add

.gitignore

@@ -1,8 +1,8 @@
 # Data files
-
+healthcare.csv
 
 # Model files
-models/
+healthcare_model.pkl
 
 # Cache
 __pycache__/

app.py

@@ -10,13 +10,13 @@ import numpy as np
 # 데이터 로드
 @st.cache_data
 def load_data():
-    df = pd.read_csv('data/healthcare.csv', index_col=0)
+    df = pd.read_csv('healthcare.csv', index_col=0)
     return df
 
 # 모델 로드
 @st.cache_resource
 def load_model():
-    model = joblib.load('models/healthcare_model.pkl')
+    model = joblib.load('healthcare_model.pkl')
     return model
 
 def create_charts(df):

data/healthcare.csv

@@ -1,501 +0,0 @@
-,Age,Gender,BMI,Region,Smoker,NumVisits,InsuranceClaim
-0,51.0,Female,,South,No,19.0,70.08198720478038
-1,92.0,Female,38.07400579496212,West,Yes,13.0,92.74751840672936
-2,14.0,Male,,North,No,8.0,46.79413822894787
-3,,Female,27.020924452226836,West,No,7.0,44.78913181541979
-4,60.0,Male,37.96136812348253,North,No,16.0,71.79034411070568
-5,20.0,Female,29.67670560341418,East,No,1.0,39.41764951346493
-6,82.0,Male,15.821166756085958,North,No,2.0,57.16421146717221
-7,86.0,Male,37.81873657197822,East,No,7.0,70.19154352586203
-8,74.0,Male,21.205661068928798,West,Yes,11.0,66.77722983016616
-9,74.0,Male,29.44079885228868,East,Yes,0.0,49.7808838919398
-10,87.0,Male,19.137832935699343,West,No,9.0,61.66923753575147
-11,99.0,Male,15.846979006164874,South,No,19.0,89.68925724834659
-12,23.0,Female,22.786829278318933,South,No,2.0,34.375564628125225
-13,,Male,34.51239268865219,South,No,5.0,54.29914018616105
-14,21.0,Male,21.939679315735454,East,No,6.0,45.943583829221694
-15,52.0,Female,20.502430352027424,South,No,19.0,73.71527038527127
-16,1.0,Female,20.317019608530657,North,Yes,17.0,75.11871653708536
-17,87.0,Male,27.879342060170316,West,No,,70.62406265880384
-18,,Male,39.38853289206891,West,No,18.0,74.37846477010991
-19,37.0,Female,26.474724700425327,North,No,4.0,33.01926344055886
-20,1.0,Male,28.932634222251195,East,No,18.0,54.58063391947735
-21,63.0,Female,36.51580044726835,East,No,10.0,64.60904446730146
-22,59.0,Female,28.376742973341464,West,No,11.0,57.061893266972255
-23,20.0,Male,19.6115717854714,South,No,9.0,58.79125264579707
-24,32.0,Male,22.489897794161926,East,No,7.0,47.308932175769904
-25,75.0,Female,22.748423156715273,East,No,8.0,60.52203931534177
-26,57.0,Female,24.93295288643995,North,No,3.0,46.986296314008555
-27,21.0,Female,25.669722633418736,North,No,4.0,38.48926050283156
-28,88.0,Female,,South,No,20.0,68.50376932290057
-29,48.0,Female,23.734674976233325,East,No,7.0,49.786964178081085
-30,90.0,Female,26.705795711034483,East,No,8.0,76.41872341615982
-31,58.0,Female,30.624399676276305,North,No,14.0,57.95940158673568
-32,41.0,Female,24.443148686004232,East,No,14.0,50.141138947423826
-33,91.0,Female,35.91412033230832,West,Yes,15.0,96.33784764424985
-34,59.0,Female,29.68634010585186,North,No,13.0,66.10850402873245
-35,79.0,Female,22.35111698052429,South,No,7.0,57.58792846516052
-36,14.0,Female,32.8514799947457,North,No,17.0,68.19565621722988
-37,61.0,Male,28.191193253619645,East,No,9.0,52.051676004316896
-38,61.0,Female,28.361397281431174,South,No,19.0,70.73197577960738
-39,46.0,Female,27.02719870968965,North,No,5.0,51.681247314932484
-40,61.0,Female,,West,Yes,11.0,79.77959955181586
-41,50.0,Female,34.13390702665602,West,Yes,1.0,49.828691305296765
-42,54.0,Female,17.57453698328289,North,No,6.0,58.960547343433646
-43,63.0,Male,23.359070282762055,West,No,,59.64382782105065
-44,2.0,Male,16.887584095097232,West,No,2.0,37.50586992785305
-45,100.0,Male,33.83115551868627,West,No,12.0,71.86081927848747
-46,50.0,Male,21.807546368007486,South,No,2.0,36.586354906148095
-47,6.0,Male,37.43576024547211,West,No,17.0,69.24785163520839
-48,20.0,Female,28.164461666482346,West,Yes,10.0,55.58934578030017
-49,72.0,Male,,West,No,,54.52937420020215
-50,38.0,Female,39.473285890399026,South,No,5.0,60.00109501776287
-51,17.0,Male,35.994721486414264,North,No,0.0,43.38986515392437
-52,3.0,Female,36.67484400028809,East,Yes,0.0,47.81009953960845
-53,88.0,Male,25.199612384121117,West,No,7.0,63.49971035925294
-54,59.0,Male,28.793064881483495,North,No,4.0,55.64904996715274
-55,13.0,Male,21.347214101082606,West,No,15.0,62.308262630294195
-56,8.0,Female,19.90282749233632,South,Yes,10.0,55.25766351163422
-57,89.0,Male,27.637696977650844,North,No,4.0,59.21839692369398
-58,52.0,Female,29.876224492510516,South,No,3.0,47.147083152611216
-59,1.0,Male,23.481781147404774,West,No,,53.94478827598065
-60,83.0,Male,29.236087944087508,West,No,13.0,66.37858037216633
-61,91.0,Female,37.18651206283758,South,Yes,18.0,90.84319562604264
-62,59.0,Female,28.91803961958415,East,No,8.0,51.49856733881717
-63,70.0,Male,33.020327407762665,South,Yes,11.0,74.66272205756323
-64,43.0,Female,35.13287418394763,West,No,10.0,61.06738429934614
-65,7.0,Female,39.71821954888607,South,No,13.0,64.16111074909696
-66,46.0,Female,30.07993505442449,East,No,15.0,64.73614970941783
-67,34.0,Male,35.17125372406465,South,No,0.0,45.32790517936398
-68,77.0,Male,39.06623296387187,East,Yes,12.0,82.18023631012379
-69,80.0,Female,38.61024313943184,East,No,20.0,80.89935933776322
-70,35.0,Female,,South,No,20.0,62.728687728145644
-71,49.0,Female,25.159807706838052,South,No,12.0,62.67653240167559
-72,3.0,Male,23.09975152766999,North,No,1.0,34.63215876547108
-73,1.0,Female,17.173125373758733,West,No,,38.983809465993346
-74,5.0,Female,30.831019372774016,East,Yes,5.0,55.683806480282996
-75,53.0,Male,33.39761532990006,North,Yes,4.0,69.5281728934619
-76,3.0,Male,36.20320238667209,South,Yes,2.0,46.296002932044104
-77,53.0,Female,18.06942224156771,West,No,0.0,44.68244563466402
-78,92.0,Male,36.91110189688234,North,No,3.0,57.62642695173392
-79,62.0,Male,31.07313909035633,East,No,19.0,75.88568554789654
-80,17.0,Male,32.598653378462735,North,No,1.0,31.956932212925032
-81,89.0,Male,37.7656000885076,East,No,4.0,61.590798995491355
-82,43.0,Male,30.61903177608128,South,No,2.0,48.08524654502446
-83,33.0,Female,23.396646428745875,West,No,8.0,54.90709583021687
-84,73.0,Female,35.62768328556649,West,No,19.0,80.87986169551391
-85,61.0,Male,24.076480304877265,West,No,5.0,48.047417915315286
-86,99.0,Female,15.855702770513227,South,No,17.0,71.51790316934193
-87,13.0,Female,35.76636266413124,East,Yes,5.0,52.10797969458355
-88,94.0,Male,23.62980362203189,South,No,18.0,73.54750488193594
-89,47.0,Male,34.34586308003351,West,No,11.0,56.7785889190286
-90,14.0,Male,24.068947366648636,South,No,10.0,48.1411077918716
-91,71.0,Male,36.52670049936804,South,No,1.0,50.633802539250155
-92,77.0,Female,20.487763127023968,South,No,14.0,68.27862094156944
-93,86.0,Female,39.36368162997175,East,No,,78.52890400359772
-94,,Male,34.49396936970077,North,No,11.0,58.974461613494015
-95,39.0,Female,17.855948148009922,North,No,8.0,45.43753895692501
-96,84.0,Female,,South,No,20.0,73.81928972208951
-97,79.0,Male,39.63418280604337,North,No,1.0,60.92590766990113
-98,81.0,Female,26.77663631734536,North,No,2.0,52.747540754968895
-99,52.0,Female,19.552678470539583,South,Yes,11.0,70.4140915773473
-100,23.0,Female,27.119459178758653,South,No,15.0,63.8282918899613
-101,25.0,Male,27.81144139704804,West,No,20.0,64.46339478706683
-102,88.0,Female,33.54217360571664,North,No,0.0,61.50926723555673
-103,59.0,Female,32.47114632902261,East,Yes,20.0,88.68183705401295
-104,40.0,Female,25.063751089924516,South,Yes,2.0,38.382765859033945
-105,28.0,Female,20.450577687352162,West,No,19.0,74.13815531875873
-106,14.0,Female,31.126354194233237,East,No,,45.841677734981346
-107,44.0,Female,25.542598363832045,North,No,8.0,45.644214701937
-108,64.0,Female,,West,No,18.0,72.94668326187835
-109,88.0,Female,,South,No,14.0,60.43692535103118
-110,70.0,Male,32.28054644024136,East,No,17.0,68.67297166681749
-111,8.0,Male,32.07959641113703,South,No,10.0,56.891526970350256
-112,87.0,Male,35.564596897791844,North,No,15.0,78.26162327562916
-113,0.0,Female,28.241541966377028,East,Yes,16.0,68.58657862068527
-114,,Male,,North,No,4.0,43.243274710226515
-115,87.0,Female,27.452268837775144,North,No,11.0,56.50883112779564
-116,62.0,Male,16.679384997892754,West,No,10.0,64.39571884723328
-117,,Female,,South,No,14.0,66.17910849392364
-118,80.0,Female,27.436622349497263,East,No,2.0,53.72182335410903
-119,7.0,Female,33.005064540807396,North,No,0.0,35.64939906571392
-120,34.0,Male,17.66446825321686,North,Yes,19.0,73.15516008304282
-121,,Female,18.500463466511224,East,No,15.0,76.80104669780641
-122,32.0,Female,21.59209506586541,North,No,1.0,40.87962801692582
-123,4.0,Male,21.662459834272056,West,No,1.0,31.98752550994653
-124,40.0,Female,33.30461446147656,West,Yes,2.0,53.60108488027144
-125,27.0,Male,21.268266514039944,West,No,7.0,47.34427913087955
-126,6.0,Male,30.82745158393619,West,Yes,14.0,69.24600090894593
-127,72.0,Female,27.356846253456787,North,No,6.0,54.625876829648924
-128,71.0,Male,29.332359454485015,East,No,5.0,56.93103268938077
-129,11.0,Male,35.952674079457395,East,No,8.0,50.955041914006934
-130,33.0,Male,25.109537538725608,East,No,19.0,64.53883046626761
-131,32.0,Male,34.27278442660676,East,No,0.0,43.905478517757984
-132,47.0,Male,25.550901488767185,South,Yes,7.0,62.93160479088528
-133,22.0,Female,23.846784414031234,East,Yes,2.0,46.61832471391028
-134,61.0,Female,38.96567943283051,South,No,3.0,52.705975312457966
-135,87.0,Female,19.60927301697408,South,No,14.0,71.56164144397837
-136,36.0,Female,17.258424014440198,West,No,5.0,48.08834328182278
-137,98.0,Female,34.274648138386965,South,No,14.0,72.12659634069047
-138,43.0,Female,16.70624263385229,North,Yes,20.0,77.82731814974248
-139,85.0,Male,35.926974767575736,South,No,2.0,58.02231809803412
-140,90.0,Male,25.929834908931088,West,No,20.0,80.79370493303182
-141,34.0,Male,37.887841932297846,South,No,20.0,73.30466291032043
-142,,Male,33.03832152804764,North,No,13.0,59.83104546984908
-143,98.0,Female,30.26011667519894,North,No,19.0,75.33216542664934
-144,100.0,Male,38.732669926444146,North,No,,76.34058586115778
-145,46.0,Female,24.916234326301357,West,Yes,3.0,49.68046546620083
-146,77.0,Female,38.85217341349083,West,Yes,11.0,92.69980825897476
-147,2.0,Female,18.375031935530174,East,No,16.0,54.543102912907266
-148,0.0,Male,27.09387354831032,West,No,6.0,27.093143932452676
-149,4.0,Male,21.747780559804873,North,Yes,8.0,53.177988231213476
-150,89.0,Female,28.496069472704836,North,No,2.0,51.04595768880492
-151,13.0,Female,19.050346947289615,West,No,,54.928511410002244
-152,26.0,Male,36.03824150775108,South,No,14.0,63.73276996281047
-153,8.0,Female,36.16019623286393,West,No,17.0,59.1583230806025
-154,78.0,Male,38.880907818086975,West,No,18.0,80.80202072522752
-155,,Male,18.866803522080907,North,No,0.0,43.517903810092896
-156,89.0,Male,30.58331377262477,East,Yes,5.0,56.03509838262701
-157,41.0,Male,26.85593271750924,North,No,1.0,46.56533298454832
-158,76.0,Female,,East,No,13.0,61.07197828369057
-159,50.0,Female,23.78850402835547,North,No,5.0,54.65860522920363
-160,62.0,Male,25.319838765168807,West,No,13.0,63.86744054741818
-161,95.0,Female,32.62313874222383,North,No,3.0,59.55358289612957
-162,51.0,Female,29.957151456703865,North,No,20.0,77.17578470824142
-163,95.0,Female,26.492037819028276,North,No,7.0,62.476969106133026
-164,,Male,16.898335259240554,West,No,2.0,49.6462796601705
-165,93.0,Male,16.944133601973927,West,No,18.0,78.02276696883537
-166,100.0,Male,15.058484765644456,West,Yes,13.0,86.30252966510665
-167,22.0,Male,39.192484705177165,West,No,19.0,70.03384203047567
-168,14.0,Male,,East,No,16.0,55.610772214774045
-169,42.0,Female,,East,No,7.0,59.251302952558426
-170,28.0,Male,22.864913920235274,South,Yes,13.0,61.286961703148144
-171,35.0,Male,35.185756295419026,West,No,5.0,50.45906719866482
-172,12.0,Male,39.05246964410294,East,No,15.0,65.34094033849912
-173,31.0,Male,34.7503389697964,North,No,18.0,66.39968314239253
-174,70.0,Male,,West,No,13.0,66.59983239556608
-175,58.0,Male,28.032516685339235,South,Yes,18.0,82.00841833604996
-176,85.0,Male,17.16763029655459,South,No,2.0,48.43820484283458
-177,27.0,Male,,South,No,9.0,49.934611270446645
-178,65.0,Male,,North,No,18.0,65.1159910188521
-179,41.0,Female,30.973734633356546,East,No,8.0,55.92701836507469
-180,44.0,Male,33.97589613847124,North,Yes,19.0,82.21077212624428
-181,61.0,Male,33.10258323182846,West,Yes,12.0,73.89424218502083
-182,,Male,30.93078949473717,South,Yes,,70.05386994590626
-183,5.0,Female,39.514420004499705,North,No,13.0,59.65586795100906
-184,27.0,Male,37.584095315900626,North,No,8.0,59.88808254207463
-185,27.0,Female,31.166622977929084,East,No,18.0,59.55913758381547
-186,43.0,Female,32.32938028642312,East,No,14.0,69.34537336362303
-187,83.0,Male,16.28989516646775,South,No,19.0,76.13874039778183
-188,29.0,Female,,North,Yes,13.0,57.34693237423595
-189,61.0,Female,,North,Yes,,66.08515317040023
-190,74.0,Male,29.706593924248274,East,No,20.0,73.6977603321175
-191,91.0,Male,,North,No,3.0,51.54745778196371
-192,88.0,Female,28.89516453592949,North,No,7.0,60.01685541551805
-193,61.0,Male,26.830252952033334,North,No,16.0,71.8567030978627
-194,96.0,Female,22.82137141263969,East,No,8.0,60.4787915565975
-195,0.0,Male,18.01306446966161,South,No,0.0,28.982775556160746
-196,26.0,Female,33.27559178645704,West,No,19.0,61.49153690938478
-197,61.0,Male,19.81497569464076,South,No,13.0,60.703309895813085
-198,76.0,Female,17.88205053118211,West,Yes,10.0,63.29413603578049
-199,2.0,Female,25.54406649326281,North,Yes,20.0,66.78913494987275
-200,69.0,Male,34.883545948977435,South,No,2.0,57.90449350558834
-201,71.0,Male,33.62661370300551,West,No,8.0,55.80412717615201
-202,,Male,16.372065366161873,East,No,13.0,66.3656421062907
-203,8.0,Male,26.3785921259039,East,Yes,8.0,47.56261536343776
-204,61.0,Male,,South,No,3.0,56.083307209266664
-205,36.0,Female,31.113666265645556,South,No,3.0,52.75687942570818
-206,96.0,Female,31.254183761080704,North,No,7.0,64.61084850866767
-207,50.0,Female,24.117431236432644,South,No,1.0,51.495209389338854
-208,43.0,Female,29.01692985008785,North,No,8.0,53.18575114566465
-209,23.0,Female,27.026547096102163,North,No,13.0,58.14793022738379
-210,78.0,Female,37.124958913082025,East,No,8.0,71.26040081585404
-211,58.0,Female,28.256628315872504,East,No,15.0,65.52887366487937
-212,31.0,Male,26.025804043704042,West,No,16.0,52.49072638887868
-213,95.0,Male,25.11213624204627,East,No,15.0,75.445445503011
-214,87.0,Male,29.310693985836643,East,No,11.0,62.46980615980909
-215,51.0,Male,35.09942448502244,South,No,2.0,46.31226964165624
-216,,Male,28.460037259519687,East,Yes,10.0,67.08806747425669
-217,57.0,Male,,West,No,13.0,64.25923211130073
-218,51.0,Female,33.446394172663126,South,No,17.0,70.01775189603097
-219,11.0,Female,28.004202746968296,West,Yes,20.0,75.82990938803114
-220,38.0,Male,25.67042641637161,East,Yes,20.0,74.08818790868746
-221,1.0,Male,36.91663444656123,West,No,4.0,43.08678985303207
-222,2.0,Male,25.437652100697303,South,No,15.0,57.15500422031659
-223,100.0,Male,26.54857126438969,North,No,19.0,87.48385953022824
-224,,Male,39.75853283354443,West,Yes,4.0,77.5228925148065
-225,,Female,15.005938089397114,West,Yes,2.0,60.158947087286826
-226,58.0,Male,19.63682273941806,South,No,11.0,63.7382326501492
-227,1.0,Female,24.599097247993143,South,No,0.0,40.11593197490429
-228,1.0,Female,38.31474773563132,West,No,20.0,65.7099451795075
-229,91.0,Male,16.750742643686777,East,No,8.0,66.75101161009731
-230,53.0,Female,15.237135840712451,West,No,8.0,61.2073905770658
-231,86.0,Female,16.317095899430715,South,No,3.0,62.708948361367874
-232,100.0,Male,17.213585265340456,North,No,2.0,50.34570581832505
-233,95.0,Male,15.939919330156522,North,No,16.0,72.40722416820098
-234,96.0,Female,26.99453317141262,East,No,1.0,51.0058191841168
-235,,Female,,West,No,0.0,42.41646602432206
-236,18.0,Female,21.792174276725103,North,No,7.0,50.22882706221425
-237,1.0,Female,24.95718459939089,West,Yes,12.0,60.78781053698782
-238,52.0,Female,17.292483377785754,South,No,,57.613224473534025
-239,43.0,Female,23.409261595710554,North,Yes,7.0,61.30882965732477
-240,89.0,Female,28.062979790863075,East,No,11.0,66.27431464133404
-241,31.0,Female,33.30679517961613,South,No,11.0,64.87522445774363
-242,69.0,Female,15.08365905107448,East,No,13.0,69.04498560860951
-243,31.0,Male,26.682769163441314,South,No,14.0,55.42616853510864
-244,67.0,Female,22.425071911372054,North,No,14.0,66.9795578834394
-245,54.0,Female,36.32054554229754,East,No,8.0,60.20016416545429
-246,74.0,Male,32.88883288085604,East,Yes,18.0,77.05671743273041
-247,55.0,Female,29.727713361772373,South,No,19.0,70.53930337344322
-248,16.0,Male,21.931641142419338,East,No,7.0,43.66705007691466
-249,37.0,Female,37.75847755143836,South,Yes,20.0,82.81957814263124
-250,23.0,Female,16.12751693050808,South,No,18.0,70.7139642290359
-251,68.0,Female,17.736689966977877,South,No,5.0,49.809385648730014
-252,97.0,Male,24.790753513508903,South,No,19.0,80.18028230222814
-253,69.0,Female,18.11093893242141,North,No,18.0,72.4336731204227
-254,85.0,Female,38.910392438985625,South,Yes,3.0,71.71342591856335
-255,10.0,Male,34.94973305358458,West,No,6.0,48.00879084710901
-256,,Male,21.474566290045342,East,Yes,3.0,48.583562222709226
-257,96.0,Female,,West,No,11.0,67.1861321713878
-258,72.0,Male,39.558262877002036,North,No,12.0,84.4418883483608
-259,58.0,Male,37.104974453287575,West,No,2.0,44.14270359634362
-260,69.0,Female,30.01996116105495,East,No,11.0,61.27196068434748
-261,79.0,Male,37.59309917938177,West,Yes,1.0,70.84550397120638
-262,92.0,Female,,North,Yes,1.0,61.93592395248188
-263,2.0,Male,33.5838205723406,South,Yes,,62.523933541487054
-264,19.0,Female,,West,No,0.0,22.449497657250802
-265,58.0,Male,25.03950591063719,North,Yes,7.0,65.09132490899852
-266,35.0,Female,35.94564338208114,North,No,5.0,46.68191442121684
-267,18.0,Male,20.764229895125474,East,No,5.0,43.54647384198317
-268,89.0,Female,,East,No,17.0,73.68065405816643
-269,66.0,Male,18.008469050874897,West,Yes,16.0,91.03574039643686
-270,18.0,Female,16.173633928695324,South,No,11.0,56.728713520063295
-271,19.0,Female,,North,No,5.0,41.26470856639995
-272,95.0,Female,15.91829843566534,West,No,7.0,56.07540136891416
-273,70.0,Female,38.93175657458314,North,No,18.0,81.31042657192151
-274,51.0,Male,35.65514239484915,North,Yes,9.0,73.49274736445969
-275,32.0,Female,35.01924217824688,South,No,,56.01650123222194
-276,39.0,Male,30.74444807490383,South,No,12.0,54.921652384576106
-277,,Male,20.40810057591384,West,No,16.0,62.19134369681455
-278,81.0,Male,27.956509166909804,South,No,2.0,52.312754499977686
-279,0.0,Female,,South,No,,49.32476740925967
-280,,Female,28.125787521506705,West,No,13.0,66.79457795808595
-281,91.0,Male,21.505834198788182,South,No,2.0,46.835460266266125
-282,56.0,Female,27.881198107868148,East,No,15.0,66.74495291892724
-283,88.0,Male,27.279658521715664,North,No,12.0,65.25132237669222
-284,49.0,Male,39.9083943951681,North,No,19.0,78.95184014892757
-285,22.0,Male,37.4359037011551,North,No,16.0,68.14171431339017
-286,30.0,Male,26.584518705390497,North,Yes,12.0,66.16381624451135
-287,93.0,Male,30.573434573377966,West,Yes,5.0,70.29699917614411
-288,41.0,Female,33.69679010230571,North,No,16.0,60.69435194319909
-289,98.0,Female,15.871629005845623,North,No,13.0,69.51730081451365
-290,6.0,Male,37.373036030696,North,No,16.0,70.28394240843349
-291,15.0,Male,36.50317041044809,North,No,7.0,49.01328413718623
-292,89.0,Male,26.435802444342684,East,No,10.0,64.43314842304851
-293,59.0,Female,24.779244152009497,North,Yes,19.0,85.57576821743703
-294,1.0,Male,21.823984371407875,East,No,0.0,33.02156912545716
-295,0.0,Female,26.916920708259212,West,Yes,,57.91634240494785
-296,47.0,Female,16.10941658833092,South,No,20.0,77.82501206621104
-297,11.0,Female,,North,No,20.0,52.144508908228886
-298,68.0,Female,15.885559210463626,South,Yes,16.0,79.30390076949556
-299,36.0,Male,23.226284134246775,South,No,9.0,53.200332381119196
-300,31.0,Female,38.28973720797475,West,No,10.0,66.96907728813972
-301,8.0,Female,33.38031636308632,South,No,8.0,47.44196291554948
-302,98.0,Female,22.03477401443817,East,No,8.0,57.81604594849208
-303,18.0,Male,21.316227349022128,South,No,4.0,36.188078799152116
-304,47.0,Male,,South,Yes,16.0,78.34713372997925
-305,,Male,32.39285732124375,South,Yes,8.0,63.64384905665394
-306,2.0,Female,16.21958954182933,North,Yes,16.0,68.21878016174597
-307,19.0,Female,28.315062985019054,North,No,20.0,67.42463309859376
-308,23.0,Female,39.05304931480124,East,No,18.0,56.96679133874389
-309,53.0,Male,17.736721501361348,East,No,6.0,62.239598284979735
-310,32.0,Female,37.36199827420168,North,Yes,8.0,62.38558089131295
-311,23.0,Male,39.7868833786262,East,No,6.0,55.742277850022454
-312,74.0,Male,16.537925655980878,North,No,12.0,57.85685004270397
-313,71.0,Male,37.07265672843653,West,No,10.0,64.374746472108
-314,35.0,Female,27.901975511090416,South,No,13.0,63.14451332517391
-315,37.0,Male,37.6628429861145,South,No,18.0,62.83654372622006
-316,83.0,Female,29.282973547989354,East,Yes,10.0,78.14819355658454
-317,98.0,Female,31.552800252664117,North,No,12.0,68.37847907640382
-318,88.0,Male,28.594472699934983,North,No,13.0,70.18183390062985
-319,98.0,Female,36.612322007683716,East,No,12.0,77.62992318793235
-320,24.0,Male,33.347747973842544,North,No,0.0,40.49135230919424
-321,92.0,Male,28.031507804510372,West,No,7.0,55.03474872028624
-322,17.0,Male,36.70402010128868,South,No,11.0,54.92645859389335
-323,81.0,Male,21.132138306383364,East,No,18.0,66.64023681779327
-324,65.0,Female,18.93351649256315,East,No,11.0,63.799092765240566
-325,53.0,Male,19.0100026332518,North,No,7.0,61.40427919276215
-326,34.0,Female,,East,No,7.0,38.70562327933157
-327,79.0,Female,20.96725078252544,West,No,20.0,72.80492378186189
-328,60.0,Female,38.252258762743466,North,No,12.0,67.87224173632089
-329,40.0,Female,17.6458523457146,North,No,11.0,58.070881504619344
-330,,Female,32.47476845098969,North,Yes,15.0,79.68948967696767
-331,32.0,Male,,North,No,0.0,36.166827810925554
-332,67.0,Male,,West,No,12.0,60.34803408048563
-333,32.0,Female,,North,No,6.0,51.44348124306259
-334,13.0,Female,,East,No,4.0,42.43780554803041
-335,20.0,Male,36.97678700570329,West,No,7.0,54.36706122750465
-336,47.0,Male,15.128629268867869,South,No,13.0,64.33477656351317
-337,,Male,35.49867293520251,South,No,12.0,68.42686772461698
-338,7.0,Female,20.715629038123087,East,Yes,14.0,60.036244770797374
-339,6.0,Male,37.717532731734195,East,No,16.0,59.32331052820614
-340,66.0,Male,15.028002787002738,West,No,14.0,72.90254135514789
-341,16.0,Male,28.904543375993924,South,No,19.0,54.33709310251636
-342,32.0,Male,33.915895094623366,South,No,17.0,66.33555681509887
-343,47.0,Female,21.4672082674477,South,Yes,17.0,73.94123910996693
-344,75.0,Male,19.828321614682327,South,No,1.0,40.80853921279332
-345,58.0,Female,17.102455611699618,South,Yes,3.0,54.56222246967742
-346,85.0,Male,23.160839412582327,North,Yes,0.0,56.62424512183878
-347,21.0,Female,28.996107807720737,East,Yes,3.0,54.668260163041445
-348,29.0,Male,17.896096419506442,North,Yes,17.0,70.55848234775841
-349,37.0,Male,24.41738404966997,South,Yes,4.0,59.483879066803915
-350,50.0,Female,15.226810116318124,West,No,18.0,72.09165816290768
-351,53.0,Female,35.466985512496045,West,No,14.0,73.62981279678996
-352,7.0,Female,18.211217952329783,South,No,7.0,41.181920040638225
-353,26.0,Female,22.08357370663954,South,No,19.0,63.88122917570338
-354,26.0,Female,15.460692968455437,West,No,16.0,65.59233694878876
-355,97.0,Male,25.806019597312808,North,Yes,0.0,58.53493106585506
-356,20.0,Female,36.00303756853047,North,No,11.0,61.31846252245083
-357,29.0,Male,24.803780286129914,South,No,18.0,51.76410648235424
-358,96.0,Female,19.487433085595836,North,Yes,14.0,93.83144739323888
-359,27.0,Female,33.84247085126298,West,No,8.0,55.59833757274758
-360,63.0,Female,34.720174546768604,North,No,6.0,55.456430515807334
-361,96.0,Female,,South,No,1.0,48.46621934482717
-362,68.0,Male,34.27135271352475,West,Yes,8.0,65.56579599968636
-363,60.0,Female,38.682447206408455,North,No,9.0,68.0885454486564
-364,47.0,Male,19.159439673306807,East,No,1.0,47.5805155904489
-365,18.0,Female,34.27460731330339,West,Yes,18.0,74.08828640014954
-366,,Female,32.71430011506573,West,No,10.0,63.51047337815768
-367,34.0,Male,26.839347210877214,East,No,12.0,50.43285967430248
-368,63.0,Female,16.44801151396996,East,No,9.0,54.337771103325345
-369,48.0,Female,16.86736044394635,West,No,13.0,71.47369733366217
-370,16.0,Female,36.31036647996619,East,No,17.0,68.05176256324985
-371,43.0,Female,39.75370931876618,South,No,18.0,83.46783794219903
-372,91.0,Male,31.90130642966886,South,No,,61.31170297987097
-373,29.0,Female,,South,Yes,6.0,50.71020075387023
-374,92.0,Female,31.18934108504769,West,No,2.0,51.522350556065255
-375,,Male,29.859896480713633,East,No,19.0,65.56063548246757
-376,5.0,Female,,East,No,5.0,42.55465376385614
-377,98.0,Male,16.640653614350324,North,Yes,20.0,89.33830331513148
-378,36.0,Male,35.53782368518603,North,No,1.0,38.393937110666926
-379,23.0,Female,24.295838230968116,East,No,5.0,42.834869251124466
-380,92.0,Female,35.46964108392734,East,No,2.0,50.430738342186906
-381,45.0,Male,,East,No,15.0,53.03050805533694
-382,52.0,Female,15.025736996140836,West,Yes,7.0,66.54058229281408
-383,94.0,Male,18.973457081918912,East,No,1.0,43.36986076212261
-384,98.0,Male,26.713485419214607,North,No,16.0,77.62319859557016
-385,59.0,Male,,West,Yes,8.0,57.35115908144991
-386,96.0,Male,17.554840492342976,East,No,11.0,57.26815107262405
-387,62.0,Male,36.35524436153915,North,No,2.0,50.37809547480936
-388,84.0,Female,28.17560240529655,West,No,10.0,63.027195048308684
-389,31.0,Female,35.64801914499742,East,No,0.0,44.32639090402129
-390,86.0,Male,22.459360774749815,East,No,12.0,66.38282087872325
-391,32.0,Female,35.9986791168118,East,No,14.0,58.151984010140886
-392,66.0,Female,34.32056950042011,West,No,,66.1089566952411
-393,17.0,Male,20.75134207578585,North,No,20.0,69.10324724024811
-394,24.0,Female,,North,Yes,16.0,63.29901707043619
-395,94.0,Female,36.701358063307325,South,No,5.0,62.241058332988295
-396,53.0,Male,39.0809163360033,East,No,20.0,79.14141010753113
-397,57.0,Male,15.782557843687906,South,No,10.0,61.74996990918813
-398,,Female,33.28175167434214,South,No,17.0,67.9047515809029
-399,45.0,Female,37.73811277369546,North,No,3.0,51.273586991404294
-400,23.0,Male,36.434002302312464,West,No,2.0,47.34589808367279
-401,31.0,Female,39.11301180675521,West,Yes,12.0,68.58958961487494
-402,46.0,Female,34.002351960952424,North,No,8.0,58.93898271774732
-403,85.0,Female,26.057469059522756,West,No,20.0,82.76157569824866
-404,22.0,Female,,South,No,5.0,50.59850268015823
-405,65.0,Female,23.018568510953187,East,No,11.0,48.97946691660252
-406,26.0,Male,33.110566815352925,North,No,1.0,39.07455641773912
-407,1.0,Male,33.64592530077411,East,No,2.0,27.112098343560348
-408,89.0,Female,20.008978588717817,West,No,2.0,39.87019628752974
-409,16.0,Female,36.70307033726327,East,No,11.0,57.26855800398397
-410,32.0,Male,32.87310100505619,West,No,14.0,58.503527007539034
-411,8.0,Female,29.068757158584567,West,Yes,8.0,55.92699399963039
-412,42.0,Female,26.78831150256282,South,No,7.0,51.490541351946504
-413,47.0,Male,28.580820144748955,West,No,10.0,61.2805934359916
-414,38.0,Female,,South,No,15.0,60.89742983924279
-415,92.0,Female,20.092531231906854,South,Yes,3.0,78.72094057208594
-416,,Female,17.279112260154793,South,Yes,0.0,54.51265464949067
-417,25.0,Female,18.841450954027817,North,No,6.0,55.1087815404183
-418,98.0,Male,26.342340865132066,North,Yes,1.0,49.525904947288936
-419,49.0,Female,28.2588598432064,West,No,4.0,53.079706021636284
-420,24.0,Male,15.446547311957984,South,No,6.0,47.45962046415506
-421,23.0,Male,34.91994569660069,North,No,3.0,34.27852983403898
-422,12.0,Female,22.354199333586948,South,Yes,4.0,50.852738604460185
-423,59.0,Male,37.79590087399778,East,No,0.0,48.47197626893727
-424,6.0,Male,39.18778159034444,East,Yes,0.0,54.164923565006546
-425,,Female,19.63647186691636,East,Yes,14.0,77.49375398947437
-426,35.0,Male,26.552432269141516,West,No,19.0,58.17475171370562
-427,44.0,Male,15.030795879160648,South,No,18.0,75.8438464524238
-428,19.0,Female,29.95818162806067,East,No,,50.0615756739455
-429,64.0,Female,30.18266120656678,North,No,17.0,76.40720473256899
-430,7.0,Male,21.18849889008438,East,No,2.0,34.10063589055506
-431,15.0,Female,28.960316814579947,East,No,10.0,46.432161000935125
-432,13.0,Male,20.638503561093387,East,No,14.0,54.686402762774506
-433,75.0,Female,19.020636726954752,West,No,10.0,62.296942789451386
-434,86.0,Female,31.28798667005662,North,Yes,16.0,79.8630148106818
-435,14.0,Female,23.148136598801873,South,No,16.0,54.48994624805844
-436,91.0,Female,,North,Yes,5.0,60.093450040144944
-437,97.0,Female,25.831168724291388,South,No,4.0,53.26131662346104
-438,65.0,Female,39.6087851850726,West,No,7.0,67.55238052916773
-439,31.0,Male,,West,No,1.0,37.54105684318317
-440,86.0,Male,26.614964915895253,West,No,15.0,74.87573206421527
-441,62.0,Female,32.01141565898313,West,No,19.0,72.43085013888631
-442,85.0,Male,24.888627096999215,South,Yes,11.0,66.34303020755958
-443,50.0,Female,39.36749629676724,East,No,5.0,60.80762192966394
-444,24.0,Male,33.04719069817338,South,No,0.0,34.66974820147139
-445,57.0,Female,31.424596439112328,North,No,3.0,46.796935526455066
-446,62.0,Male,33.92648169028058,West,Yes,16.0,86.5719640057663
-447,61.0,Male,38.81621595096793,West,No,12.0,63.94003886158147
-448,21.0,Female,37.69546632461601,North,No,17.0,68.58246219729489
-449,57.0,Female,,South,No,4.0,47.725235962534924
-450,,Female,33.72904097753208,East,No,2.0,50.31443639655723
-451,85.0,Male,18.648051850878637,East,No,10.0,68.29312909186643
-452,48.0,Male,17.56981011231664,North,No,12.0,61.679581109596064
-453,51.0,Female,29.272612546104106,East,No,3.0,43.81088766555432
-454,41.0,Male,15.4591909235135,South,Yes,13.0,74.61821441182816
-455,69.0,Female,27.05890953878979,South,No,,65.69023491016878
-456,14.0,Female,20.258739497971714,North,Yes,9.0,57.28752785920617
-457,53.0,Female,23.650414191120987,South,No,18.0,66.35478852066126
-458,59.0,Female,34.395118394823896,West,No,17.0,73.65426377097788
-459,100.0,Female,38.53093760580966,North,No,5.0,66.84794872646376
-460,96.0,Female,16.810406803658537,South,No,14.0,66.86492471648914
-461,7.0,Male,28.356055149411127,North,Yes,20.0,73.15980931028186
-462,,Male,37.063337145489996,East,Yes,9.0,64.04239311046912
-463,59.0,Male,17.06271336101053,South,No,4.0,52.822429191516264
-464,4.0,Male,35.61285117242085,West,No,4.0,38.4459168783649
-465,67.0,Female,,South,Yes,9.0,67.6122017336456
-466,5.0,Female,23.052367555483386,North,No,4.0,39.14263313794287
-467,95.0,Male,39.43665965786964,North,No,2.0,74.69037383357589
-468,93.0,Male,20.021477246557353,South,No,5.0,61.053034249261934
-469,46.0,Male,32.329848520567026,West,No,3.0,53.21032801543461
-470,98.0,Female,35.53601820024666,West,No,17.0,90.00912306926607
-471,54.0,Female,16.02958738198179,West,No,8.0,59.26969471187223
-472,39.0,Male,31.759636458860307,North,No,16.0,65.51308325413366
-473,51.0,Female,38.78874935888317,South,No,12.0,62.372874899973986
-474,15.0,Female,18.105499168201483,East,No,14.0,55.793557423981554
-475,12.0,Male,37.40553256712596,North,No,19.0,64.97942326552183
-476,29.0,Female,29.8694159344234,West,No,16.0,58.98026632649889
-477,18.0,Female,30.415114546561853,South,No,12.0,62.41949015858164
-478,16.0,Male,30.323604371640148,West,Yes,15.0,67.69014572128725
-479,62.0,Male,22.470897158432848,East,No,3.0,42.840320170580604
-480,18.0,Male,38.38004538248649,West,No,4.0,55.42394799532643
-481,91.0,Male,38.68376156577597,West,Yes,4.0,78.33864391063763
-482,,Female,30.632616505348693,East,No,8.0,58.62458589781831
-483,54.0,Female,34.58556814854037,South,No,16.0,59.36350482100361
-484,89.0,Male,30.30644964702895,North,No,12.0,76.9512751814301
-485,100.0,Male,27.109961189351015,South,No,1.0,48.93002310055894
-486,89.0,Male,31.520502957481266,East,No,12.0,71.81562180488989
-487,61.0,Male,,West,Yes,20.0,95.34682666579904
-488,22.0,Female,29.93689656579825,South,No,18.0,73.39531112602262
-489,8.0,Male,,North,No,2.0,30.240017085350452
-490,11.0,Male,27.02259578622462,East,No,9.0,38.68195800071132
-491,0.0,Male,16.018852652311818,South,No,1.0,42.68478337828396
-492,57.0,Female,19.09998702473743,North,No,12.0,61.85078671338333
-493,0.0,Male,25.96518041223846,East,No,18.0,54.54217145489804
-494,33.0,Female,33.12066399685146,North,No,16.0,67.00335192218321
-495,95.0,Male,29.83196620775447,East,No,20.0,79.35299698434686
-496,47.0,Female,31.257354646836347,West,No,13.0,64.36434504405794
-497,88.0,Female,26.981973214407184,South,Yes,11.0,74.63131993022505
-498,0.0,Male,30.39355054855607,North,Yes,20.0,75.06645901763231
-499,15.0,Male,23.225435945366556,East,No,11.0,45.18479043351791