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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
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32 female 44.22 0 no southeast 3994.1778
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