From 6d8c9415a05feb9059928fe02bd66d3c1a87ba1a Mon Sep 17 00:00:00 2001 From: gcohenfr Date: Mon, 25 Sep 2023 11:37:46 -0700 Subject: [PATCH 1/8] release w04 --- .../data/US_county_cancer_data.csv | 3048 +++++++++++++++++ materials/worksheet_04/tests_worksheet_04.R | 473 +++ materials/worksheet_04/worksheet_04.ipynb | 2492 ++++++++++++++ 3 files changed, 6013 insertions(+) create mode 100644 materials/worksheet_04/data/US_county_cancer_data.csv create mode 100644 materials/worksheet_04/tests_worksheet_04.R create mode 100644 materials/worksheet_04/worksheet_04.ipynb diff --git a/materials/worksheet_04/data/US_county_cancer_data.csv b/materials/worksheet_04/data/US_county_cancer_data.csv new file mode 100644 index 0000000..8dc15db --- /dev/null +++ b/materials/worksheet_04/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 +1962.667684,62,211,453.5494221,46840,24200,13.2,0,"(45201, 48021.6]",38.9,37.1,40.8,"Churchill County, Nevada",2.51,51.6,19.8,39.3,,1.4,35,10.9,48.4,11.9,63,,34.9,37,17.3,81.84067293,2.370938479,2.667821211,3.645060201,49.69920844,7.724034496 +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 +411,151,182.6,508.6,59831,60641,10,329.8098646,"(54545.6, 61494.5]",46.1,45.3,46.8,"Belknap County, New Hampshire",2.42,54.2,15.4,37.9,36.2,10.5,31.5,19.1,60.8,5.3,69.6,,48.6,33.9,16.8,96.38901306,0.543055349,1.066242819,0.322853027,53.36016587,4.824422651 +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 +847,314,193.1,559.1,55409,94727,13,179.4630887,"(54545.6, 61494.5]",48.3,46.7,49.9,"Cape May County, New Jersey",2.3,53.4,14.3,33.2,41.9,10.7,34.1,19.5,53,10,72.1,50.9,44.8,38.2,16.8,90.84703304,4.732529617,1.151296905,1.61160691,51.14075027,5.43325019 +847,317,189.6,511.3,45438,155854,19.5,128.3252275,"(45201, 48021.6]",36.9,35.6,38.8,"Cumberland County, New Jersey",2.86,39.6,17.6,40.9,,7.5,39.4,10.5,51,11.1,59.4,46.5,43.4,38.4,24,63.05218582,20.47441653,1.346833508,10.27796351,43.66264295,5.846434788 +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/worksheet_04/tests_worksheet_04.R b/materials/worksheet_04/tests_worksheet_04.R new file mode 100644 index 0000000..699795c --- /dev/null +++ b/materials/worksheet_04/tests_worksheet_04.R @@ -0,0 +1,473 @@ +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!") +} + + + + +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$labels)) + }) + } + + + print("Success!") +} + + +getPermutations <- function(vec) { + rsf <- c() + for (i in 1:length(vec)) { + for (j in i:length(vec)) { + temp <- vec[i:j] + rsf <- c(rsf, paste(temp, collapse= '')) + if (i < j) { + for (k in i:j) { + rsf <- c(rsf, paste(temp[-k], collapse='')) + } + } + } + } + return(unique(rsf)) +} + + +# + +# Question 1.0 + +test_1.0.0 <- function() { + check_numeric_element(SLR_poverty$coefficients[1], 1e4, "0a0353180ea5fef26849bc601d20a2f1") + check_numeric_element(SLR_poverty$coefficients[2], 1e4, '5846f7dc814818c1166cdc301b8dfece') +} +test_1.0.1 <- function() { + check_numeric_element(SLR_coverage$coefficients[1], 1e4, '67524902b593be58f32fec8682055286') + check_numeric_element(SLR_coverage$coefficients[2], 1e4, 'f5d8de261024643b608ac72e31093996') +} +test_1.0.2 <- function() { + check_numeric_element(MLR_poverty_coverage$coefficients[1], 1e4, 'bdbb8adc85440f1cf00cd95a035e3ecd') + check_numeric_element(MLR_poverty_coverage$coefficients[2], 1e4, '39fed44eafefb888dd51e20fac6969a7') +} + + +# + +# Question 1.1 + +test_1.1.0 <- function() { + check_numeric(SLR_coverage_coef, 100, '7bb0a3105068119405ee360c2bfddbfe') +} + + +test_1.1.1 <- function() { + check_numeric(MLR_coverage_coef, 100, '5da8c181bb8d1ad30f337090304a9f20') +} + + + +# + +# Question 1.2 + + +test_1.2.0 <- function() { + check_numeric(answer1.2.0, 100, '7bb0a3105068119405ee360c2bfddbfe') +} + + +test_1.2.1 <- function() { + check_numeric(answer1.2.1, 100, '5da8c181bb8d1ad30f337090304a9f20') +} + + +# + +# Question 1.3 + +test_1.3 <- function() { + check_DF(MLR_poverty_coverage_results, + c("term", "estimate", "std.error", "statistic", "p.value") , + "11946e7a3ed5e1776e81c0f0ecd383d0", + c("estimate", "std.error", "statistic", "p.value"), + c(100, 100, 100, 1), + c("76d0522951f4f8232fe17002ddbb5ac0", + "bfd2cc5411b34f6f2e658d6561103878", + "b59cbc76756ab1f757dff43ad07cb44e", + "1473d70e5646a26de3c52aa1abd85b1f")) +} + +# + +# Question 1.4 + +test_1.4 <- function() { + check_MC(answer1.4, LETTERS[1:4], 'd110f00cfb1b248e835137025804a23b') +} + +# + +# Question 2.0 + +test_2.0 <- function() { + var_name <- deparse(substitute(TARGET_deathRate_boxplots)) + test_that(paste('Did not assign answer to an object called ', var_name), { + expect_true(exists(var_name)) + }) + + + test_that("Solution should be a ggplot object", { + expect_true(is.ggplot(TARGET_deathRate_boxplots)) + }) + + properties <- c(TARGET_deathRate_boxplots$layers[[1]]$mapping, TARGET_deathRate_boxplots$mapping) + + test_that(paste("Plot should have ", "state" ," on the x-axis"), { + expect_true("state" == rlang::get_expr(properties$x)) + }) + + test_that("Plot does not have the correct layers", { + expect_true('GeomBoxplot' %in% class(TARGET_deathRate_boxplots$layers[[1]]$geom)) + + }) + + test_that("Plot does not have the correct bin width", { + expect_equal( + digest(as.integer(mget("stat_params", TARGET_deathRate_boxplots$layers[[1]])[["stat_params"]][["binwidth"]])), + "3e2e4a08c44d0224de5b7e668c75ace3") + }) + + test_that("Plot does not use the correct data", { + expect_equal(digest(nrow(TARGET_deathRate_boxplots$data)), "3850746911bb492c8445964365202c5b") + expect_equal(digest(round(sum(TARGET_deathRate_boxplots$data['TARGET_deathRate']))), "57942f385bf40eb1fa0134061ee7c766") + + # If X_AXIS_VAR is not known: + # expect_equal(digest(round(sum(pull(TARGET_deathRate_boxplots$data, rlang::get_expr(properties$x))))), "HASH_HERE") + }) + + test_that("x-axis label should be descriptive and human readable", { + expect_false(TARGET_deathRate_boxplots$labels$x == toString(rlang::get_expr(properties$x))) + }) + + + test_that("Plot should have a title", { + expect_true("title" %in% names(TARGET_deathRate_boxplots$labels)) + }) + + + print("Success!") +} + + + +# + +# Question 2.1 + + +test_2.1.0 <- function() { + check_numeric_element(AC_data_LR$coefficients[1], 1000, 'f65f48afd885bc74af59213931bc4fb0') +} + + +test_2.1.1 <- function() { + check_numeric_element(AC_data_LR$coefficients[2], 1000, 'aa9bb98fba657c8c9e94a2fb9e216a17') +} + + +# + +# Question 2.2 + +test_2.2 <- function() { + check_DF(AC_data_LR_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("6fbc7c3acd85fb24861d70b253be4e77", + "b8b8682ca14fc9e4f8b4feac4a073c93", + "42fe196fb6a3daca72ccc0c2e88ef394", + "1473d70e5646a26de3c52aa1abd85b1f", + "66e348316503214b6169424c7930ac51", + "d214fe3858a54ef39f5867badefee3e1")) +} + +# + +# Question 2.3 + +test_2.3 <- function() { + check_MC(answer2.3, LETTERS[1:6], '7279bb4184f9c53d42729c6eb22db36a') +} + +# + +# Question 2.4 + +test_2.4 <- function() { + check_MC(answer2.4, LETTERS[1:3], '6e7a8c1c098e8817e3df3fd1b21149d1') +} + +# + +# Question 2.5 + +test_2.5 <- function() { + check_MC(answer2.5, LETTERS[1:3],'127a2ec00989b9f7faf671ed470be7f8') +} + +# + +# Question 3.0 + +test_3.0 <- function() { + check_DF(MLR_state_poverty_add_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("793ee7d7a9e013bfa62fb33241c6ff09", + "34d1a827bfff2aded09acf48e0909a82", + "1769b8fb785e87de6a8f68872e548ae6", + "1473d70e5646a26de3c52aa1abd85b1f", + "6f9a075a51b48770f8a07ba667c0ec26", + "4c3468b01b467f7466ac7514e170a46b")) +} + +# + +# Question 3.1 + +test_3.1 <- function() { + check_MC(answer3.1, getPermutations(LETTERS[1:4]), '8b63e49106226d2a45958a7e24c97c37') +} + +# + +# Question 3.2 + +test_3.2 <- function() { + check_plot(MLR_state_poverty_add_plot, + "povertyPercent", + "GeomPoint", + FALSE, + "3e2e4a08c44d0224de5b7e668c75ace3", + "3850746911bb492c8445964365202c5b", + "bc73694a00134694936e16666bdca620", + TRUE) +} + +# + +# Question 3.3 + +test_3.3 <- function() { + check_MC(answer3.3, LETTERS[1:3], 'ddf100612805359cd81fdc5ce3b9fbba') +} + +# + +# Question 4.0 + +test_4.0 <- function() { + check_DF(MLR_state_poverty_int_results, + c("term","estimate", "std.error", "statistic", "p.value", "conf.low", "conf.high"), + "234a2a5581872457b9fe1187d1616b13", + c("estimate", "std.error", "statistic", "p.value", "conf.low", "conf.high"), + c(100, 100, 100, 100, 100, 100), + c("e11acbe519c2514e7d9d4861484ac84d", + "8c3fee35029f171e0cb02e5aaec40dbe", + "87189ff3588c21267ca731f35b1bce9a", + "58f8415e0549358f3130fdf48d04df90", + "1b4a332c5574bc910b9c9d1c8cb65811", + "b9ee92f7f702896e4fddff0b5d8bf2cc")) +} + +# + +# Question 4.1 + + +test_4.1 <- function() { + check_MC(answer4.1, getPermutations(LETTERS[1:6]), 'd110f00cfb1b248e835137025804a23b') +} + +# + +# Question 4.2 + +test_4.2 <- function() { + check_plot(MLR_state_poverty_int_plot, + "povertyPercent", + "GeomPoint", + FALSE, + '3e2e4a08c44d0224de5b7e668c75ace3', + '3850746911bb492c8445964365202c5b', + 'bc73694a00134694936e16666bdca620', + TRUE) +} + +# + +# Question 4.3 + +test_4.3 <- function() { + check_MC(answer4.3, LETTERS[1:3], 'ddf100612805359cd81fdc5ce3b9fbba') +} diff --git a/materials/worksheet_04/worksheet_04.ipynb b/materials/worksheet_04/worksheet_04.ipynb new file mode 100644 index 0000000..f0e32b5 --- /dev/null +++ b/materials/worksheet_04/worksheet_04.ipynb @@ -0,0 +1,2492 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "2bc0ab1d62a0ed56ab2ad3c13fdcba23", + "grade": false, + "grade_id": "cell-f1e1d845873036f4", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "# Worksheet 4: Different Types of Input Variables and Interactions" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "2330c49b79d97925eb3fd19dbc44f3f3", + "grade": false, + "grade_id": "cell-da4f21ec759fe7cc", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "# Multiple Linear Regression (MLR)\n", + "\n", + "This week we are going to \"unleash\" the scope of linear regression models and use them to study the association between a continuous response and *many* input variables of *different types*!! \n", + "\n", + "A linear regression model with many input variables is usually called a **Multiple Linear Regression (MLR)**. We will present models with:\n", + "\n", + "- Continuous and categorical input variables\n", + "\n", + "\n", + "- Additive models and models with interaction terms" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f512f82d019d4de9e295d1a863b15b65", + "grade": false, + "grade_id": "cell-82d9926086d47a80", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "# Learning Objectives:\n", + "\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 could be answered by a multiple linear regression.\n", + "\n", + "2. Interpret the coefficients and p-values of different types of input variables, including categorical input variables.\n", + "\n", + "3. Define interactions in the context of linear regression.\n", + "\n", + "4. Write a computer script to perform linear regression when input variables are continuous or discrete, and when there are interactions between some of these variables." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "jupyter": { + "outputs_hidden": true + }, + "nbgrader": { + "cell_type": "code", + "checksum": "fb02d85f5dd3448c17ba0b8277d7d7b4", + "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", + "source(\"tests_worksheet_04.R\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "7156831e68bec6004bb333f5008386b2", + "grade": false, + "grade_id": "cell-ee52500a6f5e8006", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "# PART I" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "79fbf9bcdfb73066c212dea24d2f8b27", + "grade": false, + "grade_id": "cell-e9b0c70835891fa8", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## 1. MLR: additive models with continuous input variables\n", + "\n", + "In this section, we will continue working with the dataset `US_cancer_data` introduced in `worksheet_03`. You noticed that there exists a positive association between mortality rates (measured by `TARGET_deathRate`) and the percentage of the county's populace in poverty (measured by `povertyPercent`).\n", + "\n", + "However, there may be other variables associated with mortality. Let's start by visualizing again the relationship between the variables in our data using the plotting function `ggpairs()`, from the library `GGally`. The `ggplot()` object's name will be `US_cancer_data_pairplots`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "dfd69f2e8ab631368286743abff1ddcf", + "grade": false, + "grade_id": "cell-14bec94f435065b2", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "US_cancer_data <- read_csv(\"data/US_county_cancer_data.csv\") %>%\n", + " select(TARGET_deathRate, povertyPercent, PctPrivateCoverage)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "d1c25fbd01604d371ee4d3cf075f1f35", + "grade": false, + "grade_id": "cell-4bfbcd7bf2300890", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "US_cancer_data_pairplots <- US_cancer_data %>%\n", + " ggpairs(progress = FALSE) +\n", + " theme(\n", + " text = element_text(size = 15),\n", + " plot.title = element_text(face = \"bold\"),\n", + " axis.title = element_text(face = \"bold\")\n", + " )\n", + "US_cancer_data_pairplots" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "04922f968f08934e2af58fe8ab79a54b", + "grade": false, + "grade_id": "cell-fec7f6f2d3be53a5", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### Should we study the relation of the response with input variables separately or jointly using linear regressions? " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "0be8281f0267ec0c41e9297818e51221", + "grade": false, + "grade_id": "cell-999efddaa87f6e21", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "### R Code\n", + "\n", + "In R, you can add input variables in the RHS of the formula with signs `+` or `*`, depending on the assumptions made. For example, in an **additive model**, variables are added to the model using `+`. If you want to model interactions between variables you use `*`.\n", + "\n", + "`MLR_poverty_coverage_add <- lm(TARGET_deathRate ~ povertyPercent + PctPrivateCoverage, data = US_cancer_data)`" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "5079477b9048eb8aecebe119cb533be4", + "grade": false, + "grade_id": "cell-f2341623cf23ea5f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.0**\n", + "
{points: 2}\n", + "\n", + "Using the dataset `US_cancer_data` fit the following 3 models:\n", + "\n", + "**A.** A SLR with `TARGET_deathRate` as the response and `povertyPercent` as a single input variable. Call this model `SLR_poverty`\n", + "\n", + "**B.** A SLR with `TARGET_deathRate` as the response and `PctPrivateCoverage` as a single input variable. Call this model `SLR_coverage`\n", + "\n", + "**C.** An additive MLR with `TARGET_deathRate` as the response and `povertyPercent` and `PctPrivateCoverage` as input variables. Call this model `MLR_poverty_coverage`\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": "74c0112856209f790d2d14afa7a41244", + "grade": false, + "grade_id": "cell-6c3053af7bc15cf8", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Model A \n", + "# SLR_poverty <- ...(..., ...)\n", + "# SLR_poverty\n", + "\n", + "# Model B\n", + "# SLR_coverage <- ...(..., ...)\n", + "# SLR_coverage\n", + "\n", + "# Model C\n", + "# MLR_poverty_coverage <- ...(..., ...)\n", + "# MLR_poverty_coverage\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": "abc457f5b02a04a7867466d6b15a9687", + "grade": true, + "grade_id": "cell-e5e9619068ec6fc6", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.0.0()\n", + "test_1.0.1()\n", + "test_1.0.2()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "25b712a92432d7e2fac9dcebfece9bf4", + "grade": false, + "grade_id": "cell-1c263f0fea96650d", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.1**\n", + "
{points: 1}\n", + "\n", + "Use `tidy` and manipulate the output to obtain the estimated coefficients of the variable `PctPrivateCoverage` in models **B** and **C**, respectively. Assign your answer to an object called `SLR_coverage_coef` and `MLR_coverage_coef`, 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": "9f8bf3ce001772f520bb9f4152d68376", + "grade": false, + "grade_id": "cell-c3a6ef315856d940", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#SLR_coverage_coef <- tidy(...) %>% mutate_if(is.numeric, round, 2) %>% \n", + "# subset(term == \"...\") %>% pull(...)\n", + "#SLR_coverage_coef\n", + "\n", + "#MLR_coverage_coef <- tidy(MLR_cancer_poverty_coverage) %>% mutate_if(is.numeric, round, 2) %>% \n", + "# subset(term == \"...\") %>% pull(...)\n", + "#MLR_coverage_coef\n", + "\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": "78c64af1dcb4e53ea14b516de13cd9ea", + "grade": true, + "grade_id": "cell-e8cf16dd75d1fe83", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.1.0()\n", + "test_1.1.1()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "362a059678eadc7ee5a0a6524e4ea7d4", + "grade": false, + "grade_id": "cell-e0d1e9302b5ffd5d", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "The results from **Question 1.1** show that the estimated relation between `TARGET_deathRate` and `PctPrivateCoverage` is ***not*** the same in both models. \n", + "\n", + "#### But why??\n", + "\n", + "- **In the MLR**, the coefficient of `PctPrivateCoverage` models the relation between `TARGET_deathRate` and `PctPrivateCoverage` *for any fix percentage of populace in poverty*.\n", + "\n", + "\n", + "- **In the SLR**, the variable `povertyPercent` is not even in the model!! Thus, the variation in mortality due to this variable is part of the error term, together with many other variables that may be related with mortality!!\n", + "\n", + "Keeping these observations in mind, distinguish between the following interpretations:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "4cab06206d107b19ccb312a99d52bd2e", + "grade": false, + "grade_id": "cell-4166a7b5a8dd3e4f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.2**\n", + "
{points: 1}\n", + "\n", + "Use the estimates from **Question 1.1** to complete the following interpretations:\n", + "\n", + "1. ***On average***, the expected cancer mortality per capita is related with a `answer1.2.0` (cases/100,000) change for every 1 percent increase percentage of county residents with private health coverage. \n", + "\n", + "\n", + "2. ***At any fix percentage of populace in poverty***, the expected cancer mortality per capita is related with a `answer1.2.1` (cases/100,000) change for every 1 percent increase percentage of county residents with private health coverage.\n", + "\n", + "\n", + "*Assign your answers to the objects `answer1.2.0` and `answer1.2.1` (numeric type).* \n", + "\n", + "**Tip: Your answers should be the names of the objects used to store the estimates in the previous question**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "56ac45cde14c95b07816df0860abcec8", + "grade": false, + "grade_id": "cell-1f531a6a33ef6231", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# answer1.2.0 <- ...\n", + "#answer1.2.0\n", + "\n", + "# answer1.2.1 <- ...\n", + "#answer1.2.1\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": "1a73ed9bbbea62c3b46daefb083b1968", + "grade": true, + "grade_id": "cell-ab9a7716b0d70932", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.2.0()\n", + "test_1.2.1()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "be3ad6a71ffd5dcbc849be2ea3a439c1", + "grade": false, + "grade_id": "cell-1d29345fdfe81eac", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.3**\n", + "
{points: 1}\n", + "\n", + "As we have learned for SLRs, `lm` uses some theoretical results to measure the sample-to-sample variation of the estimators. The same is true for the estimators of MLR coefficients! \n", + "\n", + "Use `tidy` to obtain the standard errors, statistics, and p-values for the coefficients of `MLR_poverty_coverage` model which are needed to perform statistical hypothesis tests. \n", + "\n", + "Store them in the variable `MLR_poverty_coverage_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": "ffccbd48a3c978ef1cafd0ce2cf2dab5", + "grade": false, + "grade_id": "cell-4caa40aab9d5f472", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# MLR_poverty_coverage_results <- ...(...) %>% mutate_if(is.numeric, round, 2)\n", + "# MLR_poverty_coverage_results\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": "8a9dbbca0467f16b60e4664da8ecb436", + "grade": true, + "grade_id": "cell-669d1af7dbfd9ed2", + "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": "4aceee0210fb3dcf968f12b06505c53e", + "grade": false, + "grade_id": "cell-8bdff6da17cfb4e7", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.4**\n", + "
{points: 1}\n", + "\n", + "Based on the output stored in `MLR_poverty_coverage_results` with a significance level $\\alpha = 0.05$, in plain words, what is the conclusion of the hypothesis testing for the association between mortality and the percentage of county residents with private health coverage?\n", + "\n", + "**A.** We reject the null hypothesis; thus, holding the county's populace in poverty constant, the percentage of county residents with private health coverage has a statistically significant effect on the county's cancer mortality per capita (cases/100,000).\n", + "\n", + "**B.** We fail to reject the null hypothesis; thus, holding the county's populace in poverty constant, the percentage of county residents with private health coverage does not have a statistically significant effect on the county's cancer mortality per capita (cases/100,000).\n", + "\n", + "**C.** We fail to reject the null hypothesis; thus, holding the county's populace in poverty constant, the percentage of county residents with private health coverage is not statistically associated with the county's cancer mortality per capita (cases/100,000).\n", + "\n", + "**D.** We reject the null hypothesis; thus, holding the county's populace in poverty constant, the percentage of county residents with private health coverage is statistically associated with the county's cancer mortality per capita (cases/100,000).\n", + "\n", + "\n", + "*Assign your answer to an object called `answer1.4`. 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": "43d787e9da21bcdb4920240a74123b76", + "grade": false, + "grade_id": "cell-a3da1cb1cf749dab", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "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": "eaa9fef8b213fd86312c4a43f84f9fc2", + "grade": true, + "grade_id": "cell-9439f55a394cc7d8", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_1.4()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "d131a8c20f2f36f1ce09c87a622a3604", + "grade": false, + "grade_id": "cell-d03e76b877e96808", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### MLR *simultaneously* models the association of multiple predictors with the response\n", + "\n", + "In additive models:\n", + "\n", + "- we assume that the association between each input and the response does *not* vary across values of other variables\n", + " \n", + " \n", + "- each estimate is interpreted as the association of the input variable with the response, keeping all other input variables constant (at any value)!! " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "82f57cb561e937911cb5240ac41ecfae", + "grade": false, + "grade_id": "cell-2d1ba07bb9b4b1f0", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## 2. Categorical input variables with 2 or more levels\n", + "\n", + "In STAT 201 and in week 2, we used statistical tools to examine if population quantities differ among different groups.\n", + "\n", + "- For example: does the average size donation depend on a website version (with 2 or more variations of it)?\n", + "\n", + "Note that even in those cases we are examining the association between 2 variables\n", + "\n", + "- In the example above: `donation` (in $) *vs* `website version` (with levels A and B) \n", + "\n", + "#### Can we use linear regression to answer to compare population quantities from different groups??\n", + "\n", + "Let's use the `US_cancer_data` to explore if the cancer mortality differ by states. \n", + "\n", + "> Note: the original `US_county_cancer_data` does not contain a specific column for the state where each county belongs, so we'll get that information from the variable `Geography` using code to split strings.\n", + "\n", + "Let's start by comparing the mortality rates in 2 states: *Alabama* vs *California*. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "74e6b455cb2bb37522603223bf96c57a", + "grade": false, + "grade_id": "cell-7e42615a46c8b5b9", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "US_cancer_data <- read_csv(\"data/US_county_cancer_data.csv\") %>%\n", + " select(TARGET_deathRate, povertyPercent, PctPrivateCoverage, Geography)\n", + "\n", + "US_cancer_data$state <- sapply(strsplit(US_cancer_data$Geography, \", \"), \"[\", 2) \n", + " \n", + "head(US_cancer_data,3)\n", + "\n", + "str(US_cancer_data)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "9c76ac6fdc89c7f2efdfd535db216ac1", + "grade": false, + "grade_id": "cell-6dd23eb9cc946271", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "AC_cancer_data <- US_cancer_data %>%filter(state %in% c(\"California\", \"Alabama\"))%>% \n", + " droplevels()\n", + "\n", + "AC_cancer_data$state <- as.factor(AC_cancer_data$state)\n", + "\n", + "str(AC_cancer_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "1166f41345c04c37c24070f048da02d9", + "grade": false, + "grade_id": "cell-15aa0f5be3b0c198", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.0**\n", + "
{points: 1}\n", + "\n", + "Let's start by graphically compare the distributions and spread of mortality rates in both states. We will use side-by-side boxplots. The `ggplot()` object's name will be `TARGET_deathRate_boxplots`. \n", + "\n", + "> Note that function `stat_summary()` will be needed to add the average mortality rates in each state as points on top of 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": "6dba4c0105574c927bddc9a9efe34dde", + "grade": false, + "grade_id": "cell-71bef695d66fdf12", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "options(repr.plot.width = 15, repr.plot.height = 7) # Adjust these numbers so the plot looks good in your desktop.\n", + "\n", + "# TARGET_deathRate_boxplots <- ... %>%\n", + "# ggplot() +\n", + "# ...(aes(..., ..., fill = ...)) +\n", + "# theme(\n", + "# text = element_text(size = 18),\n", + "# plot.title = element_text(face = \"bold\"),\n", + "# axis.title = element_text(face = \"bold\")\n", + "# ) +\n", + "# ggtitle(...) +\n", + "# xlab(...) +\n", + "# ylab(...) +\n", + "# stat_summary(aes(..., ..., fill = ...),\n", + "# fun = ..., colour = \"yellow\", geom = \"point\",\n", + "# shape = 18, size = 5\n", + "# )\n", + "\n", + "# TARGET_deathRate_boxplots\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": "340e4b1068d8b4415dfc1bc471ca9c0d", + "grade": true, + "grade_id": "cell-0c392b9d7ff9ff85", + "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": "615df3592e7404bf81b7c904607e9935", + "grade": false, + "grade_id": "cell-04cf4b926da687d8", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "The side-by-side boxplots in `TARGET_deathRate_boxplots` show some differences in mortality rates between both states. Let's use data, and a linear regression to estimate the relationship between these variables and test this hypothesis!!\n", + "\n", + "#### How can we include a categorical variable in a mathematical equation??" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "fa12abf5a16f08e63f0ca34fcc18b84f", + "grade": false, + "grade_id": "cell-fdf0edc709accccf", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "Note that this is like having 2 LR in one:\n", + "\n", + "- For counties in Alabama, $X_i=0$, then $Y_i = \\beta_0 + \\beta_1 \\times 0 + \\varepsilon_i = \\beta_0 + \\varepsilon_i$\n", + "\n", + "\n", + "- For counties in California, $X_i=1$, then $Y_i = \\beta_0 + \\beta_1 \\times 1 + \\varepsilon_i = \\beta_0 + \\beta_1 + \\varepsilon_i$\n", + "\n", + "\n", + "Then,\n", + "\n", + "\n", + "- For counties in Alabama, $X_i=0$, $E[Y_i|X_i=0] = \\beta_0$\n", + "\n", + "\n", + "- For counties in California, $X_i=1$, $E[Y_i|X_i=1] = \\beta_0 + \\beta_1$\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "127e7711ca96dbff98505233a0b01045", + "grade": false, + "grade_id": "cell-6a6cfab503bd4bcd", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "### R Code\n", + "\n", + "R creates special numerical variables for you, called dummy variables, to include in the model if you indicate that the input variable (in our case `state`) is a *factor*!! For example, \n", + "\n", + "`AC_data_LR <- lm(TARGET_deathRate ~ state, data = AC_cancer_data)`\n", + "\n", + "If `state` is a factor, R creates a dummy variables to estimate the model:\n", + "\n", + "- `R` calls the dummy variable `stateCalifornia` (name of the variable followed by the level corresponding to 1)\n", + "\n", + "\n", + "- The reference level (dummy variable = 0, level \"left out\") is \"Alabama\", chosen alphabetically.\n", + "\n", + "#### Important: Note that there's not a *line* in this case!! We can still call it a \"linear regression\" because the model is a linear combination of variables! " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f54139b3e8d4304cf644235c138a0c16", + "grade": false, + "grade_id": "cell-7dd6ff8b03ac703f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.1**\n", + "
{points: 1}\n", + "\n", + "Using `AC_cancer_data`, use a LR to estimate the relation between `TARGET_deathRate` and `state` and assign it to the object `AC_data_LR`.\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": "41fd1c7de3e1cb997e160a488dc9452d", + "grade": false, + "grade_id": "cell-ac71cc4d1135a313", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# AC_data_LR <- ...(...,\n", + "# ...\n", + "# )\n", + "# AC_data_LR\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": "44c4da1df28d3bffa13ba40a0b65fa14", + "grade": true, + "grade_id": "cell-2b958124fea93936", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.1.0()\n", + "test_2.1.1()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "abe1288ccbdd0e93cdb009729ca55122", + "grade": false, + "grade_id": "cell-72a6a5135ffaaf3b", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.2**\n", + "
{points: 1}\n", + "\n", + "Find the estimated coefficients of `AC_data_LR` using `tidy()`. Report the estimated coefficients, their standard errors, and corresponding $p$-values. Include the corresponding asymptotic 95% confidence intervals. \n", + "\n", + "Store the results in the variable `AC_data_LR_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": "8eb80ee8655f56381e40572c45daf71a", + "grade": false, + "grade_id": "cell-9294e9ba8d1b9394", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# AC_data_LR_results <- ...(..., ...) %>% mutate_if(is.numeric, round, 2)\n", + "# AC_data_LR_results\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": "79c3ad1295454a0994b0e9076a32a108", + "grade": true, + "grade_id": "cell-57610c27ce370eb0", + "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": "818f99bbeaa22528c90b656d15a2ee23", + "grade": false, + "grade_id": "cell-349903d046e57131", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.3**\n", + "
{points: 1}\n", + "\n", + "Recall that we want to investigate if the expected mortality rates are statistically different between states. Hence, it will be necessary to perform a hypothesis testing on the regression coefficient corresponding to `state`. In plain words, the hypotheses ($H_0$ versus $H_1$) are the following:\n", + "\n", + "$$H_0: \\text{there is no difference in the expected mortality rates (means) between both states}$$\n", + "$$H_1: \\text{there is a difference in the expected mortality rates (means) between both states}$$\n", + "\n", + "What is the mathematical translation of these hypotheses?\n", + "\n", + "**A.** $H_0: \\beta_1 = 0$ vs. $H_1: \\beta_1 > 0$\n", + "\n", + "**B.** $H_0: \\beta_0 = 0$ vs. $H_1: \\beta_0 \\neq 0$\n", + "\n", + "**C.** $H_0: \\beta_0 = 0$ vs. $H_1: \\beta_0 > 0$\n", + "\n", + "**D.** $H_0: \\hat{\\beta}_1$ = 0 vs. $H_1: \\hat{\\beta}_1 \\neq 0$\n", + "\n", + "**E.** $H_0: \\hat{\\beta}_0$ = 0 vs. $H_1: \\hat{\\beta}_0 > 0$\n", + "\n", + "**F.** $H_0: \\beta_1 = 0$ vs. $H_1: \\beta_1 \\neq 0$\n", + "\n", + "*Assign your answer to an object called `answer2.3`. Your answer should be one of `\"A\"`, `\"B\"`, `\"C\"`, `\"D\"`, `\"E\"`, or `\"F\"` surrounded by quotes.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "42bf068382585eafc24c4ce06d1a89ee", + "grade": false, + "grade_id": "cell-8ca28d9fe6e21a19", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "outputs": [], + "source": [ + "# answer2.3 <- \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": "801772c34d7a663b885f2087c4725227", + "grade": true, + "grade_id": "cell-936e1a3537f9f0ab", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_2.3()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "a29162aabaa02e474358daaa2edc2d70", + "grade": false, + "grade_id": "cell-70ce39d223c56952", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.4**\n", + "
{points: 1}\n", + "\n", + "Using the corresponding $p$-value stored in `AC_data_LR_results` and a **significance level $\\alpha = 0.05$**, in plain words, what is the conclusion of the hypothesis test in **Question 2.3**?\n", + "\n", + "**A.** We fail to reject the null hypothesis; thus, there is no statistically significant difference in the mortality rates between states.\n", + "\n", + "**B.** We reject the alternative hypothesis; thus, there is no statistically significant difference in the average mortality rates between states.\n", + "\n", + "**C.** We reject the null hypothesis; thus, there is a statistically significant difference in the average mortality rates between states.\n", + "\n", + "*Assign your answer to an object called `answer2.4`. 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": "fa7fb29e168295ddd6199cdc43245fb9", + "grade": false, + "grade_id": "cell-171580d19801a8fc", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "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": "06287bcb963506e246ba2839953b5f89", + "grade": true, + "grade_id": "cell-838f7849134cd6fe", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_2.4()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "6e0eaa93ff7e38e4c22cd8f6e98cbc19", + "grade": false, + "grade_id": "cell-10025b2da2bab927", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "AC_data_LR_results" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "b81a657fb65d57d4ee6bd1912ea709f1", + "grade": false, + "grade_id": "cell-1e3ed8f6cfb8008d", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.5**\n", + "
{points: 1}\n", + "\n", + "\n", + "What is the correct interpretation of the estimated regression coefficient for the dummy variable `stateCalifornia`?\n", + "\n", + "**A.** The average mortality rate in California is 34.63 (cases/100,000) below that of Alabama.\n", + "\n", + "**B.** The average mortality rate in Alabama is 34.63 (cases/100,000) below that of California.\n", + "\n", + "**C.** The average mortality rate in California is 34.63 (cases/100,000).\n", + "\n", + "\n", + "*Assign your answers to the object `answer2.5` (it 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": "2a48c749cc415b3f260d61ec5ddf9b43", + "grade": false, + "grade_id": "cell-974569bc8b3b9f4d", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "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": "df1fdf1894f620e99884f01a0442fda6", + "grade": true, + "grade_id": "cell-689404c848bdbf57", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_2.5()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "d1c32793dee7c08ba41dc6752869172c", + "grade": false, + "grade_id": "cell-4a32c1f2fbee683c", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "### But wait: isn't this a 2-sample t-test??\n", + "\n", + "> run the following cell and discuss results with your neighbour." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "1a03dc7e28424c29ed98fc8bc8cf1915", + "grade": false, + "grade_id": "cell-00b0e2f481d93a54", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "t.test(TARGET_deathRate ~ state,AC_cancer_data,var.equal=T)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "7aba354105fe9d5ad06f2483504b3a26", + "grade": false, + "grade_id": "cell-6d25c79cd467ed7a", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### This is not a coincidence! `lm` is running the *same* *t*-test!!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f0f8a1a2f48194f6edc95b9b81832c93", + "grade": false, + "grade_id": "cell-ecc1ba485f634be7", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "### Categorical variable with more than 2 levels¶\n", + "\n", + "But what do we do if the categorical variable has more levels??!\n", + "\n", + "We need additional dummy variables! Dummy variables are comparisons to a *reference* level. Thus, we need more of these variables to compare all other levels with respect to the reference.\n", + "\n", + "Don't worry, R will create these variables (as long as the categorical variables is a factor)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "7833ed6d04f5c4a5dc0bee93ed8f8568", + "grade": false, + "grade_id": "cell-9f33651d68c60288", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "ACK_cancer_data <- US_cancer_data %>%filter(state %in% c(\"California\", \"Alabama\", \"Kansas\"))%>% \n", + " droplevels()\n", + "\n", + "ACK_cancer_data$state <- as.factor(ACK_cancer_data$state)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "77f3c01567a01774b8fc0a1206c3d494", + "grade": false, + "grade_id": "cell-d1b3a92b37895e76", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "ACK_data_LR <- tidy(lm(TARGET_deathRate ~ state,\n", + " data = ACK_cancer_data)) %>% mutate_if(is.numeric, round, 3)\n", + "ACK_data_LR" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "914c3e1abf7465af3536a2b0c9762757", + "grade": false, + "grade_id": "cell-afdd9961cbbef389", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### Categorical variables can be included in a LR using dummy variables\n", + "\n", + "Dummy variables:\n", + "\n", + "- R creates them for all factors in the model\n", + " \n", + " \n", + "- (by default) a reference level is chosen alphabetically \n", + " \n", + "\n", + "- levels of a categorical variable are compared to the reference level!! " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "0786121535bb4404e0b7975b7a76426e", + "grade": false, + "grade_id": "cell-85f6b5d9210bc0ab", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "# PART II" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "6c482153f69501853c05c64642125ea5", + "grade": false, + "grade_id": "cell-b0786b1179eeda7a", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## 3. MLR: additive model with one continuous and one categorical variable" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "fb60b9630053734a070a72db896bf56a", + "grade": false, + "grade_id": "cell-b4095171532c8b1f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 3.0**\n", + "
{points: 1}\n", + "\n", + "Use the data to estimate this additive model. Report the estimated coefficients, their standard errors, and corresponding $p$-values using `tidy()`. Include the corresponding asymptotic 95% confidence intervals. \n", + "\n", + "Store the results in the variable `MLR_state_poverty_add_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": "d096758ec617937c1e2325264875aefc", + "grade": false, + "grade_id": "cell-2946a12265647212", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# MLR_state_poverty_add <- ...(...,\n", + "# ...\n", + "# )\n", + "# MLR_state_poverty_add\n", + "\n", + "# MLR_state_poverty_add_results <- ...(..., ...) %>% mutate_if(is.numeric, round, 2)\n", + "# MLR_state_poverty_add_results\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": "8b0e71778b6718ad1cb938fa3f017253", + "grade": true, + "grade_id": "cell-be7150262eba4cb3", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_3.0()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "17eaa2f3392450732a5fe925ffe7c6c6", + "grade": false, + "grade_id": "cell-ce31044ed34aab3c", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### NOTE: there are 3 coefficients for 2 lines because the additive model assumes a *common* slope!!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "1d92b46244e484ad17cead8eeca110f4", + "grade": false, + "grade_id": "cell-1c26185c5851d59e", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 3.1**\n", + "
{points: 1}\n", + "\n", + "Using a **significance level $\\alpha = 0.10$**, and the results in `MLR_state_poverty_add_results`, which of the following interpretations is correct?\n", + "\n", + "**A.** On average, the mortality rate in California is statistically different from that in Alabama.\n", + "\n", + "**B.** On average, the mortality rate is statistically associated with poverty.\n", + "\n", + "**C.** The association between mortality and poverty differs per state.\n", + "\n", + "**D.** The expected mortality rate is the same in both states.\n", + "\n", + "*Assign your answers to the object `answer3.1`. Your answers have to be included in a single string indicating the correct options **in alphabetical order** and surrounded by quotes (e.g., `\"ABCD\"` indicates you are selecting the four options).*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "d87904f248c77f3abf90406ab304f08c", + "grade": false, + "grade_id": "cell-f85bb6f2a36d6aab", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "outputs": [], + "source": [ + "# answer3.1 <- \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": "78dd30a634893c32e6da2275f84b6559", + "grade": true, + "grade_id": "cell-4ec433c8a5e3feaf", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_3.1()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "329cc748aea31949bd9e0a2b25abd59f", + "grade": false, + "grade_id": "cell-b0cb1633a525c60a", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### **Question 3.2**\n", + "
{points: 1}\n", + "\n", + "Create a plot of the data (using `geom_point()`) along with the estimated regression lines coming from the additive regression model `MLR_state_poverty_add` (note that your plot should have two regression lines, one for each state). \n", + "\n", + "- You have to colour the points and regression lines by state. \n", + "\n", + "- Include a legend indicating what colour corresponds to each state with proper axis labels. \n", + "\n", + "The `ggplot()` object's name will be `MLR_state_poverty_add_plot`.\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": "bb5cde60f4f8e3957d09661012daa9b8", + "grade": false, + "grade_id": "cell-9e94dc68363dec56", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "outputs": [], + "source": [ + "# AC_cancer_data$pred_MLR_add <- predict(MLR_state_poverty_add) # Using predict() to create estimated regression lines.\n", + "\n", + "# MLR_state_poverty_add_plot <- ggplot(..., aes(\n", + "# ...,\n", + "# ...,\n", + "# color = ...\n", + "# )) +\n", + "# ...() +\n", + "# geom_line(aes(y = pred_MLR_add), size = 1) +\n", + "# labs(\n", + "# title = ...,\n", + "# x = ...,\n", + "# y = ...\n", + "# ) +\n", + "# theme(\n", + "# text = element_text(size = 16.5),\n", + "# plot.title = element_text(face = \"bold\"),\n", + "# axis.title = element_text(face = \"bold\"),\n", + "# legend.title = element_text(face = \"bold\"),\n", + "# ) +\n", + "# labs(color = \"State\")\n", + "# MLR_state_poverty_add_plot\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": "e375c513022d23794b13f662bccd9a6e", + "grade": true, + "grade_id": "cell-10b3b1d7e3b64d1d", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_3.2()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "e677f6b7da7320ddc557dea7bc6256e2", + "grade": false, + "grade_id": "cell-cef46ec1b084cec8", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### **Question 3.3**\n", + "
{points: 1}\n", + "\n", + "Looking at the plot in **Question 3.2** and the modelling framework in **Question 3.0**, what is the fundamental assumption we are making when using an additive MLR with a mixture of continuous and categorical explanatory variables?\n", + "\n", + "**A.** The regression lines for both states have different slopes relating poverty to average mortality.\n", + "\n", + "**B.** The regression lines for both states have the same slopes relating poverty to average mortality, but different intercepts.\n", + "\n", + "**C.** The regression lines for both states have different slopes and intercepts relating poverty to average mortality.\n", + "\n", + "*Assign your answer to the object `answer3.3`. 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": "3dbf3f5736cade464cc47fc198f89931", + "grade": false, + "grade_id": "cell-1ea882444c1027f8", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "outputs": [], + "source": [ + "# answer3.3 <- \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": "09e91abd7503ae1bfdf1dc159d1cc505", + "grade": true, + "grade_id": "cell-bc1ca9c4cb59a2ce", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_3.3()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "25aea8f83935551a36cf0914c00f88b3", + "grade": false, + "grade_id": "cell-a82b9b87faa8f123", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### An additive model with one continuous and one categorical input variable, has a common slope and different intercepts for each level of the categorical variable " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "bcb5f22681022c9c2781a2043827cf4d", + "grade": false, + "grade_id": "cell-c11b86226891397a", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## 4. MLR: interaction between a continuous and a categorical variable" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "77c1bc52999779cb0340c85a75a87590", + "grade": false, + "grade_id": "cell-a206cc5c30a9f053", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "Now, estimate another MLR model called `MLR_state_poverty_int` but this time we do not assume that the association between mortality and poverty is the same in both states. \n", + "\n", + "> In other words, there may exist an *interaction* between the input variables.\n", + "\n", + "#### If the relation changes by the levels of the categorical variable, we need to add interaction term(s)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "3fe0118630efdde19b1925abd8eadad5", + "grade": false, + "grade_id": "cell-facaf3cc65b6e0be", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### **Question 4.0**\n", + "
{points: 1}\n", + "\n", + "Use the data to estimate the new model with an interaction term. 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_state_poverty_int_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": "a90a4ffe2456eb0d50c33f4c59ba0741", + "grade": false, + "grade_id": "cell-e2dfc93d5dcc3940", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "outputs": [], + "source": [ + "# MLR_state_poverty_int <- ...(...,\n", + "# ...\n", + "# )\n", + "# MLR_state_poverty_int\n", + "\n", + "# MLR_state_poverty_int_results <- ...(..., ...) %>% mutate_if(is.numeric, round, 2)\n", + "# MLR_state_poverty_int_results\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": "228b99df5cc5cfb24c1d7f84acb0c5cb", + "grade": true, + "grade_id": "cell-981315043633b23f", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_4.0()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f0338e1b480abe86b19ae638864c898e", + "grade": false, + "grade_id": "cell-7db47d332e83d2b3", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### NOTE: there are now 4 coefficients for 2 lines because in the model with interactions we do *NOT* assume a common slope!!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "830b1705b3d2497ec90f92107feece33", + "grade": false, + "grade_id": "cell-fa10bf6e6ab8a06e", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 4.1**\n", + "
{points: 1}\n", + "\n", + "Using a **significance level $\\alpha = 0.10$**, and the results in `MLR_state_poverty_int_results`, which of the following interpretations is correct?\n", + "\n", + "**A.** Mortality rates in Alabama are low.\n", + "\n", + "**B.** The expected mortality rate does not differ by state.\n", + "\n", + "**C.** In California, the expected change in mortality as poverty increases is higher than in Alabama.\n", + "\n", + "**D.** In Alabama, the mortality rate is statistically associated with poverty.\n", + "\n", + "**E.** The association between mortality and poverty varies (significantly) between Alabama and California.\n", + "\n", + "**F.** The association between mortality and poverty is the same in Alabama and California.\n", + "\n", + "*Assign your answers to the object `answer4.1`. Your answers have to be included in a single string indicating the correct options **in alphabetical order** and surrounded by quotes (e.g., `\"ABCD\"` indicates you are selecting the four options).*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "0cf020e93aeac369e24222bf547a369b", + "grade": false, + "grade_id": "cell-3257b17772b64147", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "outputs": [], + "source": [ + "# answer4.1 <- \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": "a791437a1625a1bc330fd0b9add2de4b", + "grade": true, + "grade_id": "cell-466c41ec1c2daeac", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_4.1()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "a9b555d0b42b3865bb9da9dda7df55ce", + "grade": false, + "grade_id": "cell-fac6de579f7aac57", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 4.2**\n", + "
{points: 1}\n", + "\n", + "Create a plot of the data (using `geom_point()`) along with the estimated regression lines coming from the interaction regression model `MLR_state_poverty_int` (note that your plot should have two regression lines, oone for each state). \n", + "\n", + "- You have to colour the points and regression lines by state. \n", + "\n", + "- Include a legend indicating what colour corresponds to each state with proper axis labels. \n", + "\n", + "The `ggplot()` object's name will be `MLR_state_poverty_int_plot`.\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": "f426bb35088033c46452481156f37c10", + "grade": false, + "grade_id": "cell-c71a0651a14cbba4", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "outputs": [], + "source": [ + "# AC_cancer_data$pred_MLR_int <- predict(MLR_state_poverty_int) # Using predict() to create estimated regression lines.\n", + "\n", + "# MLR_state_poverty_int_plot <- ggplot(..., aes(\n", + "# ...,\n", + "# ...,\n", + "# color = ...\n", + "# )) +\n", + "# ...() +\n", + "# geom_line(aes(y = pred_MLR_int), size = 1) +\n", + "# labs(\n", + "# title = ...,\n", + "# x = ...,\n", + "# y = ...\n", + "# ) +\n", + "# theme(\n", + "# text = element_text(size = 16.5),\n", + "# plot.title = element_text(face = \"bold\"),\n", + "# axis.title = element_text(face = \"bold\"),\n", + "# legend.title = element_text(face = \"bold\"),\n", + "# ) +\n", + "# labs(color = \"State\")\n", + "# MLR_state_poverty_int_plot\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": "cd3ae67c54dad725f3eb6728c1a2fbf5", + "grade": true, + "grade_id": "cell-199f87e4053a4c6b", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_4.2()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "c5cc174bb15a24f3fa07b2ecb483ed65", + "grade": false, + "grade_id": "cell-a679b20a69c2f10c", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 4.3**\n", + "
{points: 1}\n", + "\n", + "Looking at the plot in **Question 4.2** and the modelling framework in **Question 4.0**, what is the fundamental assumption we are making when using an interaction MLR with a mixture of continuous and categorical explanatory variables?\n", + "\n", + "**A.** The regression lines for both states have the same slope relating poverty to average mortality, but different intercepts.\n", + "\n", + "**B.** The regression lines for both states have different slopes and intercepts relating poverty to average mortality.\n", + "\n", + "**C.** The regression lines for both states have different slopes relating poverty to average mortality, but same intercepts.\n", + "\n", + "*Assign your answer to the object `answer4.3`. 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": "45c6d0dc87f26b4b096c027433e1bec4", + "grade": false, + "grade_id": "cell-359584e444cfad09", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "outputs": [], + "source": [ + "# answer4.3 <- \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": "054209c4a1b3d1f80c5d4425829409c6", + "grade": true, + "grade_id": "cell-7d6e04742f94b20f", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_4.3()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "ea82cea1343d447245f6a95f0e1ba9e5", + "grade": false, + "grade_id": "cell-1976fe551cbd704a", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### If the relation between the continuous predictor and the response changes for each level of the categorical variable, we need to add interaction term(s). The model now has different slopes and different intercepts for each level of the categorical variable " + ] + } + ], + "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": "4.2.3" + }, + "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 +} From 123a7b75fdb4df9c0a33b6e9564c6a6e84713c80 Mon Sep 17 00:00:00 2001 From: gcohenfr Date: Mon, 25 Sep 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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!") +} + + + + +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!") +} + + +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_MC(answer1.0, LETTERS[1:3], '127a2ec00989b9f7faf671ed470be7f8') +} + +# + +# Question 1.1 + +test_1.1 <- function() { + check_MC(answer1.1, LETTERS[1:4], '127a2ec00989b9f7faf671ed470be7f8') +} + +# + +# Question 1.2 + +test_1.2 <- function() { + check_MC(answer1.2, LETTERS[1:2], '127a2ec00989b9f7faf671ed470be7f8') +} + +# + +# Question 1.3 + +test_1.3 <- function() { + check_MC(answer1.3, LETTERS[1:6], 'ddf100612805359cd81fdc5ce3b9fbba') +} + +# + +# Question 1.4 + +test_1.4.0 <- function() { + check_numeric_element(caschools_MLR_add$coefficients[1],1e4,"7d5fdc4b1617f1213563cf12b0be1c68") +} + +test_1.4.1 <- function() { + check_numeric_element(caschools_MLR_add$coefficients[2],1e4,"1cf3a32c120bd3f6faddc6ae470fd2b8") +} + +test_1.4.2 <- function() { + check_numeric_element(caschools_MLR_add$coefficients[3],1e4,"8873eb87d376c1c05700be1435ff22dc") +} + + +# + +# Question 1.5 + +test_1.5 <- function() { + check_plot(caschools_MLR_add_plot, + "income", + "GeomPoint" , + FALSE, + "3e2e4a08c44d0224de5b7e668c75ace3", + "d6af036ffbdd7ccfc34dc7862b0e50d3", + "13742f581e47f00fd8beeade76db838c", + TRUE) +} + +# + +# Question 1.6 + +test_1.6 <- function() { + check_DF(caschools_MLR_add_results, + c("term","estimate", "std.error", "statistic", "p.value", "conf.low", "conf.high"), + "11946e7a3ed5e1776e81c0f0ecd383d0", + c("estimate", "std.error", "statistic", "p.value", "conf.low", "conf.high"), + c(100, 100, 100, 100, 100, 100), + c("3f2caceee58bc5e5092ab875c8066a9b", + "d3c5ba4fef4e46e63e649dc573977aad", + "6e4a7f58d3c649fe8d8313435565c283", + "569ddf8dcb5af0cbc7177be6a8b9700d", + "fd34f0720893972017cb2261e9353fb2", + "ee86da303eb6b2854286c84802788768")) +} + +# + +# Question 1.7 + +# manual + +# + +# Question 1.8 + +test_1.8 <- function() { + check_MC(answer1.8, getPermutations(LETTERS[1:4]), "257ffd0fec52cbf9ff2dba41f66d6b26") +} + +# + +# Question 2.0 + +test_2.0 <- function() { + check_MC(answer2.0, LETTERS[1:6], 'd110f00cfb1b248e835137025804a23b') +} + +# + +# Question 2.1 + +test_2.1.0 <- function() { + check_numeric_element(caschools_MLR_int$coefficients[1], 1e4, "080bbbf3c10c028f53b1901022933269") +} +test_2.1.1 <- function() { + check_numeric_element(caschools_MLR_int$coefficients[2], 1e4, "6750c14599866d62ee03d881a88d4737") +} +test_2.1.2 <- function() { + check_numeric_element(caschools_MLR_int$coefficients[3], 1e4, "9c3c926f355b55c26682a59a66d621e3") +} +test_2.1.3 <- function() { + check_numeric_element(caschools_MLR_int$coefficients[4], 1e4, "491174b285abb2888e9e602eecfb6037") +} + + +# + +# Question 2.2 + +test_2.2 <- function() { + check_plot(caschools_MLR_int_plot, + "income", + "GeomPoint", + FALSE, + "3e2e4a08c44d0224de5b7e668c75ace3", + "d6af036ffbdd7ccfc34dc7862b0e50d3", + "13742f581e47f00fd8beeade76db838c", + TRUE) +} + +# + +# Question 2.3 + +test_2.3 <- function() { + check_DF(caschools_MLR_int_results, + c("term","estimate", "std.error", "statistic", "p.value", "conf.low", "conf.high"), + "234a2a5581872457b9fe1187d1616b13", + c("estimate", "std.error", "statistic", "p.value", "conf.low", "conf.high"), + c(100, 100, 100, 100, 100, 100), + c("8adf1c6033759946124174b1ffecc9d1", + "2109c9c0db840505d06b32da37f3261e", + "6f11355413a4aa7c96bf7412868a7e7f", + "242f3fe311473815db79235ff6708bde", + "ec9d7c4ea6c09c65a368c4865e500886", + "8fcc24b94746de0d011202126d17c4e0")) +} + +# + +# Question 2.4 + +test_2.4 <- function() { + check_MC(answer2.4, getPermutations(LETTERS[1:5]), '8310e591706d1e38cdbfd4e26f17a274') +} + +# + +# Question 2.5 + +# manual + +# + +# Quesiton 2.6 + + +test_2.6.0 <- function() { + check_DF(caschools_SLR_kk06_results, + c("term","estimate", "std.error", "statistic", "p.value"), + "c01f179e4b57ab8bd9de309e6d576c48", + c("estimate", "std.error", "statistic", "p.value"), + c(100, 100, 100, 100), + c("82798d4574cf47d5cb838e4aca470ed8", + "9a1e47f252c2f2aa62cab1323c75885b", + "878fe51e9e4a668776d114d06fd00cc9", + "1473d70e5646a26de3c52aa1abd85b1f")) +} + + + +test_2.6.1 <- function() { + check_DF(caschools_SLR_kk08_results, + c("term","estimate", "std.error", "statistic", "p.value"), + "c01f179e4b57ab8bd9de309e6d576c48", + c("estimate", "std.error", "statistic", "p.value"), + c(100, 100, 100, 100), + c("8adf1c6033759946124174b1ffecc9d1", + "525d73b4c5528794642ceb4dd9f987c2", + "eda26e24431618557efc7037b20d0568", + "1473d70e5646a26de3c52aa1abd85b1f")) +} + + +test_2.6.2 <- function() { + check_DF(caschools_MLR_int_results, + c("term","estimate", "std.error", "statistic", "p.value", "conf.low", "conf.high"), + "234a2a5581872457b9fe1187d1616b13", + c("estimate", "std.error", "statistic", "p.value", "conf.low", "conf.high"), + c(100, 100, 100, 100, 100, 100), + c("8adf1c6033759946124174b1ffecc9d1", + "2109c9c0db840505d06b32da37f3261e", + "6f11355413a4aa7c96bf7412868a7e7f", + "242f3fe311473815db79235ff6708bde", + "ec9d7c4ea6c09c65a368c4865e500886", + "8fcc24b94746de0d011202126d17c4e0")) +} + +# + +# Question 2.7 + +# manual diff --git a/materials/tutorial_04/tutorial_04.ipynb b/materials/tutorial_04/tutorial_04.ipynb new file mode 100644 index 0000000..3474963 --- /dev/null +++ b/materials/tutorial_04/tutorial_04.ipynb @@ -0,0 +1,1611 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f97f65e4d6b4c1d4d999d0c2ae225fc5", + "grade": false, + "grade_id": "cell-f1e1d845873036f4", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "# Tutorial 4: MLR with different types of input variables" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "1c57f899f006691c0cb0f40be06bb51e", + "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 that could be answered by a multiple linear regression.\n", + "2. Interpret the coefficients and $p$-values of different types of input variables, including categorical input variables.\n", + "3. Define interactions in the context of linear regression.\n", + "4. Write a computer script to perform linear regression when input variables are continuous or discrete, and when there are interactions between some of these variables." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "7fc505b9da3ba24a646a8a35b69f517d", + "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(AER)\n", + "source(\"tests_tutorial_04.R\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "ef63ebcfe8716aad38a2bf893e613b02", + "grade": false, + "grade_id": "cell-9be71f65643c5906", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## The data\n", + "\n", + "In this tutorial, we will continue using the `CASchools` real world dataset from 420 K-6 and K-8 districts in California. The California School data set comes with an R package called `AER`, an acronym for Applied Econometrics with R (by Christian Kleiber & Zeileis, 2017). \n", + "\n", + "The dataset contains data on test performance, school characteristics and student demographic backgrounds for school districts in California. Among many variables available we will use the following:\n", + "\n", + "- `grades`: factor indicating grade span of district.\n", + "\n", + "- `income`: District average income (in USD 1,000).\n", + "\n", + "- `english`: Percent of English learners.\n", + "\n", + "- `read`: Average reading score.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "e46acff06f2da23622a95dcad738046c", + "grade": false, + "grade_id": "cell-751a3a4db77146a7", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#run this cell\n", + "\n", + "data(CASchools)\n", + "\n", + "caschools <- CASchools %>%\n", + " select(grades, income, english, read) %>%\n", + " mutate_if(is.numeric, round, 2)\n", + "\n", + "head(caschools)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "491d42046529205e254c52113200e55a", + "grade": false, + "grade_id": "cell-3dfb99accf2154a8", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### Important: Note that if the categorical variable is not a factor, `lm` won't create a dummy variable!! \n", + "\n", + "> Make sure that categorical variables in your model are factors. If they are not, then **set them as factors**!!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f058fbba73a9a4936f333e50270d5d74", + "grade": false, + "grade_id": "cell-a7382e79e72c9703", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## 1. MLR: additive\n", + "\n", + "As discussed in the lecture, R will create dummy variables to include categorical variables in the model. In this example, `grades` is a categorical variable with 2 levels. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "9367815b59f44875ddc3b3cedffd41a2", + "grade": false, + "grade_id": "cell-18576173209dcbfe", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.0**\n", + "
{points: 1}\n", + "\n", + "Since the input variable `grades` is a discrete and nominal variable with 2 levels, KK-06 and KK-08. Since this variable is a factor in the dataset, `lm` selects one level as a baseline to create a dummy variable. Which level of `grades` is selected, by default, as a baseline?\n", + "\n", + "**A.** `KK-06`\n", + "\n", + "**B.** `KK-08`\n", + "\n", + "*Assign your answer to an object called `answer1.0`. 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": "cd4bd2ff4058b85570033044f5e731a9", + "grade": false, + "grade_id": "cell-f073f90a4398375f", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# answer1.0 <- ...\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": "d6f3723f0f8ef72f8cbfa6906e42b426", + "grade": true, + "grade_id": "cell-b6ce784a5466648d", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.0()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "dc00d710ccdb843088fd0cd32e7120bc", + "grade": false, + "grade_id": "cell-3e16a0eb1d1251a6", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.1**\n", + "
{points: 1}\n", + "\n", + "How many dummy variables does `lm` create to fit a linear regression with the categorical variable `grades`?\n", + "\n", + "**A.** 1\n", + "\n", + "**B.** 2\n", + "\n", + "**C.** 3\n", + "\n", + "**D.** 4\n", + "\n", + "*Assign your answer to an object called `answer1.1`. 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": "c3a74807a9fd10b0a98bf7040df5d7ca", + "grade": false, + "grade_id": "cell-49fd43204dbbbe64", + "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": "aab29ab12d9f21578b4e0bb9fb243b26", + "grade": true, + "grade_id": "cell-8a6966bb42e5995c", + "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": "accc4ebe5b88ec809ed324f02192458c", + "grade": false, + "grade_id": "cell-75a9578496bd6d9c", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.2**\n", + "
{points: 1}\n", + "\n", + "In the previous tutorial, you used a simple linear regression (SLR) to study the relation between `read` and `income`, on average for all type of schools. Suppose you want to examine if there is any difference in this relation depending on the grade span of the school (i.e.,KK-06 vs KK-08). \n", + "\n", + "If for all types of school (i.e., for all levels of `grades`) you expect the same change in reading score per unit change in the average income, which MLR will you fit in `R` using the `lm` function?\n", + "\n", + "**A.** `lm(read ~ income + grades, data = caschools)`\n", + "\n", + "**B.** `lm(read ~ income * grades, data = caschools)`\n", + "\n", + "*Assign your answer to an object called `answer1.2`. 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": "e97fed2fc79c181b9447e6caafaa4b18", + "grade": false, + "grade_id": "cell-f6b2d0e8025cf80e", + "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": "d810fcc6f81a8afc5987ec10316adfb0", + "grade": true, + "grade_id": "cell-645245eaf0a415b6", + "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": "12af6ed36232289caa83e3518b468b98", + "grade": false, + "grade_id": "cell-37a0395078a18c50", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.3**\n", + "
{points: 1}\n", + "\n", + "Which of the following descriptions will best describe a visualization of the MLR considered in **Question 1.2**? \n", + "\n", + "**A.** one line through a cloud of data points\n", + "\n", + "**B.** two lines with equal slopes but different intercepts\n", + "\n", + "**C.** two lines with different slopes and different intercepts\n", + "\n", + "**D.** a smooth concave curve through a cloud of data points\n", + "\n", + "**E.** two boxplots for different levels of `grades`\n", + "\n", + "*Assign your answer to an object called `answer1.3`. Your answer should be one of `\"A\"`, `\"B\"`, `\"C\"`, `\"D\"`, or `\"E\"` surrounded by quotes.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "a44f499620bcd84405a2c6bd2a8a9d73", + "grade": false, + "grade_id": "cell-fd274734aed6b6c7", + "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": "35393769c0469b8c86febb09350aee54", + "grade": true, + "grade_id": "cell-905c24ed72606cd0", + "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": "b0960d461c3ee4f2a8374e801249aa6e", + "grade": false, + "grade_id": "cell-e905a3e604e8750e", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.4**\n", + "
{points: 1}\n", + "\n", + "Using `caschools`, estimate the MLR proposed in **Question 1.2** and called it `caschools_MLR_add`.\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": "50c8eb2ff60b12ebb21f9c86ca8d4190", + "grade": false, + "grade_id": "cell-537a5de8c45b73fd", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# caschools_MLR_add <- ...(...,\n", + "# ...\n", + "# )\n", + "# caschools_MLR_add\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": "1024a6c0ac471806ff34ea856ddcbc0a", + "grade": true, + "grade_id": "cell-c955967bb20ade73", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_1.4.0()\n", + "test_1.4.1()\n", + "test_1.4.2()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "1b032d1a200038ebfb0c9418863f77a5", + "grade": false, + "grade_id": "cell-8a3de76c80df5397", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.5**\n", + "
{points: 1}\n", + "\n", + "Create a plot of the data in `caschools` (using `geom_point()`) along with the estimated regression lines coming from the additive regression model `caschools_MLR_add`. Use different colours for the points and regression lines of each type of school (levels of `grades`). Include a legend indicating what colour corresponds to each level with proper axis labels. The `ggplot()` object's name will be `caschools_MLR_add_plot`.\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": "3a291e10325632cc6dbe54e29fbd0a5b", + "grade": false, + "grade_id": "cell-9dcae296b8566967", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "options(repr.plot.width = 15, repr.plot.height = 7) # Adjust these numbers so the plot looks good in your desktop.\n", + "\n", + "# caschools$pred_MLR_Add <- predict(caschools_MLR_add) # Using predict() to create estimated regression lines.\n", + "\n", + "# caschools_MLR_add_plot <- ggplot(..., aes(\n", + "# ...,\n", + "# ...,\n", + "# color = ...\n", + "# )) +\n", + "# ...() +\n", + "# geom_line(aes(y = pred_MLR_Add), size = 1) +\n", + "# labs(\n", + "# title = ...,\n", + "# x = ...,\n", + "# y = ...\n", + "# ) +\n", + "# theme(\n", + "# text = element_text(size = 16.5),\n", + "# plot.title = element_text(face = \"bold\"),\n", + "# axis.title = element_text(face = \"bold\"),\n", + "# legend.title = element_text(face = \"bold\"),\n", + "# ) +\n", + "# labs(color = \"grades\")\n", + "# caschools_MLR_add_plot\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": "125d765392989a6f948357a6cc048d01", + "grade": true, + "grade_id": "cell-60b4784943979e31", + "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": "806f32d510d22cb6fee3cde12b870e5f", + "grade": false, + "grade_id": "cell-5a6b3d5e566adacc", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.6**\n", + "
{points: 1}\n", + "\n", + "Find the estimated coefficients of `caschools_MLR_add` using `tidy()`. Report the estimated coefficients, their standard errors and corresponding $p$-values. Include the corresponding asymptotic **90% confidence intervals**. Store the results in the variable `caschools_MLR_add_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": "d35aa6dc891e12999af8ebac83a3f01d", + "grade": false, + "grade_id": "cell-253df594cc213305", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# caschools_MLR_add_results <- ...(..., ..., ....) %>% mutate_if(is.numeric, round, 2)\n", + "# caschools_MLR_add_results\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": "182cc3fee5a4319bbefb8dee3139a641", + "grade": true, + "grade_id": "cell-2e20842d0ef2e18c", + "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": "99fa41618949973ba0ef9a3898cfcdac", + "grade": false, + "grade_id": "cell-045d79b6d3e4e227", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.7**\n", + "
{points: 1}\n", + "\n", + "Using the results in `caschools_MLR_add_results` from **Question 1.6**, how would you interpret the estimated coefficient of the continuous variable `income` ?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "885cf006afa42b04df3d244c08372d30", + "grade": true, + "grade_id": "cell-c4f0c10f52097476", + "locked": false, + "points": 1, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "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": "29524df0c431f38b0c86393221e632ae", + "grade": false, + "grade_id": "cell-2c547503213abacd", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.8**\n", + "
{points: 1}\n", + "\n", + "Using a **significance level $\\alpha = 0.10$**, which of the following claims are correct?\n", + "\n", + "\n", + "**A.** for any average income, the expected reading score is the same for schools with KK-06 and schools with KK-08 grades. \n", + "\n", + "**B.** there is enough evidence to reject the hypothesis that, for any average income, the expected reading score is the same for schools with KK-06 and schools with KK-08 grades.\n", + "\n", + "**C.** for any type of school, the change in `read` per unit change in `income` is statistically significant.\n", + "\n", + "**D.** there is enough evidence to believe that the association between `income` and `read` varies depending on the grade span of the school.\n", + "\n", + "\n", + "*Assign your answers to the object `answer1.8`. Your answers have to be included in a single string indicating the correct options **in alphabetical order** and surrounded by quotes (e.g., `\"ABCD\"` indicates you are selecting the four options).*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "e77708faa194004e77f8a89d1d0fa38c", + "grade": false, + "grade_id": "cell-7ded1cd632f3869e", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "outputs": [], + "source": [ + "# answer1.8 <- \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": "041fdc33a657af0a6e2e3f9dbd1d9fb7", + "grade": true, + "grade_id": "cell-51e7b8a61bab24c9", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_1.8()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "66e67b9204bf0f10fb51ab869301f118", + "grade": false, + "grade_id": "cell-e9994b034ba662aa", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "**Question 1.9**\n", + "
{points: 1}\n", + "\n", + "In one or two sentence explain what \"statistically significant\" mean in the following sentence and how it is different from \"practical significant\".\n", + "\n", + "> \"for any type of school, the change in `read` per unit change in `income` is statistically significant\"\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "a810e419b66aa68785aac7a6f64b97e0", + "grade": true, + "grade_id": "cell-66c583a8d25d2564", + "locked": false, + "points": 1, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "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": "2a9dc9062fbfdf7e4d6b107eacc71562", + "grade": false, + "grade_id": "cell-873ce5c231e18f2c", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "## 2. MLR: with interactions\n", + "\n", + "In this section we will explore if the relation between `read` and `income` is the same for all types of schools. We can do this using **interactions** between the input variables!\n", + "\n", + "> **Note** that interactions can be used, in general, when the relation between an input and the response depends on another input variable (not necessarily categorical!)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "4fa6f32f5ed0f62df4758f88422b5fcd", + "grade": false, + "grade_id": "cell-004da4c289bb7b52", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.0**\n", + "
{points: 1}\n", + "\n", + "We can use `lm` to fit the MLR with interactions between the continuous variable `income` and the categorical variable `grades` (with 2 levels) defined above.\n", + "\n", + "How many regression coefficients will be estimated by `lm`?\n", + "\n", + "**A.** 1\n", + "\n", + "**B.** 2\n", + "\n", + "**C.** 3\n", + "\n", + "**D.** 4\n", + "\n", + "\n", + "*Assign your answer to an object called `answer2.0`. Your answer should be one of `\"A\"`, `\"B\"`, `\"C\"`, `\"D\"`, `\"E\"`, or `\"F\"` surrounded by quotes.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "c879ea7b9e4c78544e35bad40039dbff", + "grade": false, + "grade_id": "cell-598588b1701bd38d", + "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": "7392fce520cd1b366107f36865b48507", + "grade": true, + "grade_id": "cell-632b241ba713f5aa", + "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": "38550478a20bfdac1e3007e1eeaa8707", + "grade": false, + "grade_id": "cell-d67f4a30fbd6b249", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.1**\n", + "
{points: 1}\n", + "\n", + "Using `caschools`, estimate the MLR with interaction described above and called it `caschools_MLR_int`.\n", + "\n", + "> **Hint:** Interaction terms can be easily specified in `lm()` using the notation `*`.\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": "3f7cd83f01098924b263228b29661d5e", + "grade": false, + "grade_id": "cell-d99a7bc9a1759fac", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# caschools_MLR_int <- ...(...,\n", + "# ...\n", + "# )\n", + "# caschools_MLR_int\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": "2fdb37752dd73b167cb7c10e09747df9", + "grade": true, + "grade_id": "cell-a2d3def81c3ee729", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.1.0()\n", + "test_2.1.1()\n", + "test_2.1.2()\n", + "test_2.1.3()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "cf9923865860d6e214047d8d307a97e2", + "grade": false, + "grade_id": "cell-1fc6d7f5ba4c6352", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.2**\n", + "
{points: 1}\n", + "\n", + "Create a plot of the data in `caschools` (using `geom_point()`) along with the estimated regression lines coming from the interaction regression model `caschools_MLR_int` (note that your plot should have two regression lines, one for each `grades`). Use different colours for the points and regression lines of each type of school (levels of `grades`). Include a legend indicating what colour corresponds to each level with proper axis labels. The `ggplot()` object's name will be `caschools_MLR_int_plot`.\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": "f174d5a9cf49023348e6d142454b81c4", + "grade": false, + "grade_id": "cell-0264d31dfcee946e", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# caschools$pred_MLR_int <- predict(caschools_MLR_int) # Using predict() to create estimated regression lines.\n", + "\n", + "# caschools_MLR_int_plot <- ggplot(..., aes(\n", + "# ...,\n", + "# ...,\n", + "# color = ...\n", + "# )) +\n", + "# ...() +\n", + "# geom_line(aes(y = pred_MLR_int), size = 1) +\n", + "# labs(\n", + "# title = ...,\n", + "# x = ...,\n", + "# y = ...\n", + "# ) +\n", + "# theme(\n", + "# text = element_text(size = 16.5),\n", + "# plot.title = element_text(face = \"bold\"),\n", + "# axis.title = element_text(face = \"bold\"),\n", + "# legend.title = element_text(face = \"bold\"),\n", + "# ) +\n", + "# labs(color = \"grades\")\n", + "# caschools_MLR_int_plot\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": "a0895f6f2f13d7ce6a6805aa3ca750a7", + "grade": true, + "grade_id": "cell-1de4883ebac641a7", + "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": "766e5717f264eef3dd6af79a62b04deb", + "grade": false, + "grade_id": "cell-e850e2f516d793c9", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.3**\n", + "
{points: 1}\n", + "\n", + "Find the estimated coefficients of `caschools_MLR_int` using `tidy()`. Report the estimated coefficients, their standard errors and corresponding $p$-values. Include the corresponding asymptotic 90% confidence intervals. Store the results in the variable `caschools_MLR_int_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": "41ef5655a7cbfe3e5ae00bdddcae0a2a", + "grade": false, + "grade_id": "cell-b8a3711ac0aa9e78", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# caschools_MLR_int_results <- ...(..., ..., ....) %>% mutate_if(is.numeric, round, 2)\n", + "# caschools_MLR_int_results\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": "243d015f2afebda5db3917619f72d6fd", + "grade": true, + "grade_id": "cell-db1c5162e30c84bd", + "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": "08d7282803f182d6211ed4dbf302b04c", + "grade": false, + "grade_id": "cell-3867f871a7af4b28", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.4**\n", + "
{points: 1}\n", + "\n", + "Using a **significance level $\\alpha = 0.10$**, which of the following claims are correct?\n", + "\n", + "\n", + "**A.** There is enough evidence to reject the hypothesis that, for any average income, the expected reading score is the same for schools with KK-06 and schools with KK-08 grades.\n", + "\n", + "**B.** For any type of school, the change in `read` per unit change in `income` is statistically significant.\n", + "\n", + "**C.** There is enough evidence to reject the hypothesis that the change in `read` per unit change in `income` is the same for schools with KK-06 and schools with KK-08 grades.\n", + "\n", + "**D.** There is not enough evidence to reject the hypothesis that the change in `read` per unit change in `income` is the same for schools with KK-06 and schools with KK-08 grades.\n", + "\n", + "**E.** For schools with KK-06 grade span, the change in `read` per unit change in `income` is statistically significant.\n", + "\n", + "*Assign your answers to the object `answer2.4`. Your answers have to be included in a single string indicating the correct options **in alphabetical order** and surrounded by quotes (e.g., `\"ABCDEFG\"` indicates you are selecting the seven options).*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "feef0f6cf6e41f07ab507be043fcd7fa", + "grade": false, + "grade_id": "cell-8040936e931b0c26", + "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": "3e0e9dc82c3cc0b9ec220187142156a4", + "grade": true, + "grade_id": "cell-1873e4d29d602968", + "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": "3f41bec2efe1206490c1b9db22847a4e", + "grade": false, + "grade_id": "cell-a4830b2233d003de", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.5**\n", + "
{points: 1}\n", + "\n", + "A common practice is not to interpret coefficients that are not statistically significant, since what you observe is not significantly different from 0 and reflects just noise in the data. Alternatively, you can provide an interpretation but with the caveat that the result is not statistically significant. \n", + "\n", + "Following the second approach, what would be a correct interpretation of estimated coefficient of the interaction term `income:gradesKK-08` from `caschools_MLR_int_results` in **Question 2.3**? (remember to comment on the significance of the result)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "af5ae4b1617c5eb5fa76f953cc7fc90d", + "grade": true, + "grade_id": "cell-94b5d3fd08f12a3f", + "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": "fec03cccfbc7e114c21bfd7fceaf1439", + "grade": false, + "grade_id": "cell-ad8a6bbdaf066526", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.6**\n", + "
{points: 1}\n", + "\n", + "Fit the following 3 models as indicated:\n", + "\n", + "**A.** a SLR with `read` as the response and `income` as the *only* input variable using only KK-06 schools in `caschools`. Use `tidy` to get estimated parameters and standard errors. Call the results `caschools_SLR_kk06_results`\n", + "\n", + "**B.** a SLR with `read` as the response and `income` as the *only* input variable using only KK-08 schools in `caschools`. Use `tidy` to get estimated parameters and standard errors. Call the results `caschools_SLR_kk08_results`\n", + "\n", + "**C.** a MLR with `read` as the response and `income` and `grades` as input variables, *including their interaction*, using `caschools`. Note that you already have the estimated parameters and standard errors in `caschools_MLR_int_results`. Uncomment the line to get the results again here.\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": "0162042f6abfbd87251fe0c24ba68add", + "grade": false, + "grade_id": "cell-6e18beb71a4fb71f", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# caschools_SLR_kk06_results <- tidy(lm(... ~ ... , \n", + "# data= subset(...,... == ...))) %>% mutate_if(is.numeric, round, 2)\n", + "# caschools_SLR_kk06_results\n", + "\n", + "# caschools_SLR_kk08_results <- tidy(lm(... ~ ... , \n", + "# data= subset(...,... == ...))) %>% mutate_if(is.numeric, round, 2)\n", + "# caschools_SLR_kk08_results\n", + "\n", + "# caschools_MLR_int_results\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": "3588b0c0ddca3eaaa2cfe7eb68472928", + "grade": true, + "grade_id": "cell-7211318468890365", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "test_2.6.0()\n", + "test_2.6.1()\n", + "test_2.6.2()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "7607e9621ddc4c26db6df310297f81dc", + "grade": false, + "grade_id": "cell-22795bb3ed88a300", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.7**\n", + "
{points: 1}\n", + "\n", + "**2.7.0** Using the results from `caschools_SLR_kk06_results` and `caschools_MLR_int_results` in **Question 2.6**, explain why the estimated coefficients of `income` are the same in both models\n", + "\n", + "**2.7.1** Using the results from `caschools_SLR_kk08_results` and `caschools_MLR_int_results` in **Question 2.6**, explain why the estimated coefficients of `income` are *not* the same in both models. \n", + "\n", + "**2.7.2** Explain why the estimated coefficients of `income` in `caschools_SLR_kk08_results` is *not* the same as that of `income:gradesKK-08` in `caschools_MLR_int_results` using the results from **Question 2.6**." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "8c6973a0f022fe93f2585f89c5365adb", + "grade": true, + "grade_id": "cell-1bc7a024f2ac0de4", + "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": "4.2.3" + }, + "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 +} From 4421bc1c6f5f48be464c92081c7cde51f1d165a7 Mon Sep 17 00:00:00 2001 From: gcohenfr Date: Thu, 28 Sep 2023 09:48:46 -0700 Subject: [PATCH 3/8] test correction --- materials/tutorial_04/tests_tutorial_04.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/materials/tutorial_04/tests_tutorial_04.R b/materials/tutorial_04/tests_tutorial_04.R index 5d6c559..bb524b2 100644 --- a/materials/tutorial_04/tests_tutorial_04.R +++ b/materials/tutorial_04/tests_tutorial_04.R @@ -295,7 +295,7 @@ test_1.6 <- function() { # Question 1.8 test_1.8 <- function() { - check_MC(answer1.8, getPermutations(LETTERS[1:4]), "257ffd0fec52cbf9ff2dba41f66d6b26") + check_MC(answer1.8, getPermutations(LETTERS[1:4]), "6e7a8c1c098e8817e3df3fd1b21149d1") } # + From a363ed8555682f3f861b51125ab81878836d131a Mon Sep 17 00:00:00 2001 From: gcohenfr Date: Tue, 3 Oct 2023 01:20:15 -0700 Subject: [PATCH 4/8] w05 release --- materials/worksheet_05/tests_worksheet_05.R | 538 +++++ materials/worksheet_05/worksheet_05.ipynb | 2213 +++++++++++++++++++ 2 files changed, 2751 insertions(+) create mode 100644 materials/worksheet_05/tests_worksheet_05.R create mode 100644 materials/worksheet_05/worksheet_05.ipynb diff --git a/materials/worksheet_05/tests_worksheet_05.R b/materials/worksheet_05/tests_worksheet_05.R new file mode 100644 index 0000000..1c36f9f --- /dev/null +++ b/materials/worksheet_05/tests_worksheet_05.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_05/worksheet_05.ipynb b/materials/worksheet_05/worksheet_05.ipynb new file mode 100644 index 0000000..56638b8 --- /dev/null +++ b/materials/worksheet_05/worksheet_05.ipynb @@ -0,0 +1,2213 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "842fedd16ebb5ee8bf1beee6610a28b3", + "grade": false, + "grade_id": "cell-f1e1d845873036f4", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "# Worksheet 5: Model Asssumptions and Causality" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "e7042787fe9861997a04e4663207d6ba", + "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 modeling.\n", + "2. Write a computer script to assess whether heteroscedasticity 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 modeling.\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 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": "b3f67dde851be371b452a3d83c399715", + "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_05.R\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "5e465c8d7d447a0c0e2f8ae44aea6854", + "grade": false, + "grade_id": "cell-a7afce7a95d0bf98", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "# PART I" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "350e03c690b2e3fee0d6bb1ca60fe5aa", + "grade": false, + "grade_id": "cell-fa599c4dd2ab0c31", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## Model Assumptions\n", + "\n", + "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 in 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": "e8f99a564d87c7f7b2bc3fbb6d937471", + "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": "6c411b1409ad7655b3c9291f1edc8de2", + "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 test of hypotheses 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": "5c5f63046264e5e2d3910c8f1f018221", + "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 a linear regression, multicollinearity refers to the correlation between each input variable with 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": "2245140e9709d6efa6f5a9f842dc7dd5", + "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 a 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": "ec363abb045f81d519817f505d2df230", + "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 estimates 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": "cd78ee589fd005aaebd3ac9d6693c932", + "grade": false, + "grade_id": "cell-f0cfb1b73cd006ea", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## 2. Violations of model assuptions\n", + "\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 control 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": "a9fa18cfeeec388568431b675250b530", + "grade": false, + "grade_id": "cell-f83f4cfc44d53d11", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "### Bechmark model" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "41e7d9221d33d96747036132c380a6f6", + "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 *fullfills 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\" and \"B\" (with equal probabilty).\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": "d1488dc46acdd3e02a7a68ac8036bce8", + "grade": false, + "grade_id": "cell-5005e2d15ce1ed92", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "sample_size <- 1000\n", + "\n", + "set.seed(123) # DO NOT CHANGE!\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", + "# )\n", + "# sample_model_1$y <- ... + 8 * sample_model_1$x_1 + 5 * ifelse(sample_model_1$x_2 == \"B\", 1, 0) +\n", + "# rnorm(n = ..., mean = ..., sd = ...)\n", + "# head(sample_model_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": "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": "b2525dbb6b25c14ae9a15237dcd4948a", + "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` to estimate the regression parameters $\\beta_0$, $\\beta_1$, and $\\beta_2$ and elements to make inference using hypothesis tests. Use the functions `lm()` and assign the results to the object `model_1`.\n", + "\n", + "Obtain the estimated coefficients, their standard errors, corresponding $p$-values, $95\\%$ 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": "1a107e81a5296f31f09d845b195a476c", + "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 <- ...(..., ...) %>% mutate_if(is.numeric, round, 2)\n", + "# model_1_results\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": "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": "13091a266db20f255c6631b80b5a08f0", + "grade": false, + "grade_id": "cell-453527ccc61f4adf", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### 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 95% confidence intervals contain the true parameters that we've used to generate the data.\n", + "\n", + "> **Heads up**: in general, we don't know the true parameters to make this type of assessment.\n", + "\n", + "> **Heads up**: 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": "6e7c8936c8384dcb0943c1fc35732cc4", + "grade": false, + "grade_id": "cell-9939f20b71f46f90", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "### 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": "7b2334491dfdae31f89c5f64c38d921a", + "grade": false, + "grade_id": "cell-774140056a754948", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.2**\n", + "
{points: 1}\n", + "\n", + "We generate a sample of size $n = 1000$ from a data generating process with the following characteristics:\n", + "\n", + "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 $\\varepsilon_i \\sim \\mathcal{N}(0, \\sigma_i^2 = (X_{i1})^4)$. The variables $X_{i1}$ and $X_{i2}$ are generated as in **Question 2.0**.\n", + "\n", + "> **There is 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": "ed5ad181a17f99aca2b7710580322f17", + "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", + "\n", + "# sample_model_2 <- tibble(\n", + "# x_1 = runif(n = ..., ..., ...),\n", + "# x_2 = factor(rbinom(n = ..., size = ..., prob = ...), labels=c(\"A\", \"B\"))\n", + "# )\n", + "# sample_model_2$y <- ... + ... * sample_model_2$... + 5 * ifelse(sample_model_2$... == \"B\", 1, 0) +\n", + "# rnorm(n = ..., mean = ..., sd = (sample_model_2$...)^2)\n", + "# head(sample_model_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": "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": "dc6b7942be3da1ad1741fe92a3235377", + "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 inference 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": "9b34cd68e9b37b1aa21937edc476568d", + "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 <- ...(..., ...) %>% mutate_if(is.numeric, round, 2)\n", + "# model_2_results\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": "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": "f6bd6d476ffdd74e0d048a895784e086", + "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. What 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": "bcb3ec24c0efbe6d64d4b5038b93f355", + "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, + "nbgrader": { + "cell_type": "code", + "checksum": "cb42e1f5ccb5e1f8dc6331ebe90c0f2f", + "grade": false, + "grade_id": "cell-f9d678639aeb4975", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# your code here\n", + "fail() # No Answer - remove if you provide an answer" + ] + }, + { + "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": "0dd253a4dd3411f1cb4741c87c95fa4d", + "grade": false, + "grade_id": "cell-32a44b64fde55ec7", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "### 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": "83a68854560edb52502bf68c3c6a1334", + "grade": false, + "grade_id": "cell-0583e55524bbbff4", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 2.6**\n", + "
{points: 1}\n", + "\n", + "For $i = 1, \\dots, 1000$:\n", + "\n", + "$$Y_i = \\beta_0 + \\beta_1 X_{i1} + \\beta_2 X_{i2} + \\varepsilon_i,$$\n", + "\n", + "where the error terms are independent and identically distributed from a Uniform distribution, $\\varepsilon_i \\sim \\mathrm{U}(-10,10)$. The variables $X_{i1}$ and $X_{i2}$ are generated as in **Question 2.0**.\n", + "\n", + "As before, let the true (population) regression terms $\\beta_0$, $\\beta_1$, and $\\beta_2$ be $10$, $8$, and $5$, respectively, and the sample size $n=1000$.\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": "6b3441295921b6f457f37b963e83f3d0", + "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", + "# )\n", + "# sample_model_3$y <- ... + .. * sample_model_3$... + 5 * ifelse(sample_model_3$... == \"B\", 1, 0) +\n", + "# runif(n = ..., ..., ...)\n", + "# head(sample_model_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": "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": "cf49c4e696558afdc750dec91a0ffb0f", + "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, $95\\%$ 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": "e5b1766ed676a52d0db1f4ec86d9a92e", + "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 <- ...(..., ...) %>% mutate_if(is.numeric, round, 2)\n", + "# model_3_results\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": "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": "058df6abbe9a7abcf5b09bd5c12cc91a", + "grade": false, + "grade_id": "cell-e68f5ba3f0ccd35f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "#### 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": "fe7e20057ef89537ddd09e007215d941", + "grade": false, + "grade_id": "cell-8ae11e452b9ab56f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "#### 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": "d82d8d2e367839e34cf600d164e0467f", + "grade": false, + "grade_id": "cell-376408f168bc4a00", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plot(model_1, 2, main = \"Model 1\")\n", + "hist(residuals(object = model_1),\n", + " breaks = 10,\n", + " main = \"Histogram of Residuals for Model 1\",\n", + " xlab = \"Residuals\"\n", + ")\n", + "\n", + "plot(model_3, 2, main = \"Model 3\")\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": "243740c20bb5383c3f56531d981721ad", + "grade": false, + "grade_id": "cell-f3685cd190b2a48e", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "### 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": "8c94abc3badf83e716e1d4f38b0c105d", + "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", + "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, 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": "3df931221f81c54fbc3343f392399009", + "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 correlation $\\rho = 0.95$ 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": "b638290b6950ecd443bc48129ed8b1e2", + "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", + "# head(bivariate_normal_sample)\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": "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": "c2d781b06f596d4ff8ab827800941b40", + "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", + "# 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": "e2318ca77e95952a65b1307d65f7e68e", + "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": "eefc39793f2088885805f0d9ed4ed0b1", + "grade": false, + "grade_id": "cell-567626205f418eb8", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "options(repr.plot.width = 15, repr.plot.height = 7) # Adjust these numbers so the plot looks good in your desktop.\n", + "\n", + "# hist_multicollinearity_slope_x_1 <- ggplot(..., aes(...)) +\n", + "# ...(bins = 15, color = \"black\", fill = \"blue\") +\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(\n", + "# text = element_text(size = 19),\n", + "# plot.title = element_text(face = \"bold\"),\n", + "# axis.title = element_text(face = \"bold\")\n", + "# ) +\n", + "# ggtitle(...)\n", + "\n", + "# hist_no_multicollinearity_slope_x_1 <- ggplot(..., aes(...)) +\n", + "# ...(bins = 15, color = \"black\", fill = \"blue\") +\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(\n", + "# text = element_text(size = 19),\n", + "# plot.title = element_text(face = \"bold\"),\n", + "# axis.title = element_text(face = \"bold\")\n", + "# ) +\n", + "# ggtitle(...)\n", + "\n", + "# plot_grid(hist_multicollinearity_slope_x_1, hist_no_multicollinearity_slope_x_1,\n", + "# ncol = 2\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": "819a3d1168caf1e5db43aa54254f79dc", + "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 seems 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": "0c456b0038c8fc6a5e6b0f4d21150f6a", + "grade": false, + "grade_id": "cell-ddd9186d674cb006", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "# PART II" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "657d625d718ca722fd619c70f1526a6e", + "grade": false, + "grade_id": "cell-d10e1df65f09d941", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "## 2. Causality and Confounders" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "578987c1f6bfa5f29a606cc0dca678c7", + "grade": false, + "grade_id": "cell-077e39907f4cfbe1", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "You will work on a simulation experiment outlined in `tutorial_05`." + ] + } + ], + "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": "4.2.3" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + 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zcebsQfC6Zep>+za5!>WXrr8BKs(*Fnp%mYW$dy|c@JDTbAUMB4|A)&oDPDc20Ox1w z7k|jk@3C-Gm81n!fz*0Yu~gA-Fn%u-`tyIv-&vsR(8a^7+aq3oW#<7pMXu7@@wk)0 z50P5q-=JQu}xbd7WIHj%#>i;5(;{C6Mq-Hy-92gB2>lpAAgs&w{ zU$-nh{}0Mf;QtRn$vHW`^*Naadsf--Qzrg2p@CC(#T((QXq!BDSsw0iv_E0j IU=w`p-+gyyYXATM literal 0 HcmV?d00001 From a80dc0d21e49c42bfe86c13cb390cf3606268a67 Mon Sep 17 00:00:00 2001 From: gcohenfr Date: Wed, 4 Oct 2023 12:09:44 -0700 Subject: [PATCH 7/8] tutorial 5 --- materials/tutorial_05/tests_tutorial_05.R | 590 +++++ materials/tutorial_05/tutorial_05.ipynb | 2517 +++++++++++++++++++++ 2 files changed, 3107 insertions(+) create mode 100644 materials/tutorial_05/tests_tutorial_05.R create mode 100644 materials/tutorial_05/tutorial_05.ipynb diff --git a/materials/tutorial_05/tests_tutorial_05.R b/materials/tutorial_05/tests_tutorial_05.R new file mode 100644 index 0000000..da0adbf --- /dev/null +++ b/materials/tutorial_05/tests_tutorial_05.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("3e44bce2c3b9c956cf6c6a3883f0cbef")) +} + +# + +# 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("984f423693c72ee0e5a7e8eedf47deeb", + "9f1dae3619860a497fda8a269d91e70b", + "f812d63cfcf68da8e63cb04531f4fd6f", + "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("d4beb42a135c421b1dd3d4eb331e5bdb", + "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("e32bccda1eb36b43ead1201a79c6aa83") + ) +} +# - + +# 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("8e8ba5b2107ac8ecbcbf5651370caee8", + "5e9df39bb0ad592a23f9d09fd6673704", + "2f76f30294d72a2d252c8f4aafaee698", + "1473d70e5646a26de3c52aa1abd85b1f", + "76c7d4c2f1b5253b564ca48ce74fe890", + "ac7329c10590742d9f1ff20331821bad")) +} + +# + +# Question 2.14 + +test_2.14 <- function() { + check_MC(answer2.14, LETTERS[1:4], 'ddf100612805359cd81fdc5ce3b9fbba') +} + diff --git a/materials/tutorial_05/tutorial_05.ipynb b/materials/tutorial_05/tutorial_05.ipynb new file mode 100644 index 0000000..0968ba6 --- /dev/null +++ b/materials/tutorial_05/tutorial_05.ipynb @@ -0,0 +1,2517 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "fc2125fca22db584dae709331456d0f3", + "grade": false, + "grade_id": "cell-f1e1d845873036f4", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "# Tutorial 5: Model Asssumptions and Causality" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "600ec72ee7c4335c2f7fcc7e2d79f0df", + "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 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 modeling.\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": "c8d18df669dd63886b7e2ab611f4cc4c", + "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_05.R\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "fbcafcae68602c9bff3db2203d1f83d3", + "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 that 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 are 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": "3774ec737102197997774cf3ffc5e72d", + "grade": false, + "grade_id": "cell-e38120ba8e3ac148", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "data(CASchools)\n", + "CASchools_dat <- CASchools %>%\n", + " select(-c(district,school, grades, county)) %>%\n", + " mutate_if(is.numeric, round, 2) %>% \n", + " mutate(stratio = students/teachers,score=(math + read)/2) %>% \n", + " select(-c(students,teachers, math , read)) \n", + "\n", + "head(CASchools_dat) " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "49641f64aa81359c020cdc144ea231f8", + "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": "92046c2b269fe0e6c68aafc34f05315e", + "grade": false, + "grade_id": "cell-3a1487eeace42c1f", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "options(repr.plot.width = 15, repr.plot.height = 12) # Adjust these numbers so the plot looks good in your desktop.\n", + "\n", + "# CASchools_pair_plots <- ... %>%\n", + "# select(- ...) %>% \n", + "# ...(progress = FALSE) +\n", + "# theme(\n", + "# text = element_text(size = 15),\n", + "# plot.title = element_text(face = \"bold\"),\n", + "# axis.title = element_text(face = \"bold\")\n", + "# )\n", + "# CASchools_pair_plots\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": "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": "9cf035e90647f70e2771113e0b27d3ca", + "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 $-1$ a perfect negative linear association. A correlation greater than 0.6 in absolute value can be considered \"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": "c163ad9c4e5c901a0486bdc7e1d47042", + "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`. Recall to remove `score` from the dataset to visualize only the correlation between input variables.\n", + "\n", + "> **Hint:** You can use the function `cor()` for this purpose.\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": "0321c2f0ece57ddb83d0cd9e2f1c70e9", + "grade": false, + "grade_id": "cell-da025f69d67c73fc", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# corr_matrix_CASchools <- CASchools_dat %>%\n", + "# select(- ...) %>% \n", + "# ...() %>%\n", + "# as.data.frame() %>%\n", + "# rownames_to_column(\"var1\") %>%\n", + "# pivot_longer(-var1, names_to = \"var2\", values_to = \"corr\")\n", + "# corr_matrix_CASchools\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": "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": "2ba7931616b723d852dada0c0de7ae4d", + "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 would have 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": "f5686c2ff83e11f6be84e107cfde4248", + "grade": false, + "grade_id": "cell-aca886b620cda42a", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "options(repr.plot.width = 15, repr.plot.height = 10) # Adjust these numbers so the plot looks good in your desktop.\n", + "\n", + "# plot_corr_matrix_CASchools <- corr_matrix_CASchools %>%\n", + "# ggplot(aes(..., ...)) +\n", + "# ...(aes(fill = ...), color = \"white\") +\n", + "# ...(\"Correlation Coefficient \\n\",\n", + "# palette = ...,\n", + "# direction = 1, limits = ...\n", + "# ) +\n", + "# labs(x = \"\", y = \"\") +\n", + "# theme_minimal() +\n", + "# theme(\n", + "# axis.text.x = element_text(\n", + "# angle = 45, vjust = 1,\n", + "# size = 18, hjust = 1\n", + "# ),\n", + "# axis.text.y = element_text(\n", + "# vjust = 1,\n", + "# size = 18, hjust = 1\n", + "# ),\n", + "# legend.title = element_text(size = 18, face = \"bold\"),\n", + "# legend.text = element_text(size = 18),\n", + "# legend.key.size = unit(2, \"cm\")\n", + "# ) +\n", + "# coord_fixed() +\n", + "# geom_text(aes(..., ..., label = round(..., ...)), color = \"black\", size = 6)\n", + "# plot_corr_matrix_CASchools\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": "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": "ada53b0fe371dcceb918201cebe615a1", + "grade": false, + "grade_id": "cell-86d54ba592f8807b", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "**Question 1.5**\n", + "
{points: 1}\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, SEs, 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": "10d6a984789c301af9ae32e3eff5272c", + "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 <- ...(...) %>% mutate_if(is.numeric, round, 2)\n", + "# MLR_CASchools_results\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": "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": "2103979be79bf816fb09f5e6ef5f9d31", + "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 smallest 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": "6e6e81473c91e45559c94165cde2880f", + "grade": false, + "grade_id": "cell-18dbf3780d7b50d7", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# VIF_MLR_CASchools <- ...(...)\n", + "# round(VIF_MLR_CASchools, 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": "58b08bd15a82b7b5fbe68ca41a9b9cc6", + "grade": true, + "grade_id": "cell-7d47504bf989d85b", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "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": "eee4848218edba70d4a22a75cbfcb8bc", + "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 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", + "*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": "0a3652fc7f0e11cf410cd4acc8236812", + "grade": false, + "grade_id": "cell-79017f091c0a702a", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "outputs": [], + "source": [ + "# red_MLR_CASchools <- CASchools_dat %>% select(-...) %>% \n", + "# ...(..., data = .)\n", + "\n", + "# red_MLR_CASchools_results <- ...(...) %>% mutate_if(is.numeric, round, 2)\n", + "# red_MLR_CASchools_results\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": "a858dd926abffd0523ed4847046cd7d1", + "grade": true, + "grade_id": "cell-baeba67fb1185d73", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "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": "0e703c60a91c868a2ab37317da3e6186", + "grade": false, + "grade_id": "cell-bee23d9a039ecbc0", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + } + }, + "outputs": [], + "source": [ + "# VIF_red_MLR_CASchools <- ...(...)\n", + "# round(VIF_red_MLR_CASchools, 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": "8001590206ec83f0a99ee135ca1c612b", + "grade": true, + "grade_id": "cell-745b0ee2c7dd1228", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "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 + } + }, + "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 + } + }, + "outputs": [], + "source": [ + "test_1.11()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "0fc999147b3940936c2d626031c5411a", + "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", + "Let us retake the example from `worksheet_01` and `tutorial_01` of an A/B testing involving two versions of a TikTok ad:\n", + "\n", + "- Suppose a sport 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 to innovations by the company. " + ] + }, + { + "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 + } + }, + "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 + } + }, + "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 + } + }, + "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 + } + }, + "outputs": [], + "source": [ + "test_2.2()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "84f435dbf401ad3d3f367ffa8f4cbb84", + "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", + "> **Heads-up:** 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": "21e623bb0b4d312c5355b0a2038e4ed9", + "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 and another 50% are not (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 needs 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 athlets 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": "30758acb0f6cdade62371120f8379b62", + "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", + "# head(pop.pool)\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": "273ef03c9bf403c729bd6485af8861a7", + "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 assuming they watch the new ad. 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", + "Within the population, both responses will be generated from a distribution with different means. Note that you are in control of the data generating process and, by design, there is a difference in the means of the different groups." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "981c890a51d7351e6e0bc6f0159011f7", + "grade": false, + "grade_id": "cell-1a6728d9ae0da8aa", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Run this cell before continuing.\n", + "\n", + "mean_current_ad <- 15 + 5 * (pop.pool$athlete == \"Y\")\n", + "round(head(mean_current_ad), 4)\n", + "\n", + "mean_new_ad <- mean_current_ad + 8\n", + "round(head(mean_new_ad), 4)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "793ca0bdc157445d0c6b1576d02f1db2", + "grade": false, + "grade_id": "cell-3001bf5f439ef090", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "The code above is generating the mean of each customers' response (in seconds) within `pop.pool`, according to their sport experience (athlete vs non-athlete):\n", + "\n", + "- `mean_current_ad`: This is the vector of `1000000` response means corresponding to customers watching the current video. It has a baseline of `15` seconds for each customer, plus `5` additional seconds if the customer is an athlete.\n", + "\n", + "- `mean_new_ad`: This is the vector of `1000000` response means corresponding to customers watching the new video. It is just the vector `mean_current_ad` plus `8` seconds for *all* the customers. \n", + "\n", + "> **Note that the value of `8` in `mean_new_ad` is the one we aim to estimate, which indicates that the new ad increases the dwell time by 8 seconds in the customer population.**\n", + "\n", + "Once we have these vectors of means, we can simulate the response variables `y_current_ad` and `y_new_ad` and incorporate them in `pop.pool` as two new columns. We will use the Normal distribution to generate these responses. \n", + "\n", + "In the code below, use `rnorm()` with means `mean_current_ad` and `mean_new_ad` 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": "f6e3c2fc5dcb628d98cad6aa1d776288", + "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$y_current_ad <- ...(..., ..., ...)\n", + "# pop.pool$y_new_ad <- ...(..., ..., ...)\n", + "# head(pop.pool)\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": "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": "81940c698248a70c253bec1db1e40300", + "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 labeled as `Current` for `0` and `New` for `1`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "5250ce2c39dcac6928a94d4dc29862e7", + "grade": false, + "grade_id": "cell-c0acf3c36979015d", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# Run this cell before continuing.\n", + "\n", + "set.seed(123)\n", + "\n", + "pop.pool$x_self_choice <- factor(rbinom(pop.size,\n", + " size = 1,\n", + " prob = 0.5 + 0.3 * (pop.pool$athlete == \"Y\")), labels = c(\"Current\", \"New\"))\n", + "head(pop.pool)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "ce68102a298d15eb173355977d36877a", + "grade": false, + "grade_id": "cell-5a0044ced645f62b", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "source": [ + "### Observational data\n", + "\n", + "We will now use all the information collected in `pop.pool` to create a new variable, `y_obs`, which will contain the *actual observed* response by each customer based on `x_self_choice`. In other words:\n", + "\n", + "**IF** the customer is more likely to choose the `New` ad then the column `y_obs` will contain the value indicated in `y_new_ad`, **ELSE** otherwise. \n", + "\n", + "Then, from `pop.pool`, use the function `rep_sample_n()` to collect one sample of size `1000` and call it `sample_TikTok`.\n", + "\n", + "*Fill out those parts indicated with `...`, uncomment the corresponding code in the cell below, and run it.*" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "08958c55d89df6bb238abbdb6a2a6bf1", + "grade": false, + "grade_id": "cell-0736cf2f7e958f82", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "set.seed(123) # DO NOT CHANGE!\n", + "\n", + "# pop.pool$y_obs <- ...(...,\n", + "# ..., ...\n", + "# )\n", + "\n", + "# sample_obs_study <- ...(pop.pool, ...)\n", + "# head(sample_obs_study)\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": "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": "30b44667ba3ffd531f83f067598fbd79", + "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 function `stat_summary()` will need to add the treatment means as points on top of 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": "20036781d462479d49bc309175e6653d", + "grade": false, + "grade_id": "cell-135841c9a47ba8d4", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "options(repr.plot.width = 15, repr.plot.height = 7) # Adjust these numbers so the plot looks good in your desktop.\n", + "\n", + "# obs_dwell_time_boxplots <- ... %>%\n", + "# ggplot() +\n", + "# ...(aes(..., ..., fill = ...)) +\n", + "# theme(\n", + "# text = element_text(size = 22),\n", + "# plot.title = element_text(face = \"bold\"),\n", + "# axis.title = element_text(face = \"bold\")\n", + "# ) +\n", + "# ggtitle(...) +\n", + "# xlab(...) +\n", + "# ylab(...) +\n", + "# stat_summary(aes(..., ..., fill = ...),\n", + "# fun = ..., colour = \"yellow\", geom = \"point\",\n", + "# shape = 18, size = 5\n", + "# )\n", + "# obs_dwell_time_boxplots\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": "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": "06392ad613f65080bc668bf5864cb456", + "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 custormer 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 we set up our synthetic data in such a way this effect is an increase of 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": "a25dbfb4ff3f269a9790f4e9257f96cf", + "grade": false, + "grade_id": "cell-1313896e49c6aee6", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# conf_obs_study_TikTok <- ...(...,\n", + "# ...\n", + "# )\n", + "# conf_obs_study_TikTok\n", + "\n", + "# conf_obs_study_TikTok_results <- ...(..., ...) %>% mutate_if(is.numeric, round, 2)\n", + "# conf_obs_study_TikTok_results\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": "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": "31cf06391f07db98fbe6937dc890f8b2", + "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 sport experience of the custormers contained in the variable `athlete` in `sample_TikTok`.\n", + "\n", + "Estimate a 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": "897ca6d26383cd7e167cba6032bf582e", + "grade": false, + "grade_id": "cell-4b4972e9a2a02474", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# MLR_obs_study_TikTok <- ...(...,\n", + "# ...\n", + "# )\n", + "# MLR_obs_study_TikTok\n", + "\n", + "# MLR_obs_study_TikTok_results <- ...(..., ...) %>% mutate_if(is.numeric, round, 2)\n", + "# MLR_obs_study_TikTok_results\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": "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, ommiting a confounding factor affects the estimates of the regression 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. " + ] + }, + { + "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": "525feb56b4d00ef929441ac34414603e", + "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 are able to run an experimental study (i.e., A/B testing) in which customers from the `sample_TikTok` are randomly assigned an add 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": "757bff5e3cc649bca2fe42aec32234eb", + "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$x_randomized <- ...(c(\n", + "# rep(\"Current\", ...),\n", + "# rep(\"New\", ...)\n", + "# ))\n", + "# sample_TikTok$y_exp <- ...(...,\n", + "# ...\n", + "# )\n", + "# head(sample_TikTok)\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": "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": "e955fc8e2ed825452e3e2231e3ca2431", + "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 function `stat_summary()` will need to add the treatment means as points on top of 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": "a380ce89be2f2dc436eadbf883757381", + "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(\n", + "# text = element_text(size = 22),\n", + "# plot.title = element_text(face = \"bold\"),\n", + "# axis.title = element_text(face = \"bold\")\n", + "# ) +\n", + "# ggtitle(...) +\n", + "# xlab(...) +\n", + "# ylab(...) +\n", + "# stat_summary(aes(..., ..., fill = ...),\n", + "# fun = ..., colour = \"yellow\", geom = \"point\",\n", + "# shape = 18, size = 5\n", + "# )\n", + "# plot_grid(obs_dwell_time_boxplots, exp_dwell_time_boxplots)\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": "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": "491d90159280e4b75dfeb925b33a2d28", + "grade": false, + "grade_id": "cell-f923d756adb37082", + "locked": false, + "schema_version": 3, + "solution": true, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# exp_study_TikTok <- ...(...,\n", + "# ...\n", + "# )\n", + "# exp_study_TikTok\n", + "\n", + "# exp_study_TikTok_results <- ...(..., ...) %>% mutate_if(is.numeric, round, 2)\n", + "# exp_study_TikTok_results\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": "f9d5d61deb36ce0f888d67827076c447", + "grade": true, + "grade_id": "cell-46607a1514f84e66", + "locked": true, + "points": 1, + "schema_version": 3, + "solution": false, + "task": false + } + }, + "outputs": [], + "source": [ + "test_2.13()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "fe7a30e0e3dd860b199808a6606ad6b8", + "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`, coming from the experimental study, what can we conclude on the estimation of the population effect of the new ad?\n", + "\n", + "\n", + "**A.** The estimated effect in dwell time when switching from the new to the current ad increases by 8.02 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 8.02 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 8.02 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 8.02 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 + } + }, + "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 + } + }, + "outputs": [], + "source": [ + "test_2.14()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "369bea25aa1bd5215a0445cd5d08a45e", + "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": "4.2.3" + }, + "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 +} From 81d0adc6c5776159d7259e450bdcc264ea56b067 Mon Sep 17 00:00:00 2001 From: gcohenfr Date: Tue, 10 Oct 2023 11:59:15 -0700 Subject: [PATCH 8/8] w06 class work --- materials/worksheet_06/data/nature_dat.csv | 57889 +++++++++++++++++++ materials/worksheet_06/img/nature_res.png | Bin 0 -> 530892 bytes materials/worksheet_06/img/prot_gene.png | Bin 0 -> 1247026 bytes materials/worksheet_06/worksheet_06.ipynb | 753 + 4 files changed, 58642 insertions(+) create mode 100644 materials/worksheet_06/data/nature_dat.csv create mode 100644 materials/worksheet_06/img/nature_res.png create mode 100644 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zD&FXQrzeMeb(b*OYo$0 z3hE4|(iP)h6~=U3sFs&_u@|gW96o!VkBB<(`$gqcaa;Ob!c}||UrSK@H75+Wg;VJ> z@!dfB(rJv6G&2;gB~-(Ki3N)-My>zA`?*bG15lMF3A7d?C7NaLPOi)Ev4 zEJ7xt!)fggF88>%ZK}5_Q_dvl2XHF7wy)f}roRjfm9Oz_*3xW*LY&zmBFkCqwxJg} zpV5@aqT>swJhP?zzE7~Q%(?s5VuAFmQzr!u{V(R#r9%J! literal 0 HcmV?d00001 diff --git a/materials/worksheet_06/worksheet_06.ipynb b/materials/worksheet_06/worksheet_06.ipynb new file mode 100644 index 0000000..d941e06 --- /dev/null +++ b/materials/worksheet_06/worksheet_06.ipynb @@ -0,0 +1,753 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "c0014df4f844e33ab58143bb5e201251", + "grade": false, + "grade_id": "cell-abfe05c13b28f3fb", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + }, + "tags": [] + }, + "source": [ + "# STAT 301: Statistical Modelling for Data Science \n", + "\n", + "\n", + "# Confounding Factors\n", + " \n", + "## Gabriela Cohen Freue" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "54c1d8418dcb9d131263ced1972df11e", + "grade": false, + "grade_id": "cell-81cf925059a39173", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + }, + "tags": [] + }, + "source": [ + "## Last class ...\n", + "\n", + "- we discuss usual assumptions of LR and how to check them\n", + "\n", + "- we examined the problem of confounding factors through a simulation study" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "43178f3610a1c6e91232e562ac8bebb7", + "grade": false, + "grade_id": "cell-1d166852b3220b9e", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "## Today ....\n", + "\n", + "I'll introduce a new case study:\n", + "\n", + "### Can we predict protein from mRNA levels?? \n", + "\n", + "We'll use this case study in the next few weeks. Answers to questions will be evaluated through iClickers." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "a8d04ec158a40bedbcb9a412cbf9d57a", + "grade": false, + "grade_id": "cell-d411b71d06d27831", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "## Case study: relation between mRNA and protein levels\n", + "\n", + "The picture illustrates what is known as the Central Dogma of Biology\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "aec0d4615aadc335055c29f81a8469ad", + "grade": false, + "grade_id": "cell-73c3136ab4c3af30", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "Despite expectations of a high correlation between mRNA and protein levels, experimental results have shown very low correlation values.\n", + "\n", + "In 2014, a research group claimed to find a \"predictive model\", which can be used to predict protein from mRNA!!\n", + "\n", + "> Wilhelm, M. et al. Mass-spectrometry-based draft of the human proteome. Nature 509, 582–587 (2014)\n", + "\n", + "> Paper from my research group: Fortelny N, Overall CM, Pavlidis P, Freue GVC. Can we predict protein from mRNA levels? Nature. 2017 Jul 26;547(7664):E19-E20. doi: 10.1038/nature22293.\n", + "\n", + "We'll use data from this group submitted to the Journal to examine this problem" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "fc168b80a72327613736cabfffa8c707", + "grade": false, + "grade_id": "cell-ab65cd02b9e145ab", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "### Claim\n", + "\n", + "Using the median ratio of protein to mRNA levels per gene as a proxy for translation rates, our data show that [...] ***it now becomes possible to predict protein abundance in any given tissue with good accuracy from the measured mRNA abundance***\n", + "\n", + "
    \n", + "\n", + "
    " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f35461dea2f04ea357cfa173d7a10b22", + "grade": false, + "grade_id": "cell-93535b8312494a0c", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "In the paper, the authors estimated the relation between protein and mRNA levels *per gene*, and used those estimated models to predict protein levels *per gene*.\n", + "\n", + "> it will be important at a later phase of the analysis to note that models are *gene-specific*\n", + "\n", + "**Gene-specific models**: for each gene they estimated the following model (for simplicity we do not use a subscript $g$) \n", + "\n", + "$$\\text{prot}_{t} = \\beta_1 \\; \\times \\text{mrna}_{t} + \\varepsilon_t$$ \n", + "\n", + "where $\\hat{\\beta}_1 = median_t(\\text{prot}_{t}/\\text{mrna}_{t})$\n", + "\n", + "> prot$_{t}$ and mrna$_{t}$ are the protein and mRNA levels of a gene $g$ in tissue $t$, respectively" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "e31833da413bb1d9c3cbe8887de2e986", + "grade": false, + "grade_id": "cell-b9c1e1fde9b5d604", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "**Question 1**\n", + "\n", + "Is this a LR model:\n", + "\n", + "- **A** TRUE\n", + "\n", + "- **B** FALSE" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "7b3eb77661ec24c684804be1f8a32eff", + "grade": false, + "grade_id": "cell-d1ddcb315195db54", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + " **Note that these models do not contain an intercept! and they were not estimated by LS.** \n", + " \n", + "While in general different models and estimation methods can be used to analyze the same data, it is important to evaluate the results according to the assumptions and the methodology used. \n", + " \n", + "> The evaluation and interpretation of the results in the paper were not appropriate\n", + " \n", + "*Let's take a look at the data.*" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "cab234644383022014bed85de5078c26", + "grade": false, + "grade_id": "cell-e0ef634cb868a8b6", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + }, + "tags": [] + }, + "source": [ + "### This a simple linear regression!! \n", + "\n", + "... even if the estimated ratio of the $g$-th gene, $\\hat{r}_g$, is *not* estimated by LS" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "feb7ed8dec2340bed17bf325cb1cb4eb", + "grade": false, + "grade_id": "cell-e6fe4c2abef9cbb6", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "slideshow": { + "slide_type": "slide" + }, + "tags": [] + }, + "source": [ + "**A.** LR with 1 continuous variable (SLR per gene): `lm(protein~mrna, data=dat_G1)`\n", + "\n", + "> models the relation between protein and mRNA separately for each gene \n", + "\n", + "\n", + "**B.** LR with 1 categorical and 1 continuous, without interaction (additive): `lm(protein~gene+mrna,dat_3genes)`\n", + "\n", + "> assumes that the relation between mRNA and protein levels is the same for all genes but allows different predictions for different genes\n", + "\n", + "**C.** LR with 1 categorical and 1 continuous, *plus* interactions: `lm(protein~gene * mrna,dat_3genes)`\n", + "\n", + "> we allowed the relation between protein and mRNA to depend on gene\n", + "\n", + "> Wilhelm et al.: \"translation rate is a fundamental, encoded (constant) *characteristic of a transcript [gene]*\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "33aa712e9b5c47c85800c76e0f41deec", + "grade": false, + "grade_id": "cell-6b08fa9c34b476b1", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "library(tidyverse)\n", + "library(repr)\n", + "library(ggplot2)\n", + "library(cowplot)\n", + "library(moderndive)\n", + "library(broom)\n", + "\n", + "prot_mrna_dat <- read.csv(\"data/nature_dat.csv\", row.names = 1, stringsAsFactors= TRUE)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "478024f1650a2822581c32ec6d883e8e", + "grade": false, + "grade_id": "cell-ff11669f0318b4c4", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "### A quick glance at the data:\n", + "\n", + "**Question 2**\n", + "\n", + "For how many genes with protein and mRNA values are included in the data?\n", + "\n", + "- **A** 4824 were measured but some have missing values\n", + "\n", + "- **B** 4824 were measured without any missing value\n", + "\n", + "- **C** 12 genes were measured for each sample\n", + "\n", + "- **D** 57,888 genes " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "9385a4f9de8ca2ce80ad0169790ec164", + "grade": false, + "grade_id": "cell-3c1985548286640e", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "## Subset to examine different questions\n", + "\n", + "We first randomly select 3 genes with complete data (no missing values) to examine some questions related to this problem" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "6fed1fd25b91787eb421c5c66fee2f5d", + "grade": false, + "grade_id": "cell-cd07fa5c931a3bec", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "set.seed(561)\n", + "dat_3genes <- prot_mrna_dat %>% subset(values.av == 12) %>% \n", + " subset(gene %in% sample(gene,3)) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "31d5a112ca174710b3beb8aaa881c00b", + "grade": false, + "grade_id": "cell-5c0c814098732a8f", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "dat_3genes" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "d86b16871361e81e0eb63c2fc6b2ac97", + "grade": false, + "grade_id": "cell-ee11d5e00250bfb3", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "**Question 3**\n", + "\n", + "In how many tissues were each gene measured?\n", + "\n", + "- **A** 12 genes per tissue\n", + "\n", + "- **B** 12 tissues per genes\n", + "\n", + "- **C** 3 tissues per gene\n", + "\n", + "- **D** 36 tissues per gene" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f6e07ff907429417eb71fed4917b5244", + "grade": false, + "grade_id": "cell-1203935f3f8bfd18", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "## SLR: can we predict protein from mRNA (separately for each gene)? \n", + "\n", + "**Question 4**\n", + "\n", + "The authors emphasized the importance of estimating *gene-specific* models to predict protein levels from mRNA levels. Which model do you think would be appropriate to address this question??\n", + "\n", + "- **A** `dat_3genes %>% lm(prot ~ mrna, data = .) %>% tidy()`\n", + "\n", + "- **B** `dat_3genes %>% group_by(gene) %>% do(model=tidy(lm(prot ~ mrna, data = .))) %>% pull()`\n", + "\n", + "- **C** `dat_3genes %>% lm(prot ~ mrna + gene, data = .) %>% tidy()`" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "6697fa9515be7fc29f6a8a20e3b08dc3", + "grade": false, + "grade_id": "cell-3a4a0edea9888ab8", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "**Question 5**\n", + "\n", + "The following 2 codes can be used to estimate gene-specific models for the 3 selected genes. Which of the following statement is FALSE??\n", + "\n", + "`dat_3genes %>% group_by(gene) %>% do(model=tidy(lm(prot ~ mrna, data = .))) %>% pull()`\n", + "\n", + "vs\n", + "\n", + "`dat_3genes %>% lm(prot ~ mrna * gene, data = .) %>% tidy()`\n", + "\n", + "\n", + "- **A** both codes give us equivalent information, just different output format\n", + "\n", + "- **B** both codes give us the same estimates for the coefficients of 3 LRs but different SEs\n", + "\n", + "- **C** these models are not appropriate, we need to fit an additive model: `dat_3genes %>% lm(prot ~ mrna + gene, data = .)`\n", + "\n", + "- **D** both codes can be used to predict protein levels using *gene-specific* models\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "0ff9b53d6d5078f5042834a089aea7cb", + "grade": false, + "grade_id": "cell-3e89f661013ff33b", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "### Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "fd7b8c5e2793c4fab70326bbcae44281", + "grade": false, + "grade_id": "cell-e7c21c80c53fe9b3", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plot_A <- dat_3genes %>% ggplot(aes(mrna,prot, color = gene)) +\n", + " geom_point() + \n", + " geom_smooth(method = lm, se = FALSE, linewidth = 1.5,fullrange=TRUE)\n", + "\n", + "plot_B <- dat_3genes %>% ggplot(aes(mrna,prot, color = gene)) +\n", + " geom_point() + \n", + " geom_parallel_slopes(fullrange=TRUE, se= FALSE, linewidth = 1.5)\n", + "\n", + "plot_all <- plot_grid(\n", + " plot_A + theme(legend.position=\"none\"),\n", + " plot_B + theme(legend.position=\"none\"),\n", + " align = 'vh',\n", + " labels = c(\"A\", \"B\"),\n", + " vjust = -1,\n", + " nrow = 1\n", + ")\n", + "\n", + "# extract a legend \n", + "legend_all <- get_legend(plot_A + \n", + " guides(color = guide_legend(nrow = 1)) +\n", + " theme(legend.position = \"bottom\")\n", + ")\n", + "\n", + "plot_all <- plot_grid(plot_all, legend_all, ncol = 1, rel_heights = c(1, .1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "code", + "checksum": "e3eef6221278a1db4700161327c5e99a", + "grade": false, + "grade_id": "cell-ca159723cc11890b", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "outputs": [], + "source": [ + "plot_all" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "a16ce7ef30d07669e4d8135022a84c30", + "grade": false, + "grade_id": "cell-82d5f13eff9a29fd", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "**Question 6**\n", + "\n", + "Plot A corresponds to a model with interaction terms and can be estimated with the following code: \n", + "\n", + "`dat_3genes %>% lm(prot ~ mrna * gene, data = .) %>% tidy()`\n", + "\n", + "This model can be used to answer the authors' question because:\n", + "\n", + "- **A** it estimates the change in protein level per unit change in mRNA level, separately per each gene\n", + "\n", + "- **B** it estimates the change in protein level per unit change in mRNA level, holding everything else constant\n", + "\n", + "- **C** it estimates the change in protein level per unit change in mRNA level, on average for all genes" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "7d4b598168c41ad4071c5f986c28a307", + "grade": false, + "grade_id": "cell-04d0164075cefc39", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "**Question 7**\n", + "\n", + "Plot B corresponds to an additive model and can be estimated with the following code: \n", + "\n", + "`dat_3genes %>% lm(prot ~ mrna + gene, data = .) %>% tidy()`\n", + "\n", + "- **A** TRUE\n", + "\n", + "- **B** FALSE" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": false, + "editable": false, + "nbgrader": { + "cell_type": "markdown", + "checksum": "f5223464875892076f9783446eaf676d", + "grade": false, + "grade_id": "cell-e654a540d6e38a6e", + "locked": true, + "schema_version": 3, + "solution": false, + "task": false + }, + "tags": [] + }, + "source": [ + "**Question 8**\n", + "\n", + "Which of the following statements is correct??\n", + "\n", + "- **A** The model in plot A was fitted using 3 dummy variables, one per gene\n", + "\n", + "- **B** The model in plot A was fitted using 2 dummy variables\n", + "\n", + "- **C** The model in plot A was fitted using more dummy variables than that in plot B because the slopes are different\n", + "\n", + "- **D** I have no idea what dummy variable is!!" + ] + } + ], + "metadata": { + "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": "4.2.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}

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