,age,sex,bmi,children,smoker,region,charges
0,60,male,35.342019029389654,3,yes,southeast,34305.782053412964
1,23,female,20.676195759473266,1,no,southeast,6258.4085251901815
2,57,female,23.916395290287696,1,no,southeast,6904.6709769015515
3,65,male,18.49769252176562,2,yes,northeast,28289.58172529365
4,58,male,35.04805622370224,0,yes,southeast,29551.395827051976
5,60,female,32.16839407645278,2,no,northeast,8946.74104196397
6,46,male,41.26145648020218,3,no,northwest,22120.193270173957
7,53,male,32.574915331713036,2,yes,southeast,44641.34282749497
8,58,male,35.34184069557444,0,no,southeast,9090.357664629488
9,24,male,22.70131814627052,0,no,southeast,14858.884861399705
10,30,female,30.74143477462257,1,no,northeast,2339.5519055988216
11,59,male,31.48647618390932,0,no,southeast,7505.980968485012
12,65,male,28.289299569533426,1,no,southwest,12604.954337140804
13,22,female,20.082939168274486,1,no,northwest,3263.0287286143466
14,51,male,39.83899067549458,0,no,southeast,5565.362711163111
15,57,female,31.63488669393009,0,no,southeast,10700.7401085531
16,22,female,17.209431712162797,1,no,southeast,4360.044767709022
17,43,female,26.27343631321902,1,no,southeast,1613.8719793445953
18,19,female,19.752679244869007,0,no,southeast,4044.745776592872
19,16,male,41.83481323048669,0,yes,southeast,33809.0393000231
20,57,female,34.826421894367634,0,no,northeast,12817.492778247362
21,36,male,31.62466120408923,2,no,southeast,7568.31810121233
22,52,female,26.105327578237777,0,no,northeast,3956.247442735215
23,38,male,31.078178416907786,3,yes,southeast,36551.11163742134
24,50,female,34.125927413780296,1,no,southwest,7991.737930220384
25,62,female,39.345752660178164,0,no,northeast,10907.431354275177
26,58,female,27.5342826911624,0,no,northeast,10868.873167273243
27,24,female,21.27506771733143,1,no,southeast,2006.9698363452667
28,32,male,25.98228948890879,3,no,southwest,7656.6814140901515
29,53,female,18.78960989127053,1,no,northeast,5178.536480971619
30,51,male,24.574477399486536,1,no,southeast,6987.369111677237
31,52,female,23.31133103549204,3,no,northwest,3590.6070811506834
32,65,male,37.753444839991126,0,yes,southeast,48659.00585964153
33,23,male,37.89259769328746,2,yes,southeast,46221.62277814115
34,47,female,25.950112580517978,2,no,northwest,9229.447685172056
35,56,female,33.88461058818283,0,no,northeast,18601.949563618007
36,61,male,31.84780928280614,2,yes,southeast,38166.892533796745
37,21,male,32.58268361309112,0,no,southwest,1528.756249332292
38,45,male,34.34661999927595,3,no,northwest,24240.001253005685
39,65,male,31.833010434186736,0,no,southwest,10972.51521738059
40,29,male,26.67887784021985,2,no,southeast,1995.0051605580963
41,48,female,30.22386573769328,3,no,northwest,6055.538061220135
42,60,female,26.375179788769415,1,no,southeast,10460.529819626972
43,20,female,36.29341785179138,0,no,southwest,2431.3766187316814
44,19,male,33.31530226477814,0,no,southeast,24359.692333693863
45,54,female,29.51691646046122,3,no,northwest,13910.489440057783
46,24,male,31.23629435816469,0,no,southeast,364.56278198948985
47,28,female,21.293459792812115,1,no,southeast,3742.767668770972
48,57,male,36.318527315294524,2,yes,southeast,43120.62839844488
49,50,male,34.40828329636024,0,no,southeast,7807.150659332453
50,56,female,26.29581128372222,1,no,northeast,10672.33451507175
51,60,female,36.01621820950761,0,no,northeast,12780.761776669655
52,23,female,24.541708329247577,0,no,southwest,2199.713462633592
53,56,female,28.607585526764396,2,no,northeast,11574.408193616724
54,34,female,26.872518641465874,3,no,northwest,5687.7270899932955
55,32,female,24.3583754276148,2,no,northeast,1780.1763402047193
56,61,male,22.364657150970732,1,yes,southeast,28466.360530790662
57,35,female,24.033718439737314,1,no,southeast,1319.6736207916888
58,57,female,24.42273946306002,2,no,northeast,8409.293242815349
59,51,male,24.852099502529207,1,yes,southeast,32156.765887020174
60,19,male,30.228780328707366,1,yes,southeast,43007.15757644563
61,49,male,19.482355581378712,2,yes,northeast,19461.31007380082
62,60,female,31.328745611434357,3,no,northwest,6782.039051911705
63,57,female,20.689217909862816,0,no,northeast,30855.10314357139
64,24,female,16.680629201083477,0,no,northeast,-192.93669146068305
65,18,male,25.93457445732249,0,no,southeast,1500.692532479659
66,16,male,44.6495716475332,0,yes,southeast,45425.71166115375
67,23,male,23.796380724221237,0,no,southeast,1557.7118553201922
68,57,female,31.924865677836642,0,no,southwest,11787.181194267427
69,44,female,23.218324590514236,1,no,southeast,4253.181021344062
70,22,male,28.174309782202812,2,no,northwest,22720.078928692074
71,36,male,19.350558494874015,3,no,northwest,4518.582285137281
72,49,female,25.066340098573797,3,no,northwest,9525.892400239549
73,54,female,18.76086570244768,0,no,northeast,12612.926002108576
74,68,female,23.849988697445507,1,no,northeast,3405.6288750181425
75,20,female,29.21030920904927,0,no,northeast,2100.156304190812
76,38,female,22.427556304643673,1,no,southeast,3403.208780832349
77,23,male,28.674596661191835,0,no,southeast,1916.007421035541
78,61,female,36.939064424498945,1,no,northwest,9664.093188293129
79,58,male,26.1134813512082,1,yes,northeast,17127.83035853249
80,58,female,21.21695857963574,1,no,northeast,5101.7064537877595
81,19,male,31.969419613201808,0,no,southeast,1068.604726221367
82,59,male,41.623443988905656,0,no,southeast,12006.448077965353
83,43,female,25.00747783151176,2,no,northwest,2281.1948484191225
84,22,male,21.7509023831632,3,no,northwest,2702.0530499006018
85,23,male,24.902161382649997,1,yes,southeast,22467.384514968664
86,21,female,24.212497669362207,0,no,southeast,4790.4512568783575
87,27,male,29.010123062824412,0,yes,southeast,30830.798160428174
88,47,female,32.10736384548883,3,no,northwest,4272.066639717529
89,29,male,29.958352560451758,3,yes,southeast,21327.90839246147
90,37,female,24.57322845352683,1,no,southeast,3564.621305252423
91,21,male,36.30378609234302,3,yes,southeast,38347.43856171113
92,22,female,25.008692436987246,1,no,southeast,5377.800309448704
93,44,male,28.671229306631485,0,no,southeast,9694.80514723073
94,20,female,28.951283703139755,0,no,southwest,4383.046620753534
95,57,female,26.771338478465328,2,no,northeast,10610.243823096986
96,19,female,30.023642583169348,1,no,southeast,170.98503019457257
97,30,male,38.32246545375638,3,yes,southeast,31982.645786014815
98,24,female,26.82230994011967,0,no,northeast,3570.9566429970214
99,19,female,24.482748101196258,0,no,southwest,3422.9484506643453
100,57,male,29.878465143481755,2,yes,northeast,24434.245958281903
101,59,female,31.48081527033725,0,no,northeast,23681.226132754837
102,56,male,30.308798392746063,0,yes,southeast,48890.16673311831
103,60,female,24.73149567511,0,no,northeast,9324.914306522951
104,21,male,28.90747972659719,1,yes,southeast,49058.4672128089
105,33,male,28.305427066922626,2,yes,southeast,44548.494027800654
106,36,female,21.793016503496492,2,no,southeast,8399.547524458863
107,22,male,34.87585325361247,0,no,northeast,19233.470398777044
108,30,female,24.721690870405013,2,no,northeast,4085.559128757998
109,44,female,21.48697689168789,2,no,northwest,7991.525198076675
110,25,male,29.23158969825238,0,no,southeast,2441.8108267363614
111,59,female,28.57240384628392,0,no,northeast,6296.507547289792
112,37,male,32.34954532295144,2,yes,southeast,37047.51191540084
113,50,male,35.6572157578728,0,no,southwest,7521.987925454637
114,18,male,35.07269426581881,0,yes,southeast,29223.607964463714
115,43,female,20.45451975692965,2,no,northeast,1658.0193841613677
116,37,female,18.21955799726016,2,no,northwest,-844.5714513702869
117,59,female,29.96626437874093,0,yes,northeast,24520.98502253907
118,19,female,21.88396527584667,0,no,northeast,3407.5923904060414
119,60,female,20.802309387831627,0,no,northeast,21783.252301007287
120,16,female,23.635655270863406,0,no,northeast,23005.243593232575
121,21,male,29.80147112552118,0,no,southeast,3005.002557653427
122,38,male,30.91141325733986,3,no,northwest,4438.152457937927
123,52,female,24.839996882132382,0,no,northeast,6202.969552086238
124,43,female,23.50327865656773,3,no,northwest,16295.300163373997
125,60,female,23.308627806738336,1,no,northeast,9380.635433825679
126,63,male,26.27245957940925,2,yes,southeast,41867.544411214
127,19,male,35.58164179076223,0,yes,southeast,38884.253116841806
128,25,male,32.97223599671766,0,no,southeast,3690.273383028483
129,23,female,24.462666751866237,0,no,northeast,2745.2762953560805
130,23,female,37.32510736618849,0,no,southeast,2881.349563189811
131,61,female,22.495969676637888,1,no,southeast,5748.391524622608
132,58,male,38.6166478257872,0,yes,southeast,45925.11544896125
133,40,female,38.849361284203574,3,no,southwest,13316.621901578468
134,30,female,19.850491077321355,1,no,southeast,3560.859453610864
135,38,female,20.66488886111715,1,no,southeast,2999.850718355274
136,54,male,29.4871543072689,0,no,southeast,5616.196985843681
137,25,male,33.60419114111157,0,no,southeast,36102.83249707344
138,23,female,27.569364873515294,0,no,northeast,6507.0630781935515
139,24,male,35.49886545904862,0,no,northeast,33956.26989043762
140,66,female,21.849958049991162,0,no,southeast,11461.716179508707
141,21,male,28.65914109888396,1,yes,southeast,18340.628823297713
142,38,male,34.314661910900504,3,no,southwest,5986.439266673904
143,21,female,23.315849549928323,0,no,southeast,5870.659590238063
144,22,female,28.311368478559157,1,no,southeast,4388.749809487154
145,18,male,35.04485246155212,2,yes,southeast,43967.249764835346
146,16,male,26.646839713456846,0,no,southeast,-360.31916357587943
147,36,male,25.74383464409293,3,no,northwest,10686.509829992961
148,50,female,38.29963175652493,3,no,southwest,11980.363212839235
149,38,male,24.695681074947068,1,no,southeast,3214.9861080159517
150,29,female,20.319157586792212,1,no,southeast,6699.895222438479
151,27,male,16.651260576539542,0,no,southeast,3255.178790130712
152,52,female,32.275042807229276,0,no,northeast,11091.666787450351
153,62,female,21.65147331250357,0,no,northeast,32885.46980980769
154,31,male,27.206237146873224,1,no,southeast,11802.347851731141
155,22,male,25.164737283544948,0,no,southwest,4295.560091246586
156,24,male,26.283873169155935,0,no,southeast,1300.9593367169387
157,63,female,26.245596425748566,0,no,northeast,11985.184189968333
158,38,male,23.573590542819122,1,no,southeast,8762.576239591257
159,55,male,38.17631742609269,0,yes,southeast,31666.726186713837
160,35,male,33.083645279442976,3,yes,northwest,35189.33223337113
161,59,male,37.75919682090041,0,no,southwest,7750.5678499816
162,26,male,20.855436434710263,0,no,southeast,42447.9253085524
163,59,male,21.93593802179212,2,yes,northeast,20664.228420023406
164,46,male,30.771507810714702,3,yes,southeast,41451.42743753337
165,52,male,30.99009297662691,2,yes,southeast,41012.33381137664
166,62,female,29.719347726166607,1,yes,northeast,19967.998232912632
167,20,male,32.582262749513006,0,no,southeast,2401.492680337333
168,56,male,35.072206289437105,1,yes,southeast,45460.06578478636
169,28,female,32.95288280594986,2,no,northwest,2933.027755733049
170,63,female,24.852406162049196,0,no,northeast,7795.696920373445
171,64,female,26.701423186328782,0,no,northeast,12799.175957123309
172,16,female,26.180714122955152,0,no,northeast,1878.590458679171
173,59,female,30.309940639831773,3,no,northwest,3036.3954549615964
174,60,female,19.155131993944458,0,no,northeast,4521.437474700162
175,28,male,32.71401407220396,1,yes,southeast,54710.06355170623
176,64,female,24.253737199750937,0,no,northeast,6026.026066590186
177,22,female,30.1908578225241,0,no,northeast,5594.421638756472
178,21,female,26.54941416736438,0,no,northeast,6146.067957329701
179,26,male,34.960793189926015,3,yes,southeast,41403.21194475198
180,36,male,33.359308817606774,3,yes,southeast,52821.482824032624
181,43,male,21.167143965003405,2,no,northwest,5677.939391805456
182,67,female,21.850248516539285,0,no,northeast,25935.975998156184
183,57,female,27.998692571381667,1,yes,northeast,27826.15897737955
184,51,female,25.97772644064546,2,no,northeast,9827.580614126464
185,62,female,24.34900679402544,0,no,northeast,24856.082263974775
186,24,male,38.09970843456906,3,no,northwest,1687.5884933068764
187,62,female,38.96150208746886,2,no,northwest,5131.257162609447
188,31,female,23.425194118643116,3,no,northwest,2665.0756428525356
189,45,female,33.222311213666465,3,no,southwest,9830.814438007608
190,19,male,27.371068988270665,0,no,southeast,1006.411534298536
191,62,female,22.54718307087229,0,no,northeast,13698.264866232226
192,44,female,23.380716326512406,2,no,northeast,5300.563862826075
193,48,male,35.694851539838844,1,no,southeast,8657.889724665332
194,46,male,22.72384423100379,1,no,southeast,9356.319314603023
195,55,female,21.88541991293859,2,no,northeast,11826.887271017218
196,58,male,21.268441559060015,1,no,southeast,6066.503507918307
197,42,male,32.65679232807375,1,no,southeast,11108.165419707217
198,54,male,44.54458041935397,0,no,southeast,12765.499475448438
199,59,female,29.74715608711515,0,no,northeast,9239.629325837286
200,65,female,28.928448352909456,1,no,northeast,11493.120795498255
201,55,male,43.17174094645597,3,yes,southeast,36351.954442533985
202,32,female,20.14132540523209,1,no,southeast,6814.677927907773
203,29,male,36.503445042371574,2,no,southeast,6450.263621094924
204,50,female,28.27462802108176,2,no,northwest,8784.366256247897
205,19,male,21.74428521585796,1,yes,southeast,22274.04306850537
206,57,female,24.265771705728472,2,no,northeast,9562.965643269916
207,57,male,32.90200755023983,0,no,southeast,7306.016533662518
208,56,female,22.70307132535889,0,no,southeast,12691.184920893224
209,51,male,31.5816034281753,1,no,southeast,10352.593111724198
210,24,male,26.498700046658364,0,no,southeast,4649.2510373827245
211,54,male,36.7825458584619,2,yes,southeast,33956.95014606172
212,59,female,24.316276923390017,2,no,northeast,9407.76599831575
213,67,female,50.14473920769738,1,no,southeast,12216.46961810768
214,41,female,32.22741131967357,3,no,northwest,12606.45838867488
215,44,female,32.759869731483796,2,no,southeast,7694.883190934732
216,57,male,42.095200485484916,2,yes,southeast,39031.78453301132
217,25,male,36.62893401808474,0,yes,southeast,42051.52178360293
218,30,male,37.47254479490739,0,no,southeast,871.7303176897963
219,60,female,37.62151455365802,2,no,southwest,13406.842609293142
220,47,female,28.685678742975433,1,no,southeast,10113.291767920999
221,66,female,30.28763249061682,0,no,northeast,4192.763911533086
222,60,male,34.136346602814186,1,yes,southeast,38811.66627442965
223,52,male,24.206066053268277,0,no,southeast,7443.23096297906
224,19,female,21.569197584301335,0,no,northeast,4249.65069230641
225,45,male,28.308678187665453,2,no,southeast,10115.869914819097
226,19,male,17.042883901327215,3,no,northwest,4424.888612674754
227,54,male,37.49228009105924,2,yes,southeast,36974.770364115386
228,67,female,27.738295162352642,1,no,northeast,11496.685868426612
229,52,male,32.638039118998876,0,no,southwest,9317.995217585078
230,27,female,18.472338156194596,1,no,southeast,1919.525345021526
231,58,male,34.317286270629886,0,no,southeast,11595.357915028355
232,58,male,31.92288677372826,0,yes,northeast,19480.4320332312
233,56,female,23.15625275343933,0,no,northeast,711.1563875853853
234,59,male,37.370436616536225,2,yes,southeast,38653.697566493414
235,54,female,39.018496293086024,2,no,northeast,12170.24968280461
236,57,female,32.569356466183834,0,no,southeast,8999.751043715574
237,21,male,28.218117785776442,0,yes,southeast,47097.7402149378
238,21,female,25.298272961608998,0,no,northeast,4561.2722751626625
239,58,female,38.050130069543044,2,no,southwest,5860.294810493176
240,37,male,32.98361149977737,3,yes,southeast,41455.38714971578
241,60,male,49.405809966016825,1,no,southeast,5016.358690068304
242,57,female,25.945558245748924,0,no,southeast,1988.2090242564611
243,42,female,25.249555904131928,3,no,northwest,6467.593550173455
244,20,male,28.36173652865826,1,yes,southeast,17684.18787891701
245,36,female,26.157298391301932,2,no,northeast,24701.471411377086
246,32,female,29.426091220874472,1,no,northeast,7024.378385770218
247,12,male,28.041241872898127,0,yes,southeast,37587.56596003004
248,24,female,26.862562158529293,0,no,northeast,1992.9750348263883
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