,age,sex,bmi,children,smoker,region,charges
0,46,male,39.48375132936924,1,no,northeast,8342.90875
1,55,female,32.27783447743239,1,no,northeast,11879.10405
2,59,male,30.292114762562257,3,yes,northwest,46130.5265
3,26,female,29.904048128403375,1,no,southeast,3392.9768
4,46,female,33.81185369058208,1,no,southeast,8240.5896
5,29,male,36.862506765503895,1,no,southwest,3277.161
6,20,male,20.61036164095996,0,no,southwest,1241.565
7,18,female,24.613212752205676,0,no,southwest,1737.376
8,32,male,21.65005007816619,0,no,northeast,4500.33925
9,22,female,23.272990264843088,0,no,northeast,2731.9122
10,57,male,40.83889486106049,0,no,northeast,11566.30055
11,27,male,33.00740510410729,3,no,southeast,4449.462
12,41,male,35.67295188016764,1,yes,southeast,40273.6455
13,31,female,30.219851183656374,3,no,northeast,6113.23105
14,26,male,32.422756959569654,3,no,northeast,4846.92015
15,18,female,25.650617142688777,0,no,northeast,2196.4732
16,43,male,27.22151047330562,3,no,northeast,8606.2174
17,35,male,32.93465626536689,1,no,southwest,14358.36437
18,34,male,24.767658067641353,2,no,northwest,5257.50795
19,58,female,36.51013631407204,0,no,northwest,12235.8392
20,33,female,27.15179170847204,1,no,southwest,5003.853
21,45,female,44.79732656856166,0,yes,southeast,45863.205
22,35,male,28.670137348733906,3,no,southwest,5926.846
23,32,male,34.51821731850911,0,no,northeast,4518.82625
24,45,male,27.514091263714647,0,no,southwest,24603.04837
25,19,male,34.34665770217926,0,no,southwest,1261.859
26,44,female,35.51169739958319,1,no,southeast,7345.7266
27,50,male,33.55353643321241,3,no,southeast,10560.4917
28,63,male,36.845227444340175,0,no,northeast,13981.85035
29,25,male,17.55221507785251,0,no,northwest,2680.9493
30,50,female,28.132516484609447,3,no,southeast,10702.6424
31,61,male,31.718347368064094,0,no,northeast,13555.0049
32,27,female,31.52449391460392,0,yes,southwest,34838.873
33,21,male,40.456960843950135,0,no,northeast,1984.4533
34,35,male,27.439078026875734,1,no,southeast,4747.0529
35,21,female,28.011656261833657,0,no,southeast,2155.6815
36,18,female,26.594525849164377,0,no,northeast,2198.18985
37,44,male,29.61302469658928,1,no,southwest,6849.026
38,37,male,29.93659900016062,1,yes,northeast,22462.04375
39,59,female,35.336200573841715,0,no,southwest,12644.589
40,27,female,24.428121523317174,1,no,northeast,23288.9284
41,48,female,33.37872617798836,2,no,northeast,10370.91255
42,43,female,38.21754015095945,0,yes,southeast,48885.13561
43,48,female,32.498918894475345,0,yes,southeast,40974.1649
44,21,female,22.128731077729036,2,no,southeast,3180.5101
45,40,female,32.4142512778921,2,yes,northwest,40003.33225
46,25,male,30.457811142594565,0,no,northeast,2727.3951
47,18,male,24.765570752155902,2,no,southeast,2304.0022
48,44,male,21.79176546125067,2,no,northeast,8302.53565
49,18,male,34.71274756951851,1,no,southeast,1727.54
50,26,female,29.40344004465452,1,no,southeast,3392.3652
51,60,male,42.940409121855204,0,no,southwest,12574.049
52,18,female,28.730917524211165,0,no,southwest,1743.214
53,23,female,31.316076845497875,0,yes,southwest,34166.273
54,55,female,39.794212336967256,0,no,southeast,11090.7178
55,52,female,37.32390676223555,3,yes,northwest,46661.4424
56,20,male,36.690324608051434,0,no,southeast,1534.3045
57,21,female,21.91001972235642,2,no,southeast,3180.5101
58,51,female,23.949415984878264,1,yes,northwest,23887.6627
59,25,male,23.858142585396465,5,no,southwest,5080.096
60,45,female,29.17008042844637,1,no,southeast,8547.6913
61,31,male,20.0080791499266,0,no,southwest,3260.199
62,53,male,30.301085615265052,0,yes,southeast,41999.52
63,18,female,36.96116848001532,0,yes,southeast,36149.4835
64,58,male,29.041691031218924,0,no,northwest,12129.61415
65,18,male,20.851032447145627,1,no,southwest,1832.094
66,18,female,25.15401494813602,0,no,northeast,2196.4732
67,29,male,38.543148703751214,1,no,southeast,3471.4096
68,23,female,25.56761947084781,0,no,northeast,3044.2133
69,48,male,40.13907935053584,0,no,southeast,7804.1605
70,63,male,37.23766123245446,0,no,northwest,14210.53595
71,34,female,33.71002608718397,3,yes,northwest,39983.42595
72,50,male,37.00080976702067,1,no,southeast,9048.0273
73,19,female,36.35840001713826,0,no,northwest,2136.88225
74,51,male,39.77695155158528,1,no,southwest,9391.346
75,41,female,28.913324110663158,1,no,southwest,7050.642
76,32,male,31.17856603886907,1,no,southwest,4076.497
77,28,female,33.27260061587817,2,no,southeast,4349.462
78,18,male,30.299573505616838,1,no,southeast,11737.84884
79,39,female,47.599965177508835,2,yes,southwest,46113.511
80,57,male,39.938822046436385,0,no,northeast,20709.02034
81,24,male,29.632735098652557,3,yes,southwest,19933.458
82,62,female,31.1809624804016,0,no,northeast,14043.4767
83,42,male,37.79666548002427,2,yes,southeast,42560.4304
84,49,female,23.934400393668856,2,no,southeast,10107.2206
85,58,female,36.25932272266386,1,yes,northeast,47896.79135
86,31,female,25.630843239194633,0,no,southeast,3756.6216
87,47,male,25.40188962556847,2,yes,southwest,23306.547
88,30,male,20.86328474257593,0,no,southwest,3260.199
89,47,female,28.71392510827606,1,no,northwest,9249.4952
90,26,female,31.55610477622445,0,yes,southwest,34838.873
91,40,male,35.47074187367263,0,no,southeast,3935.1799
92,19,female,27.85637932190396,0,yes,southwest,16884.924
93,31,female,25.951437679437518,0,no,southeast,3756.6216
94,18,female,36.65886518938555,0,yes,southeast,36149.4835
95,20,female,21.74168987873796,2,no,southeast,3180.5101
96,44,male,27.382682332968887,0,yes,southwest,37829.7242
97,18,female,28.223791308495592,5,no,southwest,4687.797
98,59,female,30.511779542903007,0,no,southwest,12638.195
99,34,male,31.339848973671014,1,no,southwest,4076.497
100,45,female,23.69426637045617,1,yes,northwest,21677.28345
101,56,male,39.95117421723911,0,no,northeast,20709.02034
102,22,female,31.179462994567835,0,yes,southwest,34166.273
103,24,female,24.990145422830295,0,no,northeast,3044.2133
104,62,female,36.681666199369126,1,no,northeast,31620.00106
105,39,female,27.521187029014186,0,no,southwest,5383.536
106,45,female,31.571151889059163,0,no,southeast,17929.30337
107,52,male,36.21615822346905,1,no,southwest,10085.846
108,24,male,39.89245870086176,0,yes,southeast,38126.2465
109,58,female,39.0587855987163,0,no,southeast,11856.4115
110,18,male,37.04305234421788,0,no,southeast,1534.3045
111,34,male,42.47526606745045,1,no,southwest,4536.259
112,38,male,34.00429207757122,4,yes,southwest,40182.246
113,35,male,39.60739983162325,4,no,northeast,19496.71917
114,58,female,25.01465119381516,0,no,southwest,11837.16
115,60,male,33.44366310491198,0,no,northeast,13143.33665
116,51,male,28.709832727690763,3,no,southwest,11253.421
117,45,male,47.533463603498284,1,no,southeast,8083.9198
118,49,male,40.37111332349397,0,no,southeast,7804.1605
119,48,female,33.0411074978743,2,no,northeast,10370.91255
120,57,female,36.56825319082315,0,no,northwest,12235.8392
121,36,male,34.30586740994034,4,yes,southwest,40182.246
122,19,female,30.23966676867254,0,no,northeast,2459.7201
123,63,male,25.645782441201593,2,no,southwest,14988.432
124,18,female,32.0118020941174,2,no,southeast,2801.2588
125,27,male,24.001332002051022,3,yes,southeast,17663.1442
126,50,female,34.58999167626731,0,no,northeast,9866.30485
127,48,female,29.815536774146313,1,no,southeast,8547.6913
128,25,female,39.81169969660908,0,no,northwest,3201.24515
129,28,female,34.571412650355406,0,no,northwest,3556.9223
130,62,male,37.480387279989706,0,no,southwest,12979.358
131,23,male,27.39839093429493,1,no,northwest,12609.88702
132,60,female,21.13027009054206,0,no,northwest,13415.0381
133,44,male,22.290556279235826,2,no,northeast,8302.53565
134,27,male,31.155067855988158,0,no,northwest,2699.56835
135,18,female,26.385611920163115,0,no,northeast,2198.18985
136,34,female,36.030502236962356,2,no,southeast,5836.5204
137,57,female,29.637317093338368,0,yes,southeast,27533.9129
138,56,male,40.71454150856319,0,no,northeast,11566.30055
139,18,female,30.211989780006125,0,no,northeast,2203.73595
140,27,female,26.157397233738862,0,no,southwest,3161.454
141,31,male,35.95904999379428,0,no,southeast,4449.462
142,53,male,36.86730500206182,3,no,southwest,11264.541
143,31,female,19.327478053643198,2,yes,northeast,16776.30405
144,58,female,36.369473864298705,0,no,northwest,12235.8392
145,22,female,24.202499749338667,2,no,northeast,22395.74424
146,58,male,37.695885446017606,1,no,southwest,12347.172
147,50,female,33.99448416290012,1,no,southwest,9872.701
148,60,female,31.272649119324793,0,no,northwest,13429.0354
149,18,male,43.08585794656735,0,no,southeast,1149.3959
150,25,male,29.597352733414077,3,yes,southwest,19933.458
151,29,male,25.986394752171964,1,no,northwest,4239.89265
152,21,female,35.62690530405052,0,no,northwest,2404.7338
153,44,female,35.74336729201434,1,no,southeast,7345.7266
154,48,female,29.78342403595961,1,no,northwest,8930.93455
155,47,male,36.65101393184119,1,no,northwest,28468.91901
156,57,female,30.04551285545179,0,no,northwest,11840.77505
157,18,female,29.09177743968842,0,no,southwest,1743.214
158,43,male,24.150224775068985,2,no,northeast,8603.8234
159,23,male,28.95047114686681,2,no,northwest,3537.703
160,35,male,35.11043892330725,1,yes,southeast,38709.176
161,26,female,21.27662417704881,0,no,northwest,3353.4703
162,51,female,39.77692674917107,1,no,southeast,10579.711
163,36,male,20.064401756953714,1,no,northwest,5855.9025
164,52,female,24.681742398674047,1,no,northwest,10942.13205
165,58,female,39.0190945866336,0,no,southeast,11856.4115
166,27,female,21.536514386010523,0,no,northwest,3353.4703
167,54,male,33.601995949629085,1,no,northwest,10825.2537
168,62,male,38.503015344540245,0,no,southeast,12981.3457
169,18,female,23.714095392233435,2,no,southwest,2913.569
170,29,male,37.992951048503116,2,yes,southwest,39241.442
171,18,female,31.04879431759656,4,no,northeast,4561.1885
172,47,male,40.50855807284655,0,no,southeast,7804.1605
173,34,female,39.99331100820846,1,no,southeast,4795.6568
174,18,male,33.62587012845666,0,no,southeast,1135.9407
175,45,female,27.65027752855891,2,no,southeast,8515.7587
176,21,male,23.703985102498233,2,no,northwest,3077.0955
177,28,female,33.04928044596037,0,no,southeast,3171.6149
178,22,female,34.489496997027636,3,no,northwest,4466.6214
179,25,female,22.790757790959553,0,no,southwest,2457.502
180,28,male,29.955934789014215,2,no,northeast,4438.2634
181,52,female,39.01488467369885,1,no,southeast,10579.711
182,32,female,30.344275883546423,1,yes,northwest,43943.8761
183,42,female,26.53813907690407,1,no,southeast,7046.7222
184,38,female,33.15034142847264,1,no,southwest,6238.298
185,57,female,22.63316976410026,0,no,northeast,12029.2867
186,38,female,41.928319983432395,1,no,northwest,28476.73499
187,41,male,23.770971247178664,1,no,northeast,6858.4796
188,41,female,18.949136924948853,5,yes,southwest,19023.26
189,35,female,34.534111284435106,3,yes,northwest,39983.42595
190,53,female,37.89463034840572,1,no,northwest,10959.6947
191,61,female,32.80711683078959,0,no,northwest,13844.7972
192,59,male,31.227858518674456,3,yes,northwest,46130.5265
193,56,female,36.506507539978074,0,no,northwest,12235.8392
194,23,male,32.09809856271738,0,no,southeast,1981.5819
195,30,male,25.687610113394744,3,yes,southwest,19199.944
196,18,male,23.389936996979504,0,no,northeast,1704.5681
197,50,male,26.894193467177978,0,no,southwest,8444.474
198,25,male,27.128859987367974,0,no,northwest,2523.1695
199,20,male,30.639717527770216,0,no,southeast,16586.49771
200,64,male,25.387117664394957,1,no,northwest,30166.61817
201,34,male,22.880498111439845,2,no,northeast,27375.90478
202,59,male,29.891526444064347,2,no,southeast,12925.886
203,31,male,39.14774782018352,1,no,southeast,3471.4096
204,63,female,33.710934094366344,1,yes,southwest,47928.03
205,37,male,20.15950041478895,1,no,northwest,5855.9025
206,59,female,26.987092061976696,3,no,northwest,14382.70905
207,58,female,32.46034715913644,0,yes,southeast,45008.9555
208,54,female,32.24679624441589,1,no,northeast,11879.10405
209,35,female,29.796027414122154,1,no,southeast,5478.0368
210,20,male,32.70652290176616,1,no,northwest,2362.22905
211,42,male,25.728342108114642,5,no,southeast,14478.33015
212,58,female,39.18937178399738,0,no,southeast,11856.4115
213,37,female,23.115750416587005,3,no,northeast,7985.815
214,51,male,38.38373059652734,2,no,southwest,10325.206
215,25,male,25.15725791635738,2,no,northeast,23241.47453
216,34,male,21.166212406903696,0,no,northeast,4500.33925
217,34,female,26.734415822547135,0,no,northeast,5227.98875
218,28,male,37.5231078961523,2,yes,southwest,39241.442
219,39,male,30.53501169595944,4,no,northwest,8162.71625
220,41,male,24.921362780943674,0,yes,southeast,19515.5416
221,52,male,31.43770839049738,0,no,southeast,27346.04207
222,21,female,19.84457376290823,0,no,northwest,2527.81865
223,26,male,20.48543963274994,0,no,southwest,2302.3
224,24,male,29.975319612813184,3,yes,southwest,19933.458
225,18,male,30.193947534429796,0,yes,southeast,32548.3405
226,55,female,39.51891330522905,0,no,southeast,11090.7178
227,43,female,24.517924471555126,2,yes,northwest,21880.82
228,25,female,39.27880804706257,0,no,northwest,3201.24515
229,43,male,30.22290344169096,3,no,northwest,8410.04685
230,22,male,33.79771961650924,0,no,southeast,1674.6323
231,44,male,38.96698536756926,2,yes,southeast,44202.6536
232,18,female,26.33860895847516,0,no,northeast,2198.18985
233,60,female,39.057713094131216,2,no,southwest,14235.072
234,28,female,38.06828352294419,3,no,southeast,5138.2567
235,36,female,19.811100758987745,2,no,northwest,6933.24225
236,41,male,28.141609850549813,3,yes,northwest,32787.45859
237,18,male,30.31332031391463,5,no,northeast,4915.05985
238,32,male,22.71270747762107,0,no,northwest,21984.47061
239,29,male,24.576612669850906,3,yes,southwest,18259.216
240,42,male,37.35111677242881,2,no,southeast,7162.0122
241,61,female,32.552418942169595,0,no,northwest,13844.7972
242,38,male,16.799379677948586,2,no,northeast,6640.54485
243,55,female,28.3834506675467,0,no,northeast,11658.37915
244,57,female,42.52294515895284,0,no,southeast,24227.33724
245,23,female,33.33529784284131,0,no,southwest,10795.93733
246,22,female,33.595266554335375,0,no,southwest,10795.93733
247,24,male,29.644332682791877,3,yes,southwest,19933.458
248,23,female,22.31099693954827,0,no,southwest,2457.502
249,18,male,34.05170463179217,1,no,southeast,1725.5523
250,33,female,18.826504266605607,3,no,northeast,6753.038
251,54,male,35.22978251706766,1,no,northeast,11394.06555
252,25,male,45.55622593149859,2,yes,southeast,42112.2356
253,29,male,37.53364635094202,2,yes,southwest,39241.442
254,24,female,23.263166759795645,0,no,southeast,25081.76784
255,39,male,20.045750460623058,1,yes,southeast,17179.522
256,36,female,30.19860085584288,3,no,northwest,7537.1639
257,30,male,30.15111640958586,2,no,northwest,18157.876
258,52,male,21.0691623314272,0,yes,southeast,21195.818
259,42,male,24.695050034144867,0,no,southeast,5966.8874
260,23,female,23.200576090086624,0,no,southeast,25081.76784
261,46,female,29.29730919249657,1,no,northwest,8930.93455
262,36,female,29.62669329348128,2,no,southwest,6311.952
263,18,female,28.549608186945253,0,no,northeast,2200.83085
264,42,male,35.32108221417209,1,yes,northeast,41034.2214
265,37,female,29.88776535042267,3,no,northwest,7537.1639
266,54,male,32.53815240355648,0,no,northeast,10435.06525
267,57,female,29.792945714708768,0,yes,southeast,27533.9129
268,60,female,24.01396334177182,0,no,northwest,13012.20865
269,46,female,26.00905999675532,1,yes,northeast,23401.30575
270,45,male,40.12369264635021,0,no,southeast,5709.1644
271,27,male,18.791843430951797,3,no,northeast,4827.90495
272,48,female,40.74269066449499,0,no,northeast,9875.6804
273,49,male,25.486204437990338,2,no,northwest,30284.64294
274,57,female,25.090933327791614,0,no,southwest,11837.16
275,24,female,22.929806234663484,0,no,southwest,2457.502
276,53,female,25.13881516694087,1,no,northwest,10942.13205
277,61,female,31.96637624398322,0,no,northeast,14043.4767
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