Skip to content

Instantly share code, notes, and snippets.

@wenleicao
Last active September 17, 2019 03:38
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save wenleicao/2f00bb905fb6a902830ff833ebcfdb00 to your computer and use it in GitHub Desktop.
Save wenleicao/2f00bb905fb6a902830ff833ebcfdb00 to your computer and use it in GitHub Desktop.

Medical cost dataset
this dataset is about insurance cost. Originally published at Kaggle. download.

Each row of record represent one patient.

This dataset contain information about age, gender, bmi, has children or not, smoking, region and medical cost. The PHI info has been removed.

age sex bmi children smoker region charges
19 female 27.9 0 yes southwest 16884.92
18 male 33.77 1 no southeast 1725.552
28 male 33 3 no southeast 4449.462
33 male 22.705 0 no northwest 21984.47
32 male 28.88 0 no northwest 3866.855
31 female 25.74 0 no southeast 3756.622
46 female 33.44 1 no southeast 8240.59
37 female 27.74 3 no northwest 7281.506
37 male 29.83 2 no northeast 6406.411
60 female 25.84 0 no northwest 28923.14
25 male 26.22 0 no northeast 2721.321
62 female 26.29 0 yes southeast 27808.73
23 male 34.4 0 no southwest 1826.843
56 female 39.82 0 no southeast 11090.72
27 male 42.13 0 yes southeast 39611.76
19 male 24.6 1 no southwest 1837.237
52 female 30.78 1 no northeast 10797.34
23 male 23.845 0 no northeast 2395.172
56 male 40.3 0 no southwest 10602.39
30 male 35.3 0 yes southwest 36837.47
60 female 36.005 0 no northeast 13228.85
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 37701.88
37 male 28.025 2 no northwest 6203.902
59 female 27.72 3 no southeast 14001.13
63 female 23.085 0 no northeast 14451.84
55 female 32.775 2 no northwest 12268.63
23 male 17.385 1 no northwest 2775.192
31 male 36.3 2 yes southwest 38711
22 male 35.6 0 yes southwest 35585.58
18 female 26.315 0 no northeast 2198.19
19 female 28.6 5 no southwest 4687.797
63 male 28.31 0 no northwest 13770.1
28 male 36.4 1 yes southwest 51194.56
19 male 20.425 0 no northwest 1625.434
62 female 32.965 3 no northwest 15612.19
26 male 20.8 0 no southwest 2302.3
35 male 36.67 1 yes northeast 39774.28
60 male 39.9 0 yes southwest 48173.36
24 female 26.6 0 no northeast 3046.062
31 female 36.63 2 no southeast 4949.759
41 male 21.78 1 no southeast 6272.477
37 female 30.8 2 no southeast 6313.759
38 male 37.05 1 no northeast 6079.672
55 male 37.3 0 no southwest 20630.28
18 female 38.665 2 no northeast 3393.356
28 female 34.77 0 no northwest 3556.922
60 female 24.53 0 no southeast 12629.9
36 male 35.2 1 yes southeast 38709.18
18 female 35.625 0 no northeast 2211.131
21 female 33.63 2 no northwest 3579.829
48 male 28 1 yes southwest 23568.27
36 male 34.43 0 yes southeast 37742.58
40 female 28.69 3 no northwest 8059.679
58 male 36.955 2 yes northwest 47496.49
58 female 31.825 2 no northeast 13607.37
18 male 31.68 2 yes southeast 34303.17
53 female 22.88 1 yes southeast 23244.79
34 female 37.335 2 no northwest 5989.524
43 male 27.36 3 no northeast 8606.217
25 male 33.66 4 no southeast 4504.662
64 male 24.7 1 no northwest 30166.62
28 female 25.935 1 no northwest 4133.642
20 female 22.42 0 yes northwest 14711.74
19 female 28.9 0 no southwest 1743.214
61 female 39.1 2 no southwest 14235.07
40 male 26.315 1 no northwest 6389.378
40 female 36.19 0 no southeast 5920.104
28 male 23.98 3 yes southeast 17663.14
27 female 24.75 0 yes southeast 16577.78
31 male 28.5 5 no northeast 6799.458
53 female 28.1 3 no southwest 11741.73
58 male 32.01 1 no southeast 11946.63
44 male 27.4 2 no southwest 7726.854
57 male 34.01 0 no northwest 11356.66
29 female 29.59 1 no southeast 3947.413
21 male 35.53 0 no southeast 1532.47
22 female 39.805 0 no northeast 2755.021
41 female 32.965 0 no northwest 6571.024
31 male 26.885 1 no northeast 4441.213
45 female 38.285 0 no northeast 7935.291
22 male 37.62 1 yes southeast 37165.16
48 female 41.23 4 no northwest 11033.66
37 female 34.8 2 yes southwest 39836.52
45 male 22.895 2 yes northwest 21098.55
57 female 31.16 0 yes northwest 43578.94
56 female 27.2 0 no southwest 11073.18
46 female 27.74 0 no northwest 8026.667
55 female 26.98 0 no northwest 11082.58
21 female 39.49 0 no southeast 2026.974
53 female 24.795 1 no northwest 10942.13
59 male 29.83 3 yes northeast 30184.94
35 male 34.77 2 no northwest 5729.005
64 female 31.3 2 yes southwest 47291.06
28 female 37.62 1 no southeast 3766.884
54 female 30.8 3 no southwest 12105.32
55 male 38.28 0 no southeast 10226.28
56 male 19.95 0 yes northeast 22412.65
38 male 19.3 0 yes southwest 15820.7
41 female 31.6 0 no southwest 6186.127
30 male 25.46 0 no northeast 3645.089
18 female 30.115 0 no northeast 21344.85
61 female 29.92 3 yes southeast 30942.19
34 female 27.5 1 no southwest 5003.853
20 male 28.025 1 yes northwest 17560.38
19 female 28.4 1 no southwest 2331.519
26 male 30.875 2 no northwest 3877.304
29 male 27.94 0 no southeast 2867.12
63 male 35.09 0 yes southeast 47055.53
54 male 33.63 1 no northwest 10825.25
55 female 29.7 2 no southwest 11881.36
37 male 30.8 0 no southwest 4646.759
21 female 35.72 0 no northwest 2404.734
52 male 32.205 3 no northeast 11488.32
60 male 28.595 0 no northeast 30260
58 male 49.06 0 no southeast 11381.33
29 female 27.94 1 yes southeast 19107.78
49 female 27.17 0 no southeast 8601.329
37 female 23.37 2 no northwest 6686.431
44 male 37.1 2 no southwest 7740.337
18 male 23.75 0 no northeast 1705.625
20 female 28.975 0 no northwest 2257.475
44 male 31.35 1 yes northeast 39556.49
47 female 33.915 3 no northwest 10115.01
26 female 28.785 0 no northeast 3385.399
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 32734.19
38 male 34.7 2 no southwest 6082.405
59 female 26.505 0 no northeast 12815.44
61 female 22.04 0 no northeast 13616.36
53 female 35.9 2 no southwest 11163.57
19 male 25.555 0 no northwest 1632.564
20 female 28.785 0 no northeast 2457.211
22 female 28.05 0 no southeast 2155.682
19 male 34.1 0 no southwest 1261.442
22 male 25.175 0 no northwest 2045.685
54 female 31.9 3 no southeast 27322.73
22 female 36 0 no southwest 2166.732
34 male 22.42 2 no northeast 27375.9
26 male 32.49 1 no northeast 3490.549
34 male 25.3 2 yes southeast 18972.5
29 male 29.735 2 no northwest 18157.88
30 male 28.69 3 yes northwest 20745.99
29 female 38.83 3 no southeast 5138.257
46 male 30.495 3 yes northwest 40720.55
51 female 37.73 1 no southeast 9877.608
53 female 37.43 1 no northwest 10959.69
19 male 28.4 1 no southwest 1842.519
35 male 24.13 1 no northwest 5125.216
48 male 29.7 0 no southeast 7789.635
32 female 37.145 3 no northeast 6334.344
42 female 23.37 0 yes northeast 19964.75
40 female 25.46 1 no northeast 7077.189
44 male 39.52 0 no northwest 6948.701
48 male 24.42 0 yes southeast 21223.68
18 male 25.175 0 yes northeast 15518.18
30 male 35.53 0 yes southeast 36950.26
50 female 27.83 3 no southeast 19749.38
42 female 26.6 0 yes northwest 21348.71
18 female 36.85 0 yes southeast 36149.48
54 male 39.6 1 no southwest 10450.55
32 female 29.8 2 no southwest 5152.134
37 male 29.64 0 no northwest 5028.147
47 male 28.215 4 no northeast 10407.09
20 female 37 5 no southwest 4830.63
32 female 33.155 3 no northwest 6128.797
19 female 31.825 1 no northwest 2719.28
27 male 18.905 3 no northeast 4827.905
63 male 41.47 0 no southeast 13405.39
49 male 30.3 0 no southwest 8116.68
18 male 15.96 0 no northeast 1694.796
35 female 34.8 1 no southwest 5246.047
24 female 33.345 0 no northwest 2855.438
63 female 37.7 0 yes southwest 48824.45
38 male 27.835 2 no northwest 6455.863
54 male 29.2 1 no southwest 10436.1
46 female 28.9 2 no southwest 8823.279
41 female 33.155 3 no northeast 8538.288
58 male 28.595 0 no northwest 11735.88
18 female 38.28 0 no southeast 1631.821
22 male 19.95 3 no northeast 4005.423
44 female 26.41 0 no northwest 7419.478
44 male 30.69 2 no southeast 7731.427
36 male 41.895 3 yes northeast 43753.34
26 female 29.92 2 no southeast 3981.977
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 4922.916
61 male 31.57 0 no southeast 12557.61
36 female 26.2 0 no southwest 4883.866
25 male 25.74 0 no southeast 2137.654
56 female 26.6 1 no northwest 12044.34
18 male 34.43 0 no southeast 1137.47
19 male 30.59 0 no northwest 1639.563
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 9644.253
64 female 39.33 0 no northeast 14901.52
19 female 32.11 0 no northwest 2130.676
48 female 32.23 1 no southeast 8871.152
60 female 24.035 0 no northwest 13012.21
27 female 36.08 0 yes southeast 37133.9
46 male 22.3 0 no southwest 7147.105
28 female 28.88 1 no northeast 4337.735
59 male 26.4 0 no southeast 11743.3
35 male 27.74 2 yes northeast 20984.09
63 female 31.8 0 no southwest 13880.95
40 male 41.23 1 no northeast 6610.11
20 male 33 1 no southwest 1980.07
40 male 30.875 4 no northwest 8162.716
24 male 28.5 2 no northwest 3537.703
34 female 26.73 1 no southeast 5002.783
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 10355.64
27 male 23.1 0 no southeast 2483.736
26 female 29.92 1 no southeast 3392.977
24 female 23.21 0 no southeast 25081.77
34 female 33.7 1 no southwest 5012.471
53 female 33.25 0 no northeast 10564.88
32 male 30.8 3 no southwest 5253.524
19 male 34.8 0 yes southwest 34779.62
42 male 24.64 0 yes southeast 19515.54
55 male 33.88 3 no southeast 11987.17
28 male 38.06 0 no southeast 2689.495
58 female 41.91 0 no southeast 24227.34
41 female 31.635 1 no northeast 7358.176
47 male 25.46 2 no northeast 9225.256
42 female 36.195 1 no northwest 7443.643
59 female 27.83 3 no southeast 14001.29
19 female 17.8 0 no southwest 1727.785
59 male 27.5 1 no southwest 12333.83
39 male 24.51 2 no northwest 6710.192
40 female 22.22 2 yes southeast 19444.27
18 female 26.73 0 no southeast 1615.767
31 male 38.39 2 no southeast 4463.205
19 male 29.07 0 yes northwest 17352.68
44 male 38.06 1 no southeast 7152.671
23 female 36.67 2 yes northeast 38511.63
33 female 22.135 1 no northeast 5354.075
55 female 26.8 1 no southwest 35160.13
40 male 35.3 3 no southwest 7196.867
63 female 27.74 0 yes northeast 29523.17
54 male 30.02 0 no northwest 24476.48
60 female 38.06 0 no southeast 12648.7
24 male 35.86 0 no southeast 1986.933
19 male 20.9 1 no southwest 1832.094
29 male 28.975 1 no northeast 4040.558
18 male 17.29 2 yes northeast 12829.46
63 female 32.2 2 yes southwest 47305.31
54 male 34.21 2 yes southeast 44260.75
27 male 30.3 3 no southwest 4260.744
50 male 31.825 0 yes northeast 41097.16
55 female 25.365 3 no northeast 13047.33
56 male 33.63 0 yes northwest 43921.18
38 female 40.15 0 no southeast 5400.981
51 male 24.415 4 no northwest 11520.1
19 male 31.92 0 yes northwest 33750.29
58 female 25.2 0 no southwest 11837.16
20 female 26.84 1 yes southeast 17085.27
52 male 24.32 3 yes northeast 24869.84
19 male 36.955 0 yes northwest 36219.41
53 female 38.06 3 no southeast 20463
46 male 42.35 3 yes southeast 46151.12
40 male 19.8 1 yes southeast 17179.52
59 female 32.395 3 no northeast 14590.63
45 male 30.2 1 no southwest 7441.053
49 male 25.84 1 no northeast 9282.481
18 male 29.37 1 no southeast 1719.436
50 male 34.2 2 yes southwest 42856.84
41 male 37.05 2 no northwest 7265.703
50 male 27.455 1 no northeast 9617.662
25 male 27.55 0 no northwest 2523.17
47 female 26.6 2 no northeast 9715.841
19 male 20.615 2 no northwest 2803.698
22 female 24.3 0 no southwest 2150.469
59 male 31.79 2 no southeast 12928.79
51 female 21.56 1 no southeast 9855.131
40 female 28.12 1 yes northeast 22331.57
54 male 40.565 3 yes northeast 48549.18
30 male 27.645 1 no northeast 4237.127
55 female 32.395 1 no northeast 11879.1
52 female 31.2 0 no southwest 9625.92
46 male 26.62 1 no southeast 7742.11
46 female 48.07 2 no northeast 9432.925
63 female 26.22 0 no northwest 14256.19
59 female 36.765 1 yes northeast 47896.79
52 male 26.4 3 no southeast 25992.82
28 female 33.4 0 no southwest 3172.018
29 male 29.64 1 no northeast 20277.81
25 male 45.54 2 yes southeast 42112.24
22 female 28.82 0 no southeast 2156.752
25 male 26.8 3 no southwest 3906.127
18 male 22.99 0 no northeast 1704.568
19 male 27.7 0 yes southwest 16297.85
47 male 25.41 1 yes southeast 21978.68
31 male 34.39 3 yes northwest 38746.36
48 female 28.88 1 no northwest 9249.495
36 male 27.55 3 no northeast 6746.743
53 female 22.61 3 yes northeast 24873.38
56 female 37.51 2 no southeast 12265.51
28 female 33 2 no southeast 4349.462
57 female 38 2 no southwest 12646.21
29 male 33.345 2 no northwest 19442.35
28 female 27.5 2 no southwest 20177.67
30 female 33.33 1 no southeast 4151.029
58 male 34.865 0 no northeast 11944.59
41 female 33.06 2 no northwest 7749.156
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 42124.52
49 male 35.86 0 no southeast 8124.408
27 female 31.4 0 yes southwest 34838.87
52 male 33.25 0 no northeast 9722.77
50 male 32.205 0 no northwest 8835.265
54 male 32.775 0 no northeast 10435.07
44 female 27.645 0 no northwest 7421.195
32 male 37.335 1 no northeast 4667.608
34 male 25.27 1 no northwest 4894.753
26 female 29.64 4 no northeast 24671.66
34 male 30.8 0 yes southwest 35491.64
57 male 40.945 0 no northeast 11566.3
29 male 27.2 0 no southwest 2866.091
40 male 34.105 1 no northeast 6600.206
27 female 23.21 1 no southeast 3561.889
45 male 36.48 2 yes northwest 42760.5
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 48517.56
52 male 27.36 0 yes northwest 24393.62
61 female 31.16 0 no northwest 13429.04
56 female 28.785 0 no northeast 11658.38
43 female 35.72 2 no northeast 19144.58
64 male 34.5 0 no southwest 13822.8
60 male 25.74 0 no southeast 12142.58
62 male 27.55 1 no northwest 13937.67
50 male 32.3 1 yes northeast 41919.1
46 female 27.72 1 no southeast 8232.639
24 female 27.6 0 no southwest 18955.22
62 male 30.02 0 no northwest 13352.1
60 female 27.55 0 no northeast 13217.09
63 male 36.765 0 no northeast 13981.85
49 female 41.47 4 no southeast 10977.21
34 female 29.26 3 no southeast 6184.299
33 male 35.75 2 no southeast 4890
46 male 33.345 1 no northeast 8334.458
36 female 29.92 1 no southeast 5478.037
19 male 27.835 0 no northwest 1635.734
57 female 23.18 0 no northwest 11830.61
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 12404.88
18 female 38.28 0 no southeast 14133.04
46 male 27.6 0 no southwest 24603.05
46 male 43.89 3 no southeast 8944.115
47 male 29.83 3 no northwest 9620.331
23 male 41.91 0 no southeast 1837.282
18 female 20.79 0 no southeast 1607.51
48 female 32.3 2 no northeast 10043.25
35 male 30.5 1 no southwest 4751.07
19 female 21.7 0 yes southwest 13844.51
21 female 26.4 1 no southwest 2597.779
21 female 21.89 2 no southeast 3180.51
49 female 30.78 1 no northeast 9778.347
56 female 32.3 3 no northeast 13430.27
42 female 24.985 2 no northwest 8017.061
44 male 32.015 2 no northwest 8116.269
18 male 30.4 3 no northeast 3481.868
61 female 21.09 0 no northwest 13415.04
57 female 22.23 0 no northeast 12029.29
42 female 33.155 1 no northeast 7639.417
26 male 32.9 2 yes southwest 36085.22
20 male 33.33 0 no southeast 1391.529
23 female 28.31 0 yes northwest 18033.97
39 female 24.89 3 yes northeast 21659.93
24 male 40.15 0 yes southeast 38126.25
64 female 30.115 3 no northwest 16455.71
62 male 31.46 1 no southeast 27000.98
27 female 17.955 2 yes northeast 15006.58
55 male 30.685 0 yes northeast 42303.69
55 male 33 0 no southeast 20781.49
35 female 43.34 2 no southeast 5846.918
44 male 22.135 2 no northeast 8302.536
19 male 34.4 0 no southwest 1261.859
58 female 39.05 0 no southeast 11856.41
50 male 25.365 2 no northwest 30284.64
26 female 22.61 0 no northwest 3176.816
24 female 30.21 3 no northwest 4618.08
48 male 35.625 4 no northeast 10736.87
19 female 37.43 0 no northwest 2138.071
48 male 31.445 1 no northeast 8964.061
49 male 31.35 1 no northeast 9290.14
46 female 32.3 2 no northeast 9411.005
46 male 19.855 0 no northwest 7526.706
43 female 34.4 3 no southwest 8522.003
21 male 31.02 0 no southeast 16586.5
64 male 25.6 2 no southwest 14988.43
18 female 38.17 0 no southeast 1631.668
51 female 20.6 0 no southwest 9264.797
47 male 47.52 1 no southeast 8083.92
64 female 32.965 0 no northwest 14692.67
49 male 32.3 3 no northwest 10269.46
31 male 20.4 0 no southwest 3260.199
52 female 38.38 2 no northeast 11396.9
33 female 24.31 0 no southeast 4185.098
47 female 23.6 1 no southwest 8539.671
38 male 21.12 3 no southeast 6652.529
32 male 30.03 1 no southeast 4074.454
19 male 17.48 0 no northwest 1621.34
44 female 20.235 1 yes northeast 19594.81
26 female 17.195 2 yes northeast 14455.64
25 male 23.9 5 no southwest 5080.096
19 female 35.15 0 no northwest 2134.902
43 female 35.64 1 no southeast 7345.727
52 male 34.1 0 no southeast 9140.951
36 female 22.6 2 yes southwest 18608.26
64 male 39.16 1 no southeast 14418.28
63 female 26.98 0 yes northwest 28950.47
64 male 33.88 0 yes southeast 46889.26
61 male 35.86 0 yes southeast 46599.11
40 male 32.775 1 yes northeast 39125.33
25 male 30.59 0 no northeast 2727.395
48 male 30.2 2 no southwest 8968.33
45 male 24.31 5 no southeast 9788.866
38 female 27.265 1 no northeast 6555.07
18 female 29.165 0 no northeast 7323.735
21 female 16.815 1 no northeast 3167.456
27 female 30.4 3 no northwest 18804.75
19 male 33.1 0 no southwest 23082.96
29 female 20.235 2 no northwest 4906.41
42 male 26.9 0 no southwest 5969.723
60 female 30.5 0 no southwest 12638.2
31 male 28.595 1 no northwest 4243.59
60 male 33.11 3 no southeast 13919.82
22 male 31.73 0 no northeast 2254.797
35 male 28.9 3 no southwest 5926.846
52 female 46.75 5 no southeast 12592.53
26 male 29.45 0 no northeast 2897.324
31 female 32.68 1 no northwest 4738.268
33 female 33.5 0 yes southwest 37079.37
18 male 43.01 0 no southeast 1149.396
59 female 36.52 1 no southeast 28287.9
56 male 26.695 1 yes northwest 26109.33
45 female 33.1 0 no southwest 7345.084
60 male 29.64 0 no northeast 12731
56 female 25.65 0 no northwest 11454.02
40 female 29.6 0 no southwest 5910.944
35 male 38.6 1 no southwest 4762.329
39 male 29.6 4 no southwest 7512.267
30 male 24.13 1 no northwest 4032.241
24 male 23.4 0 no southwest 1969.614
20 male 29.735 0 no northwest 1769.532
32 male 46.53 2 no southeast 4686.389
59 male 37.4 0 no southwest 21797
55 female 30.14 2 no southeast 11881.97
57 female 30.495 0 no northwest 11840.78
56 male 39.6 0 no southwest 10601.41
40 female 33 3 no southeast 7682.67
49 female 36.63 3 no southeast 10381.48
42 male 30 0 yes southwest 22144.03
62 female 38.095 2 no northeast 15230.32
56 male 25.935 0 no northeast 11165.42
19 male 25.175 0 no northwest 1632.036
30 female 28.38 1 yes southeast 19521.97
60 female 28.7 1 no southwest 13224.69
56 female 33.82 2 no northwest 12643.38
28 female 24.32 1 no northeast 23288.93
18 female 24.09 1 no southeast 2201.097
27 male 32.67 0 no southeast 2497.038
18 female 30.115 0 no northeast 2203.472
19 female 29.8 0 no southwest 1744.465
47 female 33.345 0 no northeast 20878.78
54 male 25.1 3 yes southwest 25382.3
61 male 28.31 1 yes northwest 28868.66
24 male 28.5 0 yes northeast 35147.53
25 male 35.625 0 no northwest 2534.394
21 male 36.85 0 no southeast 1534.305
23 male 32.56 0 no southeast 1824.285
63 male 41.325 3 no northwest 15555.19
49 male 37.51 2 no southeast 9304.702
18 female 31.35 0 no southeast 1622.189
51 female 39.5 1 no southwest 9880.068
48 male 34.3 3 no southwest 9563.029
31 female 31.065 0 no northeast 4347.023
54 female 21.47 3 no northwest 12475.35
19 male 28.7 0 no southwest 1253.936
44 female 38.06 0 yes southeast 48885.14
53 male 31.16 1 no northwest 10461.98
19 female 32.9 0 no southwest 1748.774
61 female 25.08 0 no southeast 24513.09
18 female 25.08 0 no northeast 2196.473
61 male 43.4 0 no southwest 12574.05
21 male 25.7 4 yes southwest 17942.11
20 male 27.93 0 no northeast 1967.023
31 female 23.6 2 no southwest 4931.647
45 male 28.7 2 no southwest 8027.968
44 female 23.98 2 no southeast 8211.1
62 female 39.2 0 no southwest 13470.86
29 male 34.4 0 yes southwest 36197.7
43 male 26.03 0 no northeast 6837.369
51 male 23.21 1 yes southeast 22218.11
19 male 30.25 0 yes southeast 32548.34
38 female 28.93 1 no southeast 5974.385
37 male 30.875 3 no northwest 6796.863
22 male 31.35 1 no northwest 2643.269
21 male 23.75 2 no northwest 3077.096
24 female 25.27 0 no northeast 3044.213
57 female 28.7 0 no southwest 11455.28
56 male 32.11 1 no northeast 11763
27 male 33.66 0 no southeast 2498.414
51 male 22.42 0 no northeast 9361.327
19 male 30.4 0 no southwest 1256.299
39 male 28.3 1 yes southwest 21082.16
58 male 35.7 0 no southwest 11362.76
20 male 35.31 1 no southeast 27724.29
45 male 30.495 2 no northwest 8413.463
35 female 31 1 no southwest 5240.765
31 male 30.875 0 no northeast 3857.759
50 female 27.36 0 no northeast 25656.58
32 female 44.22 0 no southeast 3994.178
51 female 33.915 0 no northeast 9866.305
38 female 37.73 0 no southeast 5397.617
42 male 26.07 1 yes southeast 38245.59
18 female 33.88 0 no southeast 11482.63
19 female 30.59 2 no northwest 24059.68
51 female 25.8 1 no southwest 9861.025
46 male 39.425 1 no northeast 8342.909
18 male 25.46 0 no northeast 1708.001
57 male 42.13 1 yes southeast 48675.52
62 female 31.73 0 no northeast 14043.48
59 male 29.7 2 no southeast 12925.89
37 male 36.19 0 no southeast 19214.71
64 male 40.48 0 no southeast 13831.12
38 male 28.025 1 no northeast 6067.127
33 female 38.9 3 no southwest 5972.378
46 female 30.2 2 no southwest 8825.086
46 female 28.05 1 no southeast 8233.098
53 male 31.35 0 no southeast 27346.04
34 female 38 3 no southwest 6196.448
20 female 31.79 2 no southeast 3056.388
63 female 36.3 0 no southeast 13887.2
54 female 47.41 0 yes southeast 63770.43
54 male 30.21 0 no northwest 10231.5
49 male 25.84 2 yes northwest 23807.24
28 male 35.435 0 no northeast 3268.847
54 female 46.7 2 no southwest 11538.42
25 female 28.595 0 no northeast 3213.622
43 female 46.2 0 yes southeast 45863.21
63 male 30.8 0 no southwest 13390.56
32 female 28.93 0 no southeast 3972.925
62 male 21.4 0 no southwest 12957.12
52 female 31.73 2 no northwest 11187.66
25 female 41.325 0 no northeast 17878.9
28 male 23.8 2 no southwest 3847.674
46 male 33.44 1 no northeast 8334.59
34 male 34.21 0 no southeast 3935.18
35 female 34.105 3 yes northwest 39983.43
19 male 35.53 0 no northwest 1646.43
46 female 19.95 2 no northwest 9193.839
54 female 32.68 0 no northeast 10923.93
27 male 30.5 0 no southwest 2494.022
50 male 44.77 1 no southeast 9058.73
18 female 32.12 2 no southeast 2801.259
19 female 30.495 0 no northwest 2128.431
38 female 40.565 1 no northwest 6373.557
41 male 30.59 2 no northwest 7256.723
49 female 31.9 5 no southwest 11552.9
48 male 40.565 2 yes northwest 45702.02
31 female 29.1 0 no southwest 3761.292
18 female 37.29 1 no southeast 2219.445
30 female 43.12 2 no southeast 4753.637
62 female 36.86 1 no northeast 31620
57 female 34.295 2 no northeast 13224.06
58 female 27.17 0 no northwest 12222.9
22 male 26.84 0 no southeast 1665
31 female 38.095 1 yes northeast 58571.07
52 male 30.2 1 no southwest 9724.53
25 female 23.465 0 no northeast 3206.491
59 male 25.46 1 no northeast 12913.99
19 male 30.59 0 no northwest 1639.563
39 male 45.43 2 no southeast 6356.271
32 female 23.65 1 no southeast 17626.24
19 male 20.7 0 no southwest 1242.816
33 female 28.27 1 no southeast 4779.602
21 male 20.235 3 no northeast 3861.21
34 female 30.21 1 yes northwest 43943.88
61 female 35.91 0 no northeast 13635.64
38 female 30.69 1 no southeast 5976.831
58 female 29 0 no southwest 11842.44
47 male 19.57 1 no northwest 8428.069
20 male 31.13 2 no southeast 2566.471
21 female 21.85 1 yes northeast 15359.1
41 male 40.26 0 no southeast 5709.164
46 female 33.725 1 no northeast 8823.986
42 female 29.48 2 no southeast 7640.309
34 female 33.25 1 no northeast 5594.846
43 male 32.6 2 no southwest 7441.501
52 female 37.525 2 no northwest 33471.97
18 female 39.16 0 no southeast 1633.044
51 male 31.635 0 no northwest 9174.136
56 female 25.3 0 no southwest 11070.54
64 female 39.05 3 no southeast 16085.13
19 female 28.31 0 yes northwest 17468.98
51 female 34.1 0 no southeast 9283.562
27 female 25.175 0 no northeast 3558.62
59 female 23.655 0 yes northwest 25678.78
28 male 26.98 2 no northeast 4435.094
30 male 37.8 2 yes southwest 39241.44
47 female 29.37 1 no southeast 8547.691
38 female 34.8 2 no southwest 6571.544
18 female 33.155 0 no northeast 2207.697
34 female 19 3 no northeast 6753.038
20 female 33 0 no southeast 1880.07
47 female 36.63 1 yes southeast 42969.85
56 female 28.595 0 no northeast 11658.12
49 male 25.6 2 yes southwest 23306.55
19 female 33.11 0 yes southeast 34439.86
55 female 37.1 0 no southwest 10713.64
30 male 31.4 1 no southwest 3659.346
37 male 34.1 4 yes southwest 40182.25
49 female 21.3 1 no southwest 9182.17
18 male 33.535 0 yes northeast 34617.84
59 male 28.785 0 no northwest 12129.61
29 female 26.03 0 no northwest 3736.465
36 male 28.88 3 no northeast 6748.591
33 male 42.46 1 no southeast 11326.71
58 male 38 0 no southwest 11365.95
44 female 38.95 0 yes northwest 42983.46
53 male 36.1 1 no southwest 10085.85
24 male 29.3 0 no southwest 1977.815
29 female 35.53 0 no southeast 3366.67
40 male 22.705 2 no northeast 7173.36
51 male 39.7 1 no southwest 9391.346
64 male 38.19 0 no northeast 14410.93
19 female 24.51 1 no northwest 2709.112
35 female 38.095 2 no northeast 24915.05
39 male 26.41 0 yes northeast 20149.32
56 male 33.66 4 no southeast 12949.16
33 male 42.4 5 no southwest 6666.243
42 male 28.31 3 yes northwest 32787.46
61 male 33.915 0 no northeast 13143.86
23 female 34.96 3 no northwest 4466.621
43 male 35.31 2 no southeast 18806.15
48 male 30.78 3 no northeast 10141.14
39 male 26.22 1 no northwest 6123.569
40 female 23.37 3 no northeast 8252.284
18 male 28.5 0 no northeast 1712.227
58 female 32.965 0 no northeast 12430.95
49 female 42.68 2 no southeast 9800.888
53 female 39.6 1 no southeast 10579.71
48 female 31.13 0 no southeast 8280.623
45 female 36.3 2 no southeast 8527.532
59 female 35.2 0 no southeast 12244.53
52 female 25.3 2 yes southeast 24667.42
26 female 42.4 1 no southwest 3410.324
27 male 33.155 2 no northwest 4058.712
48 female 35.91 1 no northeast 26392.26
57 female 28.785 4 no northeast 14394.4
37 male 46.53 3 no southeast 6435.624
57 female 23.98 1 no southeast 22192.44
32 female 31.54 1 no northeast 5148.553
18 male 33.66 0 no southeast 1136.399
64 female 22.99 0 yes southeast 27037.91
43 male 38.06 2 yes southeast 42560.43
49 male 28.7 1 no southwest 8703.456
40 female 32.775 2 yes northwest 40003.33
62 male 32.015 0 yes northeast 45710.21
40 female 29.81 1 no southeast 6500.236
30 male 31.57 3 no southeast 4837.582
29 female 31.16 0 no northeast 3943.595
36 male 29.7 0 no southeast 4399.731
41 female 31.02 0 no southeast 6185.321
44 female 43.89 2 yes southeast 46200.99
45 male 21.375 0 no northwest 7222.786
55 female 40.81 3 no southeast 12485.8
60 male 31.35 3 yes northwest 46130.53
56 male 36.1 3 no southwest 12363.55
49 female 23.18 2 no northwest 10156.78
21 female 17.4 1 no southwest 2585.269
19 male 20.3 0 no southwest 1242.26
39 male 35.3 2 yes southwest 40103.89
53 male 24.32 0 no northwest 9863.472
33 female 18.5 1 no southwest 4766.022
53 male 26.41 2 no northeast 11244.38
42 male 26.125 2 no northeast 7729.646
40 male 41.69 0 no southeast 5438.749
47 female 24.1 1 no southwest 26236.58
27 male 31.13 1 yes southeast 34806.47
21 male 27.36 0 no northeast 2104.113
47 male 36.2 1 no southwest 8068.185
20 male 32.395 1 no northwest 2362.229
24 male 23.655 0 no northwest 2352.968
27 female 34.8 1 no southwest 3577.999
26 female 40.185 0 no northwest 3201.245
53 female 32.3 2 no northeast 29186.48
41 male 35.75 1 yes southeast 40273.65
56 male 33.725 0 no northwest 10976.25
23 female 39.27 2 no southeast 3500.612
21 female 34.87 0 no southeast 2020.552
50 female 44.745 0 no northeast 9541.696
53 male 41.47 0 no southeast 9504.31
34 female 26.41 1 no northwest 5385.338
47 female 29.545 1 no northwest 8930.935
33 female 32.9 2 no southwest 5375.038
51 female 38.06 0 yes southeast 44400.41
49 male 28.69 3 no northwest 10264.44
31 female 30.495 3 no northeast 6113.231
36 female 27.74 0 no northeast 5469.007
18 male 35.2 1 no southeast 1727.54
50 female 23.54 2 no southeast 10107.22
43 female 30.685 2 no northwest 8310.839
20 male 40.47 0 no northeast 1984.453
24 female 22.6 0 no southwest 2457.502
60 male 28.9 0 no southwest 12146.97
49 female 22.61 1 no northwest 9566.991
60 male 24.32 1 no northwest 13112.6
51 female 36.67 2 no northwest 10848.13
58 female 33.44 0 no northwest 12231.61
51 female 40.66 0 no northeast 9875.68
53 male 36.6 3 no southwest 11264.54
62 male 37.4 0 no southwest 12979.36
19 male 35.4 0 no southwest 1263.249
50 female 27.075 1 no northeast 10106.13
30 female 39.05 3 yes southeast 40932.43
41 male 28.405 1 no northwest 6664.686
29 female 21.755 1 yes northeast 16657.72
18 female 40.28 0 no northeast 2217.601
41 female 36.08 1 no southeast 6781.354
35 male 24.42 3 yes southeast 19362
53 male 21.4 1 no southwest 10065.41
24 female 30.1 3 no southwest 4234.927
48 female 27.265 1 no northeast 9447.25
59 female 32.1 3 no southwest 14007.22
49 female 34.77 1 no northwest 9583.893
37 female 38.39 0 yes southeast 40419.02
26 male 23.7 2 no southwest 3484.331
23 male 31.73 3 yes northeast 36189.1
29 male 35.5 2 yes southwest 44585.46
45 male 24.035 2 no northeast 8604.484
27 male 29.15 0 yes southeast 18246.5
53 male 34.105 0 yes northeast 43254.42
31 female 26.62 0 no southeast 3757.845
50 male 26.41 0 no northwest 8827.21
50 female 30.115 1 no northwest 9910.36
34 male 27 2 no southwest 11737.85
19 male 21.755 0 no northwest 1627.282
47 female 36 1 no southwest 8556.907
28 male 30.875 0 no northwest 3062.508
37 female 26.4 0 yes southeast 19539.24
21 male 28.975 0 no northwest 1906.358
64 male 37.905 0 no northwest 14210.54
58 female 22.77 0 no southeast 11833.78
24 male 33.63 4 no northeast 17128.43
31 male 27.645 2 no northeast 5031.27
39 female 22.8 3 no northeast 7985.815
47 female 27.83 0 yes southeast 23065.42
30 male 37.43 3 no northeast 5428.728
18 male 38.17 0 yes southeast 36307.8
22 female 34.58 2 no northeast 3925.758
23 male 35.2 1 no southwest 2416.955
33 male 27.1 1 yes southwest 19040.88
27 male 26.03 0 no northeast 3070.809
45 female 25.175 2 no northeast 9095.068
57 female 31.825 0 no northwest 11842.62
47 male 32.3 1 no southwest 8062.764
42 female 29 1 no southwest 7050.642
64 female 39.7 0 no southwest 14319.03
38 female 19.475 2 no northwest 6933.242
61 male 36.1 3 no southwest 27941.29
53 female 26.7 2 no southwest 11150.78
44 female 36.48 0 no northeast 12797.21
19 female 28.88 0 yes northwest 17748.51
41 male 34.2 2 no northwest 7261.741
51 male 33.33 3 no southeast 10560.49
40 male 32.3 2 no northwest 6986.697
45 male 39.805 0 no northeast 7448.404
35 male 34.32 3 no southeast 5934.38
53 male 28.88 0 no northwest 9869.81
30 male 24.4 3 yes southwest 18259.22
18 male 41.14 0 no southeast 1146.797
51 male 35.97 1 no southeast 9386.161
50 female 27.6 1 yes southwest 24520.26
31 female 29.26 1 no southeast 4350.514
35 female 27.7 3 no southwest 6414.178
60 male 36.955 0 no northeast 12741.17
21 male 36.86 0 no northwest 1917.318
29 male 22.515 3 no northeast 5209.579
62 female 29.92 0 no southeast 13457.96
39 female 41.8 0 no southeast 5662.225
19 male 27.6 0 no southwest 1252.407
22 female 23.18 0 no northeast 2731.912
53 male 20.9 0 yes southeast 21195.82
39 female 31.92 2 no northwest 7209.492
27 male 28.5 0 yes northwest 18310.74
30 male 44.22 2 no southeast 4266.166
30 female 22.895 1 no northeast 4719.524
58 female 33.1 0 no southwest 11848.14
33 male 24.795 0 yes northeast 17904.53
42 female 26.18 1 no southeast 7046.722
64 female 35.97 0 no southeast 14313.85
21 male 22.3 1 no southwest 2103.08
18 female 42.24 0 yes southeast 38792.69
23 male 26.51 0 no southeast 1815.876
45 female 35.815 0 no northwest 7731.858
40 female 41.42 1 no northwest 28476.73
19 female 36.575 0 no northwest 2136.882
18 male 30.14 0 no southeast 1131.507
25 male 25.84 1 no northeast 3309.793
46 female 30.8 3 no southwest 9414.92
33 female 42.94 3 no northwest 6360.994
54 male 21.01 2 no southeast 11013.71
28 male 22.515 2 no northeast 4428.888
36 male 34.43 2 no southeast 5584.306
20 female 31.46 0 no southeast 1877.929
24 female 24.225 0 no northwest 2842.761
23 male 37.1 3 no southwest 3597.596
47 female 26.125 1 yes northeast 23401.31
33 female 35.53 0 yes northwest 55135.4
45 male 33.7 1 no southwest 7445.918
26 male 17.67 0 no northwest 2680.949
18 female 31.13 0 no southeast 1621.883
44 female 29.81 2 no southeast 8219.204
60 male 24.32 0 no northwest 12523.6
64 female 31.825 2 no northeast 16069.08
56 male 31.79 2 yes southeast 43813.87
36 male 28.025 1 yes northeast 20773.63
41 male 30.78 3 yes northeast 39597.41
39 male 21.85 1 no northwest 6117.495
63 male 33.1 0 no southwest 13393.76
36 female 25.84 0 no northwest 5266.366
28 female 23.845 2 no northwest 4719.737
58 male 34.39 0 no northwest 11743.93
36 male 33.82 1 no northwest 5377.458
42 male 35.97 2 no southeast 7160.33
36 male 31.5 0 no southwest 4402.233
56 female 28.31 0 no northeast 11657.72
35 female 23.465 2 no northeast 6402.291
59 female 31.35 0 no northwest 12622.18
21 male 31.1 0 no southwest 1526.312
59 male 24.7 0 no northeast 12323.94
23 female 32.78 2 yes southeast 36021.01
57 female 29.81 0 yes southeast 27533.91
53 male 30.495 0 no northeast 10072.06
60 female 32.45 0 yes southeast 45008.96
51 female 34.2 1 no southwest 9872.701
23 male 50.38 1 no southeast 2438.055
27 female 24.1 0 no southwest 2974.126
55 male 32.775 0 no northwest 10601.63
37 female 30.78 0 yes northeast 37270.15
61 male 32.3 2 no northwest 14119.62
46 female 35.53 0 yes northeast 42111.66
53 female 23.75 2 no northeast 11729.68
49 female 23.845 3 yes northeast 24106.91
20 female 29.6 0 no southwest 1875.344
48 female 33.11 0 yes southeast 40974.16
25 male 24.13 0 yes northwest 15817.99
25 female 32.23 1 no southeast 18218.16
57 male 28.1 0 no southwest 10965.45
37 female 47.6 2 yes southwest 46113.51
38 female 28 3 no southwest 7151.092
55 female 33.535 2 no northwest 12269.69
36 female 19.855 0 no northeast 5458.046
51 male 25.4 0 no southwest 8782.469
40 male 29.9 2 no southwest 6600.361
18 male 37.29 0 no southeast 1141.445
57 male 43.7 1 no southwest 11576.13
61 male 23.655 0 no northeast 13129.6
25 female 24.3 3 no southwest 4391.652
50 male 36.2 0 no southwest 8457.818
26 female 29.48 1 no southeast 3392.365
42 male 24.86 0 no southeast 5966.887
43 male 30.1 1 no southwest 6849.026
44 male 21.85 3 no northeast 8891.14
23 female 28.12 0 no northwest 2690.114
49 female 27.1 1 no southwest 26140.36
33 male 33.44 5 no southeast 6653.789
41 male 28.8 1 no southwest 6282.235
37 female 29.5 2 no southwest 6311.952
22 male 34.8 3 no southwest 3443.064
23 male 27.36 1 no northwest 2789.057
21 female 22.135 0 no northeast 2585.851
51 female 37.05 3 yes northeast 46255.11
25 male 26.695 4 no northwest 4877.981
32 male 28.93 1 yes southeast 19719.69
57 male 28.975 0 yes northeast 27218.44
36 female 30.02 0 no northwest 5272.176
22 male 39.5 0 no southwest 1682.597
57 male 33.63 1 no northwest 11945.13
64 female 26.885 0 yes northwest 29330.98
36 female 29.04 4 no southeast 7243.814
54 male 24.035 0 no northeast 10422.92
47 male 38.94 2 yes southeast 44202.65
62 male 32.11 0 no northeast 13555
61 female 44 0 no southwest 13063.88
43 female 20.045 2 yes northeast 19798.05
19 male 25.555 1 no northwest 2221.564
18 female 40.26 0 no southeast 1634.573
19 female 22.515 0 no northwest 2117.339
49 male 22.515 0 no northeast 8688.859
60 male 40.92 0 yes southeast 48673.56
26 male 27.265 3 no northeast 4661.286
49 male 36.85 0 no southeast 8125.785
60 female 35.1 0 no southwest 12644.59
26 female 29.355 2 no northeast 4564.191
27 male 32.585 3 no northeast 4846.92
44 female 32.34 1 no southeast 7633.721
63 male 39.8 3 no southwest 15170.07
32 female 24.6 0 yes southwest 17496.31
22 male 28.31 1 no northwest 2639.043
18 male 31.73 0 yes northeast 33732.69
59 female 26.695 3 no northwest 14382.71
44 female 27.5 1 no southwest 7626.993
33 male 24.605 2 no northwest 5257.508
24 female 33.99 0 no southeast 2473.334
43 female 26.885 0 yes northwest 21774.32
45 male 22.895 0 yes northeast 35069.37
61 female 28.2 0 no southwest 13041.92
35 female 34.21 1 no southeast 5245.227
62 female 25 0 no southwest 13451.12
62 female 33.2 0 no southwest 13462.52
38 male 31 1 no southwest 5488.262
34 male 35.815 0 no northwest 4320.411
43 male 23.2 0 no southwest 6250.435
50 male 32.11 2 no northeast 25333.33
19 female 23.4 2 no southwest 2913.569
57 female 20.1 1 no southwest 12032.33
62 female 39.16 0 no southeast 13470.8
41 male 34.21 1 no southeast 6289.755
26 male 46.53 1 no southeast 2927.065
39 female 32.5 1 no southwest 6238.298
46 male 25.8 5 no southwest 10096.97
45 female 35.3 0 no southwest 7348.142
32 male 37.18 2 no southeast 4673.392
59 female 27.5 0 no southwest 12233.83
44 male 29.735 2 no northeast 32108.66
39 female 24.225 5 no northwest 8965.796
18 male 26.18 2 no southeast 2304.002
53 male 29.48 0 no southeast 9487.644
18 male 23.21 0 no southeast 1121.874
50 female 46.09 1 no southeast 9549.565
18 female 40.185 0 no northeast 2217.469
19 male 22.61 0 no northwest 1628.471
62 male 39.93 0 no southeast 12982.87
56 female 35.8 1 no southwest 11674.13
42 male 35.8 2 no southwest 7160.094
37 male 34.2 1 yes northeast 39047.29
42 male 31.255 0 no northwest 6358.776
25 male 29.7 3 yes southwest 19933.46
57 male 18.335 0 no northeast 11534.87
51 male 42.9 2 yes southeast 47462.89
30 female 28.405 1 no northwest 4527.183
44 male 30.2 2 yes southwest 38998.55
34 male 27.835 1 yes northwest 20009.63
31 male 39.49 1 no southeast 3875.734
54 male 30.8 1 yes southeast 41999.52
24 male 26.79 1 no northwest 12609.89
43 male 34.96 1 yes northeast 41034.22
48 male 36.67 1 no northwest 28468.92
19 female 39.615 1 no northwest 2730.108
29 female 25.9 0 no southwest 3353.284
63 female 35.2 1 no southeast 14474.68
46 male 24.795 3 no northeast 9500.573
52 male 36.765 2 no northwest 26467.1
35 male 27.1 1 no southwest 4746.344
51 male 24.795 2 yes northwest 23967.38
44 male 25.365 1 no northwest 7518.025
21 male 25.745 2 no northeast 3279.869
39 female 34.32 5 no southeast 8596.828
50 female 28.16 3 no southeast 10702.64
34 female 23.56 0 no northeast 4992.376
22 female 20.235 0 no northwest 2527.819
19 female 40.5 0 no southwest 1759.338
26 male 35.42 0 no southeast 2322.622
29 male 22.895 0 yes northeast 16138.76
48 male 40.15 0 no southeast 7804.161
26 male 29.15 1 no southeast 2902.907
45 female 39.995 3 no northeast 9704.668
36 female 29.92 0 no southeast 4889.037
54 male 25.46 1 no northeast 25517.11
34 male 21.375 0 no northeast 4500.339
31 male 25.9 3 yes southwest 19199.94
27 female 30.59 1 no northeast 16796.41
20 male 30.115 5 no northeast 4915.06
44 female 25.8 1 no southwest 7624.63
43 male 30.115 3 no northwest 8410.047
45 female 27.645 1 no northwest 28340.19
34 male 34.675 0 no northeast 4518.826
24 female 20.52 0 yes northeast 14571.89
26 female 19.8 1 no southwest 3378.91
38 female 27.835 2 no northeast 7144.863
50 female 31.6 2 no southwest 10118.42
38 male 28.27 1 no southeast 5484.467
27 female 20.045 3 yes northwest 16420.49
39 female 23.275 3 no northeast 7986.475
39 female 34.1 3 no southwest 7418.522
63 female 36.85 0 no southeast 13887.97
33 female 36.29 3 no northeast 6551.75
36 female 26.885 0 no northwest 5267.818
30 male 22.99 2 yes northwest 17361.77
24 male 32.7 0 yes southwest 34472.84
24 male 25.8 0 no southwest 1972.95
48 male 29.6 0 no southwest 21232.18
47 male 19.19 1 no northeast 8627.541
29 male 31.73 2 no northwest 4433.388
28 male 29.26 2 no northeast 4438.263
47 male 28.215 3 yes northwest 24915.22
25 male 24.985 2 no northeast 23241.47
51 male 27.74 1 no northeast 9957.722
48 female 22.8 0 no southwest 8269.044
43 male 20.13 2 yes southeast 18767.74
61 female 33.33 4 no southeast 36580.28
48 male 32.3 1 no northwest 8765.249
38 female 27.6 0 no southwest 5383.536
59 male 25.46 0 no northwest 12124.99
19 female 24.605 1 no northwest 2709.244
26 female 34.2 2 no southwest 3987.926
54 female 35.815 3 no northwest 12495.29
21 female 32.68 2 no northwest 26018.95
51 male 37 0 no southwest 8798.593
22 female 31.02 3 yes southeast 35595.59
47 male 36.08 1 yes southeast 42211.14
18 male 23.32 1 no southeast 1711.027
47 female 45.32 1 no southeast 8569.862
21 female 34.6 0 no southwest 2020.177
19 male 26.03 1 yes northwest 16450.89
23 male 18.715 0 no northwest 21595.38
54 male 31.6 0 no southwest 9850.432
37 female 17.29 2 no northeast 6877.98
46 female 23.655 1 yes northwest 21677.28
55 female 35.2 0 yes southeast 44423.8
30 female 27.93 0 no northeast 4137.523
18 male 21.565 0 yes northeast 13747.87
61 male 38.38 0 no northwest 12950.07
54 female 23 3 no southwest 12094.48
22 male 37.07 2 yes southeast 37484.45
45 female 30.495 1 yes northwest 39725.52
22 male 28.88 0 no northeast 2250.835
19 male 27.265 2 no northwest 22493.66
35 female 28.025 0 yes northwest 20234.85
18 male 23.085 0 no northeast 1704.7
20 male 30.685 0 yes northeast 33475.82
28 female 25.8 0 no southwest 3161.454
55 male 35.245 1 no northeast 11394.07
43 female 24.7 2 yes northwest 21880.82
43 female 25.08 0 no northeast 7325.048
22 male 52.58 1 yes southeast 44501.4
25 female 22.515 1 no northwest 3594.171
49 male 30.9 0 yes southwest 39727.61
44 female 36.955 1 no northwest 8023.135
64 male 26.41 0 no northeast 14394.56
49 male 29.83 1 no northeast 9288.027
47 male 29.8 3 yes southwest 25309.49
27 female 21.47 0 no northwest 3353.47
55 male 27.645 0 no northwest 10594.5
48 female 28.9 0 no southwest 8277.523
45 female 31.79 0 no southeast 17929.3
24 female 39.49 0 no southeast 2480.979
32 male 33.82 1 no northwest 4462.722
24 male 32.01 0 no southeast 1981.582
57 male 27.94 1 no southeast 11554.22
59 male 41.14 1 yes southeast 48970.25
36 male 28.595 3 no northwest 6548.195
29 female 25.6 4 no southwest 5708.867
42 female 25.3 1 no southwest 7045.499
48 male 37.29 2 no southeast 8978.185
39 male 42.655 0 no northeast 5757.413
63 male 21.66 1 no northwest 14349.85
54 female 31.9 1 no southeast 10928.85
37 male 37.07 1 yes southeast 39871.7
63 male 31.445 0 no northeast 13974.46
21 male 31.255 0 no northwest 1909.527
54 female 28.88 2 no northeast 12096.65
60 female 18.335 0 no northeast 13204.29
32 female 29.59 1 no southeast 4562.842
47 female 32 1 no southwest 8551.347
21 male 26.03 0 no northeast 2102.265
28 male 31.68 0 yes southeast 34672.15
63 male 33.66 3 no southeast 15161.53
18 male 21.78 2 no southeast 11884.05
32 male 27.835 1 no northwest 4454.403
38 male 19.95 1 no northwest 5855.903
32 male 31.5 1 no southwest 4076.497
62 female 30.495 2 no northwest 15019.76
39 female 18.3 5 yes southwest 19023.26
55 male 28.975 0 no northeast 10796.35
57 male 31.54 0 no northwest 11353.23
52 male 47.74 1 no southeast 9748.911
56 male 22.1 0 no southwest 10577.09
47 male 36.19 0 yes southeast 41676.08
55 female 29.83 0 no northeast 11286.54
23 male 32.7 3 no southwest 3591.48
22 female 30.4 0 yes northwest 33907.55
50 female 33.7 4 no southwest 11299.34
18 female 31.35 4 no northeast 4561.189
51 female 34.96 2 yes northeast 44641.2
22 male 33.77 0 no southeast 1674.632
52 female 30.875 0 no northeast 23045.57
25 female 33.99 1 no southeast 3227.121
33 female 19.095 2 yes northeast 16776.3
53 male 28.6 3 no southwest 11253.42
29 male 38.94 1 no southeast 3471.41
58 male 36.08 0 no southeast 11363.28
37 male 29.8 0 no southwest 20420.6
54 female 31.24 0 no southeast 10338.93
49 female 29.925 0 no northwest 8988.159
50 female 26.22 2 no northwest 10493.95
26 male 30 1 no southwest 2904.088
45 male 20.35 3 no southeast 8605.362
54 female 32.3 1 no northeast 11512.41
38 male 38.39 3 yes southeast 41949.24
48 female 25.85 3 yes southeast 24180.93
28 female 26.315 3 no northwest 5312.17
23 male 24.51 0 no northeast 2396.096
55 male 32.67 1 no southeast 10807.49
41 male 29.64 5 no northeast 9222.403
25 male 33.33 2 yes southeast 36124.57
33 male 35.75 1 yes southeast 38282.75
30 female 19.95 3 no northwest 5693.431
23 female 31.4 0 yes southwest 34166.27
46 male 38.17 2 no southeast 8347.164
53 female 36.86 3 yes northwest 46661.44
27 female 32.395 1 no northeast 18903.49
23 female 42.75 1 yes northeast 40904.2
63 female 25.08 0 no northwest 14254.61
55 male 29.9 0 no southwest 10214.64
35 female 35.86 2 no southeast 5836.52
34 male 32.8 1 no southwest 14358.36
19 female 18.6 0 no southwest 1728.897
39 female 23.87 5 no southeast 8582.302
27 male 45.9 2 no southwest 3693.428
57 male 40.28 0 no northeast 20709.02
52 female 18.335 0 no northwest 9991.038
28 male 33.82 0 no northwest 19673.34
50 female 28.12 3 no northwest 11085.59
44 female 25 1 no southwest 7623.518
26 female 22.23 0 no northwest 3176.288
33 male 30.25 0 no southeast 3704.355
19 female 32.49 0 yes northwest 36898.73
50 male 37.07 1 no southeast 9048.027
41 female 32.6 3 no southwest 7954.517
52 female 24.86 0 no southeast 27117.99
39 male 32.34 2 no southeast 6338.076
50 male 32.3 2 no southwest 9630.397
52 male 32.775 3 no northwest 11289.11
60 male 32.8 0 yes southwest 52590.83
20 female 31.92 0 no northwest 2261.569
55 male 21.5 1 no southwest 10791.96
42 male 34.1 0 no southwest 5979.731
18 female 30.305 0 no northeast 2203.736
58 female 36.48 0 no northwest 12235.84
43 female 32.56 3 yes southeast 40941.29
35 female 35.815 1 no northwest 5630.458
48 female 27.93 4 no northwest 11015.17
36 female 22.135 3 no northeast 7228.216
19 male 44.88 0 yes southeast 39722.75
23 female 23.18 2 no northwest 14426.07
20 female 30.59 0 no northeast 2459.72
32 female 41.1 0 no southwest 3989.841
43 female 34.58 1 no northwest 7727.253
34 male 42.13 2 no southeast 5124.189
30 male 38.83 1 no southeast 18963.17
18 female 28.215 0 no northeast 2200.831
41 female 28.31 1 no northwest 7153.554
35 female 26.125 0 no northeast 5227.989
57 male 40.37 0 no southeast 10982.5
29 female 24.6 2 no southwest 4529.477
32 male 35.2 2 no southwest 4670.64
37 female 34.105 1 no northwest 6112.353
18 male 27.36 1 yes northeast 17178.68
43 female 26.7 2 yes southwest 22478.6
56 female 41.91 0 no southeast 11093.62
38 male 29.26 2 no northwest 6457.843
29 male 32.11 2 no northwest 4433.916
22 female 27.1 0 no southwest 2154.361
52 female 24.13 1 yes northwest 23887.66
40 female 27.4 1 no southwest 6496.886
23 female 34.865 0 no northeast 2899.489
31 male 29.81 0 yes southeast 19350.37
42 female 41.325 1 no northeast 7650.774
24 female 29.925 0 no northwest 2850.684
25 female 30.3 0 no southwest 2632.992
48 female 27.36 1 no northeast 9447.382
23 female 28.49 1 yes southeast 18328.24
45 male 23.56 2 no northeast 8603.823
20 male 35.625 3 yes northwest 37465.34
62 female 32.68 0 no northwest 13844.8
43 female 25.27 1 yes northeast 21771.34
23 female 28 0 no southwest 13126.68
31 female 32.775 2 no northwest 5327.4
41 female 21.755 1 no northeast 13725.47
58 female 32.395 1 no northeast 13019.16
48 female 36.575 0 no northwest 8671.191
31 female 21.755 0 no northwest 4134.082
19 female 27.93 3 no northwest 18838.7
19 female 30.02 0 yes northwest 33307.55
41 male 33.55 0 no southeast 5699.838
40 male 29.355 1 no northwest 6393.603
31 female 25.8 2 no southwest 4934.705
37 male 24.32 2 no northwest 6198.752
46 male 40.375 2 no northwest 8733.229
22 male 32.11 0 no northwest 2055.325
51 male 32.3 1 no northeast 9964.06
18 female 27.28 3 yes southeast 18223.45
35 male 17.86 1 no northwest 5116.5
59 female 34.8 2 no southwest 36910.61
36 male 33.4 2 yes southwest 38415.47
37 female 25.555 1 yes northeast 20296.86
59 male 37.1 1 no southwest 12347.17
36 male 30.875 1 no northwest 5373.364
39 male 34.1 2 no southeast 23563.02
18 male 21.47 0 no northeast 1702.455
52 female 33.3 2 no southwest 10806.84
27 female 31.255 1 no northwest 3956.071
18 male 39.14 0 no northeast 12890.06
40 male 25.08 0 no southeast 5415.661
29 male 37.29 2 no southeast 4058.116
46 female 34.6 1 yes southwest 41661.6
38 female 30.21 3 no northwest 7537.164
30 female 21.945 1 no northeast 4718.204
40 male 24.97 2 no southeast 6593.508
50 male 25.3 0 no southeast 8442.667
20 female 24.42 0 yes southeast 26125.67
41 male 23.94 1 no northeast 6858.48
33 female 39.82 1 no southeast 4795.657
38 male 16.815 2 no northeast 6640.545
42 male 37.18 2 no southeast 7162.012
56 male 34.43 0 no southeast 10594.23
58 male 30.305 0 no northeast 11938.26
52 male 34.485 3 yes northwest 60021.4
20 female 21.8 0 yes southwest 20167.34
54 female 24.605 3 no northwest 12479.71
58 male 23.3 0 no southwest 11345.52
45 female 27.83 2 no southeast 8515.759
26 male 31.065 0 no northwest 2699.568
63 female 21.66 0 no northeast 14449.85
58 female 28.215 0 no northwest 12224.35
37 male 22.705 3 no northeast 6985.507
25 female 42.13 1 no southeast 3238.436
52 male 41.8 2 yes southeast 47269.85
64 male 36.96 2 yes southeast 49577.66
22 female 21.28 3 no northwest 4296.271
28 female 33.11 0 no southeast 3171.615
18 male 33.33 0 no southeast 1135.941
28 male 24.3 5 no southwest 5615.369
45 female 25.7 3 no southwest 9101.798
33 male 29.4 4 no southwest 6059.173
18 female 39.82 0 no southeast 1633.962
32 male 33.63 1 yes northeast 37607.53
24 male 29.83 0 yes northeast 18648.42
19 male 19.8 0 no southwest 1241.565
20 male 27.3 0 yes southwest 16232.85
40 female 29.3 4 no southwest 15828.82
34 female 27.72 0 no southeast 4415.159
42 female 37.9 0 no southwest 6474.013
51 female 36.385 3 no northwest 11436.74
54 female 27.645 1 no northwest 11305.93
55 male 37.715 3 no northwest 30063.58
52 female 23.18 0 no northeast 10197.77
32 female 20.52 0 no northeast 4544.235
28 male 37.1 1 no southwest 3277.161
41 female 28.05 1 no southeast 6770.193
43 female 29.9 1 no southwest 7337.748
49 female 33.345 2 no northeast 10370.91
64 male 23.76 0 yes southeast 26926.51
55 female 30.5 0 no southwest 10704.47
24 male 31.065 0 yes northeast 34254.05
20 female 33.3 0 no southwest 1880.487
45 male 27.5 3 no southwest 8615.3
26 male 33.915 1 no northwest 3292.53
25 female 34.485 0 no northwest 3021.809
43 male 25.52 5 no southeast 14478.33
35 male 27.61 1 no southeast 4747.053
26 male 27.06 0 yes southeast 17043.34
57 male 23.7 0 no southwest 10959.33
22 female 30.4 0 no northeast 2741.948
32 female 29.735 0 no northwest 4357.044
39 male 29.925 1 yes northeast 22462.04
25 female 26.79 2 no northwest 4189.113
48 female 33.33 0 no southeast 8283.681
47 female 27.645 2 yes northwest 24535.7
18 female 21.66 0 yes northeast 14283.46
18 male 30.03 1 no southeast 1720.354
61 male 36.3 1 yes southwest 47403.88
47 female 24.32 0 no northeast 8534.672
28 female 17.29 0 no northeast 3732.625
36 female 25.9 1 no southwest 5472.449
20 male 39.4 2 yes southwest 38344.57
44 male 34.32 1 no southeast 7147.473
38 female 19.95 2 no northeast 7133.903
19 male 34.9 0 yes southwest 34828.65
21 male 23.21 0 no southeast 1515.345
46 male 25.745 3 no northwest 9301.894
58 male 25.175 0 no northeast 11931.13
20 male 22 1 no southwest 1964.78
18 male 26.125 0 no northeast 1708.926
28 female 26.51 2 no southeast 4340.441
33 male 27.455 2 no northwest 5261.469
19 female 25.745 1 no northwest 2710.829
45 male 30.36 0 yes southeast 62592.87
62 male 30.875 3 yes northwest 46718.16
25 female 20.8 1 no southwest 3208.787
43 male 27.8 0 yes southwest 37829.72
42 male 24.605 2 yes northeast 21259.38
24 female 27.72 0 no southeast 2464.619
29 female 21.85 0 yes northeast 16115.3
32 male 28.12 4 yes northwest 21472.48
25 female 30.2 0 yes southwest 33900.65
41 male 32.2 2 no southwest 6875.961
42 male 26.315 1 no northwest 6940.91
33 female 26.695 0 no northwest 4571.413
34 male 42.9 1 no southwest 4536.259
19 female 34.7 2 yes southwest 36397.58
30 female 23.655 3 yes northwest 18765.88
18 male 28.31 1 no northeast 11272.33
19 female 20.6 0 no southwest 1731.677
18 male 53.13 0 no southeast 1163.463
35 male 39.71 4 no northeast 19496.72
39 female 26.315 2 no northwest 7201.701
31 male 31.065 3 no northwest 5425.023
62 male 26.695 0 yes northeast 28101.33
62 male 38.83 0 no southeast 12981.35
42 female 40.37 2 yes southeast 43896.38
31 male 25.935 1 no northwest 4239.893
61 male 33.535 0 no northeast 13143.34
42 female 32.87 0 no northeast 7050.021
51 male 30.03 1 no southeast 9377.905
23 female 24.225 2 no northeast 22395.74
52 male 38.6 2 no southwest 10325.21
57 female 25.74 2 no southeast 12629.17
23 female 33.4 0 no southwest 10795.94
52 female 44.7 3 no southwest 11411.69
50 male 30.97 3 no northwest 10600.55
18 female 31.92 0 no northeast 2205.981
18 female 36.85 0 no southeast 1629.834
21 female 25.8 0 no southwest 2007.945
61 female 29.07 0 yes northwest 29141.36
@curran
Copy link

curran commented Sep 10, 2019

Where does this data come from?

@wenleicao
Copy link
Author

sorry, Curran, I put it to a separate file. did not know you can add file to exist gist directly.

@curran
Copy link

curran commented Sep 13, 2019

Thanks for responding here! You can click the "Add File" button at the bottom left, then as the title of the file use README.md, then put the description in there.

@wenleicao
Copy link
Author

already added, seems no way to make readme.md show as the 1st file.

@curran
Copy link

curran commented Sep 16, 2019

Your file is called Medical_Cost_Readme.md. If it is called README.md, then it will show differently.

@wenleicao
Copy link
Author

got you, did not realize that. thanks

@curran
Copy link

curran commented Sep 17, 2019

Looks like it's at the top now. Awesome!

The conventional name is README.md, as opposed to ReadMe.md, but it looks like that works too.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment