,age,sex,bmi,children,smoker,region,charges
0,44,male,30.360128462540487,3,no,northwest,8410.04685
1,54,female,32.27222312180176,1,no,northeast,11879.10405
2,56,male,36.905600182279024,2,yes,northwest,47496.49445
3,31,female,27.72375930078273,0,no,southwest,3554.203
4,41,female,30.515343621739028,2,no,northwest,8310.83915
5,23,female,31.727086665681124,0,yes,southwest,34166.273
6,58,female,33.16330970251723,0,no,northeast,12430.95335
7,18,male,29.527063485308734,1,no,southeast,1720.3537
8,61,male,35.462421837619935,0,yes,southeast,46599.1084
9,23,male,27.45516426865555,1,no,northwest,2789.0574
10,57,female,28.63593398376337,0,no,northeast,11658.37915
11,26,female,29.782052191841295,2,no,northeast,4564.19145
12,42,male,34.638320515306084,1,yes,northeast,41034.2214
13,38,male,47.14138708483655,3,no,southeast,6435.6237
14,30,female,25.711135754848723,2,no,southwest,4934.705
15,21,female,28.699057760276194,0,no,southeast,2156.7518
16,44,male,28.256619022125413,3,no,southwest,8615.3
17,59,female,26.916870135473395,3,no,northwest,14382.70905
18,36,female,27.636636990121453,0,no,southwest,5383.536
19,54,female,33.72521417040669,2,no,northwest,12269.68865
20,31,male,31.01127888123132,3,no,southwest,5253.524
21,60,male,36.321783882083366,1,yes,southwest,47403.88
22,34,female,37.999287769078784,3,no,southwest,6196.448
23,32,male,37.613135770111654,1,no,northeast,4667.60765
24,23,female,33.79328709371815,0,no,southeast,2473.3341
25,57,female,26.153421798412168,2,no,southeast,12629.1656
26,46,male,33.933530364082884,1,no,southwest,7445.918
27,53,female,39.469711059978145,1,no,southeast,10579.711
28,61,female,32.23083560235137,0,no,northeast,14043.4767
29,21,male,31.652860328603857,1,no,northwest,2643.2685
30,50,female,28.178497646635346,3,no,southeast,10702.6424
31,63,male,41.06131632005326,0,no,southeast,13405.3903
32,19,male,37.089529301321434,0,yes,northwest,36219.40545
33,20,male,22.137037270664646,1,no,southwest,1964.78
34,33,male,35.4018008842262,2,no,southeast,4889.9995
35,52,male,21.023373625664394,0,yes,southeast,21195.818
36,42,female,25.392682301550195,1,yes,northeast,21771.3423
37,38,female,28.176545133396168,3,no,southwest,7151.092
38,22,female,24.28671178175035,2,no,northeast,22395.74424
39,59,male,29.02865547790038,0,no,northeast,12730.9996
40,52,female,23.13806694695978,1,yes,southeast,23244.7902
41,54,male,29.289586891513284,1,no,southwest,10436.096
42,33,male,42.10128856012081,2,no,southeast,5124.1887
43,29,female,32.317974829032636,1,no,southwest,4149.736
44,19,male,30.523093792930933,0,yes,northeast,33475.81715
45,26,male,32.987259497562725,2,no,northwest,4058.71245
46,53,male,31.543086967886218,0,no,southeast,27346.04207
47,26,male,20.23125474843788,0,no,southwest,2302.3
48,43,male,29.86727769312041,3,no,northwest,8410.04685
49,18,male,27.56716398641682,1,yes,northeast,17178.6824
50,54,female,27.052401485607174,1,no,southwest,35160.13457
51,52,female,47.57601461205824,5,no,southeast,12592.5345
52,18,male,33.891240410929775,1,no,southeast,1725.5523
53,28,female,35.114707485694446,0,no,northwest,3556.9223
54,53,male,28.686694688955413,3,no,southwest,11253.421
55,34,male,30.64637335825569,1,no,southwest,4751.07
56,18,male,25.454749476933063,0,yes,northeast,15518.18025
57,28,female,25.884160789515423,0,no,southwest,3353.284
58,22,male,24.0241952229522,0,no,northeast,2395.17155
59,37,female,26.11694778170313,0,no,northwest,5266.3656
60,48,female,29.89874430444603,1,no,southeast,8547.6913
61,25,female,29.462153407335528,1,no,southeast,3392.3652
62,42,male,38.14876273165855,2,yes,southeast,42560.4304
63,34,male,34.272469391082694,0,yes,southeast,37742.5757
64,55,female,37.47699289659125,2,no,southeast,12265.5069
65,45,female,31.92151593636284,0,no,southeast,17929.30337
66,22,female,28.974343239164753,0,no,southeast,2156.7518
67,18,female,36.241733890483424,0,yes,southeast,36149.4835
68,44,male,29.91787604632774,2,no,northeast,32108.66282
69,42,female,24.84932159064418,2,no,northwest,8017.06115
70,18,female,21.457303568056467,0,yes,northeast,14283.4594
71,28,male,36.931214049055185,2,no,southeast,4058.1161
72,48,male,37.27911337370501,1,no,southeast,9048.0273
73,29,male,28.799765646855725,3,yes,northwest,20745.9891
74,49,male,30.987581290123675,1,no,northeast,9290.1395
75,44,female,25.017198935418172,0,no,northeast,7325.0482
76,31,female,21.566327765372016,0,no,northwest,4134.08245
77,33,female,27.537038794452457,0,no,southeast,4415.1588
78,59,male,26.607615833777473,0,no,southeast,11743.299
79,58,male,36.80114770234147,2,yes,northwest,47496.49445
80,39,male,26.31748558716192,0,yes,northeast,20149.3229
81,22,male,28.601592998436733,0,no,northeast,1967.0227
82,60,female,39.64787345163152,2,no,southwest,14235.072
83,54,male,33.93001633772229,0,yes,northeast,43254.41795
84,50,female,31.402103625643257,2,no,southwest,10118.424
85,58,male,41.38597643436367,1,yes,southeast,48970.2476
86,38,male,32.11781958253431,1,yes,northeast,39125.33225
87,23,male,23.34749808199177,0,no,northwest,2352.96845
88,22,female,30.26482207560351,0,yes,northwest,33907.548
89,48,male,25.49109388414541,2,no,northeast,9225.2564
90,18,male,36.76184086233784,0,yes,northwest,36219.40545
91,36,male,36.84718191605758,1,yes,southeast,39871.7043
92,18,male,31.004099664659137,0,no,northwest,1639.5631
93,41,male,32.4444788019637,1,yes,northeast,39125.33225
94,34,male,34.38180007635776,0,yes,southeast,37742.5757
95,20,male,30.803430191233694,0,yes,northeast,33475.81715
96,21,female,34.933551572259525,2,no,northeast,3925.7582
97,60,male,40.296822519067824,0,yes,southwest,48173.361
98,55,female,33.64862772245829,2,no,northwest,12643.3778
99,30,female,27.730093118776466,0,no,northeast,4137.5227
100,19,female,32.47319837843265,0,no,northwest,2130.6759
101,38,male,26.956547726606978,0,yes,northeast,20149.3229
102,28,female,35.11580550302405,0,no,northwest,3556.9223
103,25,female,23.575260185453995,0,no,northeast,3206.49135
104,18,male,30.51940809087823,0,yes,southeast,32548.3405
105,33,female,33.653843084905894,1,no,northeast,5594.8455
106,18,female,28.367599041305397,0,no,southwest,1743.214
107,48,female,27.269740517989675,1,no,northeast,10106.13425
108,32,male,33.99846326536425,0,no,southeast,3935.1799
109,57,female,39.07302590758171,0,no,southeast,11856.4115
110,18,male,24.925213256719747,0,yes,northeast,15518.18025
111,32,male,37.417099985720654,2,no,southeast,4673.3922
112,31,female,39.17584884025556,3,yes,southeast,40932.4295
113,33,male,25.384273820656052,2,yes,southeast,18972.495
114,57,female,22.794881620985137,0,no,southeast,11833.7823
115,61,male,33.77599647865476,0,no,northeast,13143.33665
116,56,male,31.55823169764842,0,no,northwest,11353.2276
117,44,female,22.777728659206456,0,no,southwest,8269.044
118,40,female,25.412808541139817,2,no,northwest,8017.06115
119,54,male,29.446492401292076,1,no,southwest,10436.096
120,58,male,24.98795706509604,0,no,northeast,12323.936
121,29,female,39.518501909910476,3,yes,southeast,40932.4295
122,50,female,25.555476060278682,2,yes,southeast,24667.419
123,63,male,33.692458547533924,3,no,southeast,15161.5344
124,24,male,28.761431914425334,0,no,northeast,2897.3235
125,30,male,23.345929825438663,2,yes,northwest,17361.7661
126,50,female,21.607483555631834,1,no,southeast,9855.1314
127,40,female,33.045904863586536,3,no,northeast,8538.28845
128,27,female,21.088801115247787,0,no,northwest,3353.4703
129,30,male,35.563811923519026,0,yes,southeast,36950.2567
130,61,male,38.87371661379575,0,no,southeast,12981.3457
131,18,male,34.66710898241254,0,no,southwest,1261.859
132,57,female,34.22051744766935,2,no,northeast,13224.05705
133,44,male,38.592609522338925,2,no,southeast,8347.1643
134,26,male,31.312412381859207,0,no,northwest,2699.56835
135,42,female,25.324270774525758,1,yes,northeast,21771.3423
136,31,female,33.303869943564635,3,no,northwest,6128.79745
137,45,female,27.222538152325196,1,no,northwest,28340.18885
138,55,female,28.90399734106895,0,no,northeast,11658.37915
139,18,female,31.507478990923598,0,no,northeast,2205.9808
140,25,female,42.60369368908301,1,no,southeast,3238.4357
141,46,male,40.39438227934471,2,yes,northwest,45702.02235
142,57,male,34.231283367414115,0,no,northwest,11356.6609
143,18,female,40.36139288503222,0,no,southeast,1634.5734
144,55,female,33.64474391466682,2,no,northwest,12269.68865
145,58,female,24.07971487384588,1,no,southeast,22192.43711
146,57,male,37.18627008786493,1,no,southwest,12347.172
147,49,female,34.359951372092624,1,no,southwest,9872.701
148,60,female,36.00389714794213,0,no,northeast,13228.84695
149,50,female,32.26790267112435,5,no,southwest,11552.904
150,19,male,27.85790239731908,0,no,northeast,1967.0227
151,53,male,34.190665500368475,0,yes,northeast,43254.41795
152,18,female,30.850800486903832,2,no,northwest,24059.68019
153,45,male,20.075153281315238,0,no,northwest,7526.70645
154,48,female,29.609453707890623,1,no,northwest,8930.93455
155,61,female,29.415751366405228,0,yes,northwest,29141.3603
156,58,female,25.047049494371876,0,no,southwest,11837.16
157,18,male,33.54897593460671,1,no,southeast,1725.5523
158,46,male,20.46989773670947,3,no,southeast,8605.3615
159,29,male,35.32540722623631,0,yes,southwest,36837.467
160,41,male,30.314960739640977,3,yes,northeast,39597.4072
161,25,male,31.100111544592963,1,yes,southeast,34806.4677
162,55,male,26.921853848514985,0,no,northwest,10594.50155
163,41,female,31.17749931098954,0,no,southwest,6186.127
164,49,female,41.748115592264334,4,no,southeast,10977.2063
165,57,female,39.0349670940384,0,no,southeast,11856.4115
166,26,male,23.663399870115352,2,no,southwest,3484.331
167,54,male,33.36049553861792,1,no,northwest,10825.2537
168,60,female,24.311919637665426,0,no,northwest,13012.20865
169,21,female,31.503925857058107,2,no,southeast,3056.3881
170,25,female,33.90548481299981,2,no,southwest,3987.926
171,62,male,35.13820406360458,0,yes,southeast,47055.5321
172,41,female,24.653407556381623,2,no,northwest,8017.06115
173,20,male,29.968506385985187,5,no,northeast,4915.05985
174,18,male,37.84286510162445,0,no,southeast,1141.4451
175,44,female,30.874154451505923,2,no,southwest,8520.026
176,24,female,34.09661088542335,1,no,southeast,3227.1211
177,42,male,28.63074537231939,3,yes,northwest,32787.45859
178,51,female,37.56666915983528,3,yes,northeast,46255.1125
179,48,female,27.706486215573992,2,yes,northwest,24535.69855
180,35,male,41.92828661529483,1,no,southwest,4536.259
181,54,male,39.35000357684639,0,no,southwest,10601.412
182,26,male,33.03713264405244,3,no,southeast,4449.462
183,41,male,30.54242316023285,2,no,northwest,7256.7231
184,33,female,36.41050630728475,3,no,northeast,6551.7501
185,58,male,28.436113434401815,0,no,northwest,12129.61415
186,24,male,44.89138995585671,1,no,southeast,2927.0647
187,44,male,38.395239870754196,1,no,southeast,7152.6714
188,23,male,29.606070960926637,0,yes,northeast,18648.4217
189,29,male,37.39198546938487,2,no,southeast,4058.1161
190,56,male,40.186916835345706,0,no,southeast,10982.5013
191,61,female,35.64864504561992,0,no,northeast,13635.6379
192,35,male,30.82264177368671,1,no,southwest,4751.07
193,55,female,33.78422632508792,2,no,northwest,12269.68865
194,43,male,24.780725165386876,0,yes,southeast,19515.5416
195,43,male,34.9642482237785,2,no,southeast,18806.14547
196,26,female,25.215756955007713,0,yes,southeast,16577.7795
197,49,male,36.342474126141155,0,no,southwest,8457.818
198,54,male,24.8168810937501,3,yes,southwest,25382.297
199,18,male,25.435066796878633,0,no,northwest,1632.56445
200,31,female,32.748571890882495,0,no,southeast,3171.6149
201,62,male,27.114849197165487,0,yes,northeast,28101.33305
202,58,male,31.855035314011253,2,no,southeast,12928.7911
203,18,female,36.249402080878205,0,yes,southeast,36149.4835
204,29,female,20.979968034574547,2,no,northwest,4906.40965
205,35,female,37.7416166773009,3,no,southwest,6196.448
206,63,male,38.236360670679105,1,no,southeast,14418.2804
207,26,male,27.1868191001479,3,no,northeast,4661.28635
208,57,female,30.19037944265912,2,no,southeast,11881.9696
209,42,male,26.930619498902885,0,no,southwest,5969.723
210,20,male,32.29329054183109,1,no,northwest,2362.22905
211,19,female,22.239416676980802,0,yes,northwest,14711.7438
212,57,female,32.84285141107183,1,no,northeast,11879.10405
213,41,female,28.80848959683895,3,no,northwest,8059.6791
214,49,female,33.50852488561361,2,no,northeast,10370.91255
215,47,female,27.606230139550757,0,yes,southeast,23065.4207
216,60,male,35.44210500463506,0,yes,southeast,46599.1084
217,33,female,22.573183069271035,1,no,northeast,5354.07465
218,25,female,34.291428043344155,2,no,southwest,3987.926
219,47,female,31.747725319313684,0,no,southeast,8280.6227
220,20,male,28.54174701943811,0,no,northwest,1906.35825
221,62,male,26.74121003050395,0,yes,northeast,28101.33305
222,55,male,25.5989055547148,1,no,northeast,25517.11363
223,19,female,32.21185499256216,0,no,northwest,2261.5688
224,19,male,28.26054345078474,0,no,northeast,1967.0227
225,23,female,30.29030064281729,0,yes,southwest,33900.653
226,52,male,28.663336542485762,3,no,southwest,11253.421
227,21,female,27.12455299690144,0,no,southwest,2154.361
228,29,female,35.40348098463956,0,no,southeast,3366.6697
229,49,male,25.31208977972373,0,no,southeast,8442.667
230,18,female,40.054283871155185,0,no,southeast,1633.9618
231,31,male,33.85296976153034,1,no,northwest,4462.7218
232,42,female,25.365832244599137,1,yes,northeast,21771.3423
233,63,female,35.547212810926375,0,no,southeast,14313.8463
234,29,female,30.582105991055474,3,no,southwest,5325.651
235,37,female,28.74199882635946,4,no,southeast,7243.8136
236,21,male,34.568240488683855,3,no,southwest,3443.064
237,37,female,25.905506659592945,0,no,northeast,5227.98875
238,18,female,25.706735610978306,0,no,northeast,2196.4732
239,19,female,28.62055050231693,0,yes,northwest,17748.5062
240,47,female,35.3713068559038,0,no,southwest,7348.142
241,61,female,35.5246295845151,0,no,northeast,13635.6379
242,34,female,17.518333091315977,2,no,northeast,6877.9801
243,53,female,23.59727903449089,2,no,northeast,11729.6795
244,51,male,27.653538298506792,0,yes,northwest,24393.6224
245,28,female,33.400276689454984,0,no,southwest,10795.93733
246,22,female,33.4324542467534,0,no,southwest,10795.93733
247,19,male,22.06073178276327,1,no,southwest,1964.78
248,46,female,27.607191630120777,2,yes,northwest,24535.69855
249,23,male,33.55738304761922,4,no,northeast,17128.42608
250,42,male,25.590885786019264,1,no,northwest,6940.90985
251,54,female,32.18755365999359,1,no,northeast,11512.405
252,49,male,34.35662504486847,2,yes,southwest,42856.838
253,27,female,34.049782117410594,2,no,southwest,3987.926
254,53,male,24.99538883405406,3,yes,southwest,25382.297
255,18,male,25.948191989468725,0,no,northeast,1708.92575
256,40,female,32.88009159465551,3,no,southeast,7682.67
257,19,female,31.882688679176155,0,no,southwest,1748.774
258,37,female,25.236444583676985,1,yes,northeast,20296.86345
259,42,male,22.077663260118502,1,no,southeast,6272.4772
260,25,male,35.11402617953737,0,no,northwest,2534.39375
261,47,female,28.827696823546546,1,no,northwest,8930.93455
262,38,female,32.987821913537346,0,no,northwest,6571.02435
263,18,female,27.28094800501984,0,no,northeast,2198.18985
264,46,female,34.84611239758071,1,yes,southwest,41661.602
265,40,female,42.0351877343044,1,no,northeast,7650.77375
266,50,female,26.07219022096974,2,no,northwest,10493.9458
267,58,female,36.529217591202375,1,no,southeast,28287.89766
268,57,female,31.547172800642713,1,no,northeast,13019.16105
269,47,male,28.18844614788183,1,yes,southwest,23568.272
270,38,male,22.05222308542344,1,no,northwest,6117.4945
271,31,female,23.451932254237537,2,no,southwest,4931.647
272,50,female,39.50807751287908,1,no,southwest,9880.068
273,26,female,40.245861319415,0,no,northwest,3201.24515
274,56,female,22.462289561873003,0,no,southeast,11833.7823
275,47,female,27.590264286479382,2,yes,northwest,24535.69855
276,48,female,41.39490732647841,4,no,southeast,10977.2063
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