Name: Medical Insurance Charges
License: https://creativecommons.org/licenses/by/4.0/

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Contains 1338 records / 7 fields
Available for free download in Excel, CSV, and PDF formats
Data sourced from: https://github.com/stedy/Machine-Learning-with-R-datasets

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Showing 500 of 1338

⚠️ Showing first 500 of 1,338 records. Download the file for complete data.

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
59	male	31.79	2	no	southeast	12928.7911
51	female	21.56	1	no	southeast	9855.1314
40	female	28.12	1	yes	northeast	22331.5668
54	male	40.565	3	yes	northeast	48549.17835
30	male	27.645	1	no	northeast	4237.12655
55	female	32.395	1	no	northeast	11879.10405
52	female	31.2	0	no	southwest	9625.92
46	male	26.62	1	no	southeast	7742.1098
46	female	48.07	2	no	northeast	9432.9253
63	female	26.22	0	no	northwest	14256.1928
59	female	36.765	1	yes	northeast	47896.79135
52	male	26.4	3	no	southeast	25992.82104
28	female	33.4	0	no	southwest	3172.018
29	male	29.64	1	no	northeast	20277.80751
25	male	45.54	2	yes	southeast	42112.2356
22	female	28.82	0	no	southeast	2156.7518
25	male	26.8	3	no	southwest	3906.127
18	male	22.99	0	no	northeast	1704.5681
19	male	27.7	0	yes	southwest	16297.846
47	male	25.41	1	yes	southeast	21978.6769
31	male	34.39	3	yes	northwest	38746.3551
48	female	28.88	1	no	northwest	9249.4952
36	male	27.55	3	no	northeast	6746.7425
53	female	22.61	3	yes	northeast	24873.3849
56	female	37.51	2	no	southeast	12265.5069
28	female	33	2	no	southeast	4349.462
57	female	38	2	no	southwest	12646.207
29	male	33.345	2	no	northwest	19442.3535
28	female	27.5	2	no	southwest	20177.67113
30	female	33.33	1	no	southeast	4151.0287
58	male	34.865	0	no	northeast	11944.59435
41	female	33.06	2	no	northwest	7749.1564
50	male	26.6	0	no	southwest	8444.474
19	female	24.7	0	no	southwest	1737.376
43	male	35.97	3	yes	southeast	42124.5153
49	male	35.86	0	no	southeast	8124.4084
27	female	31.4	0	yes	southwest	34838.873
52	male	33.25	0	no	northeast	9722.7695
50	male	32.205	0	no	northwest	8835.26495
54	male	32.775	0	no	northeast	10435.06525
44	female	27.645	0	no	northwest	7421.19455
32	male	37.335	1	no	northeast	4667.60765
34	male	25.27	1	no	northwest	4894.7533
26	female	29.64	4	no	northeast	24671.66334
34	male	30.8	0	yes	southwest	35491.64
57	male	40.945	0	no	northeast	11566.30055
29	male	27.2	0	no	southwest	2866.091
40	male	34.105	1	no	northeast	6600.20595
27	female	23.21	1	no	southeast	3561.8889
45	male	36.48	2	yes	northwest	42760.5022
64	female	33.8	1	yes	southwest	47928.03
52	male	36.7	0	no	southwest	9144.565
61	female	36.385	1	yes	northeast	48517.56315
52	male	27.36	0	yes	northwest	24393.6224
61	female	31.16	0	no	northwest	13429.0354
56	female	28.785	0	no	northeast	11658.37915
43	female	35.72	2	no	northeast	19144.57652
64	male	34.5	0	no	southwest	13822.803
60	male	25.74	0	no	southeast	12142.5786
62	male	27.55	1	no	northwest	13937.6665
50	male	32.3	1	yes	northeast	41919.097
46	female	27.72	1	no	southeast	8232.6388
24	female	27.6	0	no	southwest	18955.22017
62	male	30.02	0	no	northwest	13352.0998
60	female	27.55	0	no	northeast	13217.0945
63	male	36.765	0	no	northeast	13981.85035
49	female	41.47	4	no	southeast	10977.2063
34	female	29.26	3	no	southeast	6184.2994
33	male	35.75	2	no	southeast	4889.9995
46	male	33.345	1	no	northeast	8334.45755
36	female	29.92	1	no	southeast	5478.0368
19	male	27.835	0	no	northwest	1635.73365
57	female	23.18	0	no	northwest	11830.6072
50	female	25.6	0	no	southwest	8932.084
30	female	27.7	0	no	southwest	3554.203
33	male	35.245	0	no	northeast	12404.8791
18	female	38.28	0	no	southeast	14133.03775
46	male	27.6	0	no	southwest	24603.04837
46	male	43.89	3	no	southeast	8944.1151
47	male	29.83	3	no	northwest	9620.3307
23	male	41.91	0	no	southeast	1837.2819
18	female	20.79	0	no	southeast	1607.5101
48	female	32.3	2	no	northeast	10043.249
35	male	30.5	1	no	southwest	4751.07
19	female	21.7	0	yes	southwest	13844.506
21	female	26.4	1	no	southwest	2597.779
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