,age,sex,bmi,children,smoker,region,charges
0,21,male,33.37123827886097,0,no,southeast,2626.841144881075
1,30,male,25.23862019283464,0,no,southwest,11195.908317058113
2,21,male,25.238620260578323,0,no,northwest,7253.500943768974
3,57,male,33.37123802744952,3,no,southwest,10717.919269287258
4,45,male,33.41028025443427,2,yes,southeast,35261.39287401054
5,45,female,25.238620192700235,3,no,northwest,10672.112058939869
6,21,female,29.215331709903694,0,no,northwest,2621.316480998633
7,21,female,33.407191452879566,0,yes,southeast,33222.03880229219
8,21,female,33.37123802736646,0,no,southeast,10671.868679224288
9,30,male,33.37123895777824,0,no,northeast,7291.236309931606
10,57,male,33.37123880231207,0,no,southeast,2615.8811341749856
11,45,male,33.371238168854504,0,no,northwest,7279.494696975823
12,45,male,33.371238049401,2,no,southwest,32271.250851812416
13,45,female,33.3774029896601,2,yes,southeast,33512.626756257436
14,21,female,29.21645581393106,0,yes,southeast,2642.2286145391654
15,57,male,33.371238192806786,0,no,southwest,2606.6593447501637
16,30,female,29.218061393971833,1,yes,northwest,33225.97448642494
17,30,female,29.215331380279526,2,no,northwest,10759.022409680767
18,21,female,33.4422258118275,0,yes,southeast,33397.29097553465
19,45,male,29.215331401814794,2,no,northeast,7446.405895446806
20,45,female,25.238620192700218,2,no,northwest,10669.144896491369
21,45,female,29.215331380338846,3,no,northwest,11071.657090722967
22,21,male,25.23862019611317,0,no,southwest,2611.898141157679
23,45,male,33.46902469302105,0,yes,southeast,34245.83881770165
24,45,male,29.215344241979558,2,no,southeast,33063.763523122325
25,30,female,29.215331383343518,2,no,northwest,32715.433819071415
26,30,male,25.238620192711505,0,no,northeast,13517.795760067089
27,45,female,29.215331380280297,3,no,northwest,10769.782594224156
28,45,female,29.215331726068236,0,no,northwest,7906.280917297344
29,45,female,29.215331382208227,3,no,northwest,7546.119160057368
30,21,female,29.215337231748403,0,no,northwest,7327.392534595429
31,45,male,25.238620192700264,0,no,southwest,10867.005538018633
32,21,male,33.37123802736627,0,no,southwest,10731.84022422551
33,30,female,29.215331380866804,3,no,northwest,10711.665858700117
34,57,female,33.372169456531495,2,yes,southeast,32506.188688064893
35,21,female,29.21533168001826,0,no,northwest,7303.985708908589
36,21,female,33.37131858596179,0,no,southeast,2625.9167724963854
37,30,male,25.238620192700495,2,no,northeast,11744.886824888492
38,45,male,33.371238029585435,2,no,northwest,32242.04757532203
39,21,female,25.23862019270315,0,no,northwest,10697.865997204066
40,45,female,33.37123802740926,2,no,southeast,10684.289173658199
41,45,female,25.238620192700218,2,no,northwest,10669.699892435603
42,57,female,33.37134721063036,0,yes,southeast,32708.576668664035
43,57,male,33.371238363385736,0,no,southeast,10704.65257365652
44,21,female,25.238620192998106,0,no,southeast,2609.762500140769
45,45,female,29.21533138028158,0,no,southeast,10746.053133088719
46,45,female,33.3712381063698,0,no,southeast,10787.337049046158
47,30,female,25.238620192700225,2,no,northwest,10708.535943487797
48,45,female,33.37123802735872,2,no,northwest,10669.301092020027
49,57,male,33.37131839228481,0,no,southeast,32367.150622934623
50,45,female,29.215331380489847,3,no,northwest,11316.941751223274
51,57,male,33.37124907679655,0,no,southeast,32503.727517398278
52,57,female,33.37128884243652,0,no,southeast,32464.779888109613
53,21,male,33.37123802752236,0,no,southwest,10724.40475765425
54,45,male,29.215331773326827,0,no,northeast,7375.812189122196
55,45,male,25.238620192700594,3,no,southwest,10839.19214612259
56,45,male,33.37123868136413,2,no,northwest,32406.94592559945
57,45,male,33.37123803319467,2,no,northwest,10691.137408416642
58,21,male,25.238620192702253,0,no,southwest,11189.082627959511
59,21,male,33.37124004927998,0,no,southeast,7289.313577037681
60,45,male,25.238620192730302,0,no,southwest,10705.256566511907
61,21,female,33.37748567631267,0,yes,southeast,32765.616069793858
62,30,female,25.23862019272987,0,no,northeast,11243.229548396701
63,45,male,25.238620192700225,3,no,southwest,10834.244725993894
64,57,female,34.262923508465754,2,yes,southeast,33357.63306573859
65,21,female,33.3712380336177,0,no,northwest,10812.329777593905
66,21,female,33.37123806902839,0,no,southeast,2616.935809981061
67,45,female,25.238620192701045,0,no,northwest,10676.347966256002
68,30,female,25.238620192700218,3,no,northwest,10677.722833244823
69,30,male,29.215331549421254,2,no,northeast,7579.52843539034
70,30,female,29.21995859035432,2,yes,southeast,35610.99997765674
71,45,male,25.238620192701603,2,no,southwest,10711.481938208062
72,21,female,33.37123809653865,0,no,southeast,10780.21006187796
73,21,male,33.37123802736632,0,no,southwest,10699.344369299077
74,30,male,25.238620192743515,2,no,northeast,8860.257062631512
75,21,female,33.373186699522826,0,yes,southeast,2658.13237020328
76,21,male,33.37123826554577,0,no,southeast,2611.7741470793667
77,21,male,33.37123828595122,0,no,southeast,2635.297508359552
78,45,male,25.238620193376125,0,no,northeast,10783.279661605377
79,45,male,33.37123802735884,2,no,northwest,10668.91781681433
80,45,male,33.37231171158746,2,yes,southeast,32671.0305134448
81,21,female,33.371569056909834,0,no,southeast,32495.66619333295
82,45,male,33.3712380273587,2,no,northwest,10673.42393718503
83,21,female,33.371238028980216,0,no,southeast,10697.429966185931
84,45,female,29.21533138028173,3,no,northwest,10727.786047280553
85,30,male,36.86335196446083,2,no,northeast,7292.111152246568
86,30,female,33.371238027358714,2,no,northwest,10669.121116166227
87,21,male,25.238620197010608,0,no,southeast,2627.797578899718
88,45,female,25.23862019270022,3,no,northwest,10679.52858421937
89,45,male,33.372110320257065,2,yes,southeast,32843.24233679857
90,21,male,25.23862019273034,0,no,southwest,11317.454648206303
91,30,male,25.238620192707128,2,no,northeast,17276.428016596088
92,21,male,25.238620192705387,0,no,southwest,10829.612050156647
93,30,female,29.215331380600453,2,no,southeast,11280.872997717846
94,21,female,25.238620194483527,0,no,southeast,2615.752812640353
95,30,male,25.238620192700225,2,no,northeast,11103.905519233987
96,30,female,33.37123802882622,2,no,northwest,32273.95817640416
97,21,male,25.238620192705817,0,no,southwest,11658.831553057738
98,30,female,25.238620192711448,0,no,northeast,10945.028094090138
99,45,male,33.371238417717855,0,no,northeast,7341.555122096578
100,21,female,33.37123811333556,0,no,southeast,10821.828271726537
101,30,male,25.238620192759075,0,no,northeast,12524.466509975526
102,21,male,25.238620193368217,0,no,northwest,10774.069716265481
103,21,male,33.371238027421015,0,no,southwest,10721.223645551314
104,45,male,33.37125940854308,2,no,northwest,32374.67130554839
105,21,male,25.23862019271742,0,no,southwest,10824.204891713496
106,21,female,33.37123819107055,0,no,southeast,32291.27290983448
107,21,female,33.37126176910933,0,no,southeast,2622.245946795859
108,45,male,33.37123802736134,2,no,northwest,10710.707420725606
109,30,female,25.23862019270022,2,no,northwest,10673.34957875945
110,30,female,29.215374532788825,0,no,southeast,32477.024936725018
111,21,male,33.371238376065826,0,no,southeast,7244.184657463004
112,57,male,33.371264018824604,3,no,southeast,32520.088452316253
113,21,female,33.371278009138535,0,no,southeast,32434.29994846576
114,21,male,33.37145622088031,0,no,southeast,32441.272063614255
115,30,male,36.86335208059203,2,no,northeast,32693.88972327261
116,45,female,33.37123802741063,1,no,northwest,10672.155379653863
117,30,female,33.37202301078364,2,yes,northwest,32531.91287703441
118,30,female,29.215331383930902,2,no,northeast,7326.304090789191
119,21,female,33.37123802747701,0,no,southeast,2605.2886130789116
120,45,male,33.37126340896059,1,no,northwest,32343.4365514312
121,21,female,33.37123841560166,0,no,southeast,10979.812115725326
122,45,male,33.38163027313309,2,yes,southeast,33482.35843201468
123,21,female,29.215331419256394,0,no,southeast,2635.294682483466
124,30,female,33.37123802735877,2,no,northwest,10668.982087258699
125,30,female,25.23862019270022,3,no,northwest,11411.060532544012
126,45,male,25.23862019364072,2,no,northeast,7516.686435604931
127,21,male,33.3712380278495,0,no,southeast,10701.747656250862
0,45,female,33.37133675767235,3,no,northwest,32758.175828721975
1,45,female,25.238620192700218,2,no,northwest,10676.203291999473
2,45,male,25.23862019270029,0,no,northwest,10847.732317146787
3,30,female,25.23862019270581,0,no,northeast,11969.337657236712
4,30,female,25.238620192700235,0,no,northwest,10807.140921047125
5,57,female,33.37125329217946,2,no,southeast,32317.494072138696
6,45,male,25.23862019270689,2,no,northeast,10700.909515922054
7,45,male,25.23862019420535,0,no,southwest,2606.3599262084126
8,21,male,36.8633530740608,0,no,southwest,2607.3105089649202
9,57,male,25.238620192752062,0,no,southwest,10881.621185716009
10,45,female,25.238620192700367,0,no,northwest,10671.309207494352
11,45,male,25.238620192702193,0,no,southwest,11337.472851946126
12,45,male,29.219268289793483,1,yes,southeast,39253.72642010489
13,57,male,33.37123879389465,0,no,southeast,10791.073154947564
14,21,male,25.238620192791,0,no,northeast,10988.170166631686
15,21,male,25.23862019285277,0,no,northeast,11575.73468182313
16,21,male,25.238620192733773,0,no,southwest,11045.590727493887
17,21,female,29.215331753400612,0,no,southeast,2614.739024083073
18,21,female,33.43931909809061,0,yes,southeast,33118.18200631935
19,21,male,25.23862019272112,0,no,southwest,10730.985618004668
20,57,male,33.3767474191735,0,yes,southeast,34006.09561835092
21,30,female,33.37123875138861,1,no,southeast,32584.944650099267
22,45,male,29.215331380727314,2,no,northeast,7474.365921448177
23,45,female,25.238620192700388,2,no,northwest,10690.018982807118
24,45,male,33.37123802735911,1,no,northwest,10674.838251426543
25,45,female,29.21534409456145,2,no,northwest,32615.368692616586
26,30,female,29.21534073677802,0,no,northwest,32948.392753396096
27,21,male,33.37124448881069,0,no,northwest,7248.089952517963
28,21,male,33.37123811761045,0,no,northwest,7237.393924768445
29,45,male,25.238620192755437,0,no,northeast,10796.383013717426
30,57,female,33.37123812731109,2,no,southeast,32266.47647583214
31,30,female,33.54669211384521,0,yes,southeast,33185.114475702736
32,45,male,25.2386201927045,0,no,northeast,11471.22860648334
33,45,female,25.2386201927004,2,no,northwest,10690.628329513607
34,45,female,33.37123802740739,2,no,northwest,10670.41449058451
35,45,female,33.37123802738239,2,no,northwest,10669.540477705072
36,21,female,25.238620192717423,0,no,northwest,10780.495277272568
37,21,female,25.238620193058384,0,no,northwest,11109.802683703221
38,30,male,29.215331519789725,1,no,northeast,33448.72702780963
39,21,male,33.372240945940405,0,yes,southeast,32693.492257727845
40,30,female,29.215331380277277,2,no,southeast,10675.426093374375
41,57,male,33.37123806084302,3,no,northwest,10703.017110771929
42,21,male,25.238620192726945,0,no,northeast,11519.457075477287
43,30,female,29.215331380282493,2,no,northwest,10872.325383169657
44,45,male,25.238620192700303,0,no,southwest,10795.76987017261
45,21,male,25.23862019333766,0,no,southwest,10779.67935612637
46,45,male,33.37123803170318,2,no,northwest,32243.50555585487
47,45,female,33.94419101191379,2,yes,southeast,33805.8371296703
48,57,male,33.371238028507946,0,no,southwest,10711.546003648104
49,30,female,29.2153452223633,2,no,northwest,32594.1625420237
50,21,female,29.215331391583078,0,no,northwest,2625.745138326865
51,45,female,33.37123802807505,2,no,northwest,32235.62099969253
52,30,male,25.23862019270026,0,no,northeast,15193.608210727689
53,21,female,33.38645704151872,0,yes,southeast,32894.19266973179
54,57,female,33.371637836898074,2,yes,southeast,32321.76959807106
55,21,male,33.37124734100095,0,no,southeast,2611.6352772770724
56,45,female,33.371238027776684,0,no,northwest,10677.50686794407
57,30,female,25.23862019270023,2,no,northwest,10682.785595200805
58,45,male,25.23862019303962,3,no,southwest,10687.09776160707
59,57,male,33.37123808497919,0,no,southeast,10752.313198151249
60,45,female,33.382509946868154,2,yes,southeast,32765.73451579039
61,45,female,29.215331485674202,0,no,southeast,32855.97318916687
62,21,female,29.215355257928408,0,no,southeast,7606.280769525542
63,45,male,25.23862019271986,0,no,southwest,2617.6835465195336
64,45,female,29.21533138221827,0,no,northwest,10945.902082241257
65,21,female,29.215331518945824,0,no,southeast,2612.03128636145
66,21,female,29.215331495294564,0,no,northwest,7359.339329351093
67,45,female,29.215916724815965,2,no,northwest,33267.37162934349
68,45,female,33.371238027455526,3,no,southeast,10672.314817597053
69,30,female,25.238620192700232,2,no,northwest,10670.870420056614
70,21,male,25.238620192725328,0,no,southwest,10848.922886310482
71,21,female,33.371307856713464,0,no,southeast,2640.751146320341
72,57,female,33.37123923656407,0,no,southeast,32339.380282200324
73,21,male,33.37123803819043,0,no,southeast,2615.1653937916476
74,30,female,29.21533138792029,1,no,northwest,32465.390148581555
75,30,male,36.86335194250349,2,no,northeast,7829.385322985489
76,57,male,33.371238210529704,2,no,northwest,32292.992466912307
77,21,male,33.37123808813629,0,no,northwest,10707.582547821203
78,30,female,25.23862019270022,2,no,northwest,10669.815792188136
79,45,male,25.238620192700637,3,no,southwest,10690.546537105924
80,21,female,29.21533138726554,0,no,northwest,2642.6412171559878
81,30,female,29.215331512937897,2,no,northwest,32911.73766742363
82,45,male,33.37123941408177,0,no,northeast,7359.61522257471
83,21,female,33.37123802738941,0,no,southeast,10672.892543450902
84,21,male,25.238620199661568,0,no,southeast,2623.1957739577065
85,45,male,25.238620192700388,0,no,southwest,10750.261980030968
86,21,male,25.23862019270813,0,no,southwest,10791.786307973847
87,30,female,29.215331777561964,2,no,northeast,7436.6357014075775
88,45,female,29.21533138173031,0,no,southeast,11562.49350644509
89,45,male,33.37123802760992,2,no,northwest,10674.760462275473
90,30,male,25.23862019270028,0,no,northeast,13481.11996621737
91,45,male,33.371238036111045,1,no,northwest,32326.73076243086
92,45,female,29.215331713788586,0,no,northwest,7432.723648567875
93,45,male,25.238620192700676,0,no,northwest,10700.60385017383
94,45,male,33.371238029451376,2,no,southwest,32233.93565921151
95,57,male,33.37123851444899,0,no,southeast,2616.28814176954
96,30,female,25.23862019271895,3,no,northeast,10806.141385899253
97,21,male,33.39005240386769,0,yes,southeast,33387.204215950114
98,45,female,29.21569103949996,3,yes,northwest,38630.20159181409
99,21,female,29.21533150153334,0,no,southeast,2627.3714270526243
100,21,female,33.37169215046496,0,no,southeast,2660.7877825480773
101,45,male,33.37123802735923,2,no,northwest,10672.015653477703
102,21,male,33.37124647751927,0,no,northwest,7361.919851645144
103,30,female,33.371238027358764,2,no,southeast,10669.386662914432
104,45,female,29.215332307103168,2,no,northwest,34576.05778957337
105,45,male,25.238620192700225,2,no,northwest,10672.289017638159
106,45,male,25.238620192700402,0,no,northeast,11148.82361837103
107,30,female,29.241397292925758,2,yes,northwest,35074.76961845765
108,21,female,25.23862019270588,0,no,northeast,11158.286448110399
109,30,female,25.238620192700225,3,no,northwest,10669.154635334742
110,30,female,25.238620192722923,0,no,northeast,10774.929786724255
111,30,female,29.215331380282294,2,no,northwest,10697.58892317309
112,30,male,25.238620192708332,2,no,northeast,10901.165281745134
113,21,male,33.3712381064476,0,no,southeast,10719.362346817068
114,30,female,29.215344073166406,2,no,northwest,32968.24534930985
115,45,female,29.21533180920586,0,no,northwest,32397.577374419237
116,30,female,25.238620192742424,0,no,northeast,13240.432248636027
117,45,male,25.23862019270158,2,no,northeast,10898.917509982972
118,45,female,29.21533151872066,0,no,southeast,11598.026136895376
119,45,female,34.077059109564715,2,yes,northwest,33350.2901677851
120,21,male,33.371238981404495,0,no,southeast,2648.2566958349626
121,57,male,33.37123804244904,0,no,southwest,10696.67784303619
122,21,male,33.37124353989838,0,no,southeast,7347.367952305895
123,45,male,25.238620192700296,3,no,southwest,10792.388720273413
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112,57,male,33.3712380294218,3,no,northwest,10697.721245622943
113,21,female,25.238620192702026,0,no,southeast,10693.0802750609
114,30,female,29.215332901271427,2,no,northwest,7441.478443542012
115,21,male,25.238620192825355,0,no,southwest,10768.95110746223
116,30,female,25.23862019270026,3,no,northwest,10755.134956701022
117,30,female,29.215331380277267,2,no,southeast,10669.937166092392
118,57,male,33.37123802891567,0,no,northwest,10696.057758303832
119,21,male,33.371239539602186,0,no,southeast,10757.092006642104
120,21,female,33.70595655860358,0,yes,southeast,33478.06297318789
121,30,female,33.37129688364249,1,no,southeast,32386.404328178745
122,45,male,25.238620192700253,2,no,northwest,10680.05171544903
123,21,female,33.371259962140634,0,no,southeast,32426.292116499226
124,45,male,25.238620192700235,3,no,northwest,10691.74925251986
125,45,female,29.215332047141278,2,no,northwest,33177.3038407942
126,45,female,25.238620192700242,0,no,northwest,10673.110512678943
127,45,female,33.37126384170433,2,no,southeast,32381.720985108772
0,57,male,33.37123803665362,0,no,northwest,10703.131304712842
1,45,female,33.3712380273589,0,no,southeast,10669.064810216481
2,45,male,25.238620192700218,2,no,northwest,10674.313679185369
3,45,male,25.23862019270422,0,no,southwest,10715.713205456896
4,57,male,33.37123816809118,0,no,southeast,10729.010117402653
5,45,male,25.23862019270194,3,no,southwest,10692.891945983592
6,21,male,25.238620192822964,0,no,southwest,10712.04234734738
7,45,female,33.371238047599014,0,no,southeast,10823.781013889768
8,45,female,29.215373626936046,2,yes,northwest,42945.512986413
9,21,male,25.23862019270176,0,no,southwest,10964.205828301021
10,21,female,25.238620194198433,0,no,southeast,2630.392153013398
11,30,female,25.238620192700456,2,no,northwest,10688.703157106453
12,45,male,25.238620192701372,0,no,southwest,10726.792811439047
13,30,female,33.37123853778401,2,no,southeast,32618.23265111771
14,57,male,33.38115102709525,0,yes,southeast,32957.65443846403
15,30,female,29.21533138027727,2,no,northwest,10702.562162251133
16,45,male,33.3712380273693,2,no,southwest,10680.007405086752
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18,30,male,25.238620192718464,0,no,northeast,11448.234693669363
19,45,female,29.215331399427402,3,no,northwest,11417.445843506754
20,21,male,25.23862019271369,0,no,southwest,10974.277161047181
21,21,female,33.37232585473181,0,yes,southeast,33565.49809976715
22,21,female,25.2386201930794,0,no,southeast,2634.6610181798064
23,21,male,33.37123802748554,0,no,northwest,10715.97969245461
24,21,male,25.238620193055255,0,no,southwest,2648.190904047605
25,45,male,25.238620192700235,0,no,northwest,10748.898431586706
26,45,male,33.37123802735918,2,no,northwest,10683.018308915118
27,21,male,33.37123803583,0,no,southeast,10722.317509775283
28,45,male,29.215331384565953,2,no,northeast,7371.738050040161
29,30,female,25.23862019270022,3,no,northwest,10733.03066681313
30,45,male,25.238620192700264,2,no,northeast,10842.06795865833
31,45,male,33.37123802737094,0,no,southwest,10699.598205964818
32,21,female,29.215609090374258,0,no,southeast,2637.199855528943
33,21,male,29.215667086488104,0,no,southeast,7487.3820942876055
34,21,female,33.37571714655091,0,yes,southeast,32944.071822240636
35,21,male,25.238620192817663,0,no,southwest,2650.493127729986
36,30,female,29.22033798549277,1,yes,southeast,33177.34390370063
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38,30,female,25.238620192700218,2,no,northwest,10670.830036795818
39,45,female,29.215331383462637,3,no,southeast,10965.747598684906
40,45,male,25.23862019271874,3,no,southwest,10717.010030508785
41,30,male,36.863352205546825,2,no,northeast,32336.200642089112
42,57,male,33.37123802736056,0,no,northwest,10673.762511023928
43,21,female,29.215337427797134,0,no,southeast,2618.6775766880864
44,45,female,29.215331595889054,0,no,northwest,11974.82078990292
45,21,female,25.23862020126663,0,no,northeast,7324.000149462421
46,21,female,33.456531953860875,0,yes,southeast,33232.55219854963