,age,sex,bmi,children,smoker,region,charges
0,43,female,34.43995279361972,3,no,southwest,8522.003
1,58,female,28.690922542827387,0,no,southwest,11842.442
2,19,female,27.812335991308426,5,no,southwest,4687.797
3,24,female,30.141492348785487,0,yes,southwest,33900.653
4,50,male,26.85912646412995,0,no,southwest,8444.474
5,26,female,28.386220272631547,0,no,northeast,3213.62205
6,59,male,27.229191564683003,1,no,southwest,12333.828
7,18,female,24.750829506248454,0,no,southwest,1737.376
8,59,female,32.546367068501596,0,yes,southeast,45008.9555
9,25,male,26.30727203850185,0,no,northeast,2721.3208
10,57,male,40.91916036459924,0,no,northeast,11566.30055
11,54,female,35.1372713851195,0,yes,southeast,44423.803
12,36,female,33.913783200465005,3,yes,northwest,39983.42595
13,37,female,30.45151067156654,2,no,southeast,6313.759
14,35,female,26.05628784970151,0,no,southwest,4883.866
15,22,male,19.28140141852662,0,no,northwest,21595.38229
16,46,female,33.49282761990497,1,no,northeast,8823.98575
17,61,female,39.09125099282564,2,no,southwest,14235.072
18,37,female,30.078361775742213,0,no,northwest,5272.1758
19,59,male,28.88190987762194,0,no,northwest,12129.61415
20,33,female,33.595266625941,1,no,southwest,5012.471
21,32,male,37.32118976210995,1,no,northeast,4667.60765
22,38,male,36.690473101337325,1,no,northeast,6079.6715
23,28,female,28.157992400762136,1,no,northwest,4527.18295
24,57,female,42.11708244847025,0,no,southeast,24227.33724
25,19,male,34.23532052244781,0,no,southwest,1261.442
26,43,male,32.53176327354353,2,no,southwest,7441.501
27,53,male,39.834107860360376,1,no,southwest,10450.552
28,63,female,36.50808816551714,0,no,southeast,13887.204
29,21,female,21.913522673740477,0,no,northeast,2585.85065
30,55,male,34.497581256417114,0,no,southeast,10594.2257
31,60,female,30.783418270746488,0,no,northwest,13429.0354
32,18,male,30.768961858580095,3,no,northeast,3481.868
33,50,female,27.92295835466344,3,no,southeast,19749.38338
34,27,male,18.756005311643822,3,no,northeast,4827.90495
35,52,male,21.098457147424334,0,yes,southeast,21195.818
36,46,female,23.770469447401794,1,yes,northwest,21677.28345
37,43,female,32.27581674421444,0,no,northeast,7050.0213
38,56,female,23.78041244002711,1,no,southeast,22192.43711
39,59,female,35.27643773934737,0,no,southwest,12644.589
40,52,female,23.092480000477032,1,yes,southeast,23244.7902
41,48,male,28.77738044943692,3,no,northwest,10264.4421
42,19,male,30.06114408679879,5,no,northeast,4915.05985
43,42,male,34.88178790505179,1,yes,southeast,40273.6455
44,62,female,36.98620925019171,1,no,northeast,31620.00106
45,37,female,34.49959208498263,2,yes,southwest,39836.519
46,19,female,25.5684136112858,1,no,northwest,2710.82855
47,18,male,26.604639834363116,2,no,southeast,2304.0022
48,45,female,30.385534858117907,2,no,southwest,8520.026
49,18,male,28.66873605175771,0,yes,northwest,17352.6803
50,18,male,31.73361402619475,0,yes,northeast,33732.6867
51,18,male,28.401326155122227,0,no,southwest,1253.936
52,18,female,28.846590757586547,0,no,southwest,1743.214
53,26,female,29.863111576611384,1,no,southeast,3392.9768
54,52,male,26.663343751716027,2,no,northeast,11244.3769
55,62,male,35.38513020262097,0,yes,southeast,47055.5321
56,61,female,37.80817501423486,2,no,northeast,15230.32405
57,62,female,36.75859451783863,1,no,northeast,31620.00106
58,48,male,27.920618277069988,1,yes,southwest,23568.272
59,35,male,41.29981331772549,2,no,southeast,5124.1887
60,48,female,26.990245587824834,0,no,southeast,8601.3293
61,26,female,39.90131926197554,0,no,northwest,3201.24515
62,37,male,38.235794062903764,3,yes,southeast,41949.2441
63,18,male,38.439850319690166,0,yes,southeast,36307.7983
64,53,female,23.2717061674897,3,no,southwest,12094.478
65,19,male,21.28368600689014,1,no,southwest,1832.094
66,23,male,18.803054538987332,0,no,northwest,21595.38229
67,19,male,34.4953567139732,0,yes,southwest,34779.615
68,19,female,23.569279928320643,2,no,southwest,2913.569
69,44,male,32.0740275142407,2,no,northwest,8116.26885
70,60,male,31.98970090947323,2,no,northwest,14119.62
71,33,male,36.332730376096556,1,yes,northeast,39774.2763
72,44,female,25.675400357450542,3,no,southwest,9101.798
73,20,male,25.998896868358777,0,no,northeast,2102.2647
74,46,female,32.35955713900069,2,no,northeast,9411.005
75,39,male,35.165882840284326,3,no,southwest,7196.867
76,37,male,33.580459538004874,4,yes,southwest,40182.246
77,31,female,29.616102262805466,1,no,southeast,4350.5144
78,54,female,28.725089173787893,0,no,northeast,11657.7189
79,34,male,45.213197626810036,2,no,southeast,4686.3887
80,29,male,29.08723769106175,1,no,northeast,20277.80751
81,24,male,29.200783782076922,0,no,southwest,1977.815
82,63,female,36.340062387299085,0,no,southeast,13887.9685
83,42,male,37.7249887648092,2,yes,southeast,42560.4304
84,49,female,23.696992619335244,2,no,southeast,10107.2206
85,26,male,31.942822630301304,3,no,northeast,4846.92015
86,22,male,36.959096806125395,2,yes,southeast,37484.4493
87,26,female,24.191019663675032,1,no,northeast,23288.9284
88,25,female,40.47180452866774,0,no,northwest,3201.24515
89,48,male,29.830458425995275,1,no,northeast,9288.0267
90,18,male,30.759968474523028,3,no,northeast,3481.868
91,45,male,33.690140754863336,1,yes,northeast,39125.33225
92,27,female,24.727136538761222,0,yes,southeast,16577.7795
93,22,male,37.1550325356805,2,yes,southeast,37484.4493
94,18,male,38.03036178957729,0,yes,southeast,36307.7983
95,61,female,36.77504868715079,1,no,northeast,31620.00106
96,34,female,31.44727009622856,1,yes,northeast,37701.8768
97,64,female,30.80912344027725,2,yes,southwest,47291.055
98,60,female,30.606689823643087,0,no,southwest,12638.195
99,38,male,33.837612376670606,4,yes,southwest,40182.246
100,18,female,30.184257018502368,0,no,northeast,21344.8467
101,28,male,29.35043314748116,1,no,northeast,20277.80751
102,25,female,29.867077685778426,1,no,southeast,3392.9768
103,19,female,23.223177732970527,2,no,southwest,2913.569
104,25,female,34.143810967170005,0,no,northwest,3021.80915
105,38,male,28.162644529865176,1,no,southeast,5484.4673
106,33,male,24.558096803478502,0,yes,northeast,17904.52705
107,52,male,36.13344042766942,1,no,southwest,10085.846
108,42,male,27.651018589007098,0,yes,southwest,37829.7242
109,57,female,30.541797692155434,0,no,northwest,11840.77505
110,61,female,38.1934361741113,2,no,northeast,15230.32405
111,32,female,29.454942831870284,1,no,southeast,4562.8421
112,33,female,43.829438845451286,0,no,southeast,3994.1778
113,35,male,24.319877983812756,3,yes,southeast,19361.9988
114,58,male,28.409631587068716,0,no,northwest,11735.87905
115,60,female,43.44481277752101,0,no,southwest,13063.883
116,57,male,23.450712050643716,0,no,southwest,11345.519
117,44,female,33.51431175274912,1,no,southeast,8240.5896
118,44,male,32.229026370418005,2,no,northwest,8116.26885
119,48,male,28.42591007090995,3,no,northwest,10264.4421
120,58,male,28.951914034905847,0,no,northwest,12129.61415
121,31,female,44.35597013829141,0,no,southeast,3994.1778
122,47,female,25.61665705314425,3,yes,southeast,24180.9335
123,59,female,32.25212018877189,3,no,northeast,14590.63205
124,57,female,29.66131086136641,0,yes,southeast,27533.9129
125,31,female,23.608363957541712,1,no,southeast,17626.23951
126,50,female,34.49130408214942,0,no,northeast,9866.30485
127,50,female,27.463031170916032,0,no,southeast,8601.3293
128,20,female,16.69064394753692,1,no,northeast,3167.45585
129,27,female,25.152240400870504,0,no,northeast,3558.62025
130,58,male,31.878027200099872,2,no,southeast,12928.7911
131,18,male,30.536062890277982,0,no,southwest,1256.299
132,56,female,34.26621442911228,2,no,northeast,13224.05705
133,45,female,30.823297677093606,2,no,southwest,8520.026
134,21,female,24.549299154244142,0,yes,southeast,26125.67477
135,47,female,23.911728950873584,1,yes,northwest,21677.28345
136,32,female,37.69269993577633,2,no,northwest,5989.52365
137,54,female,31.811679245911535,3,no,southeast,27322.73386
138,56,male,40.699377235941434,0,no,northeast,11566.30055
139,18,female,28.624983423171717,0,no,northeast,2200.83085
140,63,male,24.976667475810345,1,no,northwest,30166.61817
141,55,female,36.51043412667044,0,yes,southeast,44423.803
142,18,male,33.653854207495506,0,no,southeast,1135.9407
143,18,male,26.125060431021296,1,yes,northwest,16450.8947
144,58,male,28.554723570725745,0,no,northwest,12129.61415
145,18,female,37.63807028749648,1,no,southeast,2219.4451
146,58,female,27.872528173882348,0,no,southwest,12233.828
147,50,female,40.53559063223733,0,no,northeast,9875.6804
148,62,male,30.042808036401908,0,no,northwest,13352.0998
149,54,female,32.30507691356973,1,no,northeast,11512.405
150,24,male,29.084452608814473,0,no,southwest,1977.815
151,29,male,25.83532243545211,1,no,northwest,4239.89265
152,49,male,25.811758350455175,2,yes,northwest,23807.2406
153,44,male,32.82936944992061,2,no,southwest,7441.501
154,49,male,30.392628635505844,2,no,southwest,8968.33
155,61,female,26.191094468533997,0,yes,southeast,27808.7251
156,34,male,26.401680207362432,2,no,southwest,11737.84884
157,18,female,29.087148606000564,0,no,southwest,1743.214
158,48,male,29.349144924380163,1,no,southwest,8703.456
159,30,female,27.963586463833117,0,no,southwest,3554.203
160,27,male,23.829043727953643,2,no,southwest,3847.674
161,24,male,25.669587852329535,1,no,northeast,3309.7926
162,51,male,31.364050606154652,1,no,northwest,10461.9794
163,37,male,28.20951981511473,1,no,northeast,6067.12675
164,52,female,37.16085281074211,1,no,northwest,10959.6947
165,57,female,30.46785739412781,0,no,northwest,11840.77505
166,25,male,25.906276941107254,1,no,northeast,3309.7926
167,52,female,33.04777108415078,2,no,southwest,10806.839
168,62,male,21.065154394218425,0,no,southwest,12957.118
169,28,male,27.64606280127208,0,no,southwest,2866.091
170,25,male,31.155953326737333,2,no,northwest,3877.30425
171,42,female,45.6135038662986,0,yes,southeast,45863.205
172,43,male,32.3286369507315,2,no,northwest,8116.26885
173,57,male,42.50754447886393,1,yes,southeast,48675.5177
174,18,male,34.561889273223265,0,no,southeast,1137.011
175,47,female,29.184249936347275,1,no,southeast,8547.6913
176,55,male,37.65552473671469,3,no,northwest,30063.58055
177,20,female,31.752219543105582,2,no,southeast,3056.3881
178,22,female,34.564471853558516,3,no,northwest,4466.6214
179,19,female,30.188892474236248,2,no,northwest,24059.68019
180,29,male,32.57701079049436,2,no,northwest,4433.9159
181,52,male,30.353789507221887,1,no,northwest,10461.9794
182,32,female,30.336791313629636,1,yes,northwest,43943.8761
183,42,male,37.38984738972221,2,no,southeast,7162.0122
184,52,female,48.50876951422926,0,yes,southeast,63770.42801
185,58,male,32.279870089112706,1,no,southeast,11946.6259
186,60,male,36.31398912124395,3,no,southwest,27941.28758
187,41,female,28.624758224298898,1,no,southwest,7050.642
188,19,female,28.094162164763592,3,no,northwest,18838.70366
189,35,male,37.02346880076865,1,yes,northeast,39774.2763
190,49,female,42.4922531441624,4,no,southeast,10977.2063
191,60,female,35.954610727640514,0,no,northeast,13635.6379
192,18,female,28.447074458202014,5,no,southwest,4687.797
193,58,male,28.783168488559152,0,no,northwest,12129.61415
194,22,male,25.896622641773767,0,no,southwest,1972.95
195,43,female,35.64283080895613,2,no,northeast,19144.57652
196,18,male,15.960019115191134,0,no,northeast,1694.7964
197,41,female,33.30512815900023,3,no,northeast,8538.28845
198,26,female,29.309961623060403,4,no,northeast,24671.66334
199,18,female,37.66154642605742,0,no,southeast,1631.6683
200,60,female,26.196434875987496,0,no,northwest,28923.13692
201,22,female,23.398163248944687,0,no,northeast,2731.9122
202,18,male,17.305125368210042,2,yes,northeast,12829.4551
203,19,male,35.00783147399244,0,yes,southwest,34779.615
204,60,male,40.72728606611592,0,yes,southeast,48673.5588
205,37,male,28.0760655482665,1,no,northeast,6067.12675
206,18,female,21.932437971358876,0,yes,northeast,14283.4594
207,32,male,34.75564785661651,0,no,northeast,4518.82625
208,57,female,29.000823971372387,0,no,southwest,11842.442
209,39,female,32.75616190219511,0,no,southwest,5649.715
210,47,female,26.383046212131294,1,yes,northeast,23401.30575
211,25,female,17.244993627296346,2,yes,northeast,14455.64405
212,57,female,30.67892739640714,0,no,northwest,11840.77505
213,48,male,37.130735130307464,0,no,southeast,8125.7845
214,54,male,38.07329113164505,0,no,southeast,10226.2842
215,26,male,35.53064082679547,0,no,southeast,2322.6218
216,60,female,32.13317954316887,0,yes,southeast,45008.9555
217,32,male,24.735526820645156,2,no,northwest,5257.50795
218,25,male,30.57544144058561,2,no,northwest,3877.30425
219,45,male,39.27268113088784,1,no,northeast,8342.90875
220,39,female,22.40987505865203,2,yes,southeast,19444.2658
221,24,male,30.737082749233686,0,no,northeast,2727.3951
222,23,female,39.143683344873914,0,no,southeast,2480.9791
223,22,male,31.436974950304005,0,no,northeast,2254.7967
224,22,male,29.60494448631546,0,no,southwest,1977.815
225,20,female,21.86025634119277,2,no,southeast,3180.5101
226,52,male,26.236560095643483,2,no,northeast,11244.3769
227,22,female,27.716922928600948,0,no,southeast,2155.6815
228,20,female,16.631430802944312,1,no,northeast,3167.45585
229,45,female,36.24818750486844,2,no,southeast,8527.532
230,18,female,38.30295247773629,0,no,southeast,1631.8212
231,32,male,31.68667012452279,0,no,southwest,4402.233
232,45,female,23.686662644606074,1,yes,northwest,21677.28345
233,18,female,38.363776324276884,0,no,southeast,14133.03775
234,34,female,30.395500590395645,1,no,southwest,5240.765
235,42,male,38.41907088902015,1,no,southeast,7152.6714
236,18,male,30.103381005920564,0,yes,southeast,32548.3405
237,32,female,27.68667336841331,1,no,southwest,5003.853
238,42,female,25.110330197303032,1,yes,northeast,21771.3423
239,29,male,24.457599884180617,3,yes,southwest,18259.216
240,45,female,33.22810743440849,0,no,southwest,7345.084
241,60,female,35.745844281606345,0,no,northeast,13635.6379
242,31,male,28.11089727673886,5,no,northeast,6799.458
243,18,male,53.12995596957151,0,no,southeast,1163.4627
244,22,male,24.10402331714413,0,no,northeast,2395.17155
245,48,male,35.56655064850344,4,no,northeast,10736.87075
246,47,male,35.89091439946713,4,no,northeast,10736.87075
247,22,male,29.193142512817303,0,no,southwest,1977.815
248,18,female,30.478569878565498,2,no,northwest,24059.68019
249,18,male,35.50978631111552,1,no,southeast,1727.54
250,42,male,30.06592752282327,1,no,southwest,6849.026
251,55,female,25.640381120136045,0,no,northwest,11454.0215
252,25,male,45.39123183899596,2,yes,southeast,42112.2356
253,25,male,30.70661161495346,2,no,northwest,3877.30425
254,47,male,27.560457662266206,0,no,southwest,24603.04837
255,39,male,19.994039185895964,1,yes,southeast,17179.522
256,45,male,26.581572508657896,1,no,southeast,7742.1098
257,21,male,26.011856008563196,4,yes,southwest,17942.106
258,55,male,40.54933820104586,0,no,northeast,20709.02034
259,38,male,34.50745004312825,2,no,southwest,6082.405
260,45,male,27.584602900020478,0,no,southwest,24603.04837
261,48,male,30.091971859937185,2,no,southwest,8968.33
262,39,male,29.443917877700166,1,no,northwest,6393.60345
263,46,male,25.590333154334623,1,yes,southeast,21978.6769
264,28,male,29.264600743121367,1,no,northeast,4040.55825
265,45,male,26.45217471794913,1,no,southeast,7742.1098
266,49,female,32.92232637102326,2,no,northeast,10370.91255
267,54,female,32.05647487151639,3,no,southeast,27322.73386
268,62,male,37.40910564112107,0,no,southwest,12979.358
269,48,male,25.50285644349922,2,yes,southwest,23306.547
270,42,female,30.669072922171186,1,no,southeast,5976.8311
271,25,male,26.71111468872095,4,no,northwest,4877.98105
272,49,female,39.47645715169046,1,no,southwest,9880.068
273,25,male,30.03253165629318,1,no,southwest,2904.088
274,57,male,28.31211899680229,0,no,northwest,11735.87905
275,19,female,30.95986264482096,2,no,northwest,24059.68019
276,53,female,37.746570757663754,1,no,northwest,10959.6947
277,62,female,36.99666809265651,0,no,southeast,13887.9685
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