,age,sex,bmi,children,smoker,region,charges
0,50,male,26.614077562313113,0,no,southwest,8444.474
1,54,female,46.07143334895439,2,no,southwest,11538.421
2,61,male,35.32798131287845,1,yes,southwest,47403.88
3,27,male,37.10258254495836,1,no,southwest,3277.161
4,47,male,33.736283068198624,1,no,northeast,8334.5896
5,28,male,25.83345459926556,0,no,northeast,3070.8087
6,54,female,29.910267445930263,2,no,southeast,11881.9696
7,18,female,39.010627687984325,0,no,southeast,1633.0444
8,36,female,47.87162830733718,2,yes,southwest,46113.511
9,28,male,33.901607223973095,0,no,southeast,2498.4144
10,57,male,34.056213491380085,0,no,northwest,11356.6609
11,32,female,29.63086933483986,1,no,southeast,4562.8421
12,37,female,34.66211399025265,2,yes,southwest,39836.519
13,41,male,28.506209527458935,1,no,southwest,6282.235
14,30,female,36.492287240163094,2,no,southeast,4949.7587
15,35,female,28.488594450370297,0,yes,northwest,20234.85475
16,48,female,32.020313719129504,1,no,southeast,8871.1517
17,63,male,33.41065542331984,0,no,southwest,13393.756
18,34,female,22.167603294163303,1,no,northeast,5354.07465
19,58,female,22.906769048607604,0,no,southeast,11833.7823
20,28,female,38.65039992097694,3,no,southeast,5138.2567
21,62,female,32.239698591059394,2,yes,southwest,47305.305
22,33,male,29.043967336911447,4,no,southwest,6059.173
23,43,female,43.41777122889065,2,yes,southeast,46200.9851
24,21,male,28.749858639675008,0,no,northeast,2250.8352
25,54,female,30.866176342747934,3,no,southwest,12105.32
26,43,female,24.862895921052004,0,no,northeast,7325.0482
27,52,female,26.828481108753383,0,no,northwest,10355.641
28,60,female,24.213986606835373,0,no,northwest,13012.20865
29,57,female,41.49843279062103,0,no,southeast,24227.33724
30,53,male,32.86809170012466,0,no,northeast,10435.06525
31,56,female,37.591299392190145,2,no,southwest,12646.207
32,26,female,42.397611564647356,1,no,southwest,3410.324
33,25,female,27.463703691098477,0,no,southwest,18955.22017
34,54,male,40.3728097180647,3,yes,northeast,48549.17835
35,42,female,20.267983331208065,2,yes,northeast,19798.05455
36,37,female,25.696615291576908,1,yes,northeast,20296.86345
37,37,female,17.039709154754643,2,no,northeast,6877.9801
38,46,male,29.598183955372253,0,no,southwest,21232.18226
39,57,female,33.61140693886595,0,no,northwest,12231.6136
40,21,female,28.161643652271195,0,no,southeast,2155.6815
41,54,male,38.39549231772705,0,no,southeast,10226.2842
42,36,male,29.760725897956416,0,no,northwest,5028.1466
43,37,male,33.4038364150815,4,yes,southwest,40182.246
44,63,female,27.166958892203244,0,yes,northwest,28950.4692
45,19,male,43.683553335023426,0,yes,southeast,39722.7462
46,48,male,28.05228094042574,3,yes,northwest,24915.22085
47,19,female,35.410779693304605,0,no,northwest,2134.9015
48,45,male,30.199568920342042,2,no,northwest,8413.46305
49,18,female,37.45858110819834,0,no,southeast,1631.8212
50,28,male,35.35093409063901,0,no,northeast,3268.84665
51,54,male,33.580660530758564,3,no,southeast,11987.1682
52,18,female,40.031483473385784,0,no,southeast,1634.5734
53,42,male,28.276299832780573,3,yes,northwest,32787.45859
54,52,female,37.4886690751757,1,no,northwest,10959.6947
55,33,male,27.289132342656345,1,no,southwest,4746.344
56,18,female,21.58976917236563,0,yes,southwest,13844.506
57,62,female,26.93945055835315,0,yes,northwest,28950.4692
58,18,female,28.008489157589164,0,no,northeast,2200.83085
59,35,female,34.60947252505324,1,no,southwest,5246.047
60,44,male,23.446561738332292,2,no,northeast,8603.8234
61,59,male,29.639141579844043,3,yes,northeast,30184.9367
62,42,male,34.872835440219696,1,yes,northeast,41034.2214
63,26,female,25.260839189851723,0,no,northeast,3558.62025
64,57,male,34.831448449090665,0,no,northwest,11743.9341
65,18,male,25.384086504471053,0,no,northeast,1708.0014
66,35,female,27.98227354282799,0,yes,northwest,20234.85475
67,25,female,29.957080664016463,0,yes,southwest,33900.653
68,19,male,35.67193736888947,1,no,southeast,27724.28875
69,44,male,27.431206384876127,2,no,southwest,7726.854
70,56,female,33.86891541919602,2,no,northeast,13224.05705
71,26,male,41.754037508425945,0,yes,southeast,39611.7577
72,52,male,36.69724465523436,0,no,southwest,9144.565
73,29,male,24.160832257808117,0,no,southwest,1969.614
74,51,male,39.79471552486432,1,no,southwest,9391.346
75,39,female,25.31013679563872,1,no,northeast,7077.1894
76,22,male,19.503654772016297,3,no,northeast,4005.4225
77,36,male,43.02497923538696,3,yes,northeast,43753.33705
78,57,male,35.963769948033004,0,no,southwest,11362.755
79,32,female,32.17911872538434,1,no,northwest,4738.2682
80,35,male,24.042485055235677,3,yes,southeast,19361.9988
81,30,male,38.81105802563808,1,no,southeast,18963.17192
82,61,female,27.83246575714281,0,no,southwest,13041.921
83,46,male,35.8478609467707,1,yes,southeast,42211.1382
84,45,male,26.301685271994124,5,no,southwest,10096.97
85,24,male,26.16025692358991,4,no,northwest,4877.98105
86,19,female,34.525492359340845,2,yes,southwest,36397.576
87,44,female,23.527104126128936,1,yes,northwest,21677.28345
88,58,male,30.099685434359447,3,yes,northeast,30184.9367
89,50,female,20.65805614018153,0,no,southwest,9264.797
90,25,female,42.49097667989615,1,no,southwest,3410.324
91,35,male,39.94885159603095,1,no,southeast,3875.7341
92,64,female,39.12703287985528,0,no,northeast,14901.5167
93,19,female,34.843591711465635,2,yes,southwest,36397.576
94,26,female,25.048878266450448,0,no,northeast,3558.62025
95,62,female,26.851573075035528,0,yes,northwest,28950.4692
96,28,male,44.76010580748147,2,no,southwest,3693.428
97,35,male,38.34899543864428,1,no,southwest,4762.329
98,60,male,25.746437605743626,0,no,southeast,12142.5786
99,24,male,19.74477472676703,3,no,northeast,4005.4225
100,20,female,25.86040695787096,0,no,southwest,2007.945
101,34,male,24.223919989235497,3,yes,southeast,19361.9988
102,41,male,28.135509241765686,3,yes,northwest,32787.45859
103,20,male,34.91108771426126,1,no,southeast,27724.28875
104,48,male,36.44119025786925,1,no,northwest,28468.91901
105,37,female,25.826005320203972,1,no,southwest,5472.449
106,21,male,30.81408803103251,0,no,southeast,16586.49771
107,52,male,30.665696166485507,0,no,northeast,10072.05505
108,29,male,35.27695934139693,0,yes,southeast,36950.2567
109,52,male,32.25110861334214,3,no,northeast,11488.31695
110,19,female,22.103733812767334,0,yes,southwest,13844.506
111,32,male,35.016007795492925,2,no,southwest,4670.64
112,36,male,36.689545768574774,1,yes,northeast,39774.2763
113,23,female,28.33071370735724,0,yes,northwest,18033.9679
114,54,male,35.17367015636878,1,no,northeast,11394.06555
115,59,male,24.32999218577347,0,no,northwest,12523.6048
116,55,female,25.375620905222764,0,no,southwest,11070.535
117,45,male,47.94725778021826,1,no,southeast,8083.9198
118,44,male,27.831896420488476,2,no,southwest,7726.854
119,54,male,37.940562481003646,0,no,southeast,10226.2842
120,57,female,22.887536222744302,0,no,southeast,11833.7823
121,34,male,36.77995604082223,1,yes,northeast,39774.2763
122,39,male,29.755816846150623,1,yes,northeast,22462.04375
123,61,female,35.874667274317815,0,no,northeast,13635.6379
124,21,female,21.96581945327893,0,no,northeast,2585.85065
125,26,female,20.052628749801965,3,yes,northwest,16420.49455
126,50,female,21.9219400203108,1,no,southeast,9855.1314
127,46,male,23.786469176606644,2,no,northeast,8603.8234
128,25,male,29.09792594330276,0,no,northeast,2897.3235
129,28,female,31.797455710118847,0,yes,southwest,34838.873
130,19,male,19.93410750918875,0,no,southwest,1241.565
131,56,female,21.047157099887148,1,no,southwest,12032.326
132,58,female,31.482554465867164,0,no,northwest,12622.1795
133,45,male,30.490492964617943,2,no,northwest,8413.46305
134,50,female,27.804043170166242,1,yes,southwest,24520.264
135,38,female,25.88433163790477,1,yes,northeast,20296.86345
136,37,female,29.203554715583287,1,no,southeast,5974.3847
137,54,male,25.13873220759608,3,yes,southwest,25382.297
138,57,male,33.717931682374314,0,no,northwest,11356.6609
139,36,male,28.273148434608558,1,yes,northeast,20773.62775
140,44,female,28.046027191965027,1,no,northwest,28340.18885
141,27,female,31.326538369711947,0,no,southeast,4562.8421
142,55,female,27.249770629062617,0,no,northwest,11082.5772
143,19,female,22.555840824096503,0,yes,northwest,14711.7438
144,57,female,22.636032212279662,0,no,southeast,11833.7823
145,44,male,22.737529097832738,2,yes,northwest,21098.55405
146,58,female,39.78893825181088,0,no,southeast,11856.4115
147,52,male,28.773628431148197,0,no,northwest,9869.8102
148,57,female,25.759072362828732,2,no,southeast,12629.1656
149,33,male,42.65354283698187,1,no,southeast,11326.71487
150,31,male,38.6548090129674,1,no,southeast,18963.17192
151,53,male,30.982366672603273,1,yes,southeast,41999.52
152,18,female,30.12697331608507,0,no,northeast,2203.47185
153,44,female,25.196486481345634,0,no,northeast,7325.0482
154,51,male,37.086137977411646,1,no,southeast,9048.0273
155,48,female,35.87275995141588,1,no,northeast,26392.26029
156,51,female,43.18545566362364,3,no,southwest,11411.685
157,18,female,40.23922730011793,0,no,southeast,1634.5734
158,51,male,25.969174800689025,0,no,southwest,8782.469
159,28,male,39.47465953897431,1,no,southeast,3471.4096
160,30,female,26.66927827891091,0,no,southeast,3757.8448
161,25,female,39.9103144993797,0,no,northwest,3201.24515
162,46,female,33.535513308504626,2,no,northeast,10370.91255
163,32,female,37.4274419906337,2,no,northwest,5989.52365
164,54,male,21.439567325008017,1,no,southwest,10791.96
165,52,male,32.16468186118124,3,no,northeast,11488.31695
166,26,female,40.18710656973488,0,no,northwest,3201.24515
167,55,female,36.89602633267853,0,no,southwest,10713.644
168,19,male,20.388814261067473,0,no,southwest,1242.816
169,51,female,25.096631158418205,0,no,southeast,27117.99378
170,20,male,20.66473580106484,3,no,northeast,3861.20965
171,30,female,21.772062192843855,1,no,northeast,4718.20355
172,43,male,27.89960906720807,2,no,southwest,7726.854
173,20,male,30.243058278650405,5,no,northeast,4915.05985
174,18,male,23.510290942154562,0,no,southeast,1121.8739
175,47,female,24.19392651807344,0,no,northeast,8534.6718
176,18,female,32.169777154261226,2,no,southeast,2801.2588
177,29,male,27.853528163156568,0,no,southeast,2867.1196
178,42,female,45.462078192341174,0,yes,southeast,45863.205
179,41,female,28.08783829568746,1,yes,northeast,22331.5668
180,33,male,21.82482012811338,0,no,northeast,4500.33925
181,47,female,32.70727335637192,2,no,northeast,10370.91255
182,50,female,38.31781936788311,0,yes,southeast,44400.4064
183,42,female,29.418436395646726,1,no,southwest,7050.642
184,37,male,46.4767693938223,2,no,southeast,6356.2707
185,56,female,28.60403227983796,0,no,northeast,11657.7189
186,50,male,37.020494321611444,2,no,northwest,26467.09737
187,42,male,26.10365759122229,1,no,northwest,6940.90985
188,19,female,32.98608793803625,0,no,southwest,1748.774
189,26,male,42.988278838488284,0,yes,southeast,39611.7577
190,51,female,33.76628582334883,2,no,southwest,10806.839
191,18,male,17.44781698163195,2,yes,northeast,12829.4551
192,60,male,36.104062586691505,1,yes,southwest,47403.88
193,56,female,22.795040944596924,0,no,southeast,11833.7823
194,18,female,28.02231931901434,3,no,northwest,18838.70366
195,18,female,28.498071895854093,0,yes,northwest,17748.5062
196,62,male,34.131214636892274,3,no,southeast,15161.5344
197,44,female,30.998942930436066,2,no,southwest,8520.026
198,39,male,33.86359177121081,2,no,southeast,23563.01618
199,23,female,19.949567154815686,0,yes,northeast,14571.8908
200,57,male,29.671176357468465,0,yes,northeast,27218.43725
201,25,male,35.931234955484406,0,no,northwest,2534.39375
202,56,female,37.71577122911654,2,no,southeast,12265.5069
203,26,female,30.301707893882583,0,yes,southwest,33900.653
204,43,female,37.64917892127163,0,yes,southeast,48885.13561
205,33,female,37.45739921664952,2,no,northwest,5989.52365
206,63,male,41.682803211015155,0,no,southeast,13405.3903
207,21,female,30.423878561952147,3,no,northwest,4618.0799
208,54,female,46.2853560643987,2,no,southwest,11538.421
209,35,male,34.43416754181685,2,no,southeast,5584.3057
210,18,female,25.22699102208899,0,no,northeast,2196.4732
211,61,female,39.335922535417446,0,no,southeast,13470.8044
212,51,male,32.37977365674631,3,no,northeast,11488.31695
213,41,male,26.550601330865476,2,no,northeast,7729.64575
214,48,female,23.014653611034728,2,no,northwest,10156.7832
215,32,male,28.371618954846134,4,yes,northwest,21472.4788
216,37,female,46.86132933424561,2,yes,southwest,46113.511
217,27,female,26.651873675052887,3,no,northwest,5312.16985
218,20,male,19.989506303564475,3,no,northeast,3861.20965
219,43,female,23.819154752485606,2,no,southeast,8211.1002
220,18,female,27.79325878846768,3,yes,southeast,18223.4512
221,20,female,20.51875077213665,0,no,northwest,2527.81865
222,19,male,32.077512834630156,1,no,northwest,2362.22905
223,19,female,31.996566486965055,0,no,northwest,2130.6759
224,28,male,39.180887899532486,1,no,southeast,18963.17192
225,63,male,24.736915483433318,1,no,northwest,30166.61817
226,52,female,37.22054354544766,1,no,northwest,10959.6947
227,21,female,34.28032725211283,0,no,southwest,2020.177
228,25,male,28.37492285425318,0,no,northeast,2897.3235
229,49,male,36.18860356797706,0,no,southwest,8457.818
230,64,female,33.06154692134265,0,no,northwest,14692.66935
231,28,male,27.044109253938057,1,no,northeast,4441.21315
232,37,female,25.49070754971855,1,yes,northeast,20296.86345
233,59,female,28.779249015333402,1,no,southwest,13224.693
234,34,female,25.544480311875002,0,no,northwest,5266.3656
235,40,female,25.389418754553976,1,no,southwest,7045.499
236,20,male,23.650698449315623,2,no,northwest,3077.0955
237,32,male,24.343617361311882,1,no,northwest,5125.2157
238,36,male,29.673270621009507,0,no,southwest,20420.60465
239,18,male,23.223008654089064,0,no,northeast,1704.70015
240,39,female,26.561699061699986,2,no,northwest,7201.70085
241,18,male,17.286132663518238,2,yes,northeast,12829.4551
242,35,female,18.911236650180673,3,no,northeast,6753.038
243,18,male,33.45786339333118,0,no,southeast,1136.3994
244,18,female,37.93289297756238,1,no,southeast,2219.4451
245,57,male,22.101123012650252,0,no,southwest,10577.087
246,55,male,22.185795365502063,0,no,southwest,10577.087
247,28,male,38.521647276428084,1,no,southeast,18963.17192
248,40,female,28.034009984627417,1,yes,northeast,22331.5668
249,18,female,38.55190263312148,0,no,southeast,1631.6683
250,40,female,36.004264862587334,1,no,southeast,6781.3542
251,51,male,32.76600751335099,3,no,northwest,11289.10925
252,46,female,34.81653239355462,1,yes,southwest,41661.602
253,20,male,20.16110916344399,3,no,northeast,3861.20965
254,25,male,23.696164689086668,0,no,northwest,2352.96845
255,28,male,22.998516187285258,0,yes,northeast,16138.76205
256,44,male,33.70504852499287,1,no,southwest,7445.918
257,29,female,22.031872098436985,1,yes,northeast,16657.71745
258,36,female,26.657253402078148,0,yes,southeast,19539.243
259,37,female,33.86886631975904,1,no,northwest,6112.35295
260,23,male,23.701028701799427,0,no,northwest,2352.96845
261,49,male,36.85847540972726,1,no,southeast,9048.0273
262,32,female,43.29910778002865,3,no,northwest,6360.9936
263,22,male,25.329026672387393,0,no,northwest,2045.68525
264,40,male,36.11438181326229,1,yes,southeast,40273.6455
265,44,male,33.479679187509,1,no,southwest,7445.918
266,49,male,32.12454075613565,3,no,northwest,10269.46
267,54,male,25.15166456129363,3,yes,southwest,25382.297
268,54,female,21.5075571097897,3,no,northwest,12475.3513
269,42,female,24.55295748809869,2,yes,northwest,21880.82
270,48,male,24.81122266597566,0,no,southeast,5966.8874
271,32,female,25.73016604553451,2,no,southwest,4934.705
272,48,female,34.219925857248555,1,no,southwest,9872.701
273,56,female,29.9604999963389,0,yes,southeast,27533.9129
274,54,male,34.983842517818225,1,no,northeast,11394.06555
275,39,female,28.355652401762992,1,yes,northeast,22331.5668
276,55,male,21.71081566588092,1,no,southwest,10791.96
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