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age,sex,bmi,children,smoker,region,charges
19,female,27.9,0,yes,southwest,16884.924
18,male,33.77,1,no,southeast,1725.5523
28,male,33,3,no,southeast,4449.462
33,male,22.705,0,no,northwest,21984.47061
32,male,28.88,0,no,northwest,3866.8552
31,female,25.74,0,no,southeast,3756.6216
46,female,33.44,1,no,southeast,8240.5896
37,female,27.74,3,no,northwest,7281.5056
37,male,29.83,2,no,northeast,6406.4107
60,female,25.84,0,no,northwest,28923.13692
25,male,26.22,0,no,northeast,2721.3208
62,female,26.29,0,yes,southeast,27808.7251
23,male,34.4,0,no,southwest,1826.843
56,female,39.82,0,no,southeast,11090.7178
27,male,42.13,0,yes,southeast,39611.7577
19,male,24.6,1,no,southwest,1837.237
52,female,30.78,1,no,northeast,10797.3362
23,male,23.845,0,no,northeast,2395.17155
56,male,40.3,0,no,southwest,10602.385
30,male,35.3,0,yes,southwest,36837.467
60,female,36.005,0,no,northeast,13228.84695
30,female,32.4,1,no,southwest,4149.736
18,male,34.1,0,no,southeast,1137.011
34,female,31.92,1,yes,northeast,37701.8768
37,male,28.025,2,no,northwest,6203.90175
59,female,27.72,3,no,southeast,14001.1338
63,female,23.085,0,no,northeast,14451.83515
55,female,32.775,2,no,northwest,12268.63225
23,male,17.385,1,no,northwest,2775.19215
31,male,36.3,2,yes,southwest,38711
22,male,35.6,0,yes,southwest,35585.576
18,female,26.315,0,no,northeast,2198.18985
19,female,28.6,5,no,southwest,4687.797
63,male,28.31,0,no,northwest,13770.0979
28,male,36.4,1,yes,southwest,51194.55914
19,male,20.425,0,no,northwest,1625.43375
62,female,32.965,3,no,northwest,15612.19335
26,male,20.8,0,no,southwest,2302.3
35,male,36.67,1,yes,northeast,39774.2763
60,male,39.9,0,yes,southwest,48173.361
24,female,26.6,0,no,northeast,3046.062
31,female,36.63,2,no,southeast,4949.7587
41,male,21.78,1,no,southeast,6272.4772
37,female,30.8,2,no,southeast,6313.759
38,male,37.05,1,no,northeast,6079.6715
55,male,37.3,0,no,southwest,20630.28351
18,female,38.665,2,no,northeast,3393.35635
28,female,34.77,0,no,northwest,3556.9223
60,female,24.53,0,no,southeast,12629.8967
36,male,35.2,1,yes,southeast,38709.176
18,female,35.625,0,no,northeast,2211.13075
21,female,33.63,2,no,northwest,3579.8287
48,male,28,1,yes,southwest,23568.272
36,male,34.43,0,yes,southeast,37742.5757
40,female,28.69,3,no,northwest,8059.6791
58,male,36.955,2,yes,northwest,47496.49445
58,female,31.825,2,no,northeast,13607.36875
18,male,31.68,2,yes,southeast,34303.1672
53,female,22.88,1,yes,southeast,23244.7902
34,female,37.335,2,no,northwest,5989.52365
43,male,27.36,3,no,northeast,8606.2174
25,male,33.66,4,no,southeast,4504.6624
64,male,24.7,1,no,northwest,30166.61817
28,female,25.935,1,no,northwest,4133.64165
20,female,22.42,0,yes,northwest,14711.7438
19,female,28.9,0,no,southwest,1743.214
61,female,39.1,2,no,southwest,14235.072
40,male,26.315,1,no,northwest,6389.37785
40,female,36.19,0,no,southeast,5920.1041
28,male,23.98,3,yes,southeast,17663.1442
27,female,24.75,0,yes,southeast,16577.7795
31,male,28.5,5,no,northeast,6799.458
53,female,28.1,3,no,southwest,11741.726
58,male,32.01,1,no,southeast,11946.6259
44,male,27.4,2,no,southwest,7726.854
57,male,34.01,0,no,northwest,11356.6609
29,female,29.59,1,no,southeast,3947.4131
21,male,35.53,0,no,southeast,1532.4697
22,female,39.805,0,no,northeast,2755.02095
41,female,32.965,0,no,northwest,6571.02435
31,male,26.885,1,no,northeast,4441.21315
45,female,38.285,0,no,northeast,7935.29115
22,male,37.62,1,yes,southeast,37165.1638
48,female,41.23,4,no,northwest,11033.6617
37,female,34.8,2,yes,southwest,39836.519
45,male,22.895,2,yes,northwest,21098.55405
57,female,31.16,0,yes,northwest,43578.9394
56,female,27.2,0,no,southwest,11073.176
46,female,27.74,0,no,northwest,8026.6666
55,female,26.98,0,no,northwest,11082.5772
21,female,39.49,0,no,southeast,2026.9741
53,female,24.795,1,no,northwest,10942.13205
59,male,29.83,3,yes,northeast,30184.9367
35,male,34.77,2,no,northwest,5729.0053
64,female,31.3,2,yes,southwest,47291.055
28,female,37.62,1,no,southeast,3766.8838
54,female,30.8,3,no,southwest,12105.32
55,male,38.28,0,no,southeast,10226.2842
56,male,19.95,0,yes,northeast,22412.6485
38,male,19.3,0,yes,southwest,15820.699
41,female,31.6,0,no,southwest,6186.127
30,male,25.46,0,no,northeast,3645.0894
18,female,30.115,0,no,northeast,21344.8467
61,female,29.92,3,yes,southeast,30942.1918
34,female,27.5,1,no,southwest,5003.853
20,male,28.025,1,yes,northwest,17560.37975
19,female,28.4,1,no,southwest,2331.519
26,male,30.875,2,no,northwest,3877.30425
29,male,27.94,0,no,southeast,2867.1196
63,male,35.09,0,yes,southeast,47055.5321
54,male,33.63,1,no,northwest,10825.2537
55,female,29.7,2,no,southwest,11881.358
37,male,30.8,0,no,southwest,4646.759
21,female,35.72,0,no,northwest,2404.7338
52,male,32.205,3,no,northeast,11488.31695
60,male,28.595,0,no,northeast,30259.99556
58,male,49.06,0,no,southeast,11381.3254
29,female,27.94,1,yes,southeast,19107.7796
49,female,27.17,0,no,southeast,8601.3293
37,female,23.37,2,no,northwest,6686.4313
44,male,37.1,2,no,southwest,7740.337
18,male,23.75,0,no,northeast,1705.6245
20,female,28.975,0,no,northwest,2257.47525
44,male,31.35,1,yes,northeast,39556.4945
47,female,33.915,3,no,northwest,10115.00885
26,female,28.785,0,no,northeast,3385.39915
19,female,28.3,0,yes,southwest,17081.08
52,female,37.4,0,no,southwest,9634.538
32,female,17.765,2,yes,northwest,32734.1863
38,male,34.7,2,no,southwest,6082.405
59,female,26.505,0,no,northeast,12815.44495
61,female,22.04,0,no,northeast,13616.3586
53,female,35.9,2,no,southwest,11163.568
19,male,25.555,0,no,northwest,1632.56445
20,female,28.785,0,no,northeast,2457.21115
22,female,28.05,0,no,southeast,2155.6815
19,male,34.1,0,no,southwest,1261.442
22,male,25.175,0,no,northwest,2045.68525
54,female,31.9,3,no,southeast,27322.73386
22,female,36,0,no,southwest,2166.732
34,male,22.42,2,no,northeast,27375.90478
26,male,32.49,1,no,northeast,3490.5491
34,male,25.3,2,yes,southeast,18972.495
29,male,29.735,2,no,northwest,18157.876
30,male,28.69,3,yes,northwest,20745.9891
29,female,38.83,3,no,southeast,5138.2567
46,male,30.495,3,yes,northwest,40720.55105
51,female,37.73,1,no,southeast,9877.6077
53,female,37.43,1,no,northwest,10959.6947
19,male,28.4,1,no,southwest,1842.519
35,male,24.13,1,no,northwest,5125.2157
48,male,29.7,0,no,southeast,7789.635
32,female,37.145,3,no,northeast,6334.34355
42,female,23.37,0,yes,northeast,19964.7463
40,female,25.46,1,no,northeast,7077.1894
44,male,39.52,0,no,northwest,6948.7008
48,male,24.42,0,yes,southeast,21223.6758
18,male,25.175,0,yes,northeast,15518.18025
30,male,35.53,0,yes,southeast,36950.2567
50,female,27.83,3,no,southeast,19749.38338
42,female,26.6,0,yes,northwest,21348.706
18,female,36.85,0,yes,southeast,36149.4835
54,male,39.6,1,no,southwest,10450.552
32,female,29.8,2,no,southwest,5152.134
37,male,29.64,0,no,northwest,5028.1466
47,male,28.215,4,no,northeast,10407.08585
20,female,37,5,no,southwest,4830.63
32,female,33.155,3,no,northwest,6128.79745
19,female,31.825,1,no,northwest,2719.27975
27,male,18.905,3,no,northeast,4827.90495
63,male,41.47,0,no,southeast,13405.3903
49,male,30.3,0,no,southwest,8116.68
18,male,15.96,0,no,northeast,1694.7964
35,female,34.8,1,no,southwest,5246.047
24,female,33.345,0,no,northwest,2855.43755
63,female,37.7,0,yes,southwest,48824.45
38,male,27.835,2,no,northwest,6455.86265
54,male,29.2,1,no,southwest,10436.096
46,female,28.9,2,no,southwest,8823.279
41,female,33.155,3,no,northeast,8538.28845
58,male,28.595,0,no,northwest,11735.87905
18,female,38.28,0,no,southeast,1631.8212
22,male,19.95,3,no,northeast,4005.4225
44,female,26.41,0,no,northwest,7419.4779
44,male,30.69,2,no,southeast,7731.4271
36,male,41.895,3,yes,northeast,43753.33705
26,female,29.92,2,no,southeast,3981.9768
30,female,30.9,3,no,southwest,5325.651
41,female,32.2,1,no,southwest,6775.961
29,female,32.11,2,no,northwest,4922.9159
61,male,31.57,0,no,southeast,12557.6053
36,female,26.2,0,no,southwest,4883.866
25,male,25.74,0,no,southeast,2137.6536
56,female,26.6,1,no,northwest,12044.342
18,male,34.43,0,no,southeast,1137.4697
19,male,30.59,0,no,northwest,1639.5631
39,female,32.8,0,no,southwest,5649.715
45,female,28.6,2,no,southeast,8516.829
51,female,18.05,0,no,northwest,9644.2525
64,female,39.33,0,no,northeast,14901.5167
19,female,32.11,0,no,northwest,2130.6759
48,female,32.23,1,no,southeast,8871.1517
60,female,24.035,0,no,northwest,13012.20865
27,female,36.08,0,yes,southeast,37133.8982
46,male,22.3,0,no,southwest,7147.105
28,female,28.88,1,no,northeast,4337.7352
59,male,26.4,0,no,southeast,11743.299
35,male,27.74,2,yes,northeast,20984.0936
63,female,31.8,0,no,southwest,13880.949
40,male,41.23,1,no,northeast,6610.1097
20,male,33,1,no,southwest,1980.07
40,male,30.875,4,no,northwest,8162.71625
24,male,28.5,2,no,northwest,3537.703
34,female,26.73,1,no,southeast,5002.7827
45,female,30.9,2,no,southwest,8520.026
41,female,37.1,2,no,southwest,7371.772
53,female,26.6,0,no,northwest,10355.641
27,male,23.1,0,no,southeast,2483.736
26,female,29.92,1,no,southeast,3392.9768
24,female,23.21,0,no,southeast,25081.76784
34,female,33.7,1,no,southwest,5012.471
53,female,33.25,0,no,northeast,10564.8845
32,male,30.8,3,no,southwest,5253.524
19,male,34.8,0,yes,southwest,34779.615
42,male,24.64,0,yes,southeast,19515.5416
55,male,33.88,3,no,southeast,11987.1682
28,male,38.06,0,no,southeast,2689.4954
58,female,41.91,0,no,southeast,24227.33724
41,female,31.635,1,no,northeast,7358.17565
47,male,25.46,2,no,northeast,9225.2564
42,female,36.195,1,no,northwest,7443.64305
59,female,27.83,3,no,southeast,14001.2867
19,female,17.8,0,no,southwest,1727.785
59,male,27.5,1,no,southwest,12333.828
39,male,24.51,2,no,northwest,6710.1919
40,female,22.22,2,yes,southeast,19444.2658
18,female,26.73,0,no,southeast,1615.7667
31,male,38.39,2,no,southeast,4463.2051
19,male,29.07,0,yes,northwest,17352.6803
44,male,38.06,1,no,southeast,7152.6714
23,female,36.67,2,yes,northeast,38511.6283
33,female,22.135,1,no,northeast,5354.07465
55,female,26.8,1,no,southwest,35160.13457
40,male,35.3,3,no,southwest,7196.867
63,female,27.74,0,yes,northeast,29523.1656
54,male,30.02,0,no,northwest,24476.47851
60,female,38.06,0,no,southeast,12648.7034
24,male,35.86,0,no,southeast,1986.9334
19,male,20.9,1,no,southwest,1832.094
29,male,28.975,1,no,northeast,4040.55825
18,male,17.29,2,yes,northeast,12829.4551
63,female,32.2,2,yes,southwest,47305.305
54,male,34.21,2,yes,southeast,44260.7499
27,male,30.3,3,no,southwest,4260.744
50,male,31.825,0,yes,northeast,41097.16175
55,female,25.365,3,no,northeast,13047.33235
56,male,33.63,0,yes,northwest,43921.1837
38,female,40.15,0,no,southeast,5400.9805
51,male,24.415,4,no,northwest,11520.09985
19,male,31.92,0,yes,northwest,33750.2918
58,female,25.2,0,no,southwest,11837.16
20,female,26.84,1,yes,southeast,17085.2676
52,male,24.32,3,yes,northeast,24869.8368
19,male,36.955,0,yes,northwest,36219.40545
53,female,38.06,3,no,southeast,20462.99766
46,male,42.35,3,yes,southeast,46151.1245
40,male,19.8,1,yes,southeast,17179.522
59,female,32.395,3,no,northeast,14590.63205
45,male,30.2,1,no,southwest,7441.053
49,male,25.84,1,no,northeast,9282.4806
18,male,29.37,1,no,southeast,1719.4363
50,male,34.2,2,yes,southwest,42856.838
41,male,37.05,2,no,northwest,7265.7025
50,male,27.455,1,no,northeast,9617.66245
25,male,27.55,0,no,northwest,2523.1695
47,female,26.6,2,no,northeast,9715.841
19,male,20.615,2,no,northwest,2803.69785
22,female,24.3,0,no,southwest,2150.469
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19,male,27.7,0,yes,southwest,16297.846
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18,male,33.66,0,no,southeast,1136.3994
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49,male,28.7,1,no,southwest,8703.456
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62,male,32.015,0,yes,northeast,45710.20785
40,female,29.81,1,no,southeast,6500.2359
30,male,31.57,3,no,southeast,4837.5823
29,female,31.16,0,no,northeast,3943.5954
36,male,29.7,0,no,southeast,4399.731
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33,female,18.5,1,no,southwest,4766.022
53,male,26.41,2,no,northeast,11244.3769
42,male,26.125,2,no,northeast,7729.64575
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27,male,31.13,1,yes,southeast,34806.4677
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62,male,37.4,0,no,southwest,12979.358
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27,male,29.15,0,yes,southeast,18246.4955
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45,female,25.175,2,no,northeast,9095.06825
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63,male,33.1,0,no,southwest,13393.756
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54,female,35.815,3,no,northwest,12495.29085
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51,male,37,0,no,southwest,8798.593
22,female,31.02,3,yes,southeast,35595.5898
47,male,36.08,1,yes,southeast,42211.1382
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47,female,45.32,1,no,southeast,8569.8618
21,female,34.6,0,no,southwest,2020.177
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23,male,18.715,0,no,northwest,21595.38229
54,male,31.6,0,no,southwest,9850.432
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46,female,23.655,1,yes,northwest,21677.28345
55,female,35.2,0,yes,southeast,44423.803
30,female,27.93,0,no,northeast,4137.5227
18,male,21.565,0,yes,northeast,13747.87235
61,male,38.38,0,no,northwest,12950.0712
54,female,23,3,no,southwest,12094.478
22,male,37.07,2,yes,southeast,37484.4493
45,female,30.495,1,yes,northwest,39725.51805
22,male,28.88,0,no,northeast,2250.8352
19,male,27.265,2,no,northwest,22493.65964
35,female,28.025,0,yes,northwest,20234.85475
18,male,23.085,0,no,northeast,1704.70015
20,male,30.685,0,yes,northeast,33475.81715
28,female,25.8,0,no,southwest,3161.454
55,male,35.245,1,no,northeast,11394.06555
43,female,24.7,2,yes,northwest,21880.82
43,female,25.08,0,no,northeast,7325.0482
22,male,52.58,1,yes,southeast,44501.3982
25,female,22.515,1,no,northwest,3594.17085
49,male,30.9,0,yes,southwest,39727.614
44,female,36.955,1,no,northwest,8023.13545
64,male,26.41,0,no,northeast,14394.5579
49,male,29.83,1,no,northeast,9288.0267
47,male,29.8,3,yes,southwest,25309.489
27,female,21.47,0,no,northwest,3353.4703
55,male,27.645,0,no,northwest,10594.50155
48,female,28.9,0,no,southwest,8277.523
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24,male,32.01,0,no,southeast,1981.5819
57,male,27.94,1,no,southeast,11554.2236
59,male,41.14,1,yes,southeast,48970.2476
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42,female,25.3,1,no,southwest,7045.499
48,male,37.29,2,no,southeast,8978.1851
39,male,42.655,0,no,northeast,5757.41345
63,male,21.66,1,no,northwest,14349.8544
54,female,31.9,1,no,southeast,10928.849
37,male,37.07,1,yes,southeast,39871.7043
63,male,31.445,0,no,northeast,13974.45555
21,male,31.255,0,no,northwest,1909.52745
54,female,28.88,2,no,northeast,12096.6512
60,female,18.335,0,no,northeast,13204.28565
32,female,29.59,1,no,southeast,4562.8421
47,female,32,1,no,southwest,8551.347
21,male,26.03,0,no,northeast,2102.2647
28,male,31.68,0,yes,southeast,34672.1472
63,male,33.66,3,no,southeast,15161.5344
18,male,21.78,2,no,southeast,11884.04858
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38,male,19.95,1,no,northwest,5855.9025
32,male,31.5,1,no,southwest,4076.497
62,female,30.495,2,no,northwest,15019.76005
39,female,18.3,5,yes,southwest,19023.26
55,male,28.975,0,no,northeast,10796.35025
57,male,31.54,0,no,northwest,11353.2276
52,male,47.74,1,no,southeast,9748.9106
56,male,22.1,0,no,southwest,10577.087
47,male,36.19,0,yes,southeast,41676.0811
55,female,29.83,0,no,northeast,11286.5387
23,male,32.7,3,no,southwest,3591.48
22,female,30.4,0,yes,northwest,33907.548
50,female,33.7,4,no,southwest,11299.343
18,female,31.35,4,no,northeast,4561.1885
51,female,34.96,2,yes,northeast,44641.1974
22,male,33.77,0,no,southeast,1674.6323
52,female,30.875,0,no,northeast,23045.56616
25,female,33.99,1,no,southeast,3227.1211
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53,male,28.6,3,no,southwest,11253.421
29,male,38.94,1,no,southeast,3471.4096
58,male,36.08,0,no,southeast,11363.2832
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26,male,30,1,no,southwest,2904.088
45,male,20.35,3,no,southeast,8605.3615
54,female,32.3,1,no,northeast,11512.405
38,male,38.39,3,yes,southeast,41949.2441
48,female,25.85,3,yes,southeast,24180.9335
28,female,26.315,3,no,northwest,5312.16985
23,male,24.51,0,no,northeast,2396.0959
55,male,32.67,1,no,southeast,10807.4863
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25,male,33.33,2,yes,southeast,36124.5737
33,male,35.75,1,yes,southeast,38282.7495
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46,male,38.17,2,no,southeast,8347.1643
53,female,36.86,3,yes,northwest,46661.4424
27,female,32.395,1,no,northeast,18903.49141
23,female,42.75,1,yes,northeast,40904.1995
63,female,25.08,0,no,northwest,14254.6082
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27,male,45.9,2,no,southwest,3693.428
57,male,40.28,0,no,northeast,20709.02034
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28,male,33.82,0,no,northwest,19673.33573
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55,male,21.5,1,no,southwest,10791.96
42,male,34.1,0,no,southwest,5979.731
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58,female,36.48,0,no,northwest,12235.8392
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48,female,27.93,4,no,northwest,11015.1747
36,female,22.135,3,no,northeast,7228.21565
19,male,44.88,0,yes,southeast,39722.7462
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32,female,41.1,0,no,southwest,3989.841
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43,female,26.7,2,yes,southwest,22478.6
56,female,41.91,0,no,southeast,11093.6229
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31,male,29.81,0,yes,southeast,19350.3689
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43,female,25.27,1,yes,northeast,21771.3423
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41,female,21.755,1,no,northeast,13725.47184
58,female,32.395,1,no,northeast,13019.16105
48,female,36.575,0,no,northwest,8671.19125
31,female,21.755,0,no,northwest,4134.08245
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51,male,32.3,1,no,northeast,9964.06
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59,female,34.8,2,no,southwest,36910.60803
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59,male,37.1,1,no,southwest,12347.172
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39,male,34.1,2,no,southeast,23563.01618
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52,female,33.3,2,no,southwest,10806.839
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40,male,25.08,0,no,southeast,5415.6612
29,male,37.29,2,no,southeast,4058.1161
46,female,34.6,1,yes,southwest,41661.602
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40,male,24.97,2,no,southeast,6593.5083
50,male,25.3,0,no,southeast,8442.667
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33,female,39.82,1,no,southeast,4795.6568
38,male,16.815,2,no,northeast,6640.54485
42,male,37.18,2,no,southeast,7162.0122
56,male,34.43,0,no,southeast,10594.2257
58,male,30.305,0,no,northeast,11938.25595
52,male,34.485,3,yes,northwest,60021.39897
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58,male,23.3,0,no,southwest,11345.519
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63,female,21.66,0,no,northeast,14449.8544
58,female,28.215,0,no,northwest,12224.35085
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25,female,42.13,1,no,southeast,3238.4357
52,male,41.8,2,yes,southeast,47269.854
64,male,36.96,2,yes,southeast,49577.6624
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18,female,39.82,0,no,southeast,1633.9618
32,male,33.63,1,yes,northeast,37607.5277
24,male,29.83,0,yes,northeast,18648.4217
19,male,19.8,0,no,southwest,1241.565
20,male,27.3,0,yes,southwest,16232.847
40,female,29.3,4,no,southwest,15828.82173
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52,female,23.18,0,no,northeast,10197.7722
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43,female,29.9,1,no,southwest,7337.748
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64,male,23.76,0,yes,southeast,26926.5144
55,female,30.5,0,no,southwest,10704.47
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45,male,27.5,3,no,southwest,8615.3
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22,female,30.4,0,no,northeast,2741.948
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18,male,30.03,1,no,southeast,1720.3537
61,male,36.3,1,yes,southwest,47403.88
47,female,24.32,0,no,northeast,8534.6718
28,female,17.29,0,no,northeast,3732.6251
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44,male,34.32,1,no,southeast,7147.4728
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32,male,28.12,4,yes,northwest,21472.4788
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34,male,42.9,1,no,southwest,4536.259
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62,male,38.83,0,no,southeast,12981.3457
42,female,40.37,2,yes,southeast,43896.3763
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18,female,36.85,0,no,southeast,1629.8335
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61,female,29.07,0,yes,northwest,29141.3603
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