.9,42.8,46.8,"Van Buren County, Iowa",2.49,60.6,25.6,23.8,,8.2,43.5,9.5,,6.6,65.1,,37,38.7,19.5,97.92787944,0.605489774,0.24219591,0.08073197,60.39402174,7.260963336
+231,86,182.7,516.3,42414,35173,16.7,398.0325818,"(40362.7, 42724.4]",39.8,38.1,41.5,"Wapello County, Iowa",2.38,52.2,22.8,21,,5.7,36.7,11.1,57.1,8,67.9,49.8,44.7,38.9,18.9,92.01189296,2.061446977,0.897635566,3.508424182,49.41006003,6.180279523
+254,89,170.6,495.8,67342,48626,6.3,226.2164274,"(61494.5, 125635]",38.4,37.2,39.5,"Warren County, Iowa",2.54,56.6,9.3,25.1,,7.8,32.6,20.4,68,4.8,81.4,65.6,60,27.4,12.4,96.82806781,0.50271339,0.384922805,0.372302385,57.88772281,4.428405952
+135,49,160.4,479.6,56243,22247,10.2,1842.945116,"(54545.6, 61494.5]",41.5,40.4,42.8,"Washington County, Iowa",2.43,58.3,16.5,39.6,34.1,9.8,35.8,14,65.9,4.2,71.7,54.4,45.4,33.7,15.8,95.8895399,0.83117591,0.458736431,1.15819594,55.00111882,9.453503746
+38,16,150.9,398.5,42006,6385,16.7,0,"(40362.7, 42724.4]",44.5,43.4,45,"Wayne County, Iowa",2.41,55.5,40.9,26.4,26.4,6.4,43.5,9.9,55.6,4.3,65.1,42.9,32.9,41.9,18.1,97.6660401,0.469924812,0.062656642,0,51.81047766,7.016060862
+234,86,169.2,486.3,43490,37071,16.3,539.5052737,"(42724.4, 45201]",39.7,36.4,42.8,"Webster County, Iowa",2.27,45.5,10.9,24.6,,4.7,32.5,13.5,55.6,8.4,68.9,50.7,44.6,39,19.7,91.92385038,4.300844617,1.088617777,0.740045583,44.12405147,6.438050191
+67,27,163.3,446.6,50703,10609,10.4,0,"(48021.6, 51046.4]",43.2,41.8,45.5,"Winnebago County, Iowa",2.2,59.9,6.4,23.3,59.7,10.7,35.1,15.8,60.8,6.2,82,60.9,52.1,32.2,11.1,95.79800264,0.923308837,1.083474656,0.358017712,55.08733624,10.56949807
+113,40,138.4,431.4,55984,20709,9.4,48.28818388,"(54545.6, 61494.5]",40.6,39.9,41.9,"Winneshiek County, Iowa",2.24,54.4,3.8,12.5,79,4.7,35.1,16.4,70.3,3,83.5,67,53.4,25.6,9.7,96.67209347,0.948094235,1.240183873,0.296877993,56.28031038,3.507692308
+509,197,176.4,469.7,45641,102782,15.2,2062.617968,"(45201, 48021.6]",35.4,34.2,36.5,"Woodbury County, Iowa",2.58,48.7,14.4,33.3,,4.6,34.2,14.4,65.7,5.2,67.5,,48.8,33.5,19.2,85.21505901,2.791378133,2.614844436,4.611333268,46.91639073,6.360617144
+49,16,136.5,470,50286,7569,11,0,"(48021.6, 51046.4]",44.8,44.8,44.8,"Worth County, Iowa",2.35,56.4,13.8,34.4,,7.6,36.6,11.7,61.9,4.7,74,56.2,46.4,35.3,16.1,97.19687955,0.96522544,0.158667196,0.25122306,53.83647799,8.33867864
+87,34,159.3,453.2,50108,12773,12,0,"(48021.6, 51046.4]",44.6,43.4,45.9,"Wright County, Iowa",2.31,57,18.2,35.9,,9.9,37.5,12.1,58.8,5.7,71.9,51.4,43.7,38.3,17.3,94.6737786,0.378787879,0.502473717,2.837043908,51.02820746,6.48694187
+1962.667684,36,196.4,453.5494221,39196,12717,18.2,0,"(37413.8, 40362.7]",41.2,39.9,43.4,"Allen County, Kansas",2.39,50.4,7.3,32.4,56.8,3.5,33.4,12.2,56.7,7,66,49,42.7,37.7,19.6,93.46380246,1.704762633,0.512193257,0.596284688,48.20957407,8.708822416
+1962.667684,22,174.8,453.5494221,45368,7808,14.3,0,"(45201, 48021.6]",41.7,40.4,42.7,"Anderson County, Kansas",2.37,59.5,12.7,30.5,50.1,6.7,39.1,10.5,59,5.9,67.7,45.5,33.9,37.6,16.9,95.14944276,0.113981763,0,0,55.73170732,8.419023136
+1962.667684,37,180.2,453.5494221,44199,16398,17.4,0,"(42724.4, 45201]",35.9,34.1,37.4,"Atchison County, Kansas",2.53,45.6,5,22.8,,8.7,41,12.7,57.3,7.3,69.3,53.1,46,32,15.6,90.57295737,4.094270426,0.336680094,0.402813684,47.107575,6.012884753
+1962.667684,15,197.8,453.5494221,51676,4823,12.4,1451.37881,"(51046.4, 54545.6]",44.9,45.3,44.7,"Barber County, Kansas",2.38,61,26.2,24.4,,4.3,36.6,11.7,62.1,3.1,73.8,53.8,40.3,34.3,14.1,95.95387841,0.335429769,0.461215933,0.251572327,57.39525492,8.417508418
+1962.667684,67,178.3,453.5494221,46942,27103,17.8,701.0294063,"(45201, 48021.6]",39.3,38.5,40.5,"Barton County, Kansas",2.38,54.3,13.8,37.4,,4.4,33.9,12.4,61.4,6.8,66.2,49.7,42.4,34,17.6,91.89021497,1.700792,0.178838644,3.930800394,50.09729347,7.120636018
+1962.667684,34,166.6,453.5494221,38430,14712,18.4,4282.218597,"(37413.8, 40362.7]",37.3,34,40.7,"Bourbon County, Kansas",2.54,53.2,12.6,28,,3.9,31.2,13.9,57,3.3,65.8,51.7,43.8,37,20.5,93.07993519,3.524169592,0.870915474,0.14852822,52.63250883,12.15989251
+1962.667684,26,184.2,453.5494221,45781,9776,17.3,306.8739771,"(45201, 48021.6]",42.5,41.4,43.5,"Brown County, Kansas",2.38,56.5,21.4,28.3,,13.5,39.8,12.1,60.3,4.5,66.7,48.9,41,37.9,18.8,86.00202429,1.751012146,0.566801619,0.16194332,50.87762067,7.974481659
+1962.667684,126,175,453.5494221,60123,66741,11.3,973.9140858,"(54545.6, 61494.5]",37.8,36.5,38.7,"Butler County, Kansas",2.63,56.2,15.8,29,,7.3,26.8,18.6,61.6,5.6,76.6,,55.1,26.5,12.7,93.56654361,2.042607275,0.939599346,0.400956243,57.05104437,5.706172673
+1962.667684,8,177.8,453.5494221,47025,2679,13.2,0,"(45201, 48021.6]",46.2,45,47.6,"Chase County, Kansas",2.34,54.4,15.9,47.7,,6.8,33.5,16.5,54.1,2.9,72.9,,44.3,35.3,14,95.77516532,0.881704629,0,0.440852314,51.44144144,5.031446541
+1962.667684,13,194.2,453.5494221,39120,3402,16.4,0,"(37413.8, 40362.7]",49.1,46.8,51,"Chautauqua County, Kansas",2.21,59.8,19.1,42.7,36.5,1.7,36.1,13.2,52.7,5.1,62.5,41.3,34.2,43.2,20.1,88.38068182,0.568181818,0,0,53.43609505,2.613240418
+1962.667684,9,150,453.5494221,41797,2679,11.5,0,"(40362.7, 42724.4]",49.6,46.4,52.5,"Cheyenne County, Kansas",2.09,61.8,21.4,18.5,,12.7,31.5,16.9,59.7,1.9,79.7,53.3,39.3,33.5,9.7,94.7054437,0,1.15585384,3.243847875,52.77337559,10.77586207
+1962.667684,6,153.7,453.5494221,47650,2096,13,0,"(45201, 48021.6]",44.4,42.2,44.8,"Clark County, Kansas",2.25,57.7,19.6,33.1,,12.8,26.1,23.5,61.8,1.4,75.3,57.8,52.4,29.5,13.1,91.65501166,1.025641026,0.745920746,1.724941725,50.48543689,6.746987952
+1962.667684,24,169.2,453.5494221,53131,8347,10.9,0,"(51046.4, 54545.6]",42.2,41.1,44.1,"Clay County, Kansas",2.45,62.3,7.7,26.5,50.5,15.2,33.7,16,63.2,1.9,80.2,57.4,43.3,33.8,12.2,96.71060444,0.605628785,0.546253414,0.201876262,59.69795677,6.744328633
+1962.667684,27,178.6,453.5494221,42697,9219,14,0,"(40362.7, 42724.4]",42.3,40.1,45.5,"Cloud County, Kansas",2.24,49.1,14.8,25.3,,2.7,34.2,10.6,58.9,6.8,71.6,50.9,41.7,34.4,14.7,94.96734126,0.428311382,0.813791627,1.766784452,45.56004036,7.08200213
+1962.667684,22,176.6,453.5494221,55705,8384,10.9,0,"(54545.6, 61494.5]",44.1,42.9,44.6,"Coffey County, Kansas",2.33,58.5,16.1,31.8,,5.9,36.8,15.6,62.1,5.1,73,56.7,50.2,32.1,14.6,96.16930716,0.780326318,0.638448806,0.106408134,55.11347716,7.435158501
+1962.667684,7,209.6,453.5494221,45353,1843,11.4,0,"(45201, 48021.6]",45.7,43.8,49.2,"Comanche County, Kansas",2.48,60.2,32.2,36.5,26.1,5.2,28.4,17.2,63.2,5.4,74.6,52.7,43.9,32.2,9.2,97.96019901,0,0.547263682,0.995024876,57.78061224,4.664723032
+1962.667684,85,184.4,453.5494221,45180,35788,15,1900.078239,"(42724.4, 45201]",38.2,36.5,40,"Cowley County, Kansas",2.48,51.9,12.8,32.3,46,8.9,30.5,12.7,55.4,7,69,52.3,46.2,34.4,17.4,87.71861748,3.168047895,1.610355054,1.89306799,50.73056692,7.404550713
+1962.667684,13,214.7,453.5494221,41434,2932,13.9,0,"(40362.7, 42724.4]",52.3,51.9,52.8,"Decatur County, Kansas",1.91,54.4,11.3,40.6,,18.1,37.6,18.5,57.1,3.8,67.8,45.5,35.6,40,16.1,96.5232358,0.413080895,0,0.413080895,42.70196877,7.127429806
+1962.667684,52,181.2,453.5494221,47493,19303,11.1,0,"(45201, 48021.6]",41.7,41.2,42.3,"Dickinson County, Kansas",2.45,58.6,12.4,44.1,,4.7,36,13.6,58.1,6.7,74,,42.3,34.5,15.6,94.50194712,0.517524083,0.292068047,0.799344128,55.21605727,6.565530962
+1962.667684,16,160.3,453.5494221,47599,7797,15,0,"(45201, 48021.6]",38.8,37.3,40.5,"Doniphan County, Kansas",2.32,55.3,7.3,31.7,,4.1,38.7,11.3,59.5,5.8,69.8,54.9,45.7,29.5,14.5,91.72922764,3.6900369,0.241761038,0.089069856,55.93438405,4.685714286
+1962.667684,138,153.7,453.5494221,49246,118053,19.4,660.720185,"(48021.6, 51046.4]",28.8,28,29.7,"Douglas County, Kansas",2.43,39.5,2.8,13.1,,13.9,20,26.3,,6,79.3,66.9,55.3,19.6,8.7,84.29288405,3.999408526,4.407351675,0.607130742,41.84408516,4.146877226
+1962.667684,9,208.3,453.5494221,49256,2968,10.5,673.8544474,"(48021.6, 51046.4]",45.2,45.2,45.3,"Edwards County, Kansas",2.27,60.9,16.3,29.2,,14.4,30.7,15,61.3,2,68.1,51.9,39.4,30.6,15.5,93.78134403,0.902708124,0.300902708,3.443664326,55.96546311,4.210526316
+1962.667684,12,215.9,453.5494221,36471,2605,17.4,0,"(34218.1, 37413.8]",50.4,49.1,52.2,"Elk County, Kansas",2.1,60.3,6.5,59.7,,4.8,35.3,11.8,50.7,5.3,66,42.5,36.2,45.5,20.3,94.37197167,0.782705926,0.409988818,0.447260529,52.14968153,3.050108932
+1962.667684,48,146.4,453.5494221,49508,29029,13,723.4145165,"(48021.6, 51046.4]",32.2,31,33.8,"Ellis County, Kansas",2.35,45.1,2.9,17.7,,9.8,27.7,21.9,68.6,4.5,80,64.5,52.9,24.3,9.5,94.29172559,1.145103991,1.386541579,1.014037871,43.27677893,3.977583379
+1962.667684,15,149.6,453.5494221,46961,6343,12.4,0,"(45201, 48021.6]",44.2,41.1,48.8,"Ellsworth County, Kansas",2.08,51,20.9,27.9,,8.4,32.2,15.2,51.7,4.3,78.3,54.9,44.6,31.7,13.2,90.28081123,3.83775351,0.327613105,1.700468019,51.06382979,7.773512476
+1962.667684,43,150.1,453.5494221,48609,37118,18.8,377.1754944,"(48021.6, 51046.4]",30.4,29.3,31.4,"Finney County, Kansas",2.9,52.6,26.7,33.9,35.6,3.8,23.1,12.4,70.1,4.6,64.5,53.3,48.6,28.8,17.7,75.70624512,2.326771335,4.044919613,14.13028842,52.00793651,8.186469585
+1962.667684,46,153.9,453.5494221,51144,34536,15,1968.959926,"(51046.4, 54545.6]",30.9,30.5,31.2,"Ford County, Kansas",3.04,54.8,19.7,44.5,33.3,2.5,23,12.8,64.8,6.4,62,52.6,47.8,26.6,16.8,87.96162931,2.313187763,1.316471741,5.680705191,55.15394913,7.80919168
+1962.667684,52,175,453.5494221,50745,25609,13.3,0,"(48021.6, 51046.4]",39,36.9,40.5,"Franklin County, Kansas",2.56,58.8,10.9,37.2,,4.1,36.1,14.4,,6.9,75.9,56.3,49.6,29.5,14,92.90568089,1.176561954,0.244631693,2.131790471,58.48423194,7.582938389
+1962.667684,48,213.6,453.5494221,41193,37030,13.9,0,"(40362.7, 42724.4]",26.2,25.5,27,"Geary County, Kansas",2.83,59.5,8,43.3,43.9,4.8,29.8,13.7,48.8,9.2,76.1,60.3,22.9,25.1,12.6,70.09813249,16.59009976,3.177753011,1.356457444,56.04024208,8.981723238
diff --git a/materials/tutorial_03/tests_tutorial_03.R b/materials/tutorial_03/tests_tutorial_03.R
new file mode 100644
index 0000000..55fbc02
--- /dev/null
+++ b/materials/tutorial_03/tests_tutorial_03.R
@@ -0,0 +1,590 @@
+library(digest)
+library(testthat)
+
+# +
+#abstraction templates
+
+check_TF <- function(answerX.X, expectedHash) {
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+
+ test_that('Solution should be "true" or "false"', {
+ expect_match(answerX.X, "true|false", ignore.case = TRUE)
+ })
+
+ answer_hash <- digest(tolower(answerX.X))
+ #if (answer_hash == "HASH_HERE") {
+ # print("HINT_HERE")
+ #}
+
+ test_that("Solution is incorrect", {
+ expect_equal(answer_hash, expectedHash)
+ })
+
+ print("Success!")
+}
+
+check_MC <- function(answerX.X, choiceList, expectedHash) {
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+
+ test_that(paste('Solution should be a single character ', toString(choiceList)), {
+ expect_true(tolower(answerX.X) %in% tolower(choiceList))
+ })
+
+ answer_hash <- digest(tolower(answerX.X))
+ #if (answer_hash == "HASH_HERE") {
+ # print("HINT_HERE")
+ #} else if (answer_hash == "HASH_HERE") {
+ # print("HINT_HERE")
+ #} else if (answer_hash == "HASH_HERE") {
+ # print("HINT_HERE")
+ #}
+
+ test_that("Solution is incorrect", {
+ expect_equal(answer_hash, expectedHash)
+ })
+
+ print("Success!")
+}
+
+
+
+# dataCheckTuples is data.frame(c(colnames), c(scale factor), c(expectedHash))
+check_DF <- function(answerX.X, expected_colnames, hashNRows, cols_to_check, precision_list, expectedHashes) {
+ dataCheckTuples <- data.frame(cols_to_check, precision_list, expectedHashes)
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+ test_that("Solution should be a data frame", {
+ expect_true("data.frame" %in% class(answerX.X))
+ })
+
+ given_colnames <- colnames(answerX.X)
+ test_that("Data frame does not have the correct columns", {
+ expect_equal(length(setdiff(
+ union(expected_colnames, given_colnames),
+ intersect(expected_colnames, given_colnames)
+ )), 0)
+ })
+
+ test_that("Data frame does not contain the correct number of rows", {
+ expect_equal(digest(as.integer(nrow(answerX.X))), hashNRows)
+ })
+
+
+
+ apply(dataCheckTuples, 1, function(tuple) {
+ test_that(paste(tuple[[1]], " does not contain the correct data"), {
+ expect_equal(digest(as.integer(sum(answerX.X[tuple[[1]]]) * as.double(tuple[[2]]))),
+ tuple[[3]])
+ })
+ })
+
+
+
+
+ print("Success!")
+}
+
+
+
+
+
+# dataCheckTuples is data.frame(c(colnames), c(scale factor), c(expectedHash))
+check_DF_overflow <- function(answerX.X, expected_colnames, hashNRows, cols_to_check, precision_list, expectedHashes) {
+ dataCheckTuples <- data.frame(cols_to_check, precision_list, expectedHashes)
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+ test_that("Solution should be a data frame", {
+ expect_true("data.frame" %in% class(answerX.X))
+ })
+
+ given_colnames <- colnames(answerX.X)
+ test_that("Data frame does not have the correct columns", {
+ expect_equal(length(setdiff(
+ union(expected_colnames, given_colnames),
+ intersect(expected_colnames, given_colnames)
+ )), 0)
+ })
+
+ test_that("Data frame does not contain the correct number of rows", {
+ expect_equal(digest(as.integer(nrow(answerX.X))), hashNRows)
+ })
+
+
+
+ apply(dataCheckTuples, 1, function(tuple) {
+ test_that(paste(tuple[[1]], " does not contain the correct data"), {
+ expect_equal(digest(trunc(sum(answerX.X[tuple[[1]]]) * as.double(tuple[[2]]))),
+ tuple[[3]])
+ })
+ })
+
+
+
+
+ print("Success!")
+}
+
+
+
+
+check_numeric <- function(answerX.X, precision, expectedHash) {
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+ answer_as_numeric <- as.numeric(answerX.X)
+ test_that(paste(var_name, " should be a number"), {
+ expect_false(is.na(answer_as_numeric))
+ })
+
+ test_that(paste(var_name, " value is incorrect"), {
+ expect_equal(digest(as.integer(answer_as_numeric * precision)), expectedHash)
+ })
+
+ print("Success!")
+}
+
+
+
+check_numeric_element <- function(answerX.X, precision, expectedHash) {
+ var_name <- deparse(substitute(answerX.X))
+
+ answer_as_numeric <- as.numeric(answerX.X)
+ test_that(paste(var_name, " should be a number"), {
+ expect_false(is.na(answer_as_numeric))
+ })
+
+ test_that(paste(var_name, " value is incorrect"), {
+ expect_equal(digest(as.integer(answer_as_numeric * precision)), expectedHash)
+ })
+
+ print("Success!")
+}
+
+
+
+
+check_plot <- function(answerX.X, x_axis_var, geom_type, hasVline, bin_width_hash, nrow_hash,
+ x_axis_var_hash, hasTitle, isFactor, shouldRename) {
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+
+ test_that("Solution should be a ggplot object", {
+ expect_true(is.ggplot(answerX.X))
+ })
+
+ properties <- c(answerX.X$layers[[1]]$mapping, answerX.X$mapping)
+
+ test_that(paste("Plot should have ", x_axis_var," on the x-axis"), {
+ expect_true(x_axis_var == rlang::get_expr(properties$x))
+ })
+
+ test_that("Plot does not have the correct layers", {
+ expect_true(geom_type %in% class(answerX.X$layers[[1]]$geom))
+
+ if(hasVline) {
+ expect_true("GeomVline" %in% class(answerX.X$layers[[2]]$geom))
+ }
+ })
+
+ test_that("Plot does not have the correct bin width", {
+ expect_equal(
+ digest(as.integer(mget("stat_params", answerX.X$layers[[1]])[["stat_params"]][["binwidth"]])),
+ bin_width_hash)
+ })
+
+ test_that("Plot does not use the correct data", {
+ expect_equal(digest(nrow(answerX.X$data)), nrow_hash)
+ if (!isFactor) {
+ expect_equal(digest(round(sum(answerX.X$data[x_axis_var]))), x_axis_var_hash)
+ }
+ # If X_AXIS_VAR is not known:
+ # expect_equal(digest(round(sum(pull(answerX.X$data, rlang::get_expr(properties$x))))), "HASH_HERE")
+ })
+
+ if (shouldRename) {
+ test_that("x-axis label should be descriptive and human readable", {
+ expect_false(answerX.X$labels$x == toString(rlang::get_expr(properties$x)))
+ })
+ }
+
+ if(hasTitle){
+
+ test_that("Plot should have a title", {
+ expect_true("title" %in% names(answerX.X$labels))
+ })
+ }
+
+
+ print("Success!")
+}
+
+
+#REFACTOR FOR LATER WORKSHEETS
+check_plot_factor <- function(answerX.X, x_axis_var, geom_type, hasVline, bin_width_hash, nrow_hash, hasTitle) {
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+
+ test_that("Solution should be a ggplot object", {
+ expect_true(is.ggplot(answerX.X))
+ })
+
+ properties <- c(answerX.X$layers[[1]]$mapping, answerX.X$mapping)
+
+ test_that(paste("Plot should have ", x_axis_var," on the x-axis"), {
+ expect_true(x_axis_var == rlang::get_expr(properties$x))
+ })
+
+ test_that("Plot does not have the correct layers", {
+ expect_true(geom_type %in% class(answerX.X$layers[[1]]$geom))
+
+ if(hasVline) {
+ expect_true("GeomVline" %in% class(answerX.X$layers[[2]]$geom))
+ }
+ })
+
+ test_that("Plot does not have the correct bin width", {
+ expect_equal(
+ digest(as.integer(mget("stat_params", answerX.X$layers[[1]])[["stat_params"]][["binwidth"]])),
+ bin_width_hash)
+ })
+
+ test_that("Plot does not use the correct data", {
+ expect_equal(digest(nrow(answerX.X$data)), nrow_hash)
+ #expect_equal(digest(round(sum(answerX.X$data[x_axis_var]))), x_axis_var_hash)
+
+ # If X_AXIS_VAR is not known:
+ # expect_equal(digest(round(sum(pull(answerX.X$data, rlang::get_expr(properties$x))))), "HASH_HERE")
+ })
+
+ test_that("x-axis label should be descriptive and human readable", {
+ expect_false(answerX.X$labels$x == toString(rlang::get_expr(properties$x)))
+ })
+
+ if(hasTitle){
+
+ test_that("Plot should have a title", {
+ expect_true("title" %in% names(answerX.X$labels))
+ })
+ }
+
+
+ print("Success!")
+}
+
+
+
+
+
+getPermutations <- function(vec) {
+ rsf <- c()
+ for (i in 1:length(vec)) {
+ for (j in i:length(vec)) {
+ temp <- vec[i:j]
+ rsf <- c(rsf, paste(temp, collapse= ''))
+ if (i < j) {
+ for (k in i:j) {
+ rsf <- c(rsf, paste(temp[-k], collapse=''))
+ }
+ }
+ }
+ }
+ return(unique(rsf))
+}
+
+
+
+
+
+# +
+# Question 1.1
+
+
+test_1.1 <- function() {
+ temp <<- CASchools_pair_plots[1,1]
+ check_plot(temp,
+ "calworks",
+ "GeomDensity",
+ FALSE,
+ "3e2e4a08c44d0224de5b7e668c75ace3",
+ "d6af036ffbdd7ccfc34dc7862b0e50d3",
+ "1a7aa4dc92e6fbe06d29794cb5777924",
+ FALSE,
+ FALSE,
+ FALSE)
+}
+
+# +
+# Question 1.3
+
+test_1.3 <- function() {
+ check_DF(corr_matrix_CASchools,
+ c("var1", "var2", "corr"),
+ "754bc61780613e9dbb928b88e1e3d6f5",
+ c("corr"),
+ c(10000),
+ c("fbbcd2eceadb3e16dc59afd7ced2c262"))
+}
+
+# +
+# Question 1.4
+
+test_1.4 <- function() {
+ check_plot(plot_corr_matrix_CASchools,
+ "var1",
+ "GeomTile",
+ FALSE,
+ "3e2e4a08c44d0224de5b7e668c75ace3",
+ "754bc61780613e9dbb928b88e1e3d6f5",
+ "none",
+ FALSE,
+ TRUE,
+ TRUE)
+}
+
+# +
+# Question 1.5
+
+test_1.5 <- function() {
+ check_DF(MLR_CASchools_results,
+ c("term", "estimate", "std.error", "statistic", "p.value"),
+ "9d08099943f8627959cfb8ecee0d2f5d",
+ c("estimate", "std.error", "statistic", "p.value"),
+ c(100, 100, 100, 1),
+ c("6a6dde93dbd2d9795e806ae4feb3801f",
+ "9f1dae3619860a497fda8a269d91e70b",
+ "7e9fd05482b3c504ee58151442149256",
+ "4b5630ee914e848e8d07221556b0a2fb"))
+}
+
+# +
+# Question 1.6
+
+
+test_1.6 <- function() {
+
+ check_numeric_element(VIF_MLR_CASchools[1],1e3,"e48abb05652496fb753bde5f168ac169")
+}
+
+# +
+# Question 1.7
+
+test_1.7.0 <- function() {
+ check_MC(answer1.7.0, getPermutations(LETTERS[1:7]),'8b63e49106226d2a45958a7e24c97c37')
+}
+
+
+test_1.7.1 <- function() {
+ check_MC(answer1.7.1, LETTERS[1:2], '127a2ec00989b9f7faf671ed470be7f8')
+}
+
+# +
+# Question 1.8
+
+test_1.8 <- function() {
+ check_DF(red_MLR_CASchools_results,
+ c("term", "estimate", "std.error", "statistic", "p.value"),
+ "7c7124efff5c7039a1b1e7cba65c5379",
+ c("estimate", "std.error", "statistic", "p.value"),
+ c(100, 100, 100, 1),
+ c("24a10e92012566f21ed37e95992029ef",
+ "75552ea47a39b5896014b674f97f9849",
+ "d2192d973d9361d9018ad1df3155ee24",
+ "1473d70e5646a26de3c52aa1abd85b1f"))
+}
+
+# +
+# Question 1.10
+
+
+test_1.10 <- function() {
+
+ check_numeric_element(VIF_red_MLR_CASchools[1],1e3,"97401718fa863418de072406b979c7db")
+}
+
+# +
+# Question 1.11
+
+test_1.11 <- function() {
+ check_MC(answer1.11, LETTERS[1:2], '127a2ec00989b9f7faf671ed470be7f8')
+}
+
+# +
+# Question 2.0
+
+test_2.0 <- function() {
+ check_MC(answer2.0, LETTERS[1:3], "ddf100612805359cd81fdc5ce3b9fbba")
+}
+
+# Question 2.1
+
+test_2.1 <- function() {
+ check_MC(answer2.1, LETTERS[1:3], "127a2ec00989b9f7faf671ed470be7f8")
+}
+
+# +
+# Question 2.2
+
+test_2.2 <- function() {
+ check_TF(answer2.2, '05ca18b596514af73f6880309a21b5dd')
+}
+
+# +
+# Question 2.3
+
+test_2.3 <- function() {
+
+ check_numeric(pop_pool_Y, 1,"13dff35616f15788a3612d24ae7e23c5")
+}
+
+# +
+# Question 2.4
+
+
+test_2.4 <- function() {
+ check_DF_overflow(pop_pool,
+ c("athlete","y_current_ad", "y_new_ad" ),
+ "a7a1a6213fbb1a97362d5a9ff37cafc4",
+ c("y_current_ad", "y_new_ad" ),
+ c(1e4,1e4),
+ c("dee1c433799ced445e1e58d91ddb3ffa",
+ "064a8cfdfbb06cb4205a6aa45a1a0b06"))
+}
+
+# +
+# Question 2.5
+
+
+test_2.5 <- function() {
+ check_DF(sample_TikTok,
+ c("replicate","athlete","y_current_ad","y_new_ad","x_self_choice","y_obs"),
+ "b6a6227038bf9be67533a45a6511cc7e",
+ c("replicate", "y_obs" ),
+ c(1,1e4),
+ c("b6a6227038bf9be67533a45a6511cc7e",
+ "8b20b9383d5077c07873c905568e6e15"))
+}
+
+# +
+# Question 2.6
+
+test_2.6 <- function() {
+ check_plot_factor(obs_dwell_time_boxplots,
+ "x_self_choice",
+ "GeomBoxplot",
+ FALSE,
+ "3e2e4a08c44d0224de5b7e668c75ace3",
+ "b6a6227038bf9be67533a45a6511cc7e",
+ TRUE)
+}
+# -
+
+# Question 2.7
+test_2.7 <- function() {
+ check_DF(conf_obs_study_TikTok_results,
+ c("term","estimate", "std.error", "statistic", "p.value", "conf.low" , "conf.high"),
+ "c01f179e4b57ab8bd9de309e6d576c48",
+ c("estimate", "std.error", "statistic", "p.value", "conf.low" , "conf.high"),
+ c(100, 100, 100, 1, 100, 100),
+ c("ac7329c10590742d9f1ff20331821bad",
+ "263b9db4d09244c0e0ff3f826caa8d2e",
+ "1f3b4d86534afbad2593c187e4c2c7f7",
+ "1473d70e5646a26de3c52aa1abd85b1f",
+ "5b2e99fdd726bddde47277b86fab1d17",
+ "31fd027580dba8ebac53dc84697709c6"))
+}
+
+# +
+# Question 2.8
+
+test_2.8 <- function() {
+ check_MC(answer2.8, LETTERS[1:4],'127a2ec00989b9f7faf671ed470be7f8' )
+}
+
+# +
+# Question 2.9
+
+test_2.9 <- function() {
+ check_DF(MLR_obs_study_TikTok_results,
+ c("term","estimate", "std.error", "statistic", "p.value", "conf.low" , "conf.high"),
+ "11946e7a3ed5e1776e81c0f0ecd383d0",
+ c("estimate", "std.error", "statistic", "p.value", "conf.low" , "conf.high"),
+ c(100, 100, 100, 1, 100, 100),
+ c("dc154a9012120d92e7a7b57bd5d30a6c",
+ "be3c152f6f6bcd5f85f9e4cba49b1e48",
+ "2099142b74c3debf8dedee87e78f44ac",
+ "1473d70e5646a26de3c52aa1abd85b1f",
+ "ea578796f641198055e6e5a42a2061da",
+ "23345462bd191f717ce512aeb3fd5fbe"))
+}
+
+# +
+# Question 2.11
+
+test_2.11 <- function() {
+ check_DF(sample_TikTok,
+ c("replicate", "athlete", "y_current_ad", "y_new_ad", "x_self_choice", "y_obs", "x_randomized", "y_exp"),
+ "b6a6227038bf9be67533a45a6511cc7e",
+ c("y_exp"),
+ c(1e4),
+ c("6dccddbe3801968a2e88fa043b6209cc")
+ )
+}
+# -
+
+# Question 2.12
+test_2.12 <- function() {
+ check_plot_factor(exp_dwell_time_boxplots,
+ "x_randomized",
+ "GeomBoxplot",
+ FALSE,
+ "3e2e4a08c44d0224de5b7e668c75ace3",
+ "b6a6227038bf9be67533a45a6511cc7e",
+ TRUE)
+}
+
+# +
+# Question 2.13
+
+test_2.13 <- function() {
+ check_DF(exp_study_TikTok_results,
+ c("term","estimate", "std.error", "statistic", "p.value", "conf.low" , "conf.high"),
+ "c01f179e4b57ab8bd9de309e6d576c48",
+ c("estimate", "std.error", "statistic", "p.value", "conf.low" , "conf.high"),
+ c(100, 100, 100, 1, 100, 100),
+ c("6aa5567705b017d5b51b219fa8088225",
+ "5e9df39bb0ad592a23f9d09fd6673704",
+ "8c6f32832d2880b5f832b7a1c8910ca6",
+ "1473d70e5646a26de3c52aa1abd85b1f",
+ "e2788cda4d62bca9ae046ad02d95181e",
+ "f215530efbfe20021fad3556ffc7a4a3"))
+}
+
+# +
+# Question 2.14
+
+test_2.14 <- function() {
+ check_MC(answer2.14, LETTERS[1:4], 'ddf100612805359cd81fdc5ce3b9fbba')
+}
+
diff --git a/materials/tutorial_03/tutorial_03.ipynb b/materials/tutorial_03/tutorial_03.ipynb
new file mode 100644
index 0000000..efc4863
--- /dev/null
+++ b/materials/tutorial_03/tutorial_03.ipynb
@@ -0,0 +1,2520 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "8dcfdcc8ba4ad882d63f47b010b1ed7d",
+ "grade": false,
+ "grade_id": "cell-f1e1d845873036f4",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "# Tutorial 03: Model Asssumptions and Causality"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "4f6570106984e8975a5e8e0e1d3b92c7",
+ "grade": false,
+ "grade_id": "cell-82d9926086d47a80",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "#### Lecture and Tutorial Learning Goals:\n",
+ "After completing this week's lecture and tutorial work, you will be able to:\n",
+ "\n",
+ "1. Give an example of a real problem that aims to test a causal relationship between variables.\n",
+ "2. Give an example of a real problem where the model can only establish an association between the response and the input variables.\n",
+ "3. Discuss how the desired goal of generative modelling is usually to make causal claims; however, we cannot often/easily do so (e.g., in particular, in the context of observational studies).\n",
+ "4. Discuss the role of confounders in causal inference.\n",
+ "5. Describe heteroscedasticity and the problem it presents to generative modeling.\n",
+ "6. Write a computer script to assess whether heteroscedasticity in a given data set, and if so, use practical solutions to manage it.\n",
+ "7. Describe colinearity and the problem it presents to generative modelling.\n",
+ "8. Write a computer script to assess whether collinearity exists between input variables in a given data set, and if so, use practical solutions to manage it.\n",
+ "9. Discuss what model diagnostics the data scientist can do by themselves and when the data scientist needs to consult a domain expert."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "ef1ce753c78060f8c20d83ccff1cf9d5",
+ "grade": false,
+ "grade_id": "cell-a2a153352bc44a68",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Run this cell before continuing.\n",
+ "library(tidyverse)\n",
+ "library(repr)\n",
+ "library(infer)\n",
+ "library(cowplot)\n",
+ "library(broom)\n",
+ "library(GGally)\n",
+ "library(AER)\n",
+ "source(\"tests_tutorial_03.R\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "ba01f28252ed8f3f61f236b689a17791",
+ "grade": false,
+ "grade_id": "cell-816cbd7b6edadb97",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "## 1. Multicollinearity in Practice\n",
+ "\n",
+ "In this tutorial, we will work with the California test score data `CASchools` from the package `AER` with $n = 420$. The [package's documentation](https://rdrr.io/cran/AER/man/CASchools.html) provides the following description:\n",
+ "\n",
+ "> The data used here are from all 420 K-6 and K-8 schools from different districts in California, with data available for 1998 and 1999. Test scores are on the Stanford 9 standardized test administered to 5th-grade students. School characteristics and demographic variables for the students are averaged across the district. \n",
+ "\n",
+ "From all the variables contained in this dataset, we will use the following:\n",
+ "\n",
+ "- `district`: district code (character type).\n",
+ "- `english`: percentage of students in the district who are English learners, i.e., students for whom English is a second language.\n",
+ "- `read`: average reading score by district, which comes from a standardized test administered to 5th-grade students.\n",
+ "- `math`: average math score.\n",
+ "- `students`: total enrollment.\n",
+ "- `teachers`: number of teachers.\n",
+ "- `calworks`: percent qualifying for CalWorks (income assistance).\n",
+ "- `lunch`: percent qualifying for reduced-price lunch.\n",
+ "- `computer`: number of computers.\n",
+ "- `expenditure`: expenditure per student.\n",
+ "- `income`: district average income (in USD 1,000).\n",
+ "- `english`: percent of English learners.\n",
+ "\n",
+ "The math and reading scores are averaged into a new variable called `score`, which will be the response variable in this analysis\n",
+ "\n",
+ "The number of students and teachers is combined into a student-to-teacher ratio, named `stratio`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "aae5e273bedb044edf70323ee91a23ea",
+ "grade": false,
+ "grade_id": "cell-e38120ba8e3ac148",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Load the data\n",
+ "data(CASchools)\n",
+ "\n",
+ "# Do some pre-processing of the data\n",
+ "CASchools_dat <- \n",
+ " CASchools %>%\n",
+ " select(-district, -school, -grades, -county) %>%\n",
+ " mutate(stratio = students/teachers,score=(math + read)/2) %>% \n",
+ " mutate_if(is.numeric, round, 2) %>% \n",
+ " select(-students, -teachers, -math, -read) \n",
+ "\n",
+ "head(CASchools_dat) "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "6306f287b51d4cd7f2aa0b5c228a4161",
+ "grade": false,
+ "grade_id": "cell-bdb836c57fb47454",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.1**\n",
+ "
{points: 1}\n",
+ "\n",
+ "To explore a potential problem of multicollinearity, let's start by exploring (visually) the association between all potential input variables in the dataset. \n",
+ "\n",
+ "Remove the response variable `score` and use the plotting function `ggpairs`, from the library `GGally`, to generate pair plots of all the other variables in `CASchools_dat`. The `ggplot` object's name will be `CASchools_pair_plots`.\n",
+ "\n",
+ "*Fill out those parts indicated with ..., uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "b6ca767ec84e3b79ae18f9d77bcbc7a8",
+ "grade": false,
+ "grade_id": "cell-3a1487eeace42c1f",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Adjust these numbers so the plot looks good in your desktop.\n",
+ "options(repr.plot.width = 15, repr.plot.height = 12) \n",
+ "\n",
+ "# CASchools_pair_plots <- \n",
+ "# ... %>%\n",
+ "# select(- ...) %>% \n",
+ "# ...(progress = FALSE) +\n",
+ "# theme(text = element_text(size = 15))\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "CASchools_pair_plots"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "4ecf56ec48a750dab8f370795ea00a4a",
+ "grade": true,
+ "grade_id": "cell-29cb6b9880dbaec7",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.1()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "1e73e594a70ae1892594369053f91cc0",
+ "grade": false,
+ "grade_id": "cell-f332476c5b314e57",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.2**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Based on the pairwise plots and correlation coefficients in `CASchools_pair_plots`, do any pair of *input variables* appear to be highly positively or negatively correlated? Which ones?\n",
+ "\n",
+ "Recall that a correlation coefficient equal to $1$ means a perfect positive linear association and $-1$ is a perfect negative linear association. For the purposes of this question, consider a correlation coefficient greater than 0.6 in absolute value \"high\"."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "074654a3276254ffbd823e7512e39302",
+ "grade": true,
+ "grade_id": "cell-0711a0025343eb67",
+ "locked": false,
+ "points": 1,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ }
+ },
+ "source": [
+ "> *Your answer goes here.*\n",
+ "\n",
+ "DOUBLE CLICK TO EDIT **THIS CELL** AND REPLACE THIS TEXT WITH YOUR ANSWER."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "23ed88140ffffd24acbd7c14d3b3295f",
+ "grade": false,
+ "grade_id": "cell-79fee9e94a0df6e5",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.3**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Another way to visualize pairwise correlation coefficients between all input variables is to use a heatmap. \n",
+ "\n",
+ "Creating this visualization will require prior data wrangling of `CASchools_dat`. \n",
+ "\n",
+ "We will first create a *melted* correlation matrix with all pairwise correlations between the input variables of `CASchools_dat` and name it `corr_matrix_CASchools`. You can use the function `cor()` for this purpose.\n",
+ "Recall to remove `score` from the dataset to visualize only the correlation between input variables.\n",
+ "\n",
+ "The code below will generate a data frame called `corr_matrix_CASchools` with three columns:\n",
+ "\n",
+ "- `var1`: first input variable.\n",
+ "- `var2`: second input variable.\n",
+ "- `corr`: correlation coefficient between `var1` and `var2`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "77d9e9855ff19c40fa087e1de19174da",
+ "grade": false,
+ "grade_id": "cell-da025f69d67c73fc",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# corr_matrix_CASchools <- \n",
+ "# CASchools_dat %>%\n",
+ "# select(- ...) %>% \n",
+ "# ...() %>%\n",
+ "# as_tibble(rownames = 'var1') %>%\n",
+ "# pivot_longer(-var1, names_to = \"var2\", values_to = \"corr\")\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "corr_matrix_CASchools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "e7de19b59bcc38a64d12ca4fb1cd2211",
+ "grade": true,
+ "grade_id": "cell-2d8839eed3c31de4",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.3()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "7be205c9b64503774633c220e3114521",
+ "grade": false,
+ "grade_id": "cell-c44900c11fafef48",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.4**\n",
+ "
{points: 1}\n",
+ "\n",
+ "To create a proper $5 \\times 5$ correlation matrix on top of a heatmap using `corr_matrix_CASchools`, the function `geom_tile()` from `ggplot2` is necessary. Create a plot called `plot_corr_matrix_CASchools` with the following characteristics:\n",
+ "\n",
+ "- It has the style of a heatmap where the correlation coefficient gives the colour scale. You have to use `scale_fill_distiller()` to select the colour palette (`YlOrRd`, preferably) and adjust the correlation limits on the scale (between `-1` and `1`).\n",
+ "- The scale legend's title has to be indicated as **Correlation Coefficient**.\n",
+ "- Include the correlations from `corr_matrix_CASchools` in the corresponding matrix cells **rounded to 2 decimal places**. Use `geom_text()`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "0e06668a82608fea5607881e05ee6ead",
+ "grade": false,
+ "grade_id": "cell-aca886b620cda42a",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Adjust these numbers so the plot looks good in your desktop.\n",
+ "options(repr.plot.width = 8, repr.plot.height = 5) \n",
+ "\n",
+ "# plot_corr_matrix_CASchools <- \n",
+ "# corr_matrix_CASchools %>%\n",
+ "# ggplot(aes(..., ...)) +\n",
+ "# ...(aes(fill = ...), color = \"white\") +\n",
+ "# ...(\"Correlation Coefficient \\n\",\n",
+ "# palette = ...,\n",
+ "# direction = 1, \n",
+ "# limits = ...\n",
+ "# ) +\n",
+ "# labs(x = \"\", y = \"\") +\n",
+ "# theme_minimal() +\n",
+ "# theme(\n",
+ "# axis.text.x = element_text(angle = 45, vjust = 1, size = 14, hjust = 1),\n",
+ "# axis.text.y = element_text(vjust = 1, size = 14, hjust = 1),\n",
+ "# legend.title = element_text(size = 18),\n",
+ "# legend.text = element_text(size = 12),\n",
+ "# legend.key.size = unit(1.5, \"cm\")\n",
+ "# ) +\n",
+ "# coord_fixed() +\n",
+ "# # geom_text(aes(..., ..., label = round(..., ...)), color = \"black\", size = 6)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "plot_corr_matrix_CASchools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "6b451ea22c8a91cf0cac2e33c91d64b7",
+ "grade": true,
+ "grade_id": "cell-07249a17a1961d63",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.4()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "69e7dc9367b29bf4cf07312e71ea00dc",
+ "grade": false,
+ "grade_id": "cell-86d54ba592f8807b",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.5**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Let's examine how the multicollinearity problem affects the least squares estimators. Using `CASchools_dat`, estimate an MLR called `MLR_CASchools` relating the response `score` to all the input variables selected.\n",
+ "\n",
+ "*Tip*: in `lm`, you can use `.` at the RHS to avoid typing all input variables\n",
+ "\n",
+ "> lm(response ~ ., data)\n",
+ "\n",
+ "Obtain the estimated coefficients, standard errors, statistics and $p$-values using `tidy()`. Store the results in `MLR_CASchools_results`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "fedf37b8af686ea1f750244ad2f78557",
+ "grade": false,
+ "grade_id": "cell-b047e536831580ff",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# MLR_CASchools <- ...(..., ...)\n",
+ "\n",
+ "# MLR_CASchools_results <- \n",
+ "# ...(...) %>% \n",
+ "# mutate_if(is.numeric, round, 2)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "MLR_CASchools_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "62322aac266220df14281da7edadaa4d",
+ "grade": true,
+ "grade_id": "cell-8b5895a7e7cc293d",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.5()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "071ac5b5de9ae54c1bff1e06ba021ad1",
+ "grade": false,
+ "grade_id": "cell-6b73171e8faa288b",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.6**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Some of the input variables are highly correlated and will be a problem for the least square estimates of the regression coefficients and their standard errors. A problem known as *multicollinearity*.\n",
+ "\n",
+ "We can use the Variance Inflation Factor (VIF) to help quantify multicollinearity in a dataset. VIF ranges from $1$ (no multicollinearity) to infinity. The smaller the VIF, the lower the sign of multicollinearity. \n",
+ "\n",
+ "Calculate the VIF for your model `MLR_CASchools`. Assign the results to an object `VIF_MLR_CASchools`.\n",
+ "\n",
+ "> **Hint:** A `vif()` function is available as part of the `car` package.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "07dff147251badc6c725e64018d79d80",
+ "grade": false,
+ "grade_id": "cell-18dbf3780d7b50d7",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# VIF_MLR_CASchools <- ...(...)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "round(VIF_MLR_CASchools, 3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "58b08bd15a82b7b5fbe68ca41a9b9cc6",
+ "grade": true,
+ "grade_id": "cell-7d47504bf989d85b",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.6()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "fecb8bcade8e0dc920232d937d1fbc04",
+ "grade": false,
+ "grade_id": "cell-391b87ef2d60eddb",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.7**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Based on the VIF results in `VIF_MLR_CASchools`, answer the following questions:\n",
+ "\n",
+ "**1.7.0.** Select the top-2 variables with the highest VIFs?\n",
+ "\n",
+ "**A.** `calworks`.\n",
+ "\n",
+ "**B.** `lunch`.\n",
+ "\n",
+ "**C.** `computer`.\n",
+ "\n",
+ "**D.** `expenditure`.\n",
+ "\n",
+ "**E.** `income`.\n",
+ "\n",
+ "**F.** `english`.\n",
+ "\n",
+ "**G.** `stratio`.\n",
+ "\n",
+ "*Assign your answer to the object `answer1.7.0`. Your answer must be a single string indicating the correct options **in alphabetical order** and surrounded by quotes (e.g., `\"FG\"` indicates you are selecting these two options).*\n",
+ "\n",
+ "**1.7.1.** Does this pair also have the highest absolute correlation from all the pairwise correlations shown in the heatmap `plot_corr_matrix_CASchools`?\n",
+ "\n",
+ "**A.** Yes.\n",
+ "\n",
+ "**B.** No.\n",
+ "\n",
+ "*Assign your answer to an object called `answer1.7.1`. Your answer should be a single character surrounded by quotes.*\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "9139370cdb51d078b0fd00926bbe8cf6",
+ "grade": false,
+ "grade_id": "cell-c245dab6eff7b933",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer1.7.0 <- ...\n",
+ "# answer1.7.1 <- ...\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "436bfaf9776434f87010bffacef1410e",
+ "grade": true,
+ "grade_id": "cell-fe5a46716d2796de",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.7.0()\n",
+ "test_1.7.1()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "6c2471eb92fc5c84486572d9b3fecb3e",
+ "grade": false,
+ "grade_id": "cell-615566ec9e326774",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.8**\n",
+ "
{points: 1}\n",
+ "\n",
+ "One way to deal with multicollinearity is by dropping those input variables associated with the largest VIFs and pairwise correlation coefficients. We now estimate a reduced MLR using only a subset of the input variables in `CASchools_dat`, call it `red_MLR_CASchools`, as follows:\n",
+ "\n",
+ "- From the pair of input variables with the highest absolute correlation (positive or negative) in `plot_corr_matrix_CASchools`, only use the one with the smallest VIF found in `VIF_MLR_CASchools`.\n",
+ "- Add **the rest** of input variables found in `CASchools_dat`.\n",
+ "\n",
+ "Hence, `red_MLR_CASchools` will have four input variables. Use `tidy()` to summarize results in `red_MLR_CASchools_results`\n",
+ "\n",
+ "*Hint: You can use `.` to use all the variables (except the response) in the RHS of the formula, as well as `-` to remove a variable you do not want.*\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "b50e00d101bafb1f351f4191c6c76817",
+ "grade": false,
+ "grade_id": "cell-79017f091c0a702a",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# red_MLR_CASchools <- lm(formula = ..., \n",
+ "# data = CASchools_dat)\n",
+ "\n",
+ "# red_MLR_CASchools_results <- \n",
+ "# ...(...) %>%\n",
+ "# mutate_if(is.numeric, round, 2)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "red_MLR_CASchools_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "a858dd926abffd0523ed4847046cd7d1",
+ "grade": true,
+ "grade_id": "cell-baeba67fb1185d73",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.8()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "54125d5e8f07989103abc03d333ccb54",
+ "grade": false,
+ "grade_id": "cell-7192f37e433e5fef",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.9**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Compare the results of `MLR_CASchools_results` with those of `red_MLR_CASchools_results`. Comment on how the estimates and $p$-values for the coefficients of the remaining input variables have changed after removing a highly correlated variable from the data."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "b2b3c288c2a50136ce09c868497b14af",
+ "grade": true,
+ "grade_id": "cell-60d793598ab82440",
+ "locked": false,
+ "points": 1,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ }
+ },
+ "source": [
+ "> *Your answer goes here.*\n",
+ "\n",
+ "DOUBLE CLICK TO EDIT **THIS CELL** AND REPLACE THIS TEXT WITH YOUR ANSWER."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "83b0e868ad106c4a360f6c661cc6335c",
+ "grade": false,
+ "grade_id": "cell-392da48ce72e62fc",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.10**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Now, obtain the VIFs with `red_MLR_CASchools`. Assign the results to an object `VIF_red_MLR_CASchools`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "e052dc5244fcc6e4d362e83796fc91d8",
+ "grade": false,
+ "grade_id": "cell-bee23d9a039ecbc0",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# VIF_red_MLR_CASchools <- ...(...)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "round(VIF_red_MLR_CASchools, 3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "8001590206ec83f0a99ee135ca1c612b",
+ "grade": true,
+ "grade_id": "cell-745b0ee2c7dd1228",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.10()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "d1fa60f1b76b2bf467be333ba9dea066",
+ "grade": false,
+ "grade_id": "cell-b57d5330ef2fb37b",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.11**\n",
+ "
{points: 1}\n",
+ "\n",
+ "James et al. (2013) in [*An Introduction to Statistical Learning*](https://www.statlearning.com/) (see Section 3.3.3 in Subsection Collinearity) indicate that, as a rule of thumb, a VIF value that exceeds 5 or 10 is an indicator of a multicollinearity problem. \n",
+ "\n",
+ "Comparing the results of `VIF_MLR_CASchools` with those of `VIF_red_MLR_CASchools`, and following this recommendation, do you think that excluding the variable with the largest VIF in `VIF_MLR_CASchools` solved the multicollinearity issue? \n",
+ "\n",
+ "**A.** Yes.\n",
+ "\n",
+ "**B.** No.\n",
+ "\n",
+ "*Assign your answer to an object called `answer1.11`. Your answer should be a single character surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "5ed7ade9eabe222f102fe83f5471e078",
+ "grade": false,
+ "grade_id": "cell-7d0bb6092b6f7a10",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer1.11 <- ...\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "6591377ce0b26ec63692c41976db2ef2",
+ "grade": true,
+ "grade_id": "cell-1211f090ad5a1c48",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.11()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "281afdec02b685e20d2e6ce18e0fe302",
+ "grade": false,
+ "grade_id": "cell-e3c17356f141ff17",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "## 2. Causality and Confounders\n",
+ "\n",
+ "In this section, we will explore the problem of confounders in causal inference using a simulation. \n",
+ "\n",
+ "Roughly speaking, in a framework where $X$ is the input variable and $Y$ is the response, another input variable $C$ confounds the $X$-$Y$ relationship if $C$ and $X$ are associated, and $C$ and $Y$ are associated. \n",
+ "\n",
+ "For example, suppose a sports company's marketing team has developed a new video for their TikTok ad. They want to know if this new ad will increase the ad engagement (which they will measure via the *ad dwell time* in seconds, i.e., a continuous response) compared to the *current* ad they are running in a given customer population.\n",
+ "Furthermore, let us make the framework more complex. Suppose that athletes in this population have larger dwell times and are more interested in company innovations. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "d9a5ab81b846600f1ab26ee75e2d5933",
+ "grade": false,
+ "grade_id": "cell-b0ddbc2b49fd6310",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.0**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Under this framework, what is the response $Y$?\n",
+ "\n",
+ "**A.** Type of TikTok ad.\n",
+ "\n",
+ "**B.** Ad dwell time.\n",
+ "\n",
+ "**C.** Athlete (yes/no).\n",
+ "\n",
+ "*Assign your answer to the object `answer2.0`. Your answer should be one of `\"A\"`, `\"B\"`, or `\"C\"` surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "22759d8e49bd0f9c25a4472ce30814c9",
+ "grade": false,
+ "grade_id": "cell-eed3afcb65991076",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer2.0 <- \n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "2ab665424453a98f292cc2e999374ee0",
+ "grade": true,
+ "grade_id": "cell-cd2ea06a05dc7285",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.0()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "486935c1fcefecf145138e4575ddfbd3",
+ "grade": false,
+ "grade_id": "cell-c25695907ba2f68a",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.1**\n",
+ "
{points: 1}\n",
+ "\n",
+ "What is the main input of interest $X$?\n",
+ "\n",
+ "**A.** Type of TikTok ad.\n",
+ "\n",
+ "**B.** Ad dwell time.\n",
+ "\n",
+ "**C.** Athlete (yes/no).\n",
+ "\n",
+ "*Assign your answer to the object `answer2.1`. Your answer should be one of `\"A\"`, `\"B\"`, or `\"C\"` surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "dda11279c6b25be66a8bad12d0a24acc",
+ "grade": false,
+ "grade_id": "cell-53e33b2a3393b147",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# answer2.1 <- \n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "5b30e3288f85afef4915d3ca12ecb1db",
+ "grade": true,
+ "grade_id": "cell-511afb8019bd3aba",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "outputs": [],
+ "source": [
+ "test_2.1()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "cf1e3e75f76e459fc8b1ab56132998f7",
+ "grade": false,
+ "grade_id": "cell-406757efd979b4fd",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.2**\n",
+ "
{points: 1}\n",
+ "\n",
+ "True or False?\n",
+ "\n",
+ "If we regress the dwell time on the type of add, ignoring which customers are athletes, the results of the estimation may be counfounded.\n",
+ "\n",
+ "*Assign your answer to an object called `answer2.2`. Your answer should be either \"true\" or \"false\", surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "95055df318451e576872bf2ecdcc0db5",
+ "grade": false,
+ "grade_id": "cell-2c1bb86a41cbfb48",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer2.2 <- \n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "dc49e6add3bf4f526d319e98611e553d",
+ "grade": true,
+ "grade_id": "cell-511551fbe07fe107",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.2()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "4548edec62e773a248f25278c7425685",
+ "grade": false,
+ "grade_id": "cell-e3d008e5ce798ba0",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "There is more than one way to deal with confounding factors if we want to detect a causal relationship between $X$ and $Y$. Depending on the nature of the study, one could do the following:\n",
+ "\n",
+ "1. In the case of observational studies, stratification is a good strategy. It implies checking the association between $X$ and $Y$ within subgroups of observations that share common values for the confounder(s). \n",
+ "2. In an experimental study, such as A/B testing, we would randomize each subject to a particular value of $X$. Then, we compare $Y$ across the different groups of $X$. \n",
+ "\n",
+ "Note: The second strategy is the golden standard in causal inference. Nonetheless, it is not always practical or even ethical to randomly assign experimental units to experimental groups."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "f0d807fa9fd85a10dc90c7ab2a000789",
+ "grade": false,
+ "grade_id": "cell-ffcc6f6af69b862d",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.3**\n",
+ "
{points: 1}\n",
+ "\n",
+ "We will start by building a synthetic population for the TikTok ad case. Suppose this population has `1000000` customers (`pop_size`), where 50% are athletes (i.e., a categorical variable called `athlete` with levels \"Y\" and \"N\"). \n",
+ "\n",
+ "Build a tibble containing all the customers in the population called `pop_pool` with a column for `athlete`. The values in this column need to be simulated, as explained above. Input the count of `Y` values in `pop_pool` into the variable `pop_pool_Y` to record the number of athletes in the population.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "fea8da4c1b8a94ce4ad04af29e38aac7",
+ "grade": false,
+ "grade_id": "cell-5d74a040b48f236e",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "set.seed(123) # DO NOT CHANGE!\n",
+ "\n",
+ "# pop_size <- ...\n",
+ "\n",
+ "# pop_pool <- tibble(\n",
+ "# athlete = sample(c(rep(\"Y\", ...), rep(\"N\", ...))),\n",
+ "# )\n",
+ "#\n",
+ "# head(pop_pool)\n",
+ "#\n",
+ "# pop_pool_Y <- sum(...)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "cdc1aba5f8b86a8386f1bd7f34d8eb0b",
+ "grade": true,
+ "grade_id": "cell-47a39f1d99adab36",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.3()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "99ac60505090579535c1d8196775f53c",
+ "grade": false,
+ "grade_id": "cell-40e4b88508f59c6d",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.4**\n",
+ "
{points: 1}\n",
+ " \n",
+ "Once we have our population pool of customers, we need to simulate their corresponding dwell times $Y$ under 2 scenarios, assuming they watch the current ad and the new one. Hence, each customer in the population will have a pair of \"potential\" responses. *We will later assign only one of these to each customer.*\n",
+ "\n",
+ "Both responses will be generated from a distribution with different means within the population. Note that you control the data-generating process, and the means of the different groups will differ by design."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "f42445e946ba8b8a731c81d1cf9a3fa9",
+ "grade": false,
+ "grade_id": "cell-3001bf5f439ef090",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "We will generate each customer's response (in seconds) within `pop_pool` based on their sport experience (athlete vs non-athlete).\n",
+ "\n",
+ "The values for the current and new ads will be generated from a Normal distribution. This distribution has a standard deviation of 1. However, the mean of these Normal distributions will differ: \n",
+ "\n",
+ "- for the *current ad*, we will use an average of 15 seconds for a regular customer and 15 + 5 seconds for an athlete customer. \n",
+ "- for the *new ad*, we will use a mean of 23 seconds for a regular customer and 23 + 5 seconds for an athlete customer (note that it is just the curred ad's mean plus 8).\n",
+ "\n",
+ "We aim to estimate the *new ad* increase (or decrease) in dwell time, which, in this case, is an increase of 8 seconds. \n",
+ "\n",
+ "Let's now simulate this data. In the code below, use `rnorm()` with means as specified above and fixed standard deviations of 1 second to generate values of `y_current_ad` and `y_new_ad`, respectively.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "994d32f88afd442d1bdceaf2c47f7a7f",
+ "grade": false,
+ "grade_id": "cell-d71994c428302267",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "set.seed(123) # DO NOT CHANGE!\n",
+ "\n",
+ "# pop_pool <-\n",
+ "# pop_pool %>%\n",
+ "# mutate(y_current_ad = rnorm(pop_size, mean = ... + ... * (athlete == \"Y\"), sd = ...),\n",
+ "# y_new_ad = rnorm(pop_size, mean = ... + ... * (athlete == \"Y\"), sd = ...))\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "head(pop_pool)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "90f790e06b178e17137b3b1be1437c07",
+ "grade": true,
+ "grade_id": "cell-e50844f0c393fa63",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.4()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "5f20440857025349ee41222908006be6",
+ "grade": false,
+ "grade_id": "cell-29dc9015d4065880",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.5**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Now that we have all the values from the populations of interest, we can generate a sample with the characteristics of an observational study. That is, we simulate a situation in which each customer chooses the type of ad to be seen instead of being randomly assigned by the experimental designer.\n",
+ "\n",
+ "Run the following cell to create a factor-type column called `x_self_choice` from a binomial distribution whose probability of success (in our case, \"choosing the new ad\") increases when the customer is an athlete (check argument `prob` in `rbinon()`). \n",
+ "\n",
+ "> Note that the factor levels in `x_self_choice` are labelled as `Current` for `0` and `New` for `1`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "316319c53b4a733e2759715c6156b4cd",
+ "grade": false,
+ "grade_id": "cell-c0acf3c36979015d",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Run this cell before continuing.\n",
+ "set.seed(123)\n",
+ "\n",
+ "pop_pool <-\n",
+ " pop_pool %>% \n",
+ " mutate(x_self_choice = factor(rbinom(pop_size, size = 1, prob = 0.5 + 0.3 * (athlete == \"Y\")), \n",
+ " labels = c(\"Current\", \"New\")))\n",
+ " \n",
+ "head(pop_pool)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "6434d786c7e0e18c3a97cd2cf99d228e",
+ "grade": false,
+ "grade_id": "cell-5a0044ced645f62b",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "### Observational data\n",
+ "\n",
+ "We will now use all the information collected in `pop_pool` to create a new variable, `y_obs`, containing each customer's *actual observed* response based on `x_self_choice`. In other words:\n",
+ "\n",
+ "**IF** the customer is more likely to choose the `New` ad then the column `y_obs` will contain the value indicated in `y_new_ad`, **ELSE** otherwise. \n",
+ "\n",
+ "Then, from `pop_pool`, use the function `rep_sample_n()` to collect one sample of size `1000` and call it `sample_TikTok`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "bade1a45304c8d143d1428e15e81aa78",
+ "grade": false,
+ "grade_id": "cell-0736cf2f7e958f82",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "set.seed(123) # DO NOT CHANGE!\n",
+ "\n",
+ "# pop_pool <-\n",
+ "# pop_pool %>%\n",
+ "# ...(y_obs = if_else(..., ..., ...))\n",
+ "\n",
+ "# sample_TikTok <- ...(pop_pool, ...)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "head(sample_TikTok)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "e4f005a64936a324afe6767b2db43d89",
+ "grade": true,
+ "grade_id": "cell-2afaf13813805749",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.5()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "d55b0759c5d12121ef18100215a95cbf",
+ "grade": false,
+ "grade_id": "cell-2a9fb534c81a063a",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.6**\n",
+ "
{points: 1}\n",
+ "\n",
+ "We need to graphically compare the observed distributions and spread in both ads within `sample_TikTok` via side-by-side boxplots. The `ggplot()` object's name will be `obs_dwell_time_boxplots`. Note that the `stat_summary()` function will add the treatment means to each boxplot.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "9787d881f2500ffd1061046b954e3ee0",
+ "grade": false,
+ "grade_id": "cell-135841c9a47ba8d4",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Adjust these numbers so the plot looks good in your desktop.\n",
+ "options(repr.plot.width = 10, repr.plot.height = 7) \n",
+ "\n",
+ "# obs_dwell_time_boxplots <- \n",
+ "# ... %>%\n",
+ "# ggplot() +\n",
+ "# ...(aes(..., ..., fill = ...)) +\n",
+ "# theme(text = element_text(size = 22)) +\n",
+ "# ggtitle(...) +\n",
+ "# xlab(...) +\n",
+ "# ylab(...) +\n",
+ "# stat_summary(aes(..., ..., fill = ...),\n",
+ "# fun = ..., \n",
+ "# colour = \"yellow\",\n",
+ "# geom = \"point\",\n",
+ "# shape = 18,\n",
+ "# size = 5\n",
+ "# )\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "obs_dwell_time_boxplots\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "cff0ab5fa041d71692df6d6f115d955b",
+ "grade": true,
+ "grade_id": "cell-35eb3c58e4b6d18c",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.6()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "c04f39c9f1b220217af9fd8c0235bb73",
+ "grade": false,
+ "grade_id": "cell-08657cd3680eed15",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.7**\n",
+ "
{points: 1}\n",
+ "\n",
+ "**Confounding**: In this question, we will analyze the data collected in an observational study from `sample_TikTok`, ignoring the variable `athlete`.\n",
+ "\n",
+ "Imagine that we only collect the dwell times and the type of chosen ad, but we **don't know** if the customer is an athlete. \n",
+ "\n",
+ "Suppose you want to estimate the **real population effect** in the dwell time of the new ad compared to that of the current ad. Recall that we set up our synthetic data so that this effect increased by 8 seconds.\n",
+ "\n",
+ "Using `sample_TikTok`, estimate a linear regression called `conf_obs_study_TikTok` of the dwell time (`y_obs`) versus the chosen type of ad (`x_self_choice`). \n",
+ "\n",
+ "Report the estimated coefficients, their standard errors, and corresponding $p$-values using `tidy()`. Include the corresponding asymptotic 95% confidence intervals. Store the results in the variable `conf_obs_study_TikTok_results`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "146dba9cf1eaf27b18fa5c94f346daf3",
+ "grade": false,
+ "grade_id": "cell-1313896e49c6aee6",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# conf_obs_study_TikTok <- ...(..., ...)\n",
+ "\n",
+ "# conf_obs_study_TikTok_results <- \n",
+ "# ...(..., ...) %>%\n",
+ "# mutate_if(is.numeric, round, 2)\n",
+ "\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "conf_obs_study_TikTok_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "1afeb67a9b5978b4688811b53232db36",
+ "grade": true,
+ "grade_id": "cell-97ab1a50d7e40d8c",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.7()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "3f138d8ddc8a1600d74cc1cc28d26299",
+ "grade": false,
+ "grade_id": "cell-76f78b30af892d8d",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.8**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Based on your output in `conf_obs_study_TikTok_results`, what can we conclude on the estimation of the population effect of the new ad?\n",
+ "\n",
+ "**A.** The estimated effect in dwell time when switching from the current to the new ad increases by 9.83 seconds. The effect is largely overestimated in this analysis.\n",
+ "\n",
+ "**B.** The estimated effect in dwell time when switching from the current to the new ad increases by 9.83 seconds. The effect is largely underestimated in this analysis.\n",
+ "\n",
+ "**C.** The estimated effect in dwell time when switching from the new to the current ad increases by 9.83 seconds. The effect is largely overestimated in this analysis.\n",
+ "\n",
+ "**D.** The estimated effect in dwell time when switching from the new to the current ad increases by 9.83 seconds. The effect is largely underestimated in this analysis.\n",
+ "\n",
+ "*Assign your answer to an object called `answer2.8`. Your answer should be one of `\"A\"`, `\"B\"`, `\"C\"`, or `\"D\"` surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "f91c4ff963c7760b156e98e6f66058bc",
+ "grade": false,
+ "grade_id": "cell-d38cd78b0d396177",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer2.8 <- \n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "2af8a0752f78430510b5439d955975b5",
+ "grade": true,
+ "grade_id": "cell-61180c1b678acdef",
+ "locked": true,
+ "points": 0,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.8()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "81da6ec7abecf0b8a4d74217552d47f3",
+ "grade": false,
+ "grade_id": "cell-509ae6272066b4c2",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.9**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Now, let us suppose we can collect additional information about the customers. In particular, we add information about the sports experience of the customers contained in the variable `athlete` in `sample_TikTok`.\n",
+ "\n",
+ "Estimate an MLR called `MLR_obs_study_TikTok` of the dwell time (`y_obs`) versus the type of ad and the respective confounders. Report the estimated coefficients, their standard errors, and corresponding $p$-values using `tidy()`. Include the corresponding asymptotic 95% confidence intervals. Store the results in the variable `MLR_obs_study_TikTok_results`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "d171beb716714b7ccf8628220e4093ce",
+ "grade": false,
+ "grade_id": "cell-4b4972e9a2a02474",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# MLR_obs_study_TikTok <- ...(..., ...)\n",
+ "\n",
+ "# MLR_obs_study_TikTok_results <- \n",
+ "# ...(..., ...) %>%\n",
+ "# mutate_if(is.numeric, round, 2)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "MLR_obs_study_TikTok_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "18d76ae4cbe2a39fa00e76b9f64fcb4c",
+ "grade": true,
+ "grade_id": "cell-43075d8b8c29cc48",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.9()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "4f7d98993735c14de3b41a4e899b66e0",
+ "grade": false,
+ "grade_id": "cell-b4c1bc1fd59903d2",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.10**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Based on your output in `MLR_obs_study_TikTok_results`, how does the estimation of the effect of the new ad change when the confounder is included in the model?"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "dcdcd49b15c28ca7ca5e2d3735265e22",
+ "grade": true,
+ "grade_id": "cell-5fcc3ba90d779ebc",
+ "locked": false,
+ "points": 1,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ }
+ },
+ "source": [
+ "> *Your answer goes here.*\n",
+ "\n",
+ "DOUBLE CLICK TO EDIT **THIS CELL** AND REPLACE THIS TEXT WITH YOUR ANSWER."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ " In observational studies, omitting a confounding factor affects the regression estimates, and causality can not be established. \n",
+ "\n",
+ "Including the confounder in the regression solves the problem. However, confounding variables are not always easy to collect (or even known). "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "a8da84652630045714b979dc5bd20a2e",
+ "grade": false,
+ "grade_id": "cell-d40dbf50fe9feef7",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "### Experimental data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "546c252d1cb96eb20393c780639f6740",
+ "grade": false,
+ "grade_id": "cell-5505bc3e009ac037",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.11**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Finally, let us imagine we can run an experimental study (i.e., A/B testing) in which customers from the `sample_TikTok` are randomly assigned an ad using a balanced design. \n",
+ "\n",
+ "To simulate this case, create a two-level factor-type column called `x_randomized` by randomly assigning each customer to view either the `Current` ad or the `New` ad. \n",
+ "\n",
+ "Then, create another column in `sample_TikTok` called `y_exp`, which will contain the obtained experimental response based on the add assigned by `x_randomized`. In other words: \n",
+ "\n",
+ "**IF** the customer is assigned to `New` then the column `y_exp` will contain the value indicated in `y_new_ad`, **ELSE** otherwise.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "3e406dd544bafafc0d882201589e5696",
+ "grade": false,
+ "grade_id": "cell-4101c7d59ebcac8a",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "set.seed(1234) # DO NOT CHANGE!\n",
+ "\n",
+ "# sample_TikTok <-\n",
+ "# sample_TikTok %>%\n",
+ "# mutate(x_randomized = ...(rep(c(\"Current\",\"New\"), ...)),\n",
+ "# y_exp = ...(... == \"Current\", ..., ...))\n",
+ "\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "head(sample_TikTok)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "847cbb02226dd54ce0aa0050aa153939",
+ "grade": true,
+ "grade_id": "cell-784892a23f8a31b2",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.11()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "205dc14f5de67f10e36e017098dd3388",
+ "grade": false,
+ "grade_id": "cell-41b230b7b28449a7",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.12**\n",
+ "
{points: 1}\n",
+ "\n",
+ "As before, let's graphically compare the experimental distributions and spread in both ads within `sample_TikTok` via side-by-side boxplots. \n",
+ "\n",
+ "The `ggplot()` object's name will be `exp_dwell_time_boxplots`. Note that the `stat_summary()` function will add the treatment means as points on each boxplot.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "8ecfb78f3f6cf6f1bfe569d6b7726c24",
+ "grade": false,
+ "grade_id": "cell-461f5a88c352b71b",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# exp_dwell_time_boxplots <- ... %>%\n",
+ "# ggplot() +\n",
+ "# ...(aes(..., ..., fill = ...)) +\n",
+ "# theme(text = element_text(size = 22)) +\n",
+ "# ggtitle(...) +\n",
+ "# xlab(...) +\n",
+ "# ylab(...) +\n",
+ "# stat_summary(aes(..., ..., fill = ...),\n",
+ "# fun = ...,\n",
+ "# colour = \"yellow\",\n",
+ "# geom = \"point\",\n",
+ "# shape = 18,\n",
+ "# size = 5\n",
+ "# )\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "plot_grid(obs_dwell_time_boxplots, exp_dwell_time_boxplots)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "fc45ece457699782bcc135bf58221007",
+ "grade": true,
+ "grade_id": "cell-ca9f3d5691267384",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.12()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "a2053bb64ee6150ab2f4f68157fe2ec5",
+ "grade": false,
+ "grade_id": "cell-595ac4a8fbb0749a",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.13**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Using this new simulated dataset, estimate the linear regression of the experimental dwell time (`y_exp`) versus the assigned type of ad (`x_randomized`), and call it `exp_study_TikTok`. \n",
+ "\n",
+ "Report the estimated coefficients, their standard errors, and corresponding $p$-values using `tidy()`. Include the corresponding asymptotic 95% confidence intervals. Store the results in the variable `exp_study_TikTok_results`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "43146e6dc9dead6e636d109fadf8ee77",
+ "grade": false,
+ "grade_id": "cell-f923d756adb37082",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# exp_study_TikTok <- ...(..., ...)\n",
+ "\n",
+ "# exp_study_TikTok_results <- \n",
+ "# ...(..., ...) %>%\n",
+ "# mutate_if(is.numeric, round, 2)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "exp_study_TikTok_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "f9d5d61deb36ce0f888d67827076c447",
+ "grade": true,
+ "grade_id": "cell-46607a1514f84e66",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.13()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "85eb8239c6dba4b8875623e2fe0b364d",
+ "grade": false,
+ "grade_id": "cell-c3300f2c4dc917e9",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.14**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Based on your output in `exp_study_TikTok_results`, which comes from the experimental study, what can we conclude about estimating the new ad's population effect?\n",
+ "\n",
+ "\n",
+ "**A.** The estimated effect in dwell time when switching from the new to the current ad increases by 8.03 seconds. A randomized experiment provides an accurate effect estimate without including additional variables in the model.\n",
+ "\n",
+ "**B.** The estimated effect in dwell time when switching from the current to the new ad increases by 8.03 seconds. A randomized experiment provides an accurate effect estimate without including additional variables in the model.\n",
+ "\n",
+ "**C.** The estimated effect in dwell time when switching from the new to the current ad increases by 8.03 seconds. The effect is largely overestimated in this analysis.\n",
+ "\n",
+ "**D.** The estimated effect in dwell time when switching from the current to the new ad increases by 8.03 seconds. The effect is largely underestimated in this analysis.\n",
+ "\n",
+ "*Assign your answer to an object called `answer2.14`. Your answer should be one of `\"A\"`, `\"B\"`, `\"C\"`, or `\"D\"` surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "7641e1bb8948eca032db8189d44e6069",
+ "grade": false,
+ "grade_id": "cell-85955fa085fa14de",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer2.14 <- \n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "5e465406043701f27c5ef0f9421e46b4",
+ "grade": true,
+ "grade_id": "cell-f9a10cd9fe8855a5",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.14()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "55ae7b0a58d986397fc2854302fadc90",
+ "grade": false,
+ "grade_id": "cell-3c057749a9ffc1b6",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.15**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Make a summary (it can be bullet points) of what you have learned from the simulation study in Section 2."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "1fed3375928667f758525ae36cca1eaa",
+ "grade": true,
+ "grade_id": "cell-745fe821d504f253",
+ "locked": false,
+ "points": 1,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ }
+ },
+ "source": [
+ "> *Your answer goes here.*\n",
+ "\n",
+ "DOUBLE CLICK TO EDIT **THIS CELL** AND REPLACE THIS TEXT WITH YOUR ANSWER."
+ ]
+ }
+ ],
+ "metadata": {
+ "jupytext": {
+ "formats": "ipynb,Rmd"
+ },
+ "kernelspec": {
+ "display_name": "R",
+ "language": "R",
+ "name": "ir"
+ },
+ "language_info": {
+ "codemirror_mode": "r",
+ "file_extension": ".r",
+ "mimetype": "text/x-r-source",
+ "name": "R",
+ "pygments_lexer": "r",
+ "version": "4.3.3"
+ },
+ "latex_envs": {
+ "LaTeX_envs_menu_present": true,
+ "autoclose": false,
+ "autocomplete": true,
+ "bibliofile": "biblio.bib",
+ "cite_by": "apalike",
+ "current_citInitial": 1,
+ "eqLabelWithNumbers": true,
+ "eqNumInitial": 1,
+ "hotkeys": {
+ "equation": "Ctrl-E",
+ "itemize": "Ctrl-I"
+ },
+ "labels_anchors": false,
+ "latex_user_defs": false,
+ "report_style_numbering": false,
+ "user_envs_cfg": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/materials/worksheet_03/tests_worksheet_03.R b/materials/worksheet_03/tests_worksheet_03.R
new file mode 100644
index 0000000..1c36f9f
--- /dev/null
+++ b/materials/worksheet_03/tests_worksheet_03.R
@@ -0,0 +1,538 @@
+library(digest)
+library(testthat)
+
+# +
+#abstraction templates
+
+check_TF <- function(answerX.X, expectedHash) {
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+
+ test_that('Solution should be "true" or "false"', {
+ expect_match(answerX.X, "true|false", ignore.case = TRUE)
+ })
+
+ answer_hash <- digest(tolower(answerX.X))
+ #if (answer_hash == "HASH_HERE") {
+ # print("HINT_HERE")
+ #}
+
+ test_that("Solution is incorrect", {
+ expect_equal(answer_hash, expectedHash)
+ })
+
+ print("Success!")
+}
+
+check_MC <- function(answerX.X, choiceList, expectedHash) {
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+
+ test_that(paste('Solution should be a single character ', toString(choiceList)), {
+ expect_true(tolower(answerX.X) %in% tolower(choiceList))
+ })
+
+ answer_hash <- digest(tolower(answerX.X))
+ #if (answer_hash == "HASH_HERE") {
+ # print("HINT_HERE")
+ #} else if (answer_hash == "HASH_HERE") {
+ # print("HINT_HERE")
+ #} else if (answer_hash == "HASH_HERE") {
+ # print("HINT_HERE")
+ #}
+
+ test_that("Solution is incorrect", {
+ expect_equal(answer_hash, expectedHash)
+ })
+
+ print("Success!")
+}
+
+
+
+# dataCheckTuples is data.frame(c(colnames), c(scale factor), c(expectedHash))
+check_DF <- function(answerX.X, expected_colnames, hashNRows, cols_to_check, precision_list, expectedHashes) {
+ dataCheckTuples <- data.frame(cols_to_check, precision_list, expectedHashes)
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+ test_that("Solution should be a data frame", {
+ expect_true("data.frame" %in% class(answerX.X))
+ })
+
+ given_colnames <- colnames(answerX.X)
+ test_that("Data frame does not have the correct columns", {
+ expect_equal(length(setdiff(
+ union(expected_colnames, given_colnames),
+ intersect(expected_colnames, given_colnames)
+ )), 0)
+ })
+
+ test_that("Data frame does not contain the correct number of rows", {
+ expect_equal(digest(as.integer(nrow(answerX.X))), hashNRows)
+ })
+
+
+
+ apply(dataCheckTuples, 1, function(tuple) {
+ test_that(paste(tuple[[1]], " does not contain the correct data"), {
+ expect_equal(digest(as.integer(sum(answerX.X[tuple[[1]]]) * as.double(tuple[[2]]))),
+ tuple[[3]])
+ })
+ })
+
+
+
+
+ print("Success!")
+}
+
+
+
+
+
+# dataCheckTuples is data.frame(c(colnames), c(scale factor), c(expectedHash))
+check_DF_overflow <- function(answerX.X, expected_colnames, hashNRows, cols_to_check, precision_list, expectedHashes) {
+ dataCheckTuples <- data.frame(cols_to_check, precision_list, expectedHashes)
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+ test_that("Solution should be a data frame", {
+ expect_true("data.frame" %in% class(answerX.X))
+ })
+
+ given_colnames <- colnames(answerX.X)
+ test_that("Data frame does not have the correct columns", {
+ expect_equal(length(setdiff(
+ union(expected_colnames, given_colnames),
+ intersect(expected_colnames, given_colnames)
+ )), 0)
+ })
+
+ test_that("Data frame does not contain the correct number of rows", {
+ expect_equal(digest(as.integer(nrow(answerX.X))), hashNRows)
+ })
+
+
+
+ apply(dataCheckTuples, 1, function(tuple) {
+ test_that(paste(tuple[[1]], " does not contain the correct data"), {
+ expect_equal(digest(trunc(sum(answerX.X[tuple[[1]]]) * as.double(tuple[[2]]))),
+ tuple[[3]])
+ })
+ })
+
+
+
+
+ print("Success!")
+}
+
+
+
+
+check_numeric <- function(answerX.X, precision, expectedHash) {
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+ answer_as_numeric <- as.numeric(answerX.X)
+ test_that(paste(var_name, " should be a number"), {
+ expect_false(is.na(answer_as_numeric))
+ })
+
+ test_that(paste(var_name, " value is incorrect"), {
+ expect_equal(digest(as.integer(answer_as_numeric * precision)), expectedHash)
+ })
+
+ print("Success!")
+}
+
+
+
+check_numeric_element <- function(answerX.X, precision, expectedHash) {
+ var_name <- deparse(substitute(answerX.X))
+
+ answer_as_numeric <- as.numeric(answerX.X)
+ test_that(paste(var_name, " should be a number"), {
+ expect_false(is.na(answer_as_numeric))
+ })
+
+ test_that(paste(var_name, " value is incorrect"), {
+ expect_equal(digest(as.integer(answer_as_numeric * precision)), expectedHash)
+ })
+
+ print("Success!")
+}
+
+
+
+
+check_plot <- function(answerX.X, x_axis_var, geom_type, hasVline, bin_width_hash, nrow_hash, x_axis_var_hash, hasTitle) {
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+
+ test_that("Solution should be a ggplot object", {
+ expect_true(is.ggplot(answerX.X))
+ })
+
+ properties <- c(answerX.X$layers[[1]]$mapping, answerX.X$mapping)
+
+ test_that(paste("Plot should have ", x_axis_var," on the x-axis"), {
+ expect_true(x_axis_var == rlang::get_expr(properties$x))
+ })
+
+ test_that("Plot does not have the correct layers", {
+ expect_true(geom_type %in% class(answerX.X$layers[[1]]$geom))
+
+ if(hasVline) {
+ expect_true("GeomVline" %in% class(answerX.X$layers[[2]]$geom))
+ }
+ })
+
+ test_that("Plot does not have the correct bin width", {
+ expect_equal(
+ digest(as.integer(mget("stat_params", answerX.X$layers[[1]])[["stat_params"]][["binwidth"]])),
+ bin_width_hash)
+ })
+
+ test_that("Plot does not use the correct data", {
+ expect_equal(digest(nrow(answerX.X$data)), nrow_hash)
+ expect_equal(digest(round(sum(answerX.X$data[x_axis_var]))), x_axis_var_hash)
+
+ # If X_AXIS_VAR is not known:
+ # expect_equal(digest(round(sum(pull(answerX.X$data, rlang::get_expr(properties$x))))), "HASH_HERE")
+ })
+
+ test_that("x-axis label should be descriptive and human readable", {
+ expect_false(answerX.X$labels$x == toString(rlang::get_expr(properties$x)))
+ })
+
+ if(hasTitle){
+
+ test_that("Plot should have a title", {
+ expect_true("title" %in% names(answerX.X$labels))
+ })
+ }
+
+
+ print("Success!")
+}
+
+
+
+
+#REFACTOR FOR LATER WORKSHEETS
+check_plot_factor <- function(answerX.X, x_axis_var, geom_type, hasVline, bin_width_hash, nrow_hash, hasTitle) {
+ var_name <- deparse(substitute(answerX.X))
+ test_that(paste('Did not assign answer to an object called ', var_name), {
+ expect_true(exists(var_name))
+ })
+
+
+ test_that("Solution should be a ggplot object", {
+ expect_true(is.ggplot(answerX.X))
+ })
+
+ properties <- c(answerX.X$layers[[1]]$mapping, answerX.X$mapping)
+
+ test_that(paste("Plot should have ", x_axis_var," on the x-axis"), {
+ expect_true(x_axis_var == rlang::get_expr(properties$x))
+ })
+
+ test_that("Plot does not have the correct layers", {
+ expect_true(geom_type %in% class(answerX.X$layers[[1]]$geom))
+
+ if(hasVline) {
+ expect_true("GeomVline" %in% class(answerX.X$layers[[2]]$geom))
+ }
+ })
+
+ test_that("Plot does not have the correct bin width", {
+ expect_equal(
+ digest(as.integer(mget("stat_params", answerX.X$layers[[1]])[["stat_params"]][["binwidth"]])),
+ bin_width_hash)
+ })
+
+ test_that("Plot does not use the correct data", {
+ expect_equal(digest(nrow(answerX.X$data)), nrow_hash)
+ #expect_equal(digest(round(sum(answerX.X$data[x_axis_var]))), x_axis_var_hash)
+
+ # If X_AXIS_VAR is not known:
+ # expect_equal(digest(round(sum(pull(answerX.X$data, rlang::get_expr(properties$x))))), "HASH_HERE")
+ })
+
+ test_that("x-axis label should be descriptive and human readable", {
+ expect_false(answerX.X$labels$x == toString(rlang::get_expr(properties$x)))
+ })
+
+ if(hasTitle){
+
+ test_that("Plot should have a title", {
+ expect_true("title" %in% names(answerX.X$labels))
+ })
+ }
+
+
+ print("Success!")
+}
+
+
+
+getPermutations <- function(vec) {
+ rsf <- c()
+ for (i in 1:length(vec)) {
+ for (j in i:length(vec)) {
+ temp <- vec[i:j]
+ rsf <- c(rsf, paste(temp, collapse= ''))
+ if (i < j) {
+ for (k in i:j) {
+ rsf <- c(rsf, paste(temp[-k], collapse=''))
+ }
+ }
+ }
+ }
+ return(unique(rsf))
+}
+
+# +
+# Question 1.0
+
+test_1.0 <- function() {
+ check_TF(answer1.0, "d2a90307aac5ae8d0ef58e2fe730d38b")
+}
+
+
+# +
+# Question 1.1
+
+test_1.1 <- function() {
+ check_TF(answer1.1, "d2a90307aac5ae8d0ef58e2fe730d38b")
+}
+
+# +
+# Question 1.2
+
+test_1.2 <- function() {
+ check_TF(answer1.2, "d2a90307aac5ae8d0ef58e2fe730d38b")
+}
+
+# +
+# Question 1.3
+
+test_1.3 <- function() {
+ check_TF(answer1.3, "05ca18b596514af73f6880309a21b5dd")
+}
+
+# +
+# Question 1.4
+
+test_1.4 <- function() {
+ check_TF(answer1.4, "05ca18b596514af73f6880309a21b5dd")
+}
+
+# +
+# Question 1.5
+
+test_1.5 <- function() {
+ check_TF(answer1.5, "d2a90307aac5ae8d0ef58e2fe730d38b")
+}
+
+# +
+# Question 2.0
+
+test_2.0 <- function() {
+ check_DF(sample_model_1,
+ c("x_1", "x_2", "y"),
+ "b6a6227038bf9be67533a45a6511cc7e",
+ c("x_1", "y" ),
+ c(1e4,1e4),
+ c("abc3c32f137f778a61e835a3cdbd886b",
+ "24739af1cf6a4cd57c893df135e0d6a6"))
+}
+
+# +
+# Question 2.1
+
+test_2.1 <- function() {
+ check_DF(model_1_results,
+ c("term","estimate", "std.error", "statistic", "p.value", "conf.low" , "conf.high"),
+ "11946e7a3ed5e1776e81c0f0ecd383d0",
+ c("estimate", "std.error", "statistic", "p.value", "conf.low" , "conf.high"),
+ c(100, 100, 100, 1, 100, 100),
+ c("fd4bf0cc10c8f68e115bbad8811488b8",
+ "80b0ae73fe0e882b0a24973e4e2c8203",
+ "52cc5618c657e449125cd997cc304ad7",
+ "1473d70e5646a26de3c52aa1abd85b1f",
+ "afe11f97a06d0b0ae51ca6e509aee06e",
+ "2e83e6e2e40c264b0e566c2c727f56d5"))
+}
+
+# +
+# Question 2.2
+
+test_2.2 <- function() {
+ check_DF(sample_model_2,
+ c("x_1", "x_2", "y"),
+ "b6a6227038bf9be67533a45a6511cc7e",
+ c("x_1", "y" ),
+ c(1e4,1e4),
+ c("d7ee30e8c0cd41015eab2bde35f92e6c",
+ "80a5ed6ab7d175dd0a33984174587be8"))
+}
+
+# +
+# Question 2.3
+
+test_2.3 <- function() {
+ check_DF(model_2_results,
+ c("term","estimate", "std.error", "statistic", "p.value", "conf.low" , "conf.high"),
+ "11946e7a3ed5e1776e81c0f0ecd383d0",
+ c("estimate", "std.error", "statistic", "p.value", "conf.low" , "conf.high"),
+ c(100, 100, 100, 1, 100, 100),
+ c("db64edbcb997dc203ad6d57aa44a3b7f",
+ "41710a1acb82ca367c04178de2b76c2a",
+ "b5a78594381998e33550e962b0c1dfdb",
+ "1473d70e5646a26de3c52aa1abd85b1f",
+ "81ba7b4d8dddb45e1642351f83dc83d2",
+ "4c092dd7d8497e5c2a8aa32fafba5626"))
+}
+
+# +
+# Question 2.4
+
+test_2.4 <- function() {
+ check_MC(answer2.4, LETTERS[1:2],"127a2ec00989b9f7faf671ed470be7f8")
+}
+
+# +
+# Question 2.5
+
+test_2.5 <- function() {
+ check_MC(answer2.5, LETTERS[1:3],"ddf100612805359cd81fdc5ce3b9fbba")
+}
+
+# +
+# Question 2.6
+
+test_2.6 <- function() {
+ check_DF(sample_model_3,
+ c("x_1", "x_2", "y"),
+ "b6a6227038bf9be67533a45a6511cc7e",
+ c("x_1", "y" ),
+ c(1e4,1e4),
+ c("0d985258b89066a3033378bb3a004169",
+ "36db37b9aa2772116b92014ab65ded17"))
+}
+
+# +
+# Question 2.7
+
+test_2.7 <- function() {
+ check_DF(model_3_results,
+ c("term","estimate", "std.error", "statistic", "p.value", "conf.low" , "conf.high"),
+ "11946e7a3ed5e1776e81c0f0ecd383d0",
+ c("estimate", "std.error", "statistic", "p.value", "conf.low" , "conf.high"),
+ c(100, 100, 100, 1, 100, 100),
+ c("beea233343af0cec984b2cddeefbd75e",
+ "319a0ebaed1dd330838238a077d60c6d",
+ "e37c5f2b59fb6ec2e5bb3c780f5d6dd6",
+ "1473d70e5646a26de3c52aa1abd85b1f",
+ "c494f6f961fc113291305d47a8ed0fb9",
+ "91d6e8498d941c4ad039b279ab4bc3e2"))
+}
+
+# +
+# Question 2.8
+
+test_2.8 <- function() {
+ check_MC(answer2.8, LETTERS[1:4],'6e7a8c1c098e8817e3df3fd1b21149d1')
+}
+
+# +
+# Question 2.9
+
+test_2.9 <- function() {
+ check_DF(bivariate_normal_sample,
+ c("x_1","x_2"),
+ "5d6e7fe43b3b73e5fd2961d5162486fa",
+ c("x_1","x_2"),
+ c("1e4","1e4"),
+ c("e567ba7a4032de033c11daccee250041",
+ "ac0e5e9fc22ef83294c518e30d16bc50"))
+}
+
+# +
+# Question 2.10
+
+test_2.10 <- function() {
+ check_DF(lm_multicollinearity,
+ c("intercept", "beta_1_hat", "beta_2_hat"),
+ "b6a6227038bf9be67533a45a6511cc7e",
+ c("intercept", "beta_1_hat", "beta_2_hat"),
+ c("1e4","1e4","1e4"),
+ c("622b645c99b31db59c8d5d9248796879",
+ "3190f750af0a8f3c77730a17b2a8c30f",
+ "70cd29ce0dfec7f1e457f934d60f683b"))
+}
+
+# +
+# Question 2.11
+
+test_2.11 <- function() {
+ check_DF(lm_no_multicollinearity,
+ c("intercept", "beta_1_hat", "beta_2_hat"),
+ "b6a6227038bf9be67533a45a6511cc7e",
+ c("intercept", "beta_1_hat", "beta_2_hat"),
+ c("1e4","1e4","1e4"),
+ c("4cb7eb252fabbedf665ca371ce7e0a04",
+ "c6f488919530850d21150f6d17f547d7",
+ "73a0b5017d714c3c1589231a93c44b31"))
+}
+
+# +
+# Question 2.12
+
+test_2.12.0 <- function() {
+ check_plot(hist_multicollinearity_slope_x_1,
+ "beta_1_hat",
+ "GeomBar",
+ TRUE,
+ "3e2e4a08c44d0224de5b7e668c75ace3",
+ "b6a6227038bf9be67533a45a6511cc7e",
+ "6e26e0ac98bf6e4f5e02637a77f96006",
+ TRUE)
+}
+
+test_2.12.1 <- function() {
+ check_plot(hist_no_multicollinearity_slope_x_1,
+ "beta_1_hat",
+ "GeomBar",
+ TRUE,
+ "3e2e4a08c44d0224de5b7e668c75ace3",
+ "b6a6227038bf9be67533a45a6511cc7e",
+ "6e26e0ac98bf6e4f5e02637a77f96006",
+ TRUE)
+}
+
+# +
+# Question 2.13
+
+test_2.13 <- function() {
+ check_MC(answer2.13, LETTERS[1:3],'ddf100612805359cd81fdc5ce3b9fbba')
+}
+
diff --git a/materials/worksheet_03/worksheet_03.ipynb b/materials/worksheet_03/worksheet_03.ipynb
new file mode 100644
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "dc855c508ad472b1f6b8bda2a8add82c",
+ "grade": false,
+ "grade_id": "cell-f1e1d845873036f4",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "# Worksheet 03: Model Asssumptions and Causality"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "269780424e0fc2bb3714b131df6e3a00",
+ "grade": false,
+ "grade_id": "cell-82d9926086d47a80",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "## Lecture and Tutorial Learning Goals:\n",
+ "After completing this week's lecture and tutorial work, you will be able to:\n",
+ "\n",
+ "1. Describe heteroscedasticity and the problem it presents to generative modelling.\n",
+ "2. Write a computer script to assess whether heteroscedasticity is present in a given data set, and if so, use practical solutions to manage it.\n",
+ "3. Describe colinearity and the problem it presents to generative modelling.\n",
+ "4. Write a computer script to assess whether collinearity exists between input variables in a given data set, and if so, use practical solutions to manage it.\n",
+ "5. Discuss why a data scientist may need to consult a domain expert when examining model assumptions.\n",
+ "6. Give an example of a real problem that aims to test a causal relationship between variables.\n",
+ "7. Give an example of a real problem where the model can only establish an association between the response and the input variables.\n",
+ "8. Discuss how the desired goal of generative modelling is usually to make causal claims; however, we cannot often/easily do so (e.g., in particular, in the context of observational studies).\n",
+ "9. Discuss the role of confounders in causal inference."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "862a53d3ac4d0736ea75647ee19df8a0",
+ "grade": false,
+ "grade_id": "cell-a2a153352bc44a68",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Run this cell before continuing.\n",
+ "library(tidyverse)\n",
+ "library(repr)\n",
+ "library(infer)\n",
+ "library(cowplot)\n",
+ "library(broom)\n",
+ "library(faux)\n",
+ "source(\"tests_worksheet_03.R\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "b707f9fb7319543017edea9384fc5dba",
+ "grade": false,
+ "grade_id": "cell-a7afce7a95d0bf98",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "## PART I - Model Assumptions"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "8d7483b1c393360b5eea042536782ce6",
+ "grade": false,
+ "grade_id": "cell-fa599c4dd2ab0c31",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "source": [
+ "When we analyze a dataset to respond to a question of interest, we make several assumptions. However, in practice, many of these assumptions may not be true, posing many problems for our analysis. The most common problems that we may encounter are:\n",
+ "\n",
+ "1. the relation between the response and the input variable(s) is not linear\n",
+ "2. error terms are correlated (not independent as we assumed)\n",
+ "3. error terms do not have a common variance (not identically distributed as we assumed)\n",
+ "4. error terms are not Normally distributed (not a strong assumption, but convenient)\n",
+ "5. (some) input variables are correlated\n",
+ "\n",
+ "> \"In practice, identifying and overcoming these problems is as much an\n",
+ "art as a science\" (from ISL, Section 3.3.3). "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "a5138d0b2bafa0af9333b659ac41b63c",
+ "grade": false,
+ "grade_id": "cell-382d4cff30ea6f88",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "### 1. Warm Up Questions"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "f59c5059d287d95a631338b01ea93603",
+ "grade": false,
+ "grade_id": "cell-e09a0361f4541bf3",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.1**\n",
+ "
{points: 1}\n",
+ "\n",
+ "True or false?\n",
+ "\n",
+ "The results of the hypotheses tests given by `lm()` are only valid if we assume that the errors in the linear regression model are (exactly) Normally distributed.\n",
+ "\n",
+ "*Assign your answer to an object called `answer1.1`. Your answer should be either \"true\" or \"false\", surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "72e1f9812d2c8ae9f6befa18ba62bf9e",
+ "grade": false,
+ "grade_id": "cell-44f5390242e66448",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer1.1 <- ...\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "ef677d01b8a28c62ca8865971fc84219",
+ "grade": true,
+ "grade_id": "cell-8fed7ee78a3eb713",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.1()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "1733240b8da1560889d743889967981f",
+ "grade": false,
+ "grade_id": "cell-0cd72706949e2df2",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.2**\n",
+ "
{points: 1}\n",
+ "\n",
+ "True or false?\n",
+ "\n",
+ "In linear regression, multicollinearity refers to the correlation between each input variable and the response variable.\n",
+ "\n",
+ "*Assign your answer to an object called `answer1.2`. Your answer should be either \"true\" or \"false\", surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "7e068c65b003a4402a11e3835d9485c2",
+ "grade": false,
+ "grade_id": "cell-dcf5e346ae4d23b2",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer1.2 <- ...\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "38c9bfbb9000f54bf51e4ca3098d2c69",
+ "grade": true,
+ "grade_id": "cell-9c7fa20462d3583a",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.2()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "7e9e0e0edfe2b1449cb51255d8922c89",
+ "grade": false,
+ "grade_id": "cell-b081691974727e18",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.3**\n",
+ "
{points: 1}\n",
+ "\n",
+ "True or false?\n",
+ "\n",
+ "In the presence of multicollinearity in multiple linear regression (MLR), it can be difficult to determine how collinear variables are separately associated with the response.\n",
+ "\n",
+ "*Assign your answer to an object called `answer1.3`. Your answer should be either \"true\" or \"false\", surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "ae93575c0096dac56dbc38fc1630d809",
+ "grade": false,
+ "grade_id": "cell-2e7e71146f6c4cf0",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer1.3 <- ...\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "9e0b37b9acc3eb4033227043a72b6c3d",
+ "grade": true,
+ "grade_id": "cell-3e42935abf1a7270",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.3()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "20c99119c82f2feb2f8c20e68bf9551a",
+ "grade": false,
+ "grade_id": "cell-bfd0d54d4d051503",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.4**\n",
+ "
{points: 1}\n",
+ "\n",
+ "True or false?\n",
+ "\n",
+ "Multicollinearity inflates the estimates of the standard errors of the least squares (LS) estimators of the regression coefficients.\n",
+ "\n",
+ "*Assign your answer to an object called `answer1.4`. Your answer should be either \"true\" or \"false\", surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "3d5814ef6c366a3b35c06e25b7fa80e9",
+ "grade": false,
+ "grade_id": "cell-77075476489b956d",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer1.4 <- ...\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "f283e016fb5bfb61bb1e3ba7fcd6dc51",
+ "grade": true,
+ "grade_id": "cell-b1048804f31dc9ea",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.4()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "c75f56990343bf26ff33ba1dc00d1949",
+ "grade": false,
+ "grade_id": "cell-9c2b725ee6ef8b19",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 1.5**\n",
+ "
{points: 1}\n",
+ "\n",
+ "True or false?\n",
+ "\n",
+ "The assumption that all the error terms have the same variance does not affect the estimator of the standard error of the LS estimators.\n",
+ "\n",
+ "*Assign your answer to an object called `answer1.5`. Your answer should be either \"true\" or \"false\", surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "27a858948e265422862427b63a146712",
+ "grade": false,
+ "grade_id": "cell-71b8eca6f72e054f",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer1.5 <- ...\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "f728f1c9afde6acaf0de394ba7f5a824",
+ "grade": true,
+ "grade_id": "cell-212dc805b92990b7",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_1.5()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "8d5e7f61dfbca2a93c7587349528ec36",
+ "grade": false,
+ "grade_id": "cell-f0cfb1b73cd006ea",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "## Part II - Violations of model assuptions\n",
+ "\n",
+ "In the following problems, we will explore how violations of model assumptions affect our estimation and analyses *using simulated data*. \n",
+ "\n",
+ "The advantage of simulating data is that we have full control over the data generating process so **we know the true parameters** and we can examine problems in a controlled way. \n",
+ "\n",
+ "Real datasets are rich and interesting but usually contain many (unknown) problems, and we don't know the true parameters to assess the performance of our estimation and analyses. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "a6212f50cbad1b2cd5b96c2bd154a99f",
+ "grade": false,
+ "grade_id": "cell-f83f4cfc44d53d11",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "### 2.1 Bechmark model"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "01c0a380d72b5c95493136ddbbffbc6f",
+ "grade": false,
+ "grade_id": "cell-0352fabc6efebd45",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.0**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Let's start by generating a sample of size $n = 1000$ from a data-generating process that *fulfills all the assumptions* of classical least square estimation in linear regression.\n",
+ "\n",
+ "In this problem, we generate data from a continuous response, one continuous input variable and one binary input variable. We call this first sample `sample_model_1`.\n",
+ "\n",
+ "That is, for $i = 1, \\dots, n$:\n",
+ "\n",
+ "$$Y_i = \\beta_0 + \\beta_1 X_{i1} + \\beta_2 X_{i2} + \\varepsilon_i$$ \n",
+ "\n",
+ "where the error terms $\\varepsilon_i \\sim \\mathcal{N}(0, \\sigma^2 = 4)$ are independent and identically distributed. Assume that $X_{1}$ is uniformly distributed between 2 and 5, and $X_{2}$ is a binary random variable with levels \"A\" (value of 0) and \"B\" (value of 1) with equal probability.\n",
+ "\n",
+ "Generate a response variable using these model assumptions and true (population) regression coefficients $\\beta_0$, $\\beta_1$, and $\\beta_2$ equal to $10$, $8$, and $5$, respectively. \n",
+ "\n",
+ "> **Heads up**: The distributions used to generate the input variables do not affect the results of our analysis. \n",
+ "\n",
+ "Note that the columns of `sample_model_1` are:\n",
+ "\n",
+ "- `x_1`: the values of the continuous input $X_{i1}$\n",
+ "- `x_2`: the levels of the discrete input $X_{i2}$\n",
+ "- `y`: the sampled response values $Y_i$\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "db3feb55bbf4d1a01036e8c07c62f016",
+ "grade": false,
+ "grade_id": "cell-5005e2d15ce1ed92",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "set.seed(123) # DO NOT CHANGE!\n",
+ "\n",
+ "sample_size <- 1000\n",
+ "\n",
+ "# sample_model_1 <- tibble(\n",
+ "# x_1 = runif(n = ..., ..., ...),\n",
+ "# x_2 = factor(rbinom(n = ..., size = 1, prob = 0.5), labels=c(\"A\", \"B\")),\n",
+ "# y = ... * if_else(x_2 == \"B\", ..., ...) + rnorm(n = ..., mean = ..., sd = ...)\n",
+ "# )\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "head(sample_model_1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "58b8e35732e1c3074bc4fc02f26dbe96",
+ "grade": true,
+ "grade_id": "cell-4cb5c9662c07edb1",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.0()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "bad8497f0aadcaf42fa722f53dbc4598",
+ "grade": false,
+ "grade_id": "cell-37e2698a76960ba7",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.1**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Use the simulated `sample_model_1` and the `lm` function to estimate the regression parameters $\\beta_0$, $\\beta_1$, and $\\beta_2$ and elements to make inferences using hypothesis tests. Assign the output of `lm` to the object `model_1`.\n",
+ "\n",
+ "Obtain the estimated coefficients, their standard errors, corresponding $p$-values, and $95\\%$ confidence intervals using `tidy()`. Store the results in `model_1_results`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "df258c28db84e69dd807a542daad530f",
+ "grade": false,
+ "grade_id": "cell-11ac5eb8d9e9032c",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# model_1 <- ...(..., ...)\n",
+ "\n",
+ "# model_1_results <- \n",
+ "# ...(..., ...) %>%\n",
+ "# mutate_if(is.numeric, round, 2)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "model_1_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "7d09b65e79e9ec69614d77f7dd8718fc",
+ "grade": true,
+ "grade_id": "cell-326617182b53a8b9",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.1()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "0153b17891b00f5d0c4ec9a50fc6c0cb",
+ "grade": false,
+ "grade_id": "cell-453527ccc61f4adf",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "#### Conclusive remarks: Benchmark Model\n",
+ "\n",
+ "Note that the estimates $\\hat{\\beta}_0$, $\\hat{\\beta}_1$, and $\\hat{\\beta}_2$ in `model_1` are close to the true population parameters (less than 2 standard errors away). At least for this sample, all of the 95% confidence intervals contain the true parameters that we've used to generate the data. Two final comments are worth making:\n",
+ "\n",
+ "- Note that, in general, we don't know the true parameters to make this type of assessment.\n",
+ "\n",
+ "- Even with simulated data, the estimated CI may not contain the true parameters. Why?"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "44dbb19032b2fd5dd864918f2edd77b0",
+ "grade": false,
+ "grade_id": "cell-9939f20b71f46f90",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "### 2.2 Heteroscedasticity\n",
+ "\n",
+ "In the previous case, we assume that the error terms were independent and identically distributed. *What would happen if this assumption is violated in the data??*\n",
+ "\n",
+ "In particular, we will focus on a problem known as *heteroscedasticity*.\n",
+ "\n",
+ "In the next question, we are going to simulate data from a *data generating process with heteroscedasticity* and use `lm` to estimate the coefficients of the MLR ignoring that the error terms are heteroscedastic."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "f2c3a97873cb61689bc99e914ac648d2",
+ "grade": false,
+ "grade_id": "cell-774140056a754948",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.2**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Again, we generate a sample of size $n = 1000$. The variables $X_{i1}$ and $X_{i2}$ are generated as in *Question 2.0*.\n",
+ "\n",
+ "The model equation is given by:\n",
+ "\n",
+ "$$Y_i = \\beta_0 + \\beta_1 X_{i1} + \\beta_2 X_{i2} + \\varepsilon_i, \\quad i = 1, \\dots, n$$ \n",
+ "\n",
+ "where the error terms $\\varepsilon_i \\sim \\mathcal{N}\\left(0, \\sigma_i^2 = X_{i1}^4\\right)$ (note how now we have **heteroscedasticity**, i.e., the value of $\\sigma_i^2$ is different for each observation). \n",
+ "\n",
+ "As before, let the true (population) regression terms $\\beta_0$, $\\beta_1$, and $\\beta_2$ be $10$, $8$, and $5$. \n",
+ "\n",
+ "Call this new sample `sample_model_2`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "5b1494c590121a818ad2afba16131f63",
+ "grade": false,
+ "grade_id": "cell-7be37d4514cec87d",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "set.seed(321) # DO NOT CHANGE!\n",
+ "\n",
+ "# sample_size = ...\n",
+ "# sample_model_2 <- tibble(\n",
+ "# x_1 = runif(n = ..., ..., ...),\n",
+ "# x_2 = factor(rbinom(n = ..., size = 1, prob = 0.5), labels=c(\"A\", \"B\")),\n",
+ "# y = ... * if_else(x_2 == \"B\", ..., ...) + rnorm(n = ..., mean = ..., sd = ...)\n",
+ "# )\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "head(sample_model_2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "cff9148c006c237c0511d19363454b9f",
+ "grade": true,
+ "grade_id": "cell-fa963f6510742705",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.2()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "fe004edf208786c6c9aa6a33850e3b82",
+ "grade": false,
+ "grade_id": "cell-2554fcc8ead9b506",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.3**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Use the simulated `sample_model_2` to estimate the regression parameters $\\beta_0$, $\\beta_1$, and $\\beta_2$ and elements to make inferences using hypothesis tests. \n",
+ "\n",
+ "*Ignore the heteroscedasticity of the data generating process* and use the function `lm()` to estimate the regression parameters. Assign the results to the object `model_2`.\n",
+ "\n",
+ "Obtain the estimated coefficients, their standard errors, corresponding $p$-values, $95\\%$ confidence intervals using `tidy()`. Store the results in `model_2_results`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "d8c17f4fb83318e13ec40c5871d959d5",
+ "grade": false,
+ "grade_id": "cell-a4752931d34821b5",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# model_2 <- ...(..., ...)\n",
+ "\n",
+ "# model_2_results <- \n",
+ "# ...(..., ...) %>% \n",
+ "# mutate_if(is.numeric, round, 2)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "model_2_results"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To be easier for you to compare, here's the Model 1 results: "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Run this cell and compare Model 1 results against Model 2 results.\n",
+ "\n",
+ "################################################################################\n",
+ "# Pay close attention to the std. error columns and the width of the intervals #\n",
+ "################################################################################\n",
+ "\n",
+ "model_1_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "8a5cdbf8fe599a17aadaac1e5d186713",
+ "grade": true,
+ "grade_id": "cell-cb5ea4ece832800f",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.3()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "420cbbd5bbd8b597d0aaf161b00867f2",
+ "grade": false,
+ "grade_id": "cell-358b448fd8b907f1",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.4**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Recall that the true population values of $\\beta_0$, $\\beta_1$, and $\\beta_2$ are $10$, $8$, and $5$ respectively. Which of the following consequences of ignoring the heteroscedasticity of the data-generating process is true? \n",
+ "\n",
+ "*Tip*: `lm` assumes that the errors are *iid* as in `sample_model_1`. Thus, you can also use `model_1_results` as a benchmark.\n",
+ "\n",
+ "**A.** The estimates $\\hat{\\beta}_0$, $\\hat{\\beta}_1$, and $\\hat{\\beta}_2$ in `model_2_results` are still similar to the true population parameters, but their estimated standard errors are inflated.\n",
+ "\n",
+ "**B.** The 95% confidence intervals of the regression coefficients are not affected by the heteroscedasticity of the data-generating process.\n",
+ "\n",
+ "\n",
+ "*Assign your answer to an object called `answer2.4`. Your answer should be one of `\"A\"` or `\"B\"` surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "95d51245afb105007678da849da902ed",
+ "grade": false,
+ "grade_id": "cell-03200e468b4ed9a7",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer2.4 <- \n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "44327cb5496dd09bdef564ddfc4235ec",
+ "grade": true,
+ "grade_id": "cell-d4fa23719518cfae",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.4()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "a8ef15d38f1c0b06fece9c3690a85c2e",
+ "grade": false,
+ "grade_id": "cell-e51a3e421545b891",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "source": [
+ "#### Detecting heteroscedasticity\n",
+ "\n",
+ "When we don't have simulated data, we can (graphically) diagnose heteroscedasticity by comparing the fitted values to the **residuals**. \n",
+ "\n",
+ "**Diagnosis rule**\n",
+ "\n",
+ "If the errors are homoscedastic (equal variance), the residuals should show equal variation for all fitted values. \n",
+ "\n",
+ "Let's take a look at these plots for both cases simulated before: `model_1` (homoscedastic case) versus `model_2` (heteroscedastic case). We can obtain both plots via the function `plot()`.\n",
+ "\n",
+ "*Run the cell below before continuing.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "b0c69f85f3cdbae975eb0b5688c60358",
+ "grade": false,
+ "grade_id": "cell-f9d678639aeb4975",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Adjust these numbers so the plot looks good in your desktop.\n",
+ "options(repr.plot.width = 8, repr.plot.height = 6) \n",
+ "\n",
+ "plot(model_1, 1, main = \"Model 1: Homoscedastic\")\n",
+ "plot(model_2, 1, main = \"Model 2: Heteroscedastic\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "e4d2b4b63e35bd55a0d905efdaf82436",
+ "grade": false,
+ "grade_id": "cell-2423a377827ef0db",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.5**\n",
+ "
{points: 1}\n",
+ "\n",
+ "What is the difference between both plots of residuals versus fitted values?\n",
+ "\n",
+ "**A.** There is no difference between both plots; their respective clouds of points look uniformly similar.\n",
+ "\n",
+ "**B.** The diagnostic plot of `model_1` shows a uniform and more scattered cloud of points than `model_2`. The cloud of points in `model_2` shows a clear funnel shape, indicating a non-constant variance.\n",
+ "\n",
+ "**C.** The diagnostic plot of `model_2` shows a uniform and more scattered cloud of points than `model_1`. The cloud of points in `model_1` shows a clear funnel shape, indicating a non-constant variance.\n",
+ "\n",
+ "*Assign your answer to an object called `answer2.5`. Your answer should be one of `\"A\"`, `\"B\"`, or `\"C\"` surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "eb4cd9b3ecfb74656a7b6006dff1ff6a",
+ "grade": false,
+ "grade_id": "cell-0ac7451d1055fdcd",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer2.5 <- \n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "26c1767686eff9f79a7b5517f3fe86b8",
+ "grade": true,
+ "grade_id": "cell-a0823aa644741ac9",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.5()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "1c09e440b1401e03135d7f54bdb92043",
+ "grade": false,
+ "grade_id": "cell-32a44b64fde55ec7",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "### 2.3 Normality\n",
+ "\n",
+ "Another assumption commonly made in linear regression is that the error terms are Normally distributed. *What would happen if this assumption is violated??*. \n",
+ "\n",
+ "In the next question, we are going to simulate data using a data-generating process with non-normal errors and use `lm` to estimate the coefficients of the MLR."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "19f3c5f71938134d623a6b72687b86f7",
+ "grade": false,
+ "grade_id": "cell-0583e55524bbbff4",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.6**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Once again, we generate a sample of size $n = 1000$. The variables $X_{i1}$ and $X_{i2}$ are generated as in *Question 2.0*.\n",
+ "\n",
+ "The model equation is given by:\n",
+ "\n",
+ "$$Y_i = \\beta_0 + \\beta_1 X_{i1} + \\beta_2 X_{i2} + \\varepsilon_i, \\quad i = 1, \\dots, n$$ \n",
+ "\n",
+ "where the error terms are independent and identically distributed from a Uniform distribution, $\\varepsilon_i \\sim \\mathrm{U}(-10,10)$. \n",
+ "\n",
+ "As before, let the true (population) regression terms $\\beta_0$, $\\beta_1$, and $\\beta_2$ be $10$, $8$, and $5$, respectively.\n",
+ "\n",
+ "Call this new sample `sample_model_3`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "7373bdeedd53f8e02c6139b2c1df0518",
+ "grade": false,
+ "grade_id": "cell-f4f0d75b03d87416",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "set.seed(654) # DO NOT CHANGE!\n",
+ "\n",
+ "# sample_size = ...\n",
+ "\n",
+ "# sample_model_3 <- tibble(\n",
+ "# x_1 = runif(n = ..., ..., ...),\n",
+ "# x_2 = factor(rbinom(n = ..., size = ..., prob = ...), labels=c(\"A\", \"B\"))\n",
+ "# y = ... * if_else(x_2 == \"B\", ..., ...) + r...(n = ..., ..., ...)\n",
+ "# )\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "head(sample_model_3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "94da43d13c406c42ae5f5498362f7867",
+ "grade": true,
+ "grade_id": "cell-4daac39e2a263638",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.6()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "483f088c270975d45ade6720fac964c7",
+ "grade": false,
+ "grade_id": "cell-31286491f37e5adf",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.7**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Use the simulated `sample_model_3` to estimate the regression parameters $\\beta_0$, $\\beta_1$, and $\\beta_2$ and elements to make inference using hypothesis tests. \n",
+ "\n",
+ "Use the function `lm()` to estimate the regression parameters. Assign the results to the object `model_3`.\n",
+ "\n",
+ "Obtain the estimated coefficients, their standard errors, corresponding $p$-values, and $95\\%$ confidence intervals using `tidy()`. Store the results in `model_3_results`.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "d12612c0e0982d65fa477ac0e199e655",
+ "grade": false,
+ "grade_id": "cell-265c75bbb081eb6f",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# model_3 <- ...(..., ...)\n",
+ "\n",
+ "# model_3_results <- \n",
+ "# ...(..., ...) %>%\n",
+ "# mutate_if(is.numeric, round, 2)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "model_3_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "d4c82e1490254a35bd2affc37305e8db",
+ "grade": true,
+ "grade_id": "cell-9cc9196c59e66f46",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.7()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "f527e2fbf97de0198704f42bd2c7ba04",
+ "grade": false,
+ "grade_id": "cell-e68f5ba3f0ccd35f",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "#### Conclusive remarks: Normality\n",
+ "\n",
+ "Note that the estimate of the regression parameters are not heavily affected by this problem but the SE are large. \n",
+ "\n",
+ "The distributions of the test statistics such as the $t$ or the $F$-statistics rely on the normality of the $\\varepsilon_i$'s, unless the sample size $n$ is large enough in which case their distribution can be approximated using asymptotic results. \n",
+ "\n",
+ "In this case, the sample size is large so, according to the CLT, the sampling distributions when $\\sigma$ is known is approximately Normal. \n",
+ "\n",
+ "*Important note*: `lm` *assumes* that either the errors are Normal or the conditions of the CLT are met. Regardless, `lm` assumes that the sampling distribution can be approximated by a $t$-Student distribution. It is **your** job to check these assumptions!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "1332336311e32a695a567e5585843b52",
+ "grade": false,
+ "grade_id": "cell-8ae11e452b9ab56f",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "source": [
+ "### 2.4 Diagnostic plots\n",
+ "\n",
+ "A $Q$-$Q$ plot and the histogram of residuals are graphical tools that help us to assess the normality assumption.\n",
+ "\n",
+ "Let us compare these plots for `model_1` (with Normal errors) and `model_3` (with non-Normal errors). We can obtain both $Q$-$Q$ plots via the function `plot()` and the histograms using `hist()`.\n",
+ "\n",
+ "*Run the cell below before continuing.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "5f662baacc8795858457ae444cde0c4c",
+ "grade": false,
+ "grade_id": "cell-376408f168bc4a00",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Q-Q plots for Models 1 and 3\n",
+ "plot(model_1, 2, main = \"Model 1\")\n",
+ "plot(model_3, 2, main = \"Model 3\")\n",
+ "\n",
+ "# Histograms for Models 1 and 3\n",
+ "hist(residuals(object = model_1),\n",
+ " breaks = 10,\n",
+ " main = \"Histogram of Residuals for Model 1\",\n",
+ " xlab = \"Residuals\"\n",
+ ")\n",
+ "\n",
+ "hist(residuals(object = model_3),\n",
+ " breaks = 10,\n",
+ " main = \"Histogram of Residuals for Model 3\",\n",
+ " xlab = \"Residuals\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "77f3ae18f02298e9290f851e1a785754",
+ "grade": false,
+ "grade_id": "cell-3ef9ae8e1ccaf538",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.8**\n",
+ "
{points: 1}\n",
+ "\n",
+ "\n",
+ "What is the difference between both pairs plots corresponding to `model_1` and `model_3`?\n",
+ "\n",
+ "**A.** There are no differences between both pairs of plots, suggesting that both models fulfil the normality assumption.\n",
+ "\n",
+ "**B.** For `model_3`, most of the points lie on the 45° degree dotted line of the $Q$-$Q$ plot suggesting that the errors are normally distributed. \n",
+ "\n",
+ "**C.** For `model_1`, most of the points lie on the 45° degree dotted line of the $Q$-$Q$ plot suggesting that the errors are normally distributed. \n",
+ "\n",
+ "**D.** The histogram of the residuals of `model_3` is similar to that of the residuals of `model_1`. \n",
+ "\n",
+ "*Assign your answer to an object called `answer2.8`. Your answer should be one of `\"A\"`, `\"B\"`, `\"C\"`, or `\"D\"`, surrounded by quotes.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "d2e15a9127b3585740feb0b86d9af094",
+ "grade": false,
+ "grade_id": "cell-322d6b07e2c76409",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer2.8 <- \n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "fdfb555f3520894054f01fc6f02771d7",
+ "grade": true,
+ "grade_id": "cell-7cfdd3595723b330",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.8()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "78bfdee1f3de3bf2b220585dbafb0175",
+ "grade": false,
+ "grade_id": "cell-f3685cd190b2a48e",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "### 2.5 Multicollinearity\n",
+ "\n",
+ "A common problem in real data occurs when the input variables are correlated. This problem is known as multicollinearity. In this section, we will simulate correlated input variables to understand how this problem affects the sampling distribution of the least squares regression parameter estimators."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "0d51415692c999c8dea677924daaf166",
+ "grade": false,
+ "grade_id": "cell-08094e7e680afc80",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "In this exercise, we will generate 1000 samples of size $n = 100$ from the following data-generating process:\n",
+ "\n",
+ "$$Y_i = \\beta_0 + \\beta_1 X_{i1} + \\beta_2 X_{i2} + \\varepsilon_i,\\quad i = 1, ..., n$$ \n",
+ "\n",
+ "where the error terms $\\varepsilon_i \\sim \\mathcal{N}(0, \\sigma^2 = 4)$ are independent and identically distributed, and $X_{1}$ and $X_{2}$ are two continuous correlated input variables. \n",
+ "\n",
+ "Assume that all the true (population) regression terms $\\beta_0$, $\\beta_1$, and $\\beta_2$ are equal to $10$. \n",
+ "\n",
+ "**Note**: Note that $n$ and the regression coefficients are different in this problem."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "5ea97bd0d5227383c5e077a8d42ca767",
+ "grade": false,
+ "grade_id": "cell-c521effc05929e77",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.9**\n",
+ "
{points: 1}\n",
+ "\n",
+ "First, let's learn how to generate correlated inputs $X_{1}$ and $X_{2}$ from a bivariate normal distribution. Assume these variables have population means $\\mu_1 = 10$ and $\\mu_2 = 20$, respectively. Furthermore, their respective population standard deviations are $\\sigma_1 = 4$ and $\\sigma_2 = 8$ and a high correlation, say $\\rho = 0.95$, to generate multicollinearity.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "88be4519424deae3f8c28034869fea20",
+ "grade": false,
+ "grade_id": "cell-1f1c93e7aa03af7d",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "set.seed(456) # DO NOT CHANGE!\n",
+ "\n",
+ "# sample_size <- ...\n",
+ "# bivariate_normal_sample <- rnorm_multi(\n",
+ "# n = ...,\n",
+ "# mu = c(..., ...),\n",
+ "# sd = c(..., ...),\n",
+ "# r = ...,\n",
+ "# varnames = c(\"x_1\", \"x_2\"),\n",
+ "# empirical = FALSE\n",
+ "# )\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer\n",
+ "\n",
+ "head(bivariate_normal_sample)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "b42ddefaf3fe2f44a4d4bc02a6b2eaad",
+ "grade": true,
+ "grade_id": "cell-da29435913bf774f",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.9()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "69e3607cdc613a25eed999c57263847a",
+ "grade": false,
+ "grade_id": "cell-db19c531325127ad",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.10**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Now we generate $1000$ datasets of size $n=100$ from the data generating process described and fit an additive MLR using `lm` to each dataset. \n",
+ "\n",
+ "Store the corresponding $\\hat{\\beta}_0$, $\\hat{\\beta}_1$, and $\\hat{\\beta}_2$ per sample in a dataframe called `lm_multicollinearity` of 1000 rows and three columns:\n",
+ "\n",
+ "- intercept: The estimated intercept $\\hat{\\beta}_0$.\n",
+ "- beta_1_hat: The estimated slope $\\hat{\\beta}_1$.\n",
+ "- beta_2_hat: The estimated slope $\\hat{\\beta}_2$.\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "298b81de5c93b9b9c93e3c822f201b52",
+ "grade": false,
+ "grade_id": "cell-7fc8624a0cab3f0e",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "set.seed(321) # DO NOT CHANGE!\n",
+ "\n",
+ "# sample_size <- ...\n",
+ "# num_replicates <- ...\n",
+ "\n",
+ "# beta_0 <- ...\n",
+ "# beta_1 <- ...\n",
+ "# beta_2 <- ...\n",
+ "\n",
+ "# lm_multicollinearity <- replicate(..., {\n",
+ "# rnorm_multi(\n",
+ "# n = ...,\n",
+ "# mu = ...,\n",
+ "# sd = ...,\n",
+ "# r = ...,\n",
+ "# varnames = c(\"x_1\", \"x_2\"),\n",
+ "# empirical = FALSE\n",
+ "# ) %>%\n",
+ "# mutate(y = ... + beta_1 * ... + ... * x_2 +\n",
+ "# rnorm(n = ..., mean = 0, sd = ...)) %>%\n",
+ "# lm(..., data = .) %>%\n",
+ "# .$coef\n",
+ "# })\n",
+ "\n",
+ "# lm_multicollinearity <- data.frame(\n",
+ "# intercept = lm_multicollinearity[1, ],\n",
+ "# beta_1_hat = lm_multicollinearity[2, ],\n",
+ "# beta_2_hat = lm_multicollinearity[3, ]\n",
+ "# )\n",
+ "\n",
+ "# head(lm_multicollinearity)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "43e77fda17fd422ccc63fb0fcd8c3ee9",
+ "grade": true,
+ "grade_id": "cell-a3ad21c32c86b702",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.10()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "f94afd8446121a758876a724f077fcd2",
+ "grade": false,
+ "grade_id": "cell-a420aafa6b0d76a6",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.11**\n",
+ "
{points: 1}\n",
+ "\n",
+ "For comparison purposes, repeat the process for samples taken from a population without multicollinearity (use $\\rho = 0.001$).\n",
+ "\n",
+ "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "80a44c34cb1bff522768834abe95b914",
+ "grade": false,
+ "grade_id": "cell-a62dc494d2cb00f0",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "set.seed(321) # DO NOT CHANGE!\n",
+ "\n",
+ "# sample_size <- ...\n",
+ "# num_replicates <- ...\n",
+ "\n",
+ "# beta_0 <- ...\n",
+ "# beta_1 <- ...\n",
+ "# beta_2 <- ...\n",
+ "\n",
+ "# lm_no_multicollinearity <- replicate(..., {\n",
+ "# rnorm_multi(\n",
+ "# n = ...,\n",
+ "# mu = ...,\n",
+ "# sd = ...,\n",
+ "# r = ...,\n",
+ "# varnames = c(\"x_1\", \"x_2\"),\n",
+ "# empirical = FALSE\n",
+ "# ) %>%\n",
+ "# mutate(y = ... + beta_1 * ... + ... * x_2 +\n",
+ "# rnorm(n = ..., mean = 0, sd = ...)) %>%\n",
+ "# lm(..., data = .) %>%\n",
+ "# .$coef\n",
+ "# })\n",
+ "# lm_no_multicollinearity <- data.frame(\n",
+ "# intercept = lm_no_multicollinearity[1, ],\n",
+ "# beta_1_hat = lm_no_multicollinearity[2, ],\n",
+ "# beta_2_hat = lm_no_multicollinearity[3, ]\n",
+ "# )\n",
+ "\n",
+ "# head(lm_no_multicollinearity)\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "69f61eedef6f89bca497c8506ae8f56d",
+ "grade": true,
+ "grade_id": "cell-79f290838673f039",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.11()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "69eb291a4c23033e4ee8b1c3ae1b9a74",
+ "grade": false,
+ "grade_id": "cell-afc49b8f8185ea46",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.12**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Plot the 1000 regression estimates for the slope corresponding to $X_1$ (i.e., $\\hat{\\beta}_1$) stored in `lm_multicollinearity` and `lm_no_multicollinearity`, separately (i.e., two histograms with counts on the $y$-axis and the estimate on the $x$-axis). \n",
+ "\n",
+ "Call the ggplot() object's names `hist_multicollinearity_slope_x_1` and `hist_no_multicollinearity_slope_x_1`, respectively. Moreover, plot the averages of these estimates in their respective histograms as vertical red lines.\n",
+ "\n",
+ "*Note*: these are **not** bootstrapped estimates!\n",
+ "\n",
+ "*Fill out those parts indicated with ..., uncomment the corresponding code in the cell below, and run it.*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "6ccbaafb6c3be8e1f0590c56162386de",
+ "grade": false,
+ "grade_id": "cell-567626205f418eb8",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Adjust these numbers so the plot looks good in your desktop.\n",
+ "options(repr.plot.width = 7, repr.plot.height = 9) \n",
+ "\n",
+ "# hist_multicollinearity_slope_x_1 <- ggplot(..., aes(...)) +\n",
+ "# ...(bins = 15, color = \"white\") +\n",
+ "# ...(..., col = \"red\", size = 1) +\n",
+ "# coord_cartesian(xlim = c(9.4, 10.6), ylim = c(0, 250)) +\n",
+ "# scale_x_continuous(breaks = seq(9, 10.6, 0.2)) +\n",
+ "# xlab(...) +\n",
+ "# ylab(...) +\n",
+ "# theme(text = element_text(size = 14)) +\n",
+ "# ggtitle(...)\n",
+ "\n",
+ "# hist_no_multicollinearity_slope_x_1 <- ggplot(..., aes(...)) +\n",
+ "# ...(bins = 15, color = \"white\") +\n",
+ "# ...(..., col = \"red\", size = 1) +\n",
+ "# coord_cartesian(xlim = c(9.4, 10.6), ylim = c(0, 250)) +\n",
+ "# scale_x_continuous(breaks = seq(9, 10.6, 0.2)) +\n",
+ "# xlab(...) +\n",
+ "# ylab(...) +\n",
+ "# theme(text = element_text(size = 14)) +\n",
+ "# ggtitle(...)\n",
+ "\n",
+ "# plot_grid(hist_multicollinearity_slope_x_1, hist_no_multicollinearity_slope_x_1,\n",
+ "# ncol = 1\n",
+ "# )\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "11f882cc73db3cd4f917861eba656c27",
+ "grade": true,
+ "grade_id": "cell-7660d122189e5eb7",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.12.0()\n",
+ "test_2.12.1()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "734d08ccf0619e6e6f67808a91e7280f",
+ "grade": false,
+ "grade_id": "cell-a3e0187538a817b4",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "**Question 2.13**\n",
+ "
{points: 1}\n",
+ "\n",
+ "Based on your findings in `hist_multicollinearity_slope_x_1` and `hist_no_multicollinearity_slope_x_1`, what are the implications of multicollinearity in the sampling distributions of least squares estimators of MLR?\n",
+ "\n",
+ "**A.** The multicollinearity reduces the standard error of the regression estimator.\n",
+ "\n",
+ "**B.** Multicollinearity inflates the standard error of the regression estimator.\n",
+ "\n",
+ "**C.** Multicollinearity does not seem to affect the estimation results.\n",
+ "\n",
+ "*Assign your answer to an object called answer2.13. Your answer should be one of `\"A\"`, `\"B\"`, or `\"C\"` surrounded by quotes.*\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "13b713c0cf385afb64f43459cbd7e5f0",
+ "grade": false,
+ "grade_id": "cell-13a2606b42741a5e",
+ "locked": false,
+ "schema_version": 3,
+ "solution": true,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# answer2.13 <- ...\n",
+ "\n",
+ "# your code here\n",
+ "fail() # No Answer - remove if you provide an answer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "code",
+ "checksum": "1daf53f752a5168dd55f721862930e77",
+ "grade": true,
+ "grade_id": "cell-93b7a249a29267bc",
+ "locked": true,
+ "points": 1,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ },
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "test_2.13()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
+ "cell_type": "markdown",
+ "checksum": "609c79ec0a8695ec1278360b608e7530",
+ "grade": false,
+ "grade_id": "cell-ddd9186d674cb006",
+ "locked": true,
+ "schema_version": 3,
+ "solution": false,
+ "task": false
+ }
+ },
+ "source": [
+ "# PART III - Causality and Confounders"
+ ]
+ },
+ {
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+ "metadata": {
+ "deletable": false,
+ "editable": false,
+ "nbgrader": {
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+ "locked": true,
+ "schema_version": 3,
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+ },
+ "source": [
+ "You will work on a simulation experiment outlined in `tutorial_05`."
+ ]
+ }
+ ],
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+ "jupytext": {
+ "formats": "ipynb,Rmd"
+ },
+ "kernelspec": {
+ "display_name": "R",
+ "language": "R",
+ "name": "ir"
+ },
+ "language_info": {
+ "codemirror_mode": "r",
+ "file_extension": ".r",
+ "mimetype": "text/x-r-source",
+ "name": "R",
+ "pygments_lexer": "r",
+ "version": "4.3.3"
+ },
+ "latex_envs": {
+ "LaTeX_envs_menu_present": true,
+ "autoclose": false,
+ "autocomplete": true,
+ "bibliofile": "biblio.bib",
+ "cite_by": "apalike",
+ "current_citInitial": 1,
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+ "eqNumInitial": 1,
+ "hotkeys": {
+ "equation": "Ctrl-E",
+ "itemize": "Ctrl-I"
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+ "report_style_numbering": false,
+ "user_envs_cfg": false
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+ "nbformat_minor": 4
+}