,age,sex,bmi,children,smoker,region,charges
0,59,male,34.23877855650358,3,no,southeast,17142.032234828624
1,47,male,31.861480106172202,3,no,southeast,12863.823756602435
2,67,female,27.902694894230425,2,no,southwest,12658.957402395086
3,23,male,32.23457377178494,3,yes,northeast,39373.604648343884
4,33,female,18.96842847545662,2,no,northwest,6146.875714329824
5,29,female,34.56529383684161,1,no,southwest,8282.651313703844
6,24,male,35.11273988105115,2,yes,southeast,51459.12604714391
7,15,male,28.20075311955931,0,no,southeast,3779.6033873740353
8,21,male,26.030778537071463,3,yes,northeast,23051.64773511973
9,21,male,34.61354998257712,0,no,southeast,2082.015890054209
10,65,female,35.66726509109893,3,no,northwest,6108.878210120636
11,57,male,45.21770965834547,0,yes,southeast,22726.67892915966
12,23,female,21.893705152831,1,no,northwest,2304.3854368580205
13,31,male,29.909889301755072,3,no,northwest,2842.120147715514
14,20,female,27.93257378125905,0,no,northwest,3303.4273583966706
15,53,male,35.69057662596893,3,no,southeast,12977.53445178748
16,37,female,26.34677845936226,1,no,southwest,3025.3019713673157
17,46,male,33.6716011826753,3,yes,southeast,38416.452850245856
18,30,male,34.57840842568578,2,no,southeast,4943.9955003889045
19,55,male,40.66949614347181,0,no,southwest,14134.916569890638
20,40,female,20.004924558722177,1,no,southwest,5605.915232817527
21,51,male,36.149842026424004,0,no,southeast,23451.002555993826
22,48,male,33.897687550565,4,no,northwest,9295.06795698856
23,19,male,40.484667564073376,2,yes,southeast,35017.21741015921
24,19,male,30.407616028468738,2,yes,southeast,39496.56763691504
25,43,male,26.03958855467381,2,no,northwest,4227.494468829628
26,63,female,18.20301929298497,2,no,northwest,18566.78551710276
27,43,female,29.2577520943655,0,no,southwest,8573.59184591877
28,28,female,40.0947094556887,0,no,southeast,5452.331298023311
29,30,female,38.386528293356015,0,no,southeast,9.23311080616304
30,54,female,35.145517658887506,0,no,southwest,13960.024187332645
31,52,female,24.980446709346467,1,no,northwest,8527.57327579313
32,47,male,29.215458551229176,0,no,southeast,13018.484852771546
33,21,male,20.686819435551165,0,no,southeast,3016.2416478178134
34,50,female,27.651067706602554,0,no,southwest,5899.045011152197
35,51,male,33.782096152086794,3,no,northwest,7847.518471000734
36,26,female,34.78695118105981,0,no,southwest,6745.959030073194
37,55,male,28.487040150492497,0,yes,southeast,19733.30124725246
38,55,female,40.078847106964915,0,no,southwest,9723.570092839964
39,24,male,38.55252616866076,3,no,northwest,609.9202664954514
40,22,female,18.923094121125402,1,no,northwest,2342.5893145534915
41,44,female,29.315511888222556,2,no,southwest,6329.225021127833
42,48,female,28.634184299139918,1,no,northwest,9324.34205991527
43,57,female,31.15971430842456,2,no,southeast,8369.319996560618
44,56,male,35.459683192620226,2,yes,southeast,44227.73130287256
45,57,male,31.468946646700658,0,no,southwest,11784.250587205875
46,43,female,27.217551467977444,3,no,northwest,10645.113743886033
47,50,female,25.208850504348273,2,no,northwest,5176.576588640878
48,24,male,29.91658340565852,3,yes,southeast,44278.807662165775
49,55,male,25.31976235587298,0,yes,northeast,19557.55523710404
50,59,male,31.882746488497794,2,yes,southeast,41066.47840168815
51,65,female,28.17009483082397,0,no,northwest,9781.681309874186
52,18,male,33.563803547009286,0,no,southeast,4488.825082243533
53,14,male,18.505952180193628,1,no,northwest,4893.403801739935
54,49,female,39.69589098770291,2,no,southeast,12468.739719864403
55,53,female,23.570501490272125,1,no,northeast,21320.99440486623
56,21,male,24.0009946842592,0,yes,northeast,37511.440674888196
57,64,female,29.024768571841783,2,no,northwest,19111.01673484369
58,59,female,24.102081445508105,0,no,northeast,11661.886226280785
59,36,female,38.65188871538199,1,no,southeast,3163.0799411096305
60,48,female,34.827998165559244,0,no,southwest,11981.061571501075
61,61,male,32.14067944238808,2,no,northwest,25393.003763593344
62,20,male,22.661904887208387,0,no,northwest,3188.731707748399
63,40,female,27.73735194445158,0,no,northeast,6808.203615400058
64,29,female,28.45449328388424,1,no,northwest,2641.388743154371
65,25,female,27.434898152085363,2,no,northwest,5554.87530413224
66,37,male,31.764335719779098,3,no,southeast,35560.87060154934
67,31,female,25.30899841034493,1,no,northwest,4923.959508129068
68,33,female,33.00002409565872,2,no,northwest,4998.6583323091145
69,51,female,25.710097220919092,1,no,northwest,7745.564663823729
70,35,male,32.128577465076056,2,no,northwest,3399.171506659549
71,48,female,21.763629656590336,0,yes,northeast,14632.679970613273
72,57,female,43.664355234154364,2,no,southeast,9464.46464563716
73,53,male,35.5191797200907,0,no,southeast,22204.8431806597
74,67,male,35.59376585205192,0,no,southeast,12680.764082540929
75,62,male,30.08778744553009,0,no,southwest,12343.011496368668
76,23,male,38.75605094214114,0,yes,southeast,39804.56100888252
77,26,male,39.04304581827767,0,no,northeast,4310.045776208922
78,57,male,19.697520051302092,0,no,northwest,12500.680009213163
79,69,female,21.897283564583965,2,no,northwest,23787.657250225016
80,19,male,35.60440967342008,0,no,southeast,1824.4259788084528
81,18,male,37.592554767645524,0,no,southeast,1496.545152220538
82,66,female,26.003023490625203,0,no,northwest,19409.171000143295
83,53,female,19.03795947913023,1,no,northwest,6831.744525439691
84,41,male,31.73618494013683,2,no,northwest,7456.924334711315
85,59,female,22.26592585740347,2,no,northwest,3380.6503911754
86,37,male,33.57053940093473,3,yes,southeast,43260.67202347782
87,49,female,34.34717625027904,0,no,southeast,9624.826053609368
88,51,female,32.098070386141934,1,no,southeast,2577.3503315003104
89,53,female,21.683185853933892,1,no,northwest,13833.287298198153
90,54,female,26.10064188149201,1,no,southwest,10414.440191978712
91,36,female,27.398925115373828,1,no,northwest,2603.6734375660953
92,62,male,39.21883592730454,0,no,southwest,14133.734339551256
93,43,female,32.45929309224246,0,no,southwest,10235.878182483008
94,65,female,33.97540347909305,1,no,southwest,5959.046148165718
95,64,male,35.58580437263985,0,yes,southeast,45902.012085258546
96,46,female,25.97393328816798,1,no,northwest,14001.790247442517
97,37,female,31.329242526795618,2,no,northwest,5587.923420941836
98,54,male,31.088469877801522,0,yes,southeast,18642.09623144303
99,50,male,35.13232342598712,0,no,northeast,5404.913268158406
100,34,female,36.77525967102892,0,no,southeast,4426.85885210117
101,15,male,27.11019898941202,0,no,southeast,2178.213119082393
102,54,female,38.366354588347654,0,no,southwest,5344.417658531412
103,24,male,24.342437512320302,0,yes,northeast,22863.520804842196
104,51,female,21.209939465688464,2,no,northwest,11086.963049124226
105,42,female,30.750690425850877,0,no,northeast,12913.445679957153
106,57,female,26.311815872092232,2,no,northwest,5377.289559130764
107,36,female,33.80209164649875,2,no,southwest,12720.684356888121
108,49,female,44.65225888191705,0,no,southeast,8063.8670086404845
109,37,female,26.47833472304302,1,no,southwest,8148.552671700249
110,48,female,20.868762051709684,1,no,southwest,7297.16480746801
111,26,male,42.96738691881188,3,no,northwest,10207.553827710712
112,60,male,25.63663420928592,0,no,southwest,14470.980487381174
113,22,male,45.50614635798976,0,yes,northeast,36481.802681318535
114,53,female,30.97871632079074,2,no,northwest,11545.453343608671
115,50,male,31.810958426676837,3,yes,northwest,42273.33934480528
116,26,male,14.457954599412195,1,no,northwest,2851.4167787932506
117,61,male,38.18371602007376,3,yes,southeast,42595.74196689295
118,60,female,21.687237151827603,0,no,southwest,8444.640908431888
119,54,male,33.34874773939081,2,yes,southeast,45367.556407005985
120,56,female,40.666510511866726,0,no,southwest,14420.465093877337
121,23,male,33.49201460562141,0,no,southeast,84.75272155873017
122,24,male,34.58343752005143,2,yes,southeast,40658.70963337353
123,51,female,33.35142121414303,2,no,southeast,10992.176666859317
124,39,female,24.552298217194753,1,no,southwest,3364.5636676734666
125,27,male,35.16015985727254,3,no,northwest,1128.1668578333642
126,18,male,32.310841992035726,2,yes,southeast,40512.37412127687
127,58,female,25.24753325039494,1,no,southwest,15692.604384108201
128,20,female,24.2021575623937,1,no,northwest,4254.885619084618
129,32,female,24.484468372485907,1,no,southwest,829.127253804872
130,60,male,43.18433921463328,0,no,southwest,14851.0230303455
131,25,female,26.24369808445196,0,no,northwest,709.35605292943
132,42,male,37.197664009834476,3,no,northwest,7080.98003492341
133,64,female,40.53158913718346,0,no,southwest,8646.839776405564
134,54,female,28.057663765230103,1,no,southwest,10574.851995342588
135,24,female,31.939821016547832,0,no,southwest,4387.842731135617
136,56,female,21.82168258048355,2,no,northwest,9307.692833463645
137,50,female,36.67008302210278,1,no,southeast,4602.7540636118865
138,38,female,31.885174618452435,1,no,southeast,6392.954756208133
139,36,female,23.016710990958106,1,no,southeast,4559.93315179652
140,56,male,23.759036739126753,0,no,northeast,7992.627793349734
141,61,female,28.77876654272948,0,no,southwest,18663.114718164827
142,57,male,36.56684112737039,2,no,southeast,15305.044716779395
143,59,male,28.430575454600046,0,no,southeast,15871.778466390146
144,26,male,33.521778663009485,2,yes,southeast,28725.359956107208
145,21,male,35.246382634833175,2,yes,southeast,34269.82765405711
146,48,female,23.786042708923038,0,no,northwest,8023.41781262922
147,59,female,26.440019694705676,2,no,northwest,26561.98924243152
148,41,male,18.371562228211673,2,no,northwest,2931.421422028262
149,33,female,35.0587018537249,0,no,southwest,8960.596165301276
150,46,male,36.29492872801211,3,no,northwest,6442.082939229644
151,58,female,32.86310175516944,0,no,southwest,6374.021364468884
152,37,female,27.204034577422007,2,no,northwest,9317.408914126338
153,18,female,19.199229297734966,2,yes,northeast,16727.32834411229
154,53,female,24.943902704515924,2,no,northwest,10146.592005092974
155,21,female,17.119124524055756,1,no,northwest,4171.778688276814
156,27,male,33.55786576371641,1,no,southeast,1199.6243616062698
157,29,female,40.2064473908851,1,no,southeast,-1102.5490421752743
158,57,female,16.964009472952142,1,no,northwest,9402.426218154289
159,21,male,24.29279487289082,1,yes,southeast,36006.42550349
160,26,male,37.80221856602454,1,yes,southeast,37899.01172551087
161,20,female,29.00596688511436,0,no,northeast,4009.367194887507
162,64,male,24.339874825614935,0,yes,southeast,32632.574645845005
163,57,female,32.187396527776116,0,no,northeast,14368.587898352856
164,57,female,39.4508434362281,2,no,southeast,6805.7607283500365
165,27,female,13.977934154693818,1,no,northwest,12188.421220421062
166,13,male,29.447942637656503,0,no,southeast,1520.9989796087616
167,54,male,20.68150677715827,2,yes,northwest,26670.903823432905
168,47,female,29.092992674171164,1,no,southwest,14122.386265083842
169,22,male,25.3621368005362,0,yes,northeast,47779.54644061903
170,15,male,47.54169347007062,0,yes,southeast,30802.153313399507
171,56,male,22.199135176683185,2,yes,northeast,21787.407544594982
172,35,male,22.47024148722788,2,no,northwest,2803.4290817689407
173,44,female,29.678379872451362,2,no,southeast,4972.744156941649
174,45,female,27.55835413851487,2,no,northwest,7674.139019924985
175,61,female,29.677525809769122,0,no,southwest,10347.542838369729
176,54,female,30.01202166243722,0,no,southwest,11703.393528876506
177,23,female,19.235346550974135,0,no,northwest,1234.684721287132
178,17,male,32.540145276853075,0,no,southeast,4839.318377664581
179,21,male,31.04299432861863,0,no,northwest,500.407755110351
180,46,female,35.389973997257854,2,no,southeast,8468.153993036265
181,58,male,30.081244727348043,0,yes,northeast,18596.199404230585
182,61,female,27.56122677016032,3,no,northwest,10779.968860698827
183,44,male,19.703392995500337,2,yes,northwest,23125.706118171074
184,26,male,38.39359192746805,3,yes,northwest,40920.325724635135
185,24,male,36.34302095707565,0,no,southeast,2375.3547969785513
186,18,male,24.421910269191034,0,no,southeast,-770.2703008939011
187,49,female,23.72385439812638,2,no,northeast,24504.52959164633
188,49,male,23.343526880213695,0,no,northeast,23597.296679453688
189,17,male,28.968679176385013,0,no,southeast,3511.351275371956
190,58,female,24.660234775363065,1,no,northwest,19778.28787168482
191,21,male,25.299723317925146,0,no,northwest,1982.169195939562
192,58,male,27.96484114217439,0,no,northeast,15499.571806988513
193,61,female,39.977225149884596,1,no,southeast,9263.98972697935
194,32,female,28.25978329982185,2,yes,northeast,20938.842290294957
195,51,female,36.92489640036634,2,no,southwest,8773.814605364492
196,47,female,28.99170588637712,1,no,southwest,4374.303862653478
197,23,male,40.867552092887315,0,no,southeast,3710.600984841942
198,43,female,23.31412721789203,1,no,northwest,10815.703718841964
199,36,male,26.69063413230312,3,no,northwest,3103.0417872452754
200,58,male,36.539769744828206,2,no,southeast,44964.57770973881
201,52,female,23.67969190978502,1,no,northwest,13012.311632139077
202,51,male,30.933803476526062,0,no,southeast,13166.148486821709
203,21,male,29.24211828239569,0,no,northeast,451.09401994169593
204,56,male,25.286207707547987,0,no,northeast,6869.848019732564
205,27,female,37.44287107617123,0,no,southeast,3423.6185487269045
206,30,female,31.394632324698897,2,no,southeast,3668.015597655461
207,62,male,32.701442262364246,2,yes,northwest,29025.225037597294
208,61,male,25.307126822256798,2,yes,northeast,29727.382960391766
209,16,male,32.97996952073769,0,no,northeast,719.0134309416494
210,50,male,36.19867895774179,2,yes,southeast,49989.55883062196
211,48,male,43.17622069197674,0,yes,southeast,41916.97400265029
212,23,male,30.573663622196438,4,no,northwest,-2267.909926690462
213,22,male,20.58648026584967,0,no,northwest,397.552968023665
214,20,male,26.96817594366264,0,no,northwest,4123.868370049566
215,65,male,34.17470493407292,0,yes,southeast,42721.12490061496
216,56,female,23.591802075634163,1,no,northwest,8691.86016106506
217,40,female,22.019443657122245,1,no,northwest,6084.64386092637
218,46,female,36.837036111423856,0,no,southwest,9541.44331036323
219,23,male,32.06493670711927,0,yes,southeast,37137.48222044783
220,52,female,36.23695358708421,1,no,southeast,11671.374329292015
221,53,female,21.127499243763573,1,no,northwest,9943.812898992008
222,55,female,35.412309323679054,2,no,southeast,11311.288129456847
223,62,female,42.88274018886771,0,no,southeast,8255.48163067182
224,68,female,36.39607326049524,0,no,southeast,8649.471076467791
225,37,female,29.967172689990196,0,no,southwest,12741.68057054422
226,51,female,34.63560762860362,0,no,southwest,11382.731040852537
227,26,male,24.713078584160947,2,yes,northeast,39180.96201739114
228,48,female,23.697583538494307,1,no,southwest,8414.651969636154
229,59,male,29.207560436745233,0,yes,southeast,31034.653499697128
230,34,male,42.00855645877217,1,no,southeast,1946.7402057747108
231,40,female,36.987057257179764,3,no,northwest,4726.458166431952
232,60,female,31.054280716722616,1,no,southwest,15035.666982266528
233,25,female,32.700212088921724,0,no,southwest,2281.300139280206
234,32,female,21.13733479533384,1,no,southeast,5386.044426639373
235,46,female,39.33198617162921,2,no,southeast,3495.3202448767415
236,62,female,24.384242313919913,0,no,northwest,11246.851385402395
237,63,female,23.757309263163,1,no,northeast,9892.267043179887
238,64,female,19.116986243165904,1,no,southwest,11627.081857007815
239,54,female,18.935927033026474,2,no,northeast,28339.76746490664
240,52,female,26.44433334621477,0,no,northeast,15363.967945926259
241,21,male,25.594247761550523,0,yes,northeast,41481.79377112546
242,26,female,33.73435401292372,0,no,southeast,5338.7274346799995
243,41,female,15.430446936214048,0,no,southwest,8202.589849899248
244,48,female,44.33820890404383,1,no,southeast,4537.97977151347
245,21,male,24.13000887021042,0,yes,southeast,42479.95116914242
246,29,female,23.135688998942364,2,no,northwest,2837.930167821476
247,54,female,21.252660596362723,0,no,northeast,13945.11980030527
248,58,female,30.789433624568222,0,no,southwest,10438.101707403568
249,42,male,33.056313588706324,2,no,southeast,1839.357467846587
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