Skip to content

Instantly share code, notes, and snippets.

@meperezcuello
Last active July 18, 2024 22:41
Show Gist options
  • Save meperezcuello/82a9f1c1c473d6585e750ad2e3c05a41 to your computer and use it in GitHub Desktop.
Save meperezcuello/82a9f1c1c473d6585e750ad2e3c05a41 to your computer and use it in GitHub Desktop.
Medical Cost Personal Datasets

Medical Cost Personal Dataset

This Data is a pratical is used in the book Machine Learning with R by Brett Lantz; which is a book that provides an introduction to machine learning using R. All of these datasets are in the public domain but simply needed some cleaning up and recoding to match the format in the book. The following data obtained from Kaggle, explain the cost of a small sample of USA population Medical Insurance Cost based on some attributes depicted on "Content".

VizHub data summary: Medical Cost Personal Datasets

Content:

age: age of primary beneficiary
sex: insurance contractor gender, female, male
bmi: Body mass index, providing an understanding of body, weights that are relatively high or low relative to height, objective index of body weight (kg / m ^ 2) using the ratio of height to weight, ideally 18.5 to 24.9
children: Number of children covered by health insurance / Number of dependents
smoker: Smoking
region: the beneficiary's residential area in the US, northeast, southeast, southwest, northwest.
charges: Individual medical costs billed by health insurance

Possibles good questions and tasks:

(Note: might change later as the project develops over time).

  1. are any relevant corralection between the ratio of multiple quantitative variables; such as age/bmi vs charges/children?
  2. which are the top 10 states with the highest charges(based on this sample data)?
  3. Can we plot the regions with oldest population and higest charges?

Type Of Attributes (most interesting to you):

age is ordinal, sex is categorical, bmi is quantitative, children is quantitative, smoker is categorical, region is categorical, charges is quantitative.

VizHub data summary:

https://beta.vizhub.com/meperezcuello/0bea76f9853741689ada495221c219ef?edit=files&file=index.html

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
21 female 21.89 2 no southeast 3180.5101
49 female 30.78 1 no northeast 9778.3472
56 female 32.3 3 no northeast 13430.265
42 female 24.985 2 no northwest 8017.06115
44 male 32.015 2 no northwest 8116.26885
18 male 30.4 3 no northeast 3481.868
61 female 21.09 0 no northwest 13415.0381
57 female 22.23 0 no northeast 12029.2867
42 female 33.155 1 no northeast 7639.41745
26 male 32.9 2 yes southwest 36085.219
20 male 33.33 0 no southeast 1391.5287
23 female 28.31 0 yes northwest 18033.9679
39 female 24.89 3 yes northeast 21659.9301
24 male 40.15 0 yes southeast 38126.2465
64 female 30.115 3 no northwest 16455.70785
62 male 31.46 1 no southeast 27000.98473
27 female 17.955 2 yes northeast 15006.57945
55 male 30.685 0 yes northeast 42303.69215
55 male 33 0 no southeast 20781.48892
35 female 43.34 2 no southeast 5846.9176
44 male 22.135 2 no northeast 8302.53565
19 male 34.4 0 no southwest 1261.859
58 female 39.05 0 no southeast 11856.4115
50 male 25.365 2 no northwest 30284.64294
26 female 22.61 0 no northwest 3176.8159
24 female 30.21 3 no northwest 4618.0799
48 male 35.625 4 no northeast 10736.87075
19 female 37.43 0 no northwest 2138.0707
48 male 31.445 1 no northeast 8964.06055
49 male 31.35 1 no northeast 9290.1395
46 female 32.3 2 no northeast 9411.005
46 male 19.855 0 no northwest 7526.70645
43 female 34.4 3 no southwest 8522.003
21 male 31.02 0 no southeast 16586.49771
64 male 25.6 2 no southwest 14988.432
18 female 38.17 0 no southeast 1631.6683
51 female 20.6 0 no southwest 9264.797
47 male 47.52 1 no southeast 8083.9198
64 female 32.965 0 no northwest 14692.66935
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 11396.9002
33 female 24.31 0 no southeast 4185.0979
47 female 23.6 1 no southwest 8539.671
38 male 21.12 3 no southeast 6652.5288
32 male 30.03 1 no southeast 4074.4537
19 male 17.48 0 no northwest 1621.3402
44 female 20.235 1 yes northeast 19594.80965
26 female 17.195 2 yes northeast 14455.64405
25 male 23.9 5 no southwest 5080.096
19 female 35.15 0 no northwest 2134.9015
43 female 35.64 1 no southeast 7345.7266
52 male 34.1 0 no southeast 9140.951
36 female 22.6 2 yes southwest 18608.262
64 male 39.16 1 no southeast 14418.2804
63 female 26.98 0 yes northwest 28950.4692
64 male 33.88 0 yes southeast 46889.2612
61 male 35.86 0 yes southeast 46599.1084
40 male 32.775 1 yes northeast 39125.33225
25 male 30.59 0 no northeast 2727.3951
48 male 30.2 2 no southwest 8968.33
45 male 24.31 5 no southeast 9788.8659
38 female 27.265 1 no northeast 6555.07035
18 female 29.165 0 no northeast 7323.734819
21 female 16.815 1 no northeast 3167.45585
27 female 30.4 3 no northwest 18804.7524
19 male 33.1 0 no southwest 23082.95533
29 female 20.235 2 no northwest 4906.40965
42 male 26.9 0 no southwest 5969.723
60 female 30.5 0 no southwest 12638.195
31 male 28.595 1 no northwest 4243.59005
60 male 33.11 3 no southeast 13919.8229
22 male 31.73 0 no northeast 2254.7967
35 male 28.9 3 no southwest 5926.846
52 female 46.75 5 no southeast 12592.5345
26 male 29.45 0 no northeast 2897.3235
31 female 32.68 1 no northwest 4738.2682
33 female 33.5 0 yes southwest 37079.372
18 male 43.01 0 no southeast 1149.3959
59 female 36.52 1 no southeast 28287.89766
56 male 26.695 1 yes northwest 26109.32905
45 female 33.1 0 no southwest 7345.084
60 male 29.64 0 no northeast 12730.9996
56 female 25.65 0 no northwest 11454.0215
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 4032.2407
24 male 23.4 0 no southwest 1969.614
20 male 29.735 0 no northwest 1769.53165
32 male 46.53 2 no southeast 4686.3887
59 male 37.4 0 no southwest 21797.0004
55 female 30.14 2 no southeast 11881.9696
57 female 30.495 0 no northwest 11840.77505
56 male 39.6 0 no southwest 10601.412
40 female 33 3 no southeast 7682.67
49 female 36.63 3 no southeast 10381.4787
42 male 30 0 yes southwest 22144.032
62 female 38.095 2 no northeast 15230.32405
56 male 25.935 0 no northeast 11165.41765
19 male 25.175 0 no northwest 1632.03625
30 female 28.38 1 yes southeast 19521.9682
60 female 28.7 1 no southwest 13224.693
56 female 33.82 2 no northwest 12643.3778
28 female 24.32 1 no northeast 23288.9284
18 female 24.09 1 no southeast 2201.0971
27 male 32.67 0 no southeast 2497.0383
18 female 30.115 0 no northeast 2203.47185
19 female 29.8 0 no southwest 1744.465
47 female 33.345 0 no northeast 20878.78443
54 male 25.1 3 yes southwest 25382.297
61 male 28.31 1 yes northwest 28868.6639
24 male 28.5 0 yes northeast 35147.52848
25 male 35.625 0 no northwest 2534.39375
21 male 36.85 0 no southeast 1534.3045
23 male 32.56 0 no southeast 1824.2854
63 male 41.325 3 no northwest 15555.18875
49 male 37.51 2 no southeast 9304.7019
18 female 31.35 0 no southeast 1622.1885
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 4347.02335
54 female 21.47 3 no northwest 12475.3513
19 male 28.7 0 no southwest 1253.936
44 female 38.06 0 yes southeast 48885.13561
53 male 31.16 1 no northwest 10461.9794
19 female 32.9 0 no southwest 1748.774
61 female 25.08 0 no southeast 24513.09126
18 female 25.08 0 no northeast 2196.4732
61 male 43.4 0 no southwest 12574.049
21 male 25.7 4 yes southwest 17942.106
20 male 27.93 0 no northeast 1967.0227
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 8211.1002
62 female 39.2 0 no southwest 13470.86
29 male 34.4 0 yes southwest 36197.699
43 male 26.03 0 no northeast 6837.3687
51 male 23.21 1 yes southeast 22218.1149
19 male 30.25 0 yes southeast 32548.3405
38 female 28.93 1 no southeast 5974.3847
37 male 30.875 3 no northwest 6796.86325
22 male 31.35 1 no northwest 2643.2685
21 male 23.75 2 no northwest 3077.0955
24 female 25.27 0 no northeast 3044.2133
57 female 28.7 0 no southwest 11455.28
56 male 32.11 1 no northeast 11763.0009
27 male 33.66 0 no southeast 2498.4144
51 male 22.42 0 no northeast 9361.3268
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 11362.755
20 male 35.31 1 no southeast 27724.28875
45 male 30.495 2 no northwest 8413.46305
35 female 31 1 no southwest 5240.765
31 male 30.875 0 no northeast 3857.75925
50 female 27.36 0 no northeast 25656.57526
32 female 44.22 0 no southeast 3994.1778
51 female 33.915 0 no northeast 9866.30485
38 female 37.73 0 no southeast 5397.6167
42 male 26.07 1 yes southeast 38245.59327
18 female 33.88 0 no southeast 11482.63485
19 female 30.59 2 no northwest 24059.68019
51 female 25.8 1 no southwest 9861.025
46 male 39.425 1 no northeast 8342.90875
18 male 25.46 0 no northeast 1708.0014
57 male 42.13 1 yes southeast 48675.5177
62 female 31.73 0 no northeast 14043.4767
59 male 29.7 2 no southeast 12925.886
37 male 36.19 0 no southeast 19214.70553
64 male 40.48 0 no southeast 13831.1152
38 male 28.025 1 no northeast 6067.12675
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 8233.0975
53 male 31.35 0 no southeast 27346.04207
34 female 38 3 no southwest 6196.448
20 female 31.79 2 no southeast 3056.3881
63 female 36.3 0 no southeast 13887.204
54 female 47.41 0 yes southeast 63770.42801
54 male 30.21 0 no northwest 10231.4999
49 male 25.84 2 yes northwest 23807.2406
28 male 35.435 0 no northeast 3268.84665
54 female 46.7 2 no southwest 11538.421
25 female 28.595 0 no northeast 3213.62205
43 female 46.2 0 yes southeast 45863.205
63 male 30.8 0 no southwest 13390.559
32 female 28.93 0 no southeast 3972.9247
62 male 21.4 0 no southwest 12957.118
52 female 31.73 2 no northwest 11187.6567
25 female 41.325 0 no northeast 17878.90068
28 male 23.8 2 no southwest 3847.674
46 male 33.44 1 no northeast 8334.5896
34 male 34.21 0 no southeast 3935.1799
35 female 34.105 3 yes northwest 39983.42595
19 male 35.53 0 no northwest 1646.4297
46 female 19.95 2 no northwest 9193.8385
54 female 32.68 0 no northeast 10923.9332
27 male 30.5 0 no southwest 2494.022
50 male 44.77 1 no southeast 9058.7303
18 female 32.12 2 no southeast 2801.2588
19 female 30.495 0 no northwest 2128.43105
38 female 40.565 1 no northwest 6373.55735
41 male 30.59 2 no northwest 7256.7231
49 female 31.9 5 no southwest 11552.904
48 male 40.565 2 yes northwest 45702.02235
31 female 29.1 0 no southwest 3761.292
18 female 37.29 1 no southeast 2219.4451
30 female 43.12 2 no southeast 4753.6368
62 female 36.86 1 no northeast 31620.00106
57 female 34.295 2 no northeast 13224.05705
58 female 27.17 0 no northwest 12222.8983
22 male 26.84 0 no southeast 1664.9996
31 female 38.095 1 yes northeast 58571.07448
52 male 30.2 1 no southwest 9724.53
25 female 23.465 0 no northeast 3206.49135
59 male 25.46 1 no northeast 12913.9924
19 male 30.59 0 no northwest 1639.5631
39 male 45.43 2 no southeast 6356.2707
32 female 23.65 1 no southeast 17626.23951
19 male 20.7 0 no southwest 1242.816
33 female 28.27 1 no southeast 4779.6023
21 male 20.235 3 no northeast 3861.20965
34 female 30.21 1 yes northwest 43943.8761
61 female 35.91 0 no northeast 13635.6379
38 female 30.69 1 no southeast 5976.8311
58 female 29 0 no southwest 11842.442
47 male 19.57 1 no northwest 8428.0693
20 male 31.13 2 no southeast 2566.4707
21 female 21.85 1 yes northeast 15359.1045
41 male 40.26 0 no southeast 5709.1644
46 female 33.725 1 no northeast 8823.98575
42 female 29.48 2 no southeast 7640.3092
34 female 33.25 1 no northeast 5594.8455
43 male 32.6 2 no southwest 7441.501
52 female 37.525 2 no northwest 33471.97189
18 female 39.16 0 no southeast 1633.0444
51 male 31.635 0 no northwest 9174.13565
56 female 25.3 0 no southwest 11070.535
64 female 39.05 3 no southeast 16085.1275
19 female 28.31 0 yes northwest 17468.9839
51 female 34.1 0 no southeast 9283.562
27 female 25.175 0 no northeast 3558.62025
59 female 23.655 0 yes northwest 25678.77845
28 male 26.98 2 no northeast 4435.0942
30 male 37.8 2 yes southwest 39241.442
47 female 29.37 1 no southeast 8547.6913
38 female 34.8 2 no southwest 6571.544
18 female 33.155 0 no northeast 2207.69745
34 female 19 3 no northeast 6753.038
20 female 33 0 no southeast 1880.07
47 female 36.63 1 yes southeast 42969.8527
56 female 28.595 0 no northeast 11658.11505
49 male 25.6 2 yes southwest 23306.547
19 female 33.11 0 yes southeast 34439.8559
55 female 37.1 0 no southwest 10713.644
30 male 31.4 1 no southwest 3659.346
37 male 34.1 4 yes southwest 40182.246
49 female 21.3 1 no southwest 9182.17
18 male 33.535 0 yes northeast 34617.84065
59 male 28.785 0 no northwest 12129.61415
29 female 26.03 0 no northwest 3736.4647
36 male 28.88 3 no northeast 6748.5912
33 male 42.46 1 no southeast 11326.71487
58 male 38 0 no southwest 11365.952
44 female 38.95 0 yes northwest 42983.4585
53 male 36.1 1 no southwest 10085.846
24 male 29.3 0 no southwest 1977.815
29 female 35.53 0 no southeast 3366.6697
40 male 22.705 2 no northeast 7173.35995
51 male 39.7 1 no southwest 9391.346
64 male 38.19 0 no northeast 14410.9321
19 female 24.51 1 no northwest 2709.1119
35 female 38.095 2 no northeast 24915.04626
39 male 26.41 0 yes northeast 20149.3229
56 male 33.66 4 no southeast 12949.1554
33 male 42.4 5 no southwest 6666.243
42 male 28.31 3 yes northwest 32787.45859
61 male 33.915 0 no northeast 13143.86485
23 female 34.96 3 no northwest 4466.6214
43 male 35.31 2 no southeast 18806.14547
48 male 30.78 3 no northeast 10141.1362
39 male 26.22 1 no northwest 6123.5688
40 female 23.37 3 no northeast 8252.2843
18 male 28.5 0 no northeast 1712.227
58 female 32.965 0 no northeast 12430.95335
49 female 42.68 2 no southeast 9800.8882
53 female 39.6 1 no southeast 10579.711
48 female 31.13 0 no southeast 8280.6227
45 female 36.3 2 no southeast 8527.532
59 female 35.2 0 no southeast 12244.531
52 female 25.3 2 yes southeast 24667.419
26 female 42.4 1 no southwest 3410.324
27 male 33.155 2 no northwest 4058.71245
48 female 35.91 1 no northeast 26392.26029
57 female 28.785 4 no northeast 14394.39815
37 male 46.53 3 no southeast 6435.6237
57 female 23.98 1 no southeast 22192.43711
32 female 31.54 1 no northeast 5148.5526
18 male 33.66 0 no southeast 1136.3994
64 female 22.99 0 yes southeast 27037.9141
43 male 38.06 2 yes southeast 42560.4304
49 male 28.7 1 no southwest 8703.456
40 female 32.775 2 yes northwest 40003.33225
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
41 female 31.02 0 no southeast 6185.3208
44 female 43.89 2 yes southeast 46200.9851
45 male 21.375 0 no northwest 7222.78625
55 female 40.81 3 no southeast 12485.8009
60 male 31.35 3 yes northwest 46130.5265
56 male 36.1 3 no southwest 12363.547
49 female 23.18 2 no northwest 10156.7832
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 9863.4718
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
40 male 41.69 0 no southeast 5438.7491
47 female 24.1 1 no southwest 26236.57997
27 male 31.13 1 yes southeast 34806.4677
21 male 27.36 0 no northeast 2104.1134
47 male 36.2 1 no southwest 8068.185
20 male 32.395 1 no northwest 2362.22905
24 male 23.655 0 no northwest 2352.96845
27 female 34.8 1 no southwest 3577.999
26 female 40.185 0 no northwest 3201.24515
53 female 32.3 2 no northeast 29186.48236
41 male 35.75 1 yes southeast 40273.6455
56 male 33.725 0 no northwest 10976.24575
23 female 39.27 2 no southeast 3500.6123
21 female 34.87 0 no southeast 2020.5523
50 female 44.745 0 no northeast 9541.69555
53 male 41.47 0 no southeast 9504.3103
34 female 26.41 1 no northwest 5385.3379
47 female 29.545 1 no northwest 8930.93455
33 female 32.9 2 no southwest 5375.038
51 female 38.06 0 yes southeast 44400.4064
49 male 28.69 3 no northwest 10264.4421
31 female 30.495 3 no northeast 6113.23105
36 female 27.74 0 no northeast 5469.0066
18 male 35.2 1 no southeast 1727.54
50 female 23.54 2 no southeast 10107.2206
43 female 30.685 2 no northwest 8310.83915
20 male 40.47 0 no northeast 1984.4533
24 female 22.6 0 no southwest 2457.502
60 male 28.9 0 no southwest 12146.971
49 female 22.61 1 no northwest 9566.9909
60 male 24.32 1 no northwest 13112.6048
51 female 36.67 2 no northwest 10848.1343
58 female 33.44 0 no northwest 12231.6136
51 female 40.66 0 no northeast 9875.6804
53 male 36.6 3 no southwest 11264.541
62 male 37.4 0 no southwest 12979.358
19 male 35.4 0 no southwest 1263.249
50 female 27.075 1 no northeast 10106.13425
30 female 39.05 3 yes southeast 40932.4295
41 male 28.405 1 no northwest 6664.68595
29 female 21.755 1 yes northeast 16657.71745
18 female 40.28 0 no northeast 2217.6012
41 female 36.08 1 no southeast 6781.3542
35 male 24.42 3 yes southeast 19361.9988
53 male 21.4 1 no southwest 10065.413
24 female 30.1 3 no southwest 4234.927
48 female 27.265 1 no northeast 9447.25035
59 female 32.1 3 no southwest 14007.222
49 female 34.77 1 no northwest 9583.8933
37 female 38.39 0 yes southeast 40419.0191
26 male 23.7 2 no southwest 3484.331
23 male 31.73 3 yes northeast 36189.1017
29 male 35.5 2 yes southwest 44585.45587
45 male 24.035 2 no northeast 8604.48365
27 male 29.15 0 yes southeast 18246.4955
53 male 34.105 0 yes northeast 43254.41795
31 female 26.62 0 no southeast 3757.8448
50 male 26.41 0 no northwest 8827.2099
50 female 30.115 1 no northwest 9910.35985
34 male 27 2 no southwest 11737.84884
19 male 21.755 0 no northwest 1627.28245
47 female 36 1 no southwest 8556.907
28 male 30.875 0 no northwest 3062.50825
37 female 26.4 0 yes southeast 19539.243
21 male 28.975 0 no northwest 1906.35825
64 male 37.905 0 no northwest 14210.53595
58 female 22.77 0 no southeast 11833.7823
24 male 33.63 4 no northeast 17128.42608
31 male 27.645 2 no northeast 5031.26955
39 female 22.8 3 no northeast 7985.815
47 female 27.83 0 yes southeast 23065.4207
30 male 37.43 3 no northeast 5428.7277
18 male 38.17 0 yes southeast 36307.7983
22 female 34.58 2 no northeast 3925.7582
23 male 35.2 1 no southwest 2416.955
33 male 27.1 1 yes southwest 19040.876
27 male 26.03 0 no northeast 3070.8087
45 female 25.175 2 no northeast 9095.06825
57 female 31.825 0 no northwest 11842.62375
47 male 32.3 1 no southwest 8062.764
42 female 29 1 no southwest 7050.642
64 female 39.7 0 no southwest 14319.031
38 female 19.475 2 no northwest 6933.24225
61 male 36.1 3 no southwest 27941.28758
53 female 26.7 2 no southwest 11150.78
44 female 36.48 0 no northeast 12797.20962
19 female 28.88 0 yes northwest 17748.5062
41 male 34.2 2 no northwest 7261.741
51 male 33.33 3 no southeast 10560.4917
40 male 32.3 2 no northwest 6986.697
45 male 39.805 0 no northeast 7448.40395
35 male 34.32 3 no southeast 5934.3798
53 male 28.88 0 no northwest 9869.8102
30 male 24.4 3 yes southwest 18259.216
18 male 41.14 0 no southeast 1146.7966
51 male 35.97 1 no southeast 9386.1613
50 female 27.6 1 yes southwest 24520.264
31 female 29.26 1 no southeast 4350.5144
35 female 27.7 3 no southwest 6414.178
60 male 36.955 0 no northeast 12741.16745
21 male 36.86 0 no northwest 1917.3184
29 male 22.515 3 no northeast 5209.57885
62 female 29.92 0 no southeast 13457.9608
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 2731.9122
53 male 20.9 0 yes southeast 21195.818
39 female 31.92 2 no northwest 7209.4918
27 male 28.5 0 yes northwest 18310.742
30 male 44.22 2 no southeast 4266.1658
30 female 22.895 1 no northeast 4719.52405
58 female 33.1 0 no southwest 11848.141
33 male 24.795 0 yes northeast 17904.52705
42 female 26.18 1 no southeast 7046.7222
64 female 35.97 0 no southeast 14313.8463
21 male 22.3 1 no southwest 2103.08
18 female 42.24 0 yes southeast 38792.6856
23 male 26.51 0 no southeast 1815.8759
45 female 35.815 0 no northwest 7731.85785
40 female 41.42 1 no northwest 28476.73499
19 female 36.575 0 no northwest 2136.88225
18 male 30.14 0 no southeast 1131.5066
25 male 25.84 1 no northeast 3309.7926
46 female 30.8 3 no southwest 9414.92
33 female 42.94 3 no northwest 6360.9936
54 male 21.01 2 no southeast 11013.7119
28 male 22.515 2 no northeast 4428.88785
36 male 34.43 2 no southeast 5584.3057
20 female 31.46 0 no southeast 1877.9294
24 female 24.225 0 no northwest 2842.76075
23 male 37.1 3 no southwest 3597.596
47 female 26.125 1 yes northeast 23401.30575
33 female 35.53 0 yes northwest 55135.40209
45 male 33.7 1 no southwest 7445.918
26 male 17.67 0 no northwest 2680.9493
18 female 31.13 0 no southeast 1621.8827
44 female 29.81 2 no southeast 8219.2039
60 male 24.32 0 no northwest 12523.6048
64 female 31.825 2 no northeast 16069.08475
56 male 31.79 2 yes southeast 43813.8661
36 male 28.025 1 yes northeast 20773.62775
41 male 30.78 3 yes northeast 39597.4072
39 male 21.85 1 no northwest 6117.4945
63 male 33.1 0 no southwest 13393.756
36 female 25.84 0 no northwest 5266.3656
28 female 23.845 2 no northwest 4719.73655
58 male 34.39 0 no northwest 11743.9341
36 male 33.82 1 no northwest 5377.4578
42 male 35.97 2 no southeast 7160.3303
36 male 31.5 0 no southwest 4402.233
56 female 28.31 0 no northeast 11657.7189
35 female 23.465 2 no northeast 6402.29135
59 female 31.35 0 no northwest 12622.1795
21 male 31.1 0 no southwest 1526.312
59 male 24.7 0 no northeast 12323.936
23 female 32.78 2 yes southeast 36021.0112
57 female 29.81 0 yes southeast 27533.9129
53 male 30.495 0 no northeast 10072.05505
60 female 32.45 0 yes southeast 45008.9555
51 female 34.2 1 no southwest 9872.701
23 male 50.38 1 no southeast 2438.0552
27 female 24.1 0 no southwest 2974.126
55 male 32.775 0 no northwest 10601.63225
37 female 30.78 0 yes northeast 37270.1512
61 male 32.3 2 no northwest 14119.62
46 female 35.53 0 yes northeast 42111.6647
53 female 23.75 2 no northeast 11729.6795
49 female 23.845 3 yes northeast 24106.91255
20 female 29.6 0 no southwest 1875.344
48 female 33.11 0 yes southeast 40974.1649
25 male 24.13 0 yes northwest 15817.9857
25 female 32.23 1 no southeast 18218.16139
57 male 28.1 0 no southwest 10965.446
37 female 47.6 2 yes southwest 46113.511
38 female 28 3 no southwest 7151.092
55 female 33.535 2 no northwest 12269.68865
36 female 19.855 0 no northeast 5458.04645
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 1141.4451
57 male 43.7 1 no southwest 11576.13
61 male 23.655 0 no northeast 13129.60345
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 3392.3652
42 male 24.86 0 no southeast 5966.8874
43 male 30.1 1 no southwest 6849.026
44 male 21.85 3 no northeast 8891.1395
23 female 28.12 0 no northwest 2690.1138
49 female 27.1 1 no southwest 26140.3603
33 male 33.44 5 no southeast 6653.7886
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 2789.0574
21 female 22.135 0 no northeast 2585.85065
51 female 37.05 3 yes northeast 46255.1125
25 male 26.695 4 no northwest 4877.98105
32 male 28.93 1 yes southeast 19719.6947
57 male 28.975 0 yes northeast 27218.43725
36 female 30.02 0 no northwest 5272.1758
22 male 39.5 0 no southwest 1682.597
57 male 33.63 1 no northwest 11945.1327
64 female 26.885 0 yes northwest 29330.98315
36 female 29.04 4 no southeast 7243.8136
54 male 24.035 0 no northeast 10422.91665
47 male 38.94 2 yes southeast 44202.6536
62 male 32.11 0 no northeast 13555.0049
61 female 44 0 no southwest 13063.883
43 female 20.045 2 yes northeast 19798.05455
19 male 25.555 1 no northwest 2221.56445
18 female 40.26 0 no southeast 1634.5734
19 female 22.515 0 no northwest 2117.33885
49 male 22.515 0 no northeast 8688.85885
60 male 40.92 0 yes southeast 48673.5588
26 male 27.265 3 no northeast 4661.28635
49 male 36.85 0 no southeast 8125.7845
60 female 35.1 0 no southwest 12644.589
26 female 29.355 2 no northeast 4564.19145
27 male 32.585 3 no northeast 4846.92015
44 female 32.34 1 no southeast 7633.7206
63 male 39.8 3 no southwest 15170.069
32 female 24.6 0 yes southwest 17496.306
22 male 28.31 1 no northwest 2639.0429
18 male 31.73 0 yes northeast 33732.6867
59 female 26.695 3 no northwest 14382.70905
44 female 27.5 1 no southwest 7626.993
33 male 24.605 2 no northwest 5257.50795
24 female 33.99 0 no southeast 2473.3341
43 female 26.885 0 yes northwest 21774.32215
45 male 22.895 0 yes northeast 35069.37452
61 female 28.2 0 no southwest 13041.921
35 female 34.21 1 no southeast 5245.2269
62 female 25 0 no southwest 13451.122
62 female 33.2 0 no southwest 13462.52
38 male 31 1 no southwest 5488.262
34 male 35.815 0 no northwest 4320.41085
43 male 23.2 0 no southwest 6250.435
50 male 32.11 2 no northeast 25333.33284
19 female 23.4 2 no southwest 2913.569
57 female 20.1 1 no southwest 12032.326
62 female 39.16 0 no southeast 13470.8044
41 male 34.21 1 no southeast 6289.7549
26 male 46.53 1 no southeast 2927.0647
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 4673.3922
59 female 27.5 0 no southwest 12233.828
44 male 29.735 2 no northeast 32108.66282
39 female 24.225 5 no northwest 8965.79575
18 male 26.18 2 no southeast 2304.0022
53 male 29.48 0 no southeast 9487.6442
18 male 23.21 0 no southeast 1121.8739
50 female 46.09 1 no southeast 9549.5651
18 female 40.185 0 no northeast 2217.46915
19 male 22.61 0 no northwest 1628.4709
62 male 39.93 0 no southeast 12982.8747
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 39047.285
42 male 31.255 0 no northwest 6358.77645
25 male 29.7 3 yes southwest 19933.458
57 male 18.335 0 no northeast 11534.87265
51 male 42.9 2 yes southeast 47462.894
30 female 28.405 1 no northwest 4527.18295
44 male 30.2 2 yes southwest 38998.546
34 male 27.835 1 yes northwest 20009.63365
31 male 39.49 1 no southeast 3875.7341
54 male 30.8 1 yes southeast 41999.52
24 male 26.79 1 no northwest 12609.88702
43 male 34.96 1 yes northeast 41034.2214
48 male 36.67 1 no northwest 28468.91901
19 female 39.615 1 no northwest 2730.10785
29 female 25.9 0 no southwest 3353.284
63 female 35.2 1 no southeast 14474.675
46 male 24.795 3 no northeast 9500.57305
52 male 36.765 2 no northwest 26467.09737
35 male 27.1 1 no southwest 4746.344
51 male 24.795 2 yes northwest 23967.38305
44 male 25.365 1 no northwest 7518.02535
21 male 25.745 2 no northeast 3279.86855
39 female 34.32 5 no southeast 8596.8278
50 female 28.16 3 no southeast 10702.6424
34 female 23.56 0 no northeast 4992.3764
22 female 20.235 0 no northwest 2527.81865
19 female 40.5 0 no southwest 1759.338
26 male 35.42 0 no southeast 2322.6218
29 male 22.895 0 yes northeast 16138.76205
48 male 40.15 0 no southeast 7804.1605
26 male 29.15 1 no southeast 2902.9065
45 female 39.995 3 no northeast 9704.66805
36 female 29.92 0 no southeast 4889.0368
54 male 25.46 1 no northeast 25517.11363
34 male 21.375 0 no northeast 4500.33925
31 male 25.9 3 yes southwest 19199.944
27 female 30.59 1 no northeast 16796.41194
20 male 30.115 5 no northeast 4915.05985
44 female 25.8 1 no southwest 7624.63
43 male 30.115 3 no northwest 8410.04685
45 female 27.645 1 no northwest 28340.18885
34 male 34.675 0 no northeast 4518.82625
24 female 20.52 0 yes northeast 14571.8908
26 female 19.8 1 no southwest 3378.91
38 female 27.835 2 no northeast 7144.86265
50 female 31.6 2 no southwest 10118.424
38 male 28.27 1 no southeast 5484.4673
27 female 20.045 3 yes northwest 16420.49455
39 female 23.275 3 no northeast 7986.47525
39 female 34.1 3 no southwest 7418.522
63 female 36.85 0 no southeast 13887.9685
33 female 36.29 3 no northeast 6551.7501
36 female 26.885 0 no northwest 5267.81815
30 male 22.99 2 yes northwest 17361.7661
24 male 32.7 0 yes southwest 34472.841
24 male 25.8 0 no southwest 1972.95
48 male 29.6 0 no southwest 21232.18226
47 male 19.19 1 no northeast 8627.5411
29 male 31.73 2 no northwest 4433.3877
28 male 29.26 2 no northeast 4438.2634
47 male 28.215 3 yes northwest 24915.22085
25 male 24.985 2 no northeast 23241.47453
51 male 27.74 1 no northeast 9957.7216
48 female 22.8 0 no southwest 8269.044
43 male 20.13 2 yes southeast 18767.7377
61 female 33.33 4 no southeast 36580.28216
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 12124.9924
19 female 24.605 1 no northwest 2709.24395
26 female 34.2 2 no southwest 3987.926
54 female 35.815 3 no northwest 12495.29085
21 female 32.68 2 no northwest 26018.95052
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
18 male 23.32 1 no southeast 1711.0268
47 female 45.32 1 no southeast 8569.8618
21 female 34.6 0 no southwest 2020.177
19 male 26.03 1 yes northwest 16450.8947
23 male 18.715 0 no northwest 21595.38229
54 male 31.6 0 no southwest 9850.432
37 female 17.29 2 no northeast 6877.9801
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
45 female 31.79 0 no southeast 17929.30337
24 female 39.49 0 no southeast 2480.9791
32 male 33.82 1 no northwest 4462.7218
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
36 male 28.595 3 no northwest 6548.19505
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 8978.1851
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
32 male 27.835 1 no northwest 4454.40265
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
33 female 19.095 2 yes northeast 16776.30405
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
37 male 29.8 0 no southwest 20420.60465
54 female 31.24 0 no southeast 10338.9316
49 female 29.925 0 no northwest 8988.15875
50 female 26.22 2 no northwest 10493.9458
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
41 male 29.64 5 no northeast 9222.4026
25 male 33.33 2 yes southeast 36124.5737
33 male 35.75 1 yes southeast 38282.7495
30 female 19.95 3 no northwest 5693.4305
23 female 31.4 0 yes southwest 34166.273
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
55 male 29.9 0 no southwest 10214.636
35 female 35.86 2 no southeast 5836.5204
34 male 32.8 1 no southwest 14358.36437
19 female 18.6 0 no southwest 1728.897
39 female 23.87 5 no southeast 8582.3023
27 male 45.9 2 no southwest 3693.428
57 male 40.28 0 no northeast 20709.02034
52 female 18.335 0 no northwest 9991.03765
28 male 33.82 0 no northwest 19673.33573
50 female 28.12 3 no northwest 11085.5868
44 female 25 1 no southwest 7623.518
26 female 22.23 0 no northwest 3176.2877
33 male 30.25 0 no southeast 3704.3545
19 female 32.49 0 yes northwest 36898.73308
50 male 37.07 1 no southeast 9048.0273
41 female 32.6 3 no southwest 7954.517
52 female 24.86 0 no southeast 27117.99378
39 male 32.34 2 no southeast 6338.0756
50 male 32.3 2 no southwest 9630.397
52 male 32.775 3 no northwest 11289.10925
60 male 32.8 0 yes southwest 52590.82939
20 female 31.92 0 no northwest 2261.5688
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 2203.73595
58 female 36.48 0 no northwest 12235.8392
43 female 32.56 3 yes southeast 40941.2854
35 female 35.815 1 no northwest 5630.45785
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
23 female 23.18 2 no northwest 14426.07385
20 female 30.59 0 no northeast 2459.7201
32 female 41.1 0 no southwest 3989.841
43 female 34.58 1 no northwest 7727.2532
34 male 42.13 2 no southeast 5124.1887
30 male 38.83 1 no southeast 18963.17192
18 female 28.215 0 no northeast 2200.83085
41 female 28.31 1 no northwest 7153.5539
35 female 26.125 0 no northeast 5227.98875
57 male 40.37 0 no southeast 10982.5013
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 6112.35295
18 male 27.36 1 yes northeast 17178.6824
43 female 26.7 2 yes southwest 22478.6
56 female 41.91 0 no southeast 11093.6229
38 male 29.26 2 no northwest 6457.8434
29 male 32.11 2 no northwest 4433.9159
22 female 27.1 0 no southwest 2154.361
52 female 24.13 1 yes northwest 23887.6627
40 female 27.4 1 no southwest 6496.886
23 female 34.865 0 no northeast 2899.48935
31 male 29.81 0 yes southeast 19350.3689
42 female 41.325 1 no northeast 7650.77375
24 female 29.925 0 no northwest 2850.68375
25 female 30.3 0 no southwest 2632.992
48 female 27.36 1 no northeast 9447.3824
23 female 28.49 1 yes southeast 18328.2381
45 male 23.56 2 no northeast 8603.8234
20 male 35.625 3 yes northwest 37465.34375
62 female 32.68 0 no northwest 13844.7972
43 female 25.27 1 yes northeast 21771.3423
23 female 28 0 no southwest 13126.67745
31 female 32.775 2 no northwest 5327.40025
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
19 female 27.93 3 no northwest 18838.70366
19 female 30.02 0 yes northwest 33307.5508
41 male 33.55 0 no southeast 5699.8375
40 male 29.355 1 no northwest 6393.60345
31 female 25.8 2 no southwest 4934.705
37 male 24.32 2 no northwest 6198.7518
46 male 40.375 2 no northwest 8733.22925
22 male 32.11 0 no northwest 2055.3249
51 male 32.3 1 no northeast 9964.06
18 female 27.28 3 yes southeast 18223.4512
35 male 17.86 1 no northwest 5116.5004
59 female 34.8 2 no southwest 36910.60803
36 male 33.4 2 yes southwest 38415.474
37 female 25.555 1 yes northeast 20296.86345
59 male 37.1 1 no southwest 12347.172
36 male 30.875 1 no northwest 5373.36425
39 male 34.1 2 no southeast 23563.01618
18 male 21.47 0 no northeast 1702.4553
52 female 33.3 2 no southwest 10806.839
27 female 31.255 1 no northwest 3956.07145
18 male 39.14 0 no northeast 12890.05765
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
38 female 30.21 3 no northwest 7537.1639
30 female 21.945 1 no northeast 4718.20355
40 male 24.97 2 no southeast 6593.5083
50 male 25.3 0 no southeast 8442.667
20 female 24.42 0 yes southeast 26125.67477
41 male 23.94 1 no northeast 6858.4796
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
20 female 21.8 0 yes southwest 20167.33603
54 female 24.605 3 no northwest 12479.70895
58 male 23.3 0 no southwest 11345.519
45 female 27.83 2 no southeast 8515.7587
26 male 31.065 0 no northwest 2699.56835
63 female 21.66 0 no northeast 14449.8544
58 female 28.215 0 no northwest 12224.35085
37 male 22.705 3 no northeast 6985.50695
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
22 female 21.28 3 no northwest 4296.2712
28 female 33.11 0 no southeast 3171.6149
18 male 33.33 0 no southeast 1135.9407
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 1633.9618
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
34 female 27.72 0 no southeast 4415.1588
42 female 37.9 0 no southwest 6474.013
51 female 36.385 3 no northwest 11436.73815
54 female 27.645 1 no northwest 11305.93455
55 male 37.715 3 no northwest 30063.58055
52 female 23.18 0 no northeast 10197.7722
32 female 20.52 0 no northeast 4544.2348
28 male 37.1 1 no southwest 3277.161
41 female 28.05 1 no southeast 6770.1925
43 female 29.9 1 no southwest 7337.748
49 female 33.345 2 no northeast 10370.91255
64 male 23.76 0 yes southeast 26926.5144
55 female 30.5 0 no southwest 10704.47
24 male 31.065 0 yes northeast 34254.05335
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 3292.52985
25 female 34.485 0 no northwest 3021.80915
43 male 25.52 5 no southeast 14478.33015
35 male 27.61 1 no southeast 4747.0529
26 male 27.06 0 yes southeast 17043.3414
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 4357.04365
39 male 29.925 1 yes northeast 22462.04375
25 female 26.79 2 no northwest 4189.1131
48 female 33.33 0 no southeast 8283.6807
47 female 27.645 2 yes northwest 24535.69855
18 female 21.66 0 yes northeast 14283.4594
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
36 female 25.9 1 no southwest 5472.449
20 male 39.4 2 yes southwest 38344.566
44 male 34.32 1 no southeast 7147.4728
38 female 19.95 2 no northeast 7133.9025
19 male 34.9 0 yes southwest 34828.654
21 male 23.21 0 no southeast 1515.3449
46 male 25.745 3 no northwest 9301.89355
58 male 25.175 0 no northeast 11931.12525
20 male 22 1 no southwest 1964.78
18 male 26.125 0 no northeast 1708.92575
28 female 26.51 2 no southeast 4340.4409
33 male 27.455 2 no northwest 5261.46945
19 female 25.745 1 no northwest 2710.82855
45 male 30.36 0 yes southeast 62592.87309
62 male 30.875 3 yes northwest 46718.16325
25 female 20.8 1 no southwest 3208.787
43 male 27.8 0 yes southwest 37829.7242
42 male 24.605 2 yes northeast 21259.37795
24 female 27.72 0 no southeast 2464.6188
29 female 21.85 0 yes northeast 16115.3045
32 male 28.12 4 yes northwest 21472.4788
25 female 30.2 0 yes southwest 33900.653
41 male 32.2 2 no southwest 6875.961
42 male 26.315 1 no northwest 6940.90985
33 female 26.695 0 no northwest 4571.41305
34 male 42.9 1 no southwest 4536.259
19 female 34.7 2 yes southwest 36397.576
30 female 23.655 3 yes northwest 18765.87545
18 male 28.31 1 no northeast 11272.33139
19 female 20.6 0 no southwest 1731.677
18 male 53.13 0 no southeast 1163.4627
35 male 39.71 4 no northeast 19496.71917
39 female 26.315 2 no northwest 7201.70085
31 male 31.065 3 no northwest 5425.02335
62 male 26.695 0 yes northeast 28101.33305
62 male 38.83 0 no southeast 12981.3457
42 female 40.37 2 yes southeast 43896.3763
31 male 25.935 1 no northwest 4239.89265
61 male 33.535 0 no northeast 13143.33665
42 female 32.87 0 no northeast 7050.0213
51 male 30.03 1 no southeast 9377.9047
23 female 24.225 2 no northeast 22395.74424
52 male 38.6 2 no southwest 10325.206
57 female 25.74 2 no southeast 12629.1656
23 female 33.4 0 no southwest 10795.93733
52 female 44.7 3 no southwest 11411.685
50 male 30.97 3 no northwest 10600.5483
18 female 31.92 0 no northeast 2205.9808
18 female 36.85 0 no southeast 1629.8335
21 female 25.8 0 no southwest 2007.945
61 female 29.07 0 yes northwest 29141.3603
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment