,age,sex,bmi,children,smoker,region,charges
0,28,male,25.52399918900175,1,no,northwest,9396.946624698354
1,53,female,27.1855584151015,0,no,southwest,7667.746970086451
2,23,male,26.918924691119436,0,no,northwest,1575.0408128749873
3,54,male,38.453227093935745,0,no,southwest,11977.228660152688
4,21,male,18.850781948854387,0,yes,northeast,21616.85457597741
5,62,male,31.659339638635117,0,no,northeast,13480.861708649789
6,11,male,26.019053151513816,2,yes,northeast,20196.950361362542
7,41,female,33.32218886487873,2,no,southeast,6388.261663697038
8,23,male,41.814910908944256,0,no,southeast,3263.063205955843
9,50,male,32.54411278238376,0,yes,southeast,44579.351181527716
10,65,male,31.636318847918513,0,no,southwest,9789.190800004717
11,21,male,18.053903099393857,1,no,northwest,6437.8155020718405
12,58,male,38.761996079016726,3,yes,southeast,38963.17575804138
13,57,male,34.29673627935324,3,no,southeast,47552.156837211645
14,54,male,22.793584827974634,1,no,southwest,9451.277543218936
15,45,male,26.62459798214351,3,yes,northeast,33560.78769852787
16,53,female,26.338314719880206,1,no,northwest,11862.12181689367
17,66,male,27.91862061524716,1,no,northwest,4576.248573750228
18,64,male,30.237321818520797,0,no,northeast,11768.51067470439
19,55,female,27.073663098626604,0,no,southwest,9402.142380207944
20,35,male,23.169689670876465,3,no,southwest,348.0600350952982
21,25,female,38.2184150519924,0,no,southeast,4934.102743159027
22,31,female,24.562019431737447,2,no,southwest,3871.4514163804956
23,40,male,25.506806019729066,0,no,northeast,5897.473412509731
24,55,female,38.901140173544945,0,no,northeast,13211.967210813697
25,40,female,46.29963666384279,0,no,southeast,2881.7350631958407
26,51,male,40.34690717080588,3,yes,southeast,37154.41029227067
27,52,female,25.24312038724892,1,no,northwest,9653.799909058878
28,21,female,40.393179712443555,0,no,southeast,5091.12011842973
29,19,female,31.362318034934546,0,no,southeast,1039.4327298549051
30,55,female,40.67051283084482,3,no,southeast,11470.687698931451
31,49,female,22.717104628489913,0,no,southeast,1745.5261491568763
32,32,male,34.65450750265432,3,yes,northwest,29141.155191439873
33,58,female,38.68805426085369,0,no,southwest,9783.403320564863
34,62,female,40.84510138782522,1,no,southwest,11547.165884544476
35,56,male,25.21341424812758,0,no,northeast,13899.49219335529
36,20,female,37.889896131245216,0,no,southwest,6125.306947520885
37,62,male,35.744636060564595,0,no,southeast,11916.042529508348
38,47,female,27.576065246710094,0,no,southwest,10423.938213174908
39,21,male,17.554307980395635,2,yes,northeast,10790.11013502865
40,63,female,21.214231468114864,0,no,northeast,21293.764557557464
41,55,male,28.81014727618598,0,no,northeast,14635.173135839104
42,26,male,24.946674138243527,1,no,northwest,4411.9524274644455
43,28,female,36.543074443571825,1,no,southeast,3518.2374022740587
44,38,male,24.762191049347415,2,no,northwest,13825.683147419433
45,46,female,23.554324857790316,0,no,northeast,5330.825692629241
46,45,male,21.034892572725866,2,no,northwest,4748.48776297745
47,52,female,25.040084669654323,1,no,northwest,7327.412247000279
48,29,male,31.95894964450032,3,no,northwest,7667.368276385736
49,26,male,16.725836523997675,0,no,northwest,8072.392463906429
50,58,female,32.93215152706177,1,no,southeast,12350.047127894895
51,48,female,24.80720574449625,1,no,southwest,4213.849873751707
52,54,female,23.56751231732775,2,yes,northeast,19391.513781577083
53,58,female,28.58034153025052,1,no,southwest,11743.039600767146
54,21,male,20.909592792417293,0,no,northwest,9090.779671484846
55,61,male,44.566959082578435,0,yes,southeast,53490.00477090647
56,51,female,35.517563974285096,1,no,southeast,11873.893219990789
57,19,female,31.318543469316612,0,no,southeast,2102.408521834619
58,24,female,32.493733342675114,0,no,southeast,3198.0450386486445
59,54,male,29.200930191148345,3,yes,northeast,38349.100880907834
60,57,female,31.28790132231174,2,no,southwest,8115.791843598975
61,22,female,37.430474421651965,0,no,southeast,2243.642729569956
62,22,male,27.945142266905638,0,yes,northeast,27092.42656478753
63,19,female,41.68624661209589,0,no,southwest,3174.3971539580116
64,50,female,31.86420330850474,1,no,southeast,5814.4545060547325
65,24,male,33.163588329172356,2,yes,southeast,39164.34726331621
66,53,female,27.75679862289718,1,yes,northeast,50328.274236122335
67,23,male,39.57848933357681,1,no,southeast,3761.750235967629
68,22,male,32.30538078429422,0,yes,northeast,23612.809695190095
69,43,female,24.611394067090842,2,yes,northwest,22018.293939846968
70,49,male,31.392651917268395,0,no,southwest,12674.17504752387
71,32,male,17.268986606035174,1,no,northwest,10754.9870605151
72,53,male,30.25868275750488,3,no,northwest,9633.490959545237
73,24,male,37.93367645952736,4,yes,southwest,31296.553914365937
74,46,female,17.340912324482044,1,no,southwest,4183.663191516382
75,53,female,42.363757380346904,0,no,southeast,12669.064026795784
76,42,male,31.069634860246904,2,no,northwest,7980.0078208991745
77,51,male,27.84610422419346,0,no,northwest,12479.468645907255
78,59,female,27.276051893927175,3,no,northwest,9008.397807162752
79,59,female,25.94000031237973,0,yes,northeast,24969.96163988153
80,36,female,27.874735236626464,2,no,northwest,5731.182239059981
81,42,male,47.48553145114741,2,yes,southeast,43713.84279014617
82,17,female,37.050039516622206,0,no,southeast,2637.8970684489095
83,23,female,40.23799308754937,0,no,southeast,3025.717024514691
84,43,male,25.32508105846753,2,yes,southeast,47886.25539405529
85,47,female,28.819336570413217,2,yes,northwest,24715.828388108297
86,24,male,22.777815651377058,0,no,northeast,4680.319451107271
87,25,male,25.051858353490015,0,no,northwest,4375.897638365335
88,24,male,45.45401513229189,2,yes,southwest,29430.624219249083
89,57,female,22.903067338244092,1,no,northeast,11283.8510797165
90,23,female,34.22796731238218,2,no,southeast,3772.7403640384437
91,55,male,27.99058983913189,1,no,northwest,6483.920205674503
92,48,male,37.53934947703504,2,yes,southeast,48490.62584375616
93,25,female,23.080212843451136,1,yes,northeast,23923.075041119566
94,54,female,27.069021891086333,1,no,southeast,10147.493768842985
95,65,male,38.84855691186053,0,no,southwest,8424.54864672553
96,50,male,20.88580600441006,1,no,northwest,8423.102549144009
97,17,female,37.636261610743574,0,no,southeast,2353.810351605075
98,55,male,33.30716565709042,0,no,southeast,10174.398086462144
99,25,male,23.95078333590838,0,no,northwest,2361.3349809764923
100,20,male,40.73628688368267,2,no,southeast,1213.9343236481172
101,22,male,19.10182394157726,0,no,northeast,1415.0527731194707
102,61,female,28.01038186206105,0,no,northeast,9497.399534477398
103,40,male,48.030911298094004,0,yes,southeast,40069.560103346565
104,43,male,33.560184250260846,2,yes,southeast,39797.327168133525
105,65,female,32.32194940687653,1,no,southwest,13947.139329824491
106,47,female,36.26291437242399,1,no,southeast,9219.25709722433
107,21,male,26.603374123902295,0,no,southwest,5143.042099851835
108,30,male,22.70627273369789,2,no,southwest,8956.361641148293
109,61,male,24.82709589123961,1,no,northwest,11517.715452686658
110,61,female,27.429360524392177,0,no,northeast,12353.287750079686
111,63,male,26.95912504478597,1,yes,southeast,63459.21436919272
112,56,female,24.123456643624092,2,no,northwest,9501.1319568549
113,54,female,37.0754649432771,3,no,southeast,18162.03446562757
114,45,male,28.375867343182986,3,yes,northwest,33294.89099639258
115,20,male,25.391707675902563,0,yes,northeast,25865.91558059412
116,57,female,30.078414086739553,3,no,southeast,3918.4871706748663
117,62,male,31.065575728209133,0,no,southwest,11736.894210210598
118,61,male,50.140346466394334,3,yes,southeast,47247.489221565935
119,39,female,18.246038057836987,1,no,northeast,8086.806859075836
120,48,female,40.542310319714744,1,no,southeast,4735.1795457938515
121,70,male,29.78719427732868,0,yes,southeast,50175.41663320554
122,23,female,28.121275609650752,1,no,southwest,2466.317477660395
123,21,female,36.30221935372876,0,no,southeast,3605.3130983056035
124,24,female,31.583019971105873,0,no,northeast,-953.7670992738545
125,57,female,37.13745892039016,1,no,southwest,11799.817034293215
126,58,female,34.14461973998888,0,no,southeast,33486.3460100973
127,62,female,20.02972070373348,0,no,northeast,31422.712350170536
128,19,female,25.683541564827582,0,no,northeast,3863.859301392474
129,58,female,44.04447312096522,3,no,southeast,13595.757536629388
130,49,female,26.63712796388429,2,no,northwest,9532.642892701442
131,35,male,22.644867919270403,1,no,northwest,10435.104394608488
132,21,male,23.296029556795844,0,no,northeast,2104.439097344429
133,51,female,23.341319854394296,2,yes,southeast,37958.074368160174
134,25,female,24.950806373304065,0,no,southeast,4870.017942827912
135,58,female,33.9636394080466,0,no,southeast,12554.113974305299
136,21,male,16.49456231512697,0,no,northwest,3130.348232445166
137,25,male,33.06123154940991,0,no,southeast,365.96046475614685
138,61,male,37.57984736142604,2,yes,southeast,41371.62173444218
139,25,female,20.845323999741645,0,yes,northeast,19805.083792253456
140,55,female,19.239788463473978,0,no,northeast,11504.133834750774
141,49,female,35.04946970210304,1,no,southeast,14021.95593209851
142,34,male,27.23626557547391,3,no,northwest,15263.766009000694
143,54,male,36.882923497890516,3,yes,southeast,29034.03363304314
144,62,female,32.663911670345705,1,no,southeast,37353.53836347021
145,43,male,27.889961604041666,0,no,northwest,5729.017749298895
146,18,female,34.93413858656858,0,no,southeast,4337.025670536223
147,46,female,32.83247528405445,0,yes,northeast,44962.180507622055
148,55,male,31.164404582108673,0,yes,southeast,39594.053244681934
149,34,male,24.9794191189313,1,no,southwest,4327.545818643923
150,62,female,26.764067069419944,1,no,northeast,10386.710563268061
151,35,female,45.11024356667034,3,no,southeast,7169.86827166291
152,54,female,26.95417836291364,1,no,northeast,13588.751304182508
153,55,female,52.62925580815872,0,no,southeast,15848.82249430518
154,18,female,40.42412270657423,0,no,southeast,3587.85589597716
155,53,female,34.388051129730925,3,no,northwest,10225.107293674191
156,17,female,37.59937692003439,0,no,southwest,4504.738836439411
157,49,female,33.22269002887832,2,no,northwest,7687.821216060152
158,32,male,23.505239005372346,3,no,southwest,6071.995495022147
159,21,female,30.139844096799994,0,no,southeast,588.6089247266041
160,55,male,32.047166550752344,3,no,northeast,8936.821886772408
161,55,female,29.171511071385144,2,no,southeast,7709.933905682177
162,57,male,22.55625745784752,1,no,southwest,11996.370326118311
163,24,male,36.95343773835666,0,yes,southeast,42308.58685228127
164,40,female,29.727525387919197,3,no,northwest,5430.025313625528
165,36,male,19.129625721402366,1,no,northwest,4967.7047119072395
166,42,female,30.052462489195914,3,no,northwest,7699.185956170897
167,22,male,22.750305791596055,2,no,northwest,1458.9227600658687
168,65,male,43.422662950573724,0,yes,southeast,39552.50634945136
169,36,female,24.399484191945163,0,no,northeast,4575.075029888085
170,19,male,24.776748175310864,0,yes,southwest,37369.51374333949
171,20,male,22.546615626102305,0,yes,southwest,14776.849666774746
172,22,male,23.760446925518245,0,no,northwest,8454.040686852806
173,52,female,27.946599879541015,0,no,northeast,10928.839292125156
174,17,female,23.57729775558636,0,yes,northeast,22361.672258993087
175,55,female,30.759103015239603,2,no,northwest,6655.306049931836
176,49,female,21.06804636109237,1,no,northwest,10957.779117793125
177,45,female,41.33020292439761,0,no,southeast,6669.486321930128
178,40,female,33.570366874854756,3,no,northwest,8595.09658121991
179,52,female,30.53811169805062,3,no,southeast,13243.070945979482
180,18,female,38.91748465675144,0,no,southeast,2996.318474340438
181,59,male,31.22966857792668,3,yes,southeast,37729.357899347
182,61,male,26.927557692693846,3,no,northwest,5161.206624271841
183,24,male,30.417126172703576,2,no,southwest,1088.977417670771
184,25,female,24.98434037287583,1,no,southwest,3673.3218856884505
185,57,female,31.797690504054437,2,no,northwest,8963.356185430315
186,45,female,35.92856877120428,0,no,southeast,5628.536495460128
187,58,female,31.795301686784658,1,no,southwest,7819.743788193919
188,24,female,43.07926568087605,1,no,southeast,2337.8186242319334
189,53,female,20.232355771176998,3,no,northwest,15903.148504529185
190,23,female,31.68072040052936,2,yes,northeast,23360.120319817564
191,46,male,47.367109496685195,0,yes,southeast,32829.08074988358
192,17,male,31.404617667194845,2,yes,southwest,29231.90567801671
193,49,female,41.444237202186265,2,no,southwest,12500.583315334792
194,54,male,16.757617565852563,1,no,southwest,4477.770135012801
195,53,male,36.38398219206849,0,no,southwest,13950.36041165955
196,59,female,35.60396944325925,3,no,northwest,8679.611220787314
197,56,female,42.7234216731138,3,no,southeast,11510.781091571604
198,64,male,28.70604813093793,1,yes,southeast,46768.897165782895
199,65,female,20.92271429197141,0,no,northeast,10657.229744171824
200,25,male,24.27643423766611,0,no,northwest,14221.48932314471
201,36,male,24.316635931224095,1,no,northwest,10012.236275294312
202,24,male,36.972543446329624,2,yes,southeast,29161.783462959786
203,19,male,22.806780329821517,1,no,northwest,711.8393005993798
204,16,female,38.92344671654366,0,no,southeast,2139.493501915353
205,62,male,38.474552431694946,0,yes,southeast,39310.210107052364
206,28,male,23.587998529515303,0,no,northwest,2157.1827901721517
207,25,male,24.062796725996513,1,no,southwest,7026.6291612865825
208,56,female,42.976389207061025,2,no,northwest,9999.450818718977
209,33,male,24.669181300105258,1,no,northwest,7126.370376642724
210,46,male,25.44796175130797,1,no,northwest,2282.8859994341847
211,53,male,35.97904447329431,0,no,northeast,10405.53602423583
212,25,male,23.09169698676546,0,no,northeast,12779.0814199478
213,40,female,34.79625347948247,1,no,northeast,11115.787334755816
214,37,female,33.23552418346365,3,no,southwest,6851.447758838095
215,15,male,20.558305462862393,0,yes,southwest,20626.731234167382
216,39,female,25.616052132262713,2,no,northwest,5309.644936218017
217,61,female,40.80338182572264,0,no,southwest,14683.828289499006
218,23,male,33.89220129101926,0,no,southeast,1459.816979826774
219,57,female,36.49744803985237,0,no,southeast,9046.351899617486
220,60,female,27.84072635301962,2,no,northwest,11117.1962739928
221,12,female,47.140055932145955,0,no,southeast,1827.7454380889371
222,43,female,20.567410535878924,1,no,southwest,15322.709715756217
223,34,male,40.22532493576505,2,yes,southeast,34168.557213360335
224,36,female,40.698138508591555,0,no,southeast,6374.273042175228
225,25,female,30.28642392598516,2,no,southwest,5217.725143353556
226,54,female,22.704196470222378,0,no,northeast,9534.517080903477
227,61,female,35.642495402291836,3,no,southeast,6038.559535030405
228,49,male,33.19779764523393,0,yes,southeast,36805.50852362879
229,24,female,45.68916162584211,0,no,southeast,2675.9991651579976
230,56,female,35.80767470404349,3,no,southeast,10871.834548418718
231,21,female,35.42862810381558,1,no,southeast,6561.735153679491
232,62,male,20.410809830493292,0,no,northeast,11564.330903653354
233,17,male,34.5138220278412,2,yes,southwest,33421.66348005623
234,50,male,24.54505161829938,3,yes,southeast,45996.37941925266
235,52,male,28.01616690039719,2,yes,northwest,32202.629042303997
236,39,male,31.451560502704666,1,no,northwest,7826.211867494683
237,51,female,27.460063140703472,1,yes,southeast,46204.21522666637
238,45,male,23.91716008798569,0,no,northeast,7839.238455522909
239,56,female,24.884765071612243,1,yes,northeast,23500.232897204187
240,32,female,21.886058730473877,1,no,southeast,7643.835269576379
241,57,female,24.973871527510703,0,no,northeast,9192.43042639118
242,13,male,30.48752282037625,0,no,southeast,1529.796985478666
243,36,male,18.39406347209089,2,no,southwest,5608.893820896156
244,51,male,27.73241831567666,1,no,northwest,9036.989297276168
245,45,male,27.20732707559063,1,no,northwest,9437.719990916492
246,56,female,30.18044687751185,3,no,northwest,9762.263193812614
247,54,male,24.578962590368388,0,no,northeast,7339.961905764741
248,23,male,26.65864483872037,0,no,northwest,8991.926533872038
249,44,male,26.984391955200913,0,no,southwest,12317.879885348084
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