Cardiovascular Risk Factors

Cardiovascular Risk Factors

Studying Cardiovascular Risk Factors

EXPERIMENT OBJECTIVE : To explore how age, sex, lifestyle, and body measurements relate to cardiovascular and metabolic health.

1. Setting up R Packages

# SETUP CHUNK- LIBRARIES
#| label: setup
#| echo: false
library(tidyverse)

── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.4     ✔ readr     2.1.5
✔ forcats   1.0.0     ✔ stringr   1.5.2
✔ ggplot2   4.0.0     ✔ tibble    3.3.0
✔ lubridate 1.9.4     ✔ tidyr     1.3.1
✔ purrr     1.1.0     
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

library(mosaic) # Our all-in-one package

Registered S3 method overwritten by 'mosaic':
  method                           from   
  fortify.SpatialPolygonsDataFrame ggplot2

The 'mosaic' package masks several functions from core packages in order to add 
additional features.  The original behavior of these functions should not be affected by this.

Attaching package: 'mosaic'

The following object is masked from 'package:Matrix':

    mean

The following objects are masked from 'package:dplyr':

    count, do, tally

The following object is masked from 'package:purrr':

    cross

The following object is masked from 'package:ggplot2':

    stat

The following objects are masked from 'package:stats':

    binom.test, cor, cor.test, cov, fivenum, IQR, median, prop.test,
    quantile, sd, t.test, var

The following objects are masked from 'package:base':

    max, mean, min, prod, range, sample, sum

library(skimr) # Looking at data

Attaching package: 'skimr'

The following object is masked from 'package:mosaic':

    n_missing

library(janitor) # Clean the data

Attaching package: 'janitor'

The following objects are masked from 'package:stats':

    chisq.test, fisher.test

library(naniar) # Handle missing data

Attaching package: 'naniar'

The following object is masked from 'package:skimr':

    n_complete

library(visdat) # Visualize missing data
library(tinytable) # Printing Static Tables for our data

Attaching package: 'tinytable'

The following object is masked from 'package:ggplot2':

    theme_void

library(DT) # Interactive Tables for our data
library(crosstable) # Multiple variable summaries

Attaching package: 'crosstable'

The following object is masked from 'package:purrr':

    compact

library(CardioDataSets)
library(vcd)

Loading required package: grid

Attaching package: 'vcd'

The following object is masked from 'package:mosaic':

    mplot

2. Reading and Cleaning Data

data("cardioRiskFactors_df", package = "CardioDataSets")
cardio_modified <- cardioRiskFactors_df %>% 
  janitor::clean_names(case="snake")
cardio_modified

    age  bmi  waisthip smok choles trig  hdl  ldl sys   dia uric sex       alco
1    52 36.9 0.8000000    0    7.4 3.44 1.25 4.59 154  89.0  437   0   0.000000
2    54 30.7 0.8256881    0    7.9 2.24 1.46 5.42 135  81.0  361   0   0.000000
3    61 32.2 0.8653846    0    7.0 1.75 1.28 4.92 154  93.0  268   0   0.000000
4    51 36.6 0.9166667    0    5.7 2.10 1.07 3.68 180 112.0  335   0   0.000000
5    58 31.4 0.8269231    0    8.7 2.26 0.80 6.87 154 104.0  549   0   0.000000
6    62 42.3 0.9391304    0    8.1 1.97 1.02 6.18 116  85.0  315   0   0.000000
7    54 26.7 0.8602151    1    6.5 2.64 1.66 3.64 168 105.0  903   1 208.285706
8    52 27.0 0.9484536    1    7.7 2.07 1.18 5.58 156 104.0  691   1 161.785706
9    45 34.0 0.8392857    0    7.4 2.63 0.84 5.36 141  77.0  304   0   0.000000
10   55 20.9 0.8958333    1    6.7 2.99 1.11 4.23 156  96.0  607   1  15.442860
11   39 27.3 0.8333333    0    7.4 3.54 1.19 4.60 141  88.0  366   0   0.000000
12   57 33.9 0.7857143    0    5.5 2.47 1.21 3.17 135  89.0  482   0   0.000000
13   31 41.1 0.8492063    1    4.2 2.00 0.73 2.56 133  77.0  284   0   0.000000
14   50 20.4 0.8314607    0    8.0 3.33 0.96 5.53 134  97.0  340   0   0.000000
15   50 26.6 0.9705882    0    6.2 2.58 1.39 3.64 181 104.0  754   1  69.428574
16   46 30.2 0.9469027    0    5.9 3.28 1.45 2.96 140  93.0  590   1  12.285710
17   48 33.1 0.8214286    0    6.7 1.77 1.33 4.57 127  79.0  345   0   0.000000
18   62 27.0 0.8349515    0    6.9 1.76 1.74 4.36 141 100.0  282   0   0.000000
19   63 24.5 1.0000000    0    7.3 2.49 0.83 5.34 146 102.0  492   1  16.200001
20   39 35.5 0.8632479    0    6.8 2.62 1.41 4.20 150  95.0  385   0   0.000000
21   54 24.2 0.8800000    0    7.5 2.16 1.11 5.41 141  90.5  319   0   0.000000
22   48 28.3 0.9183673    1    8.2 3.94 1.91 4.50 132  92.0  525   0   0.000000
23   53 38.3 0.8396226    0    7.1 1.20 1.93 4.62 154  96.0  496   0   0.000000
24   54 30.1 0.9279279    0    4.3 2.49 1.18 1.99 130  82.0  545   1  36.142860
25   59 28.2 0.8543689    0    4.8 2.06 1.36 2.50 167 100.0  349   0   0.000000
26   31 30.2 0.7920792    0    6.9 1.92 1.14 4.89 159 111.0  287   0   0.000000
27   36 32.2 0.8909091    0    6.2 3.00 0.89 3.95 153  99.0  543   1   0.000000
28   39 31.1 0.9708738    1    7.4 1.92 1.28 5.25 170 119.0  479   1 300.857086
29   45 25.0 0.8269231    0    7.4 2.10 1.15 5.30 110  79.0  590   1   0.000000
30   54 25.3 0.9285714    0    5.6 2.32 1.37 3.18 139  92.0  472   1   0.000000
31   48 24.0 0.9300000    0    6.5 7.98 0.48 2.39 190 128.0 1149   1 127.285698
32   54 44.2 0.8712121    0    6.9 1.30 1.16 5.15 167  92.0  383   0   0.000000
33   56 24.6 0.8585859    0    8.2 1.79 1.37 6.02 158  93.0  275   0   0.000000
34   60 21.6 0.7684211    0    7.0 1.87 1.37 4.78 164  98.0  154   0   0.000000
35   30 28.3 0.8900000    1    7.6 3.21 1.19 4.95 126  93.0  563   1   9.257143
36   44 30.1 0.8301887    0    6.2 1.87 1.28 4.07 130 101.0  296   0   0.000000
37   61 32.0 0.8108108    0    7.7 1.35 1.40 5.69 149  89.0  446   0   0.000000
38   28 48.6 0.8484848    0    6.1 1.80 1.12 4.16 129  71.0  333   0   0.000000
39   50 25.6 0.9540230    1    3.6 2.08 0.70 1.95 192 101.0  581   1 139.628601
40   49 28.0 0.9074074    1    5.6 1.99 0.96 3.74 126  89.0  166   0   0.000000
41   50 32.7 0.8333333    0    6.3 1.31 1.84 3.86 123  88.0  275   0   0.000000
42   31 27.9 0.7699115    0    5.9 1.71 1.19 3.93 148  97.0  265   0   0.000000
43   58 26.6 0.8200000    0    8.4 2.29 1.37 5.99 138  88.0  235   0   0.000000
44   57 26.7 0.9142857    1    6.4 4.09 1.19 3.35 158  85.0  355   0   0.000000
45   64 36.5 0.7983871    0    6.4 1.55 1.11 4.59 152  77.0  277   0   0.000000
46   32 22.1 0.9081633    0    7.0 4.18 1.23 3.87 121  80.0  476   1  28.528570
47   56 34.5 0.8305085    0    8.3 1.34 1.21 6.48 179 112.0  276   0   0.000000
48   58 30.5 0.8539326    1    6.5 2.04 1.68 3.89 157 102.0  669   1 139.942902
49   51 25.2 0.8137255    0    7.9 1.56 1.75 5.44 175 121.0  426   0   0.000000
50   50 29.7 0.8918919    0    4.4 1.61 1.10 2.57 154  89.0  524   1   0.000000
51   51 28.0 0.8222222    0    5.4 1.90 1.28 3.26 145  94.0  257   0   0.000000
52   54 28.8 0.8653846    0    7.5 1.32 1.15 5.75 211 120.0  264   0   0.000000
53   53 32.4 0.8214286    0    6.7 1.48 1.37 4.66 146  82.0  273   0   0.000000
54   46 31.4 0.9230769    0    6.2 0.82 1.11 4.72 135  92.0  373   1   0.000000
55   53 37.0 0.8090909    0    7.0 0.72 1.88 4.79 157 101.0  433   0   0.000000
56   39 21.1 0.8659794    0    5.7 1.93 1.34 3.48 129  83.0  316   1   0.000000
57   43 23.6 0.7578947    0    7.1 1.97 1.59 4.61 132  92.0  336   0   0.000000
58   61 30.1 0.8210526    0    5.8 1.15 2.42 2.86 161  92.0  291   0   0.000000
59   28 27.0 0.8653846    0    6.2 2.56 1.18 3.86 138  81.0  549   1   0.000000
60   60 30.4 0.9444444    0    4.1 1.25 0.95 2.58 137  87.0  322   1   0.000000
61   49 27.2 0.8541667    1    6.3 1.20 1.81 3.94 182 109.0  330   1   0.000000
62   60 31.6 0.7950820    0    6.6 0.86 1.10 5.11 146  93.0  212   0   0.000000
63   52 29.1 0.9439252    0    4.8 1.48 0.98 3.15 159 112.0  476   1   0.000000
64   54 19.2 0.8372093    0    5.7 2.35 1.86 2.77 128  79.0  458   1   0.000000
65   47 31.1 0.8035714    1    5.8 1.68 0.99 4.05 139  99.0  239   0   0.000000
66   48 42.7 0.7028986    0    6.6 1.46 1.66 4.28 161 111.0  335   0   0.000000
67   51 38.4 0.8770492    0    4.2 0.90 1.66 2.13 166  99.0  410   0   0.000000
68   59 27.1 0.9072165    1    7.1 1.52 1.82 4.59 183 123.0  444   1  40.885719
69   43 29.3 0.8256881    0    6.3 1.57 0.98 4.61 136  96.0  400   0   0.000000
70   57 26.4 0.9574468    0    6.9 0.96 2.07 4.39 140 105.0  419   1   0.000000
71   34 21.2 0.7954545    0    8.3 1.88 1.21 6.24 130  75.0  234   1   0.000000
72   60 32.9 0.9813084    0    6.9 1.61 0.97 5.20 151  93.0  454   1   0.000000
73   52 19.1 0.8444444    0    5.2 1.18 1.72 2.94 154  97.0  333   1   0.000000
74   63 30.0 0.7788462    0   11.0 0.80 1.15 9.49 150 100.0  353   0   0.000000
75   42 38.6 0.7786885    0    5.1 0.86 1.41 3.30 150  96.0  205   0   0.000000
76   48 26.5 0.8100000    0    7.1 0.98 1.98 4.67 142  94.0  311   0   0.000000
77   51 24.8 0.9117647    0    6.9 1.54 1.32 4.88 144  97.0  332   1   0.000000
78   47 26.9 0.8217822    0    7.2 0.42 2.02 4.99 151 102.0  344   0   0.000000
79   45 32.2 0.8529412    0    6.2 1.04 2.88 2.85 170 123.0  333   0   0.000000
80   46 35.3 0.7583333    0    6.1 1.18 1.03 4.53 118  81.0  271   0   0.000000
81   62 25.6 0.8315789    0    5.9 0.97 1.78 3.68 162  75.0  251   0   0.000000
82   51 30.1 0.8990826    0    6.5 0.89 1.75 4.35 137  92.0  335   1  62.414291
83   59 25.3 0.9134615    0    6.0 1.60 0.92 4.35 147 101.0  490   1   0.000000
84   58 31.6 0.8073394    0    6.0 0.91 1.87 3.72 156  92.0  235   0   0.000000
85   61 19.8 0.7750000    0    5.7 1.92 0.98 3.85 157 108.0  315   0 289.285706
86   42 35.6 0.7154472    0    7.1 1.07 1.36 5.25 127  79.0  284   0   0.000000
87   55 30.7 0.8378378    0    6.2 1.36 1.60 3.98 141  81.0  360   0   0.000000
88   62 33.3 0.8224299    0    4.4 0.84 1.79 2.23 133  89.0  290   0   0.000000
89   50 28.2 0.8367347    1    6.4 1.47 1.56 4.17 151  99.0  440   1  67.500000
90   37 34.1 0.9245283    1    6.7 1.20 0.98 5.17 132 102.0  414   1  29.285721
91   43 37.7 0.8181818    0    5.1 0.69 1.48 3.31 156 103.0  262   0   0.000000
92   52 26.6 0.8217822    0    7.1 1.25 2.04 4.49 164 102.0  323   0   0.000000
93   47 26.4 0.9100000    1    4.9 1.34 1.03 3.26 139  96.0  403   1   0.000000
94   47 22.4 0.9072165    1    5.5 0.58 1.48 3.76 134 100.0  393   1   0.000000
95   49 27.2 0.8165138    0    8.7 0.92 2.52 5.76 152 109.0  285   0   0.000000
96   50 32.2 0.8224299    0    5.5 0.85 1.63 3.48 124  91.0  348   0   0.000000
97   54 31.2 0.7345133    0    7.6 0.86 2.37 4.84 128  82.0  324   0   0.000000
98   60 17.9 0.8170732    0    5.4 0.93 2.92 2.06 153  80.0  232   0   0.000000
99   29 24.1 0.7572816    0    7.2 1.39 1.61 4.96 126  96.0  212   0   0.000000
100  52 35.4 0.8360656    0    6.6 0.78 1.68 4.57 233 119.0  291   0   0.000000
101  39 25.2 0.9009901    0    6.6 1.18 1.39 4.67 130  92.0  435   1  77.085716
102  34 26.5 0.8921569    0    4.6 0.85 1.29 2.92 132  92.0  254   0   0.000000
103  64 30.3 0.8039216    0    4.7 1.57 1.03 2.96 245 129.0  325   0   0.000000
104  42 30.6 0.8807339    0    5.9 1.21 1.41 3.94 125  88.0  192   0   0.000000
105  53 23.8 0.9090909    1    3.4 1.07 1.99 0.92 201 124.0  438   1  96.428574
106  59 33.9 0.8557692    0    8.4 0.80 2.07 5.97 147  81.0  318   0   0.000000
107  51 25.3 0.8043478    1    4.9 0.68 1.71 2.88 131  98.0  415   0   0.000000
108  47 26.4 0.7979798    0    7.1 0.61 1.98 4.84 133  90.0  265   0   0.000000
109  47 25.6 0.9238095    0    6.3 0.91 0.96 4.93 121  82.0  296   1   0.000000
110  46 21.1 0.8227848    1    6.7 0.80 2.19 4.15 184 120.0  346   0   0.000000
111  50 29.8 0.8981481    0    7.1 0.83 0.91 5.81 151  99.0  459   1   0.000000
112  42 24.2 0.7647059    0    4.9 0.98 1.58 2.87 132  91.0  222   0   0.000000
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117  61 22.8 0.8437500    0    6.3 0.76 1.58 4.37 150 100.0  297   1   0.000000
118  55 34.2 0.8369565    1    5.5 1.15 1.62 3.36 146  87.0  347   1   0.000000
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121  54 23.7 0.7623762    0    6.0 1.17 2.58 2.89 140  79.0  302   0   0.000000
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124  48 20.6 0.8111111    1    6.6 1.53 1.79 4.11 153 105.0  352   1 672.114319
125  39 36.7 0.7777778    0    6.7 0.74 2.01 4.35 123  82.0  235   0   0.000000
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127  49 25.4 0.8571429    0    7.2 0.85 2.29 4.52 132  84.0  201   0   0.000000
128  50 26.1 0.8727273    0    3.6 0.85 1.24 1.97 155  91.0  233   0   0.000000
129  48 27.6 0.8557692    0    6.5 0.75 1.78 4.38 170 112.0  458   1   0.000000
130  49 30.1 0.7755102    0    6.5 0.76 1.97 4.18 117  84.0  252   0   0.000000
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155  45 19.7 0.8470588    0    4.3 0.74 1.13 2.83 113  70.0  263   1   0.000000
156  36 18.4 0.9047619    1    3.7 0.79 2.22 1.12 135  91.0  505   1   0.000000
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158  38 23.7 0.7244898    0    6.0 0.53 1.55 4.21 126  83.0  238   0   0.000000
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956  37 18.3 0.8072289    0    4.5 0.88 2.95 1.15 153 106.0  259   0   0.000000
957  40 20.1 0.8131868    0    5.6 0.95 1.82 3.35 191  92.0  627   1  13.885710
958  43 37.4 0.9512195    0    6.2 2.18 0.99 4.22 113  76.0  561   1   0.000000
959  48 26.9 0.9801980    0    3.9 0.88 1.40 2.10 136  80.0  280   1   0.000000
960  54 16.5 0.7901235    0    5.2 1.00 1.29 3.46 145  70.0  256   0   0.000000
961  25 23.4 0.7708333    0    4.7 0.71 1.23 3.15 117  75.0  294   1  38.142860
962  61 18.0 0.8888889    1    3.7 0.83 2.11 1.21 145  88.0  228   1 135.000000
963  62 40.2 0.9000000    0    6.5 0.88 2.00 4.10 140  92.0  345   0   0.000000
964  40 16.8 0.7752809    1    4.5 1.01 2.23 1.81 122  91.0  312   1 144.642899
965  56 28.8 0.7982456    0    7.7 1.86 1.18 5.67 165 105.0  289   0   0.000000
966  60 22.5 0.8241758    1    4.3 0.92 1.15 2.73 126  82.0  240   0   0.000000
967  26 22.0 0.7628866    0    4.2 0.50 1.12 2.85 121  71.0  252   0   0.000000
968  32 22.1 0.8202247    0    4.8 0.75 1.12 3.34 132  72.0  212   0   0.000000
969  44 24.3 0.8750000    1    7.8 4.17 1.06 4.84 121  81.0  824   1  27.771429
970  41 22.7 0.8526316    1    6.8 0.58 1.83 4.71 157 113.0  300   1   0.000000
971  54 25.8 0.8541667    0    5.7 4.91 1.11 2.36 179 108.0  770   1   0.000000
972  43 19.6 0.7411765    0    5.3 0.48 1.82 3.26 100  74.0  211   0   0.000000
973  35 22.2 0.7368421    0    3.9 0.47 1.58 2.11 127  89.0  193   0   0.000000
974  29 31.3 0.8703704    0    5.7 0.56 1.52 3.93 132  74.0  271   0   0.000000
975  57 25.8 0.9800000    0    7.9 2.33 1.09 5.75 140  83.0  482   1  69.428574
976  40 26.0 0.9278351    1    3.8 2.64 0.90 1.70 150 106.0  389   1  34.714291
977  32 21.6 0.7142857    0    4.9 0.73 1.88 2.69 119  78.0  225   0   0.000000
978  29 21.0 0.7446809    0    5.5 0.75 1.96 3.20 109  75.0  222   0   0.000000
979  51 26.1 0.7821782    0    8.1 0.67 1.76 6.04 110  70.0  208   0   0.000000
980  27 25.6 0.7934783    0    4.7 0.49 1.72 2.76 116  70.0  175   0   0.000000
981  36 32.6 0.9203540    0    4.6 4.72 0.77 1.68 204 120.0  485   1 110.185699
982  38 26.8 0.7403846    0    5.4 0.71 1.50 3.58 106  71.0  192   0   0.000000
983  61 26.3 1.1149425    1    7.0 1.48 1.46 4.87 134  90.0  433   1 138.857101
984  35 22.5 0.7446809    0    3.7 0.66 1.61 1.79 124  83.0  164   0   0.000000
985  28 31.3 0.9189189    0    4.8 5.45 0.97 1.35 157  98.0  924   1 116.099998
986  26 20.8 0.8117647    0    5.6 0.39 1.72 3.70  96  70.0  258   0   0.000000
987  62 31.8 0.8942308    0    7.4 2.79 0.98 5.15 152 106.0  535   0   0.000000
988  51 34.0 0.8198198    0   10.0 1.06 1.89 7.63 138  91.0  470   0   0.000000
989  45 21.5 0.8901099    1    3.1 1.40 1.02 1.44 142  96.0  485   1  98.285713
990  36 24.8 0.6634615    0    4.5 0.63 1.73 2.48 124  78.0  194   0   0.000000
991  52 43.7 0.7857143    0    7.0 3.20 1.24 4.31 153 109.0  483   0  21.500000
992  26 24.6 0.7666667    0    4.6 0.61 1.82 2.50 138  89.0  223   0   0.000000
993  33 20.4 0.7608696    0    4.3 1.29 1.67 2.04 131  82.0  354   1   0.000000
994  62 28.5 0.8725490    0    6.0 1.00 1.43 4.12 155  87.0  424   0   0.000000
995  51 25.9 0.9400000    0    5.7 1.37 1.18 3.90 133  81.0  386   1  18.514290
996  60 22.8 0.8585859    0    4.2 1.13 1.42 2.27 157 108.0  367   1   0.000000
997  58 25.8 0.8989899    0    6.0 1.97 0.79 4.31 175  99.0  302   0   0.000000
998  53 19.1 0.8160920    0    6.5 0.87 1.58 4.52 121  80.0  220   0   0.000000
    apoa
1   1.47
2   1.18
3   1.32
4   1.07
5   1.14
6   1.08
7   1.41
8   1.19
9   0.85
10  1.27
11  1.28
12  1.29
13  0.88
14  1.08
15  1.44
16  1.45
17  1.25
18  1.40
19  0.97
20  1.44
21  1.32
22  1.73
23  1.55
24  1.10
25  1.48
26  1.02
27  1.01
28  1.36
29  0.93
30  1.24
31  1.06
32  1.03
33  1.30
34  1.20
35  1.26
36  1.11
37  1.24
38  0.89
39  0.67
40  1.00
41  1.52
42  1.10
43  1.17
44  1.34
45  1.23
46  1.38
47  1.46
48  1.33
49  1.54
50  1.19
51  1.09
52  0.98
53  1.20
54  0.89
55  1.44
56  1.21
57  1.41
58  1.81
59  0.99
60  0.91
61  1.60
62  1.06
63  1.08
64  1.37
65  1.09
66  1.35
67  1.21
68  1.73
69  0.86
70  1.52
71  1.44
72  0.96
73  1.41
74  1.01
75  1.37
76  1.60
77  1.12
78  1.44
79  2.01
80  1.06
81  1.41
82  1.43
83  0.95
84  1.39
85  1.10
86  1.10
87  1.59
88  1.40
89  1.50
90  0.88
91  1.15
92  1.50
93  1.16
94  1.17
95  1.85
96  1.22
97  1.79
98  1.89
99  1.37
100 1.30
101 1.10
102 1.06
103 0.97
104 1.35
105 1.67
106 1.63
107 1.34
108 1.32
109 2.03
110 1.75
111 1.00
112 1.25
113 1.15
114 1.01
115 1.21
116 1.04
117 1.20
118 1.22
119 1.12
120 1.20
121 1.59
122 1.24
123 1.12
124 1.48
125 1.56
126 1.95
127 1.33
128 1.05
129 1.42
130 1.44
131 0.78
132 1.69
133 1.27
134 1.36
135 1.32
136 1.36
137 1.22
138 1.15
139 1.31
140 1.55
141 1.73
142 1.74
143 1.24
144 1.19
145 2.00
146 1.12
147 1.32
148 1.51
149 1.40
150 1.47
151 1.30
152 1.45
153 1.48
154 1.21
155 0.84
156 1.62
157 1.71
158 1.10
159 0.88
160 1.06
161 1.03
162 1.67
163 1.54
164 1.72
165 1.45
166 0.86
167 1.34
168 1.35
169 0.91
170 1.18
171 1.55
172 1.26
173 0.99
174 1.19
175 1.23
176 1.22
177 1.28
178 0.94
179 1.29
180 1.11
181 1.08
182 1.02
183 1.14
184 1.73
185 1.55
186 1.22
187 1.32
188 1.41
189 1.50
190 1.62
191 1.29
192 1.00
193 1.07
194 1.22
195 1.42
196 1.04
197 0.84
198 1.39
199 0.89
200 1.06
201 1.16
202 1.15
203 0.78
204 1.25
205 0.81
206 1.28
207 1.04
208 1.55
209 1.24
210 1.05
211 1.13
212 1.20
213 1.09
214 1.15
215 1.23
216 0.84
217 0.98
218 1.20
219 1.77
220 1.39
221 1.52
222 1.25
223 1.07
224 1.19
225 1.45
226 1.01
227 1.44
228 1.77
229 0.96
230 1.44
231 1.08
232 1.09
233 1.91
234 1.82
235 1.35
236 0.90
237 0.90
238 1.10
239 1.11
240 1.10
241 1.29
242 1.17
243 1.55
244 1.06
245 1.59
246 1.73
247 1.38
248 1.50
249 1.05
250 1.05
251 1.26
252 1.16
253 1.34
254 1.56
255 1.41
256 1.46
257 1.18
258 1.23
259 1.33
260 1.08
261 1.49
262 1.19
263 1.15
264 1.68
265 1.20
266 0.99
267 1.28
268 1.43
269 1.20
270 1.40
271 0.91
272 1.18
273 0.94
274 1.72
275 2.09
276 1.20
277 1.66
278 1.33
279 1.36
280 1.33
281 1.26
282 1.34
283 1.16
284 1.16
285 1.19
286 1.14
287 1.20
288 1.21
289 1.83
290 1.26
291 1.85
292 1.37
293 1.07
294 1.10
295 1.13
296 0.97
297 1.25
298 1.08
299 1.09
300 1.27
301 1.32
302 1.07
303 1.12
304 1.56
305 1.64
306 1.11
307 0.90
308 1.29
309 1.25
310 1.18
311 1.63
312 1.46
313 1.17
314 1.37
315 1.04
316 1.29
317 1.02
318 1.84
319 1.50
320 1.38
321 1.10
322 1.19
323 1.19
324 1.49
325 1.42
326 1.27
327 1.26
328 1.10
329 1.41
330 1.17
331 1.06
332 1.87
333 1.74
334 1.09
335 0.98
336 1.18
337 1.24
338 1.36
339 1.28
340 1.08
341 1.55
342 1.20
343 1.59
344 1.40
345 1.92
346 1.09
347 1.08
348 1.02
349 1.00
350 1.13
351 0.97
352 1.36
353 1.50
354 1.45
355 1.06
356 0.86
357 1.13
358 1.49
359 1.75
360 1.63
361 1.12
362 1.37
363 1.14
364 1.65
365 1.69
366 1.40
367 1.47
368 1.31
369 1.05
370 1.19
371 0.99
372 0.84
373 1.49
374 1.07
375 1.18
376 1.20
377 1.69
378 1.39
379 1.27
380 1.29
381 1.28
382 1.53
383 1.10
384 1.15
385 1.29
386 1.05
387 1.12
388 1.21
389 1.16
390 2.00
391 1.41
392 1.13
393 1.39
394 1.45
395 1.20
396 1.39
397 1.50
398 1.08
399 1.34
400 1.40
401 1.37
402 1.09
403 1.02
404 1.02
405 1.62
406 1.52
407 1.75
408 1.30
409 1.11
410 0.79
411 1.29
412 1.14
413 1.07
414 1.52
415 1.06
416 1.22
417 1.46
418 1.26
419 0.88
420 1.13
421 1.33
422 1.72
423 1.27
424 1.42
425 1.44
426 1.44
427 1.13
428 1.19
429 1.05
430 1.50
431 1.27
432 1.03
433 1.54
434 1.30
435 0.93
436 1.27
437 1.19
438 1.40
439 0.97
440 1.86
441 1.35
442 1.49
443 1.58
444 1.14
445 1.80
446 1.37
447 0.90
448 1.12
449 1.07
450 1.00
451 1.14
452 0.98
453 1.30
454 1.50
455 1.52
456 1.23
457 0.97
458 1.16
459 1.49
460 1.20
461 1.33
462 1.41
463 1.20
464 0.79
465 1.03
466 1.19
467 1.48
468 0.89
469 0.84
470 1.36
471 1.24
472 0.93
473 1.29
474 1.18
475 1.28
476 1.32
477 1.18
478 1.57
479 0.94
480 1.97
481 1.38
482 0.89
483 1.84
484 1.18
485 1.49
486 0.93
487 1.10
488 1.05
489 1.32
490 1.20
491 1.20
492 1.77
493 1.14
494 1.77
495 2.13
496 1.27
497 1.03
498 1.17
499 0.94
500 0.89
501 1.15
502 1.44
503 1.14
504 1.20
505 1.53
506 1.28
507 1.32
508 1.18
509 1.56
510 1.10
511 1.32
512 1.20
513 1.48
514 1.50
515 0.75
516 1.06
517 0.85
518 1.04
519 1.39
520 1.04
521 1.10
522 0.93
523 2.24
524 1.22
525 1.33
526 1.61
527 0.63
528 1.05
529 1.16
530 1.45
531 0.89
532 0.87
533 1.40
534 0.97
535 1.57
536 1.95
537 1.87
538 1.25
539 1.13
540 0.98
541 1.22
542 1.09
543 1.06
544 1.12
545 1.82
546 1.38
547 1.28
548 1.52
549 1.55
550 1.34
551 1.47
552 1.07
553 1.33
554 1.28
555 0.93
556 1.25
557 1.45
558 1.10
559 1.28
560 1.15
561 1.25
562 1.14
563 0.92
564 0.87
565 1.05
566 0.98
567 1.11
568 0.97
569 1.11
570 1.22
571 0.97
572 1.14
573 1.69
574 0.74
575 0.99
576 1.20
577 1.37
578 1.10
579 1.48
580 1.38
581 1.24
582 1.85
583 1.12
584 1.02
585 1.26
586 1.65
587 1.34
588 1.29
589 1.09
590 1.07
591 1.52
592 1.30
593 1.58
594 1.43
595 0.99
596 1.40
597 0.83
598 1.03
599 0.94
600 1.18
601 1.70
602 1.32
603 1.05
604 0.77
605 1.64
606 1.12
607 1.30
608 1.01
609 1.09
610 1.70
611 1.85
612 0.84
613 1.50
614 1.05
615 0.78
616 1.16
617 0.94
618 1.00
619 1.05
620 1.38
621 1.47
622 1.28
623 1.23
624 1.20
625 1.44
626 1.54
627 1.32
628 1.25
629 1.69
630 1.36
631 1.09
632 1.07
633 1.56
634 1.10
635 0.81
636 1.34
637 1.14
638 1.31
639 1.29
640 1.32
641 0.77
642 1.70
643 1.26
644 0.89
645 1.30
646 0.73
647 1.33
648 1.31
649 1.23
650 1.41
651 1.32
652 1.22
653 1.01
654 1.42
655 1.20
656 0.94
657 0.95
658 1.30
659 1.30
660 0.96
661 0.94
662 1.11
663 1.67
664 1.29
665 0.87
666 1.09
667 1.23
668 1.16
669 1.35
670 1.28
671 0.91
672 1.32
673 1.23
674 1.09
675 1.09
676 1.10
677 1.28
678 0.91
679 1.14
680 1.09
681 1.07
682 1.88
683 1.21
684 0.86
685 1.13
686 1.51
687 1.17
688 1.52
689 1.31
690 1.25
691 1.43
692 1.02
693 1.57
694 1.50
695 1.40
696 1.02
697 1.35
698 1.07
699 1.17
700 1.19
701 1.12
702 1.27
703 1.26
704 1.22
705 1.49
706 1.13
707 1.66
708 1.19
709 0.74
710 1.93
711 0.75
712 1.56
713 0.91
714 1.60
715 0.91
716 1.04
717 1.26
718 1.37
719 1.31
720 1.17
721 1.40
722 1.26
723 1.62
724 1.52
725 0.98
726 1.15
727 1.21
728 0.85
729 1.10
730 1.09
731 1.09
732 1.20
733 1.93
734 1.31
735 1.76
736 1.35
737 1.17
738 0.99
739 1.26
740 1.53
741 1.10
742 1.41
743 1.39
744 1.16
745 1.54
746 1.50
747 1.12
748 1.24
749 1.25
750 0.98
751 0.81
752 1.31
753 1.36
754 1.31
755 1.32
756 0.99
757 1.30
758 1.20
759 1.61
760 1.20
761 1.13
762 1.34
763 1.34
764 1.30
765 1.58
766 1.57
767 1.04
768 1.23
769 1.44
770 1.03
771 1.47
772 1.09
773 1.12
774 1.27
775 1.13
776 1.32
777 0.97
778 1.36
779 1.43
780 1.21
781 1.10
782 0.97
783 1.56
784 1.35
785 1.49
786 1.23
787 0.79
788 1.01
789 1.20
790 1.24
791 0.94
792 1.31
793 1.12
794 1.32
795 1.43
796 1.01
797 1.15
798 0.87
799 0.75
800 1.22
801 1.12
802 0.92
803 1.00
804 1.50
805 1.02
806 1.73
807 1.26
808 1.20
809 0.93
810 0.96
811 0.94
812 1.35
813 1.30
814 1.67
815 1.28
816 1.33
817 1.62
818 1.23
819 1.01
820 1.59
821 1.05
822 1.16
823 1.29
824 1.19
825 1.11
826 1.50
827 1.08
828 1.08
829 1.07
830 1.74
831 1.12
832 1.37
833 1.22
834 1.78
835 1.54
836 1.21
837 1.19
838 0.93
839 2.10
840 1.18
841 1.45
842 1.06
843 1.40
844 1.83
845 1.11
846 1.30
847 1.62
848 0.90
849 1.05
850 0.92
851 2.13
852 0.90
853 0.95
854 1.10
855 0.97
856 1.18
857 1.55
858 1.55
859 0.96
860 1.62
861 1.42
862 1.13
863 1.09
864 1.12
865 0.82
866 1.04
867 1.12
868 1.07
869 1.12
870 1.06
871 1.04
872 1.20
873 0.91
874 1.17
875 0.91
876 0.91
877 1.02
878 1.28
879 1.35
880 1.06
881 1.08
882 0.88
883 1.10
884 1.39
885 1.19
886 0.96
887 1.27
888 1.59
889 1.42
890 0.95
891 1.01
892 0.80
893 2.14
894 1.53
895 1.02
896 1.02
897 1.10
898 0.76
899 1.57
900 1.30
901 0.85
902 1.00
903 1.01
904 0.96
905 1.24
906 1.11
907 1.46
908 1.14
909 1.52
910 1.09
911 0.99
912 1.25
913 1.09
914 1.30
915 1.24
916 1.20
917 1.11
918 1.32
919 1.14
920 0.94
921 1.39
922 1.36
923 0.84
924 1.92
925 1.18
926 0.99
927 1.15
928 1.28
929 1.39
930 1.15
931 1.30
932 1.45
933 1.12
934 1.30
935 1.10
936 1.33
937 1.57
938 1.56
939 1.32
940 1.06
941 2.13
942 1.06
943 1.26
944 1.61
945 0.73
946 0.85
947 0.93
948 1.12
949 0.90
950 1.18
951 1.01
952 0.90
953 0.78
954 1.69
955 0.82
956 1.92
957 2.02
958 1.09
959 1.21
960 1.17
961 0.91
962 1.57
963 1.33
964 1.61
965 1.26
966 0.98
967 0.72
968 0.87
969 1.18
970 1.34
971 1.28
972 1.34
973 1.08
974 1.13
975 1.24
976 0.98
977 1.41
978 1.27
979 1.22
980 1.78
981 1.03
982 1.14
983 1.28
984 1.13
985 1.31
986 1.21
987 1.09
988 1.71
989 0.92
990 1.95
991 1.28
992 1.38
993 1.17
994 1.15
995 1.05
996 1.11
997 0.81
998 1.22

3. Examining Data

dplyr::glimpse(cardio_modified)

Rows: 998
Columns: 14
$ age      <int> 52, 54, 61, 51, 58, 62, 54, 52, 45, 55, 39, 57, 31, 50, 50, 4…
$ bmi      <dbl> 36.9, 30.7, 32.2, 36.6, 31.4, 42.3, 26.7, 27.0, 34.0, 20.9, 2…
$ waisthip <dbl> 0.8000000, 0.8256881, 0.8653846, 0.9166667, 0.8269231, 0.9391…
$ smok     <int> 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
$ choles   <dbl> 7.4, 7.9, 7.0, 5.7, 8.7, 8.1, 6.5, 7.7, 7.4, 6.7, 7.4, 5.5, 4…
$ trig     <dbl> 3.44, 2.24, 1.75, 2.10, 2.26, 1.97, 2.64, 2.07, 2.63, 2.99, 3…
$ hdl      <dbl> 1.25, 1.46, 1.28, 1.07, 0.80, 1.02, 1.66, 1.18, 0.84, 1.11, 1…
$ ldl      <dbl> 4.59, 5.42, 4.92, 3.68, 6.87, 6.18, 3.64, 5.58, 5.36, 4.23, 4…
$ sys      <int> 154, 135, 154, 180, 154, 116, 168, 156, 141, 156, 141, 135, 1…
$ dia      <dbl> 89.0, 81.0, 93.0, 112.0, 104.0, 85.0, 105.0, 104.0, 77.0, 96.…
$ uric     <int> 437, 361, 268, 335, 549, 315, 903, 691, 304, 607, 366, 482, 2…
$ sex      <int> 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0…
$ alco     <dbl> 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 208.285…
$ apoa     <dbl> 1.47, 1.18, 1.32, 1.07, 1.14, 1.08, 1.41, 1.19, 0.85, 1.27, 1…

skimr::skim(cardio_modified)

Data summary

Name	cardio_modified
Number of rows	998
Number of columns	14
_______________________
Column type frequency:
numeric	14
________________________
Group variables	None

Variable type: numeric

skim_variable	n_missing	complete_rate	mean	sd	p0	p25	p50	p75	p100	hist
age	0	1	44.57	11.47	25.00	35.00	45.00	54.00	64.00	▇▇▇▇▇
bmi	0	1	25.75	5.31	14.80	21.80	25.10	29.00	48.60	▃▇▃▁▁
waisthip	0	1	0.83	0.07	0.47	0.79	0.83	0.88	1.21	▁▂▇▂▁
smok	0	1	0.22	0.42	0.00	0.00	0.00	0.00	1.00	▇▁▁▁▂
choles	0	1	5.58	1.25	2.50	4.70	5.50	6.40	11.00	▂▇▆▁▁
trig	0	1	1.29	0.88	0.28	0.75	1.03	1.56	7.98	▇▂▁▁▁
hdl	0	1	1.54	0.45	0.48	1.22	1.48	1.81	3.79	▂▇▃▁▁
ldl	0	1	3.45	1.22	0.63	2.61	3.42	4.21	9.49	▃▇▃▁▁
sys	0	1	135.91	23.90	90.00	119.00	132.00	150.00	245.00	▅▇▃▁▁
dia	0	1	88.00	14.15	59.00	78.25	87.00	97.00	172.00	▆▇▂▁▁
uric	0	1	330.10	139.33	99.00	239.25	298.00	388.00	1885.00	▇▁▁▁▁
sex	0	1	0.47	0.50	0.00	0.00	0.00	1.00	1.00	▇▁▁▁▇
alco	0	1	30.32	78.16	0.00	0.00	0.00	16.01	672.11	▇▁▁▁▁
apoa	0	1	1.25	0.26	0.63	1.08	1.22	1.40	2.24	▂▇▆▂▁

names(cardio_modified)

 [1] "age"      "bmi"      "waisthip" "smok"     "choles"   "trig"    
 [7] "hdl"      "ldl"      "sys"      "dia"      "uric"     "sex"     
[13] "alco"     "apoa"    

cardio_modified %>%
  dplyr::summarise(across(
    .cols = c(bmi, waisthip, choles, trig, hdl, ldl, dia, alco, apoa), # select columns

    .fns = list(
      mean = ~ mean(., na.rm = T),
      sd = sd,
      min = min, max = max
    )
  )) %>% 
  tt()

bmi_mean	bmi_sd	bmi_min	bmi_max	waisthip_mean	waisthip_sd	waisthip_min	waisthip_max	choles_mean	choles_sd	choles_min	choles_max	trig_mean	trig_sd	trig_min	trig_max	hdl_mean	hdl_sd	hdl_min	hdl_max	ldl_mean	ldl_sd	ldl_min	ldl_max	dia_mean	dia_sd	dia_min	dia_max	alco_mean	alco_sd	alco_min	alco_max	apoa_mean	apoa_sd	apoa_min	apoa_max
25.7506	5.306028	14.8	48.6	0.8342601	0.07117356	0.4666667	1.205128	5.581363	1.254678	2.5	11	1.291673	0.8766578	0.28	7.98	1.544449	0.4534814	0.48	3.79	3.449679	1.215944	0.63	9.49	87.99549	14.1534	59	172	30.322	78.16114	0	672.1143	1.254148	0.2628061	0.63	2.24

visdat::vis_dat(cardioRiskFactors_df, sort_type = TRUE, palette = "default")

cardio_modified <- cardioRiskFactors_df %>% tidyr::drop_na()
cardio_modified

    age  bmi  waisthip smok choles trig  hdl  ldl sys   dia Uric sex       alco
1    52 36.9 0.8000000    0    7.4 3.44 1.25 4.59 154  89.0  437   0   0.000000
2    54 30.7 0.8256881    0    7.9 2.24 1.46 5.42 135  81.0  361   0   0.000000
3    61 32.2 0.8653846    0    7.0 1.75 1.28 4.92 154  93.0  268   0   0.000000
4    51 36.6 0.9166667    0    5.7 2.10 1.07 3.68 180 112.0  335   0   0.000000
5    58 31.4 0.8269231    0    8.7 2.26 0.80 6.87 154 104.0  549   0   0.000000
6    62 42.3 0.9391304    0    8.1 1.97 1.02 6.18 116  85.0  315   0   0.000000
7    54 26.7 0.8602151    1    6.5 2.64 1.66 3.64 168 105.0  903   1 208.285706
8    52 27.0 0.9484536    1    7.7 2.07 1.18 5.58 156 104.0  691   1 161.785706
9    45 34.0 0.8392857    0    7.4 2.63 0.84 5.36 141  77.0  304   0   0.000000
10   55 20.9 0.8958333    1    6.7 2.99 1.11 4.23 156  96.0  607   1  15.442860
11   39 27.3 0.8333333    0    7.4 3.54 1.19 4.60 141  88.0  366   0   0.000000
12   57 33.9 0.7857143    0    5.5 2.47 1.21 3.17 135  89.0  482   0   0.000000
13   31 41.1 0.8492063    1    4.2 2.00 0.73 2.56 133  77.0  284   0   0.000000
14   50 20.4 0.8314607    0    8.0 3.33 0.96 5.53 134  97.0  340   0   0.000000
15   50 26.6 0.9705882    0    6.2 2.58 1.39 3.64 181 104.0  754   1  69.428574
16   46 30.2 0.9469027    0    5.9 3.28 1.45 2.96 140  93.0  590   1  12.285710
17   48 33.1 0.8214286    0    6.7 1.77 1.33 4.57 127  79.0  345   0   0.000000
18   62 27.0 0.8349515    0    6.9 1.76 1.74 4.36 141 100.0  282   0   0.000000
19   63 24.5 1.0000000    0    7.3 2.49 0.83 5.34 146 102.0  492   1  16.200001
20   39 35.5 0.8632479    0    6.8 2.62 1.41 4.20 150  95.0  385   0   0.000000
21   54 24.2 0.8800000    0    7.5 2.16 1.11 5.41 141  90.5  319   0   0.000000
22   48 28.3 0.9183673    1    8.2 3.94 1.91 4.50 132  92.0  525   0   0.000000
23   53 38.3 0.8396226    0    7.1 1.20 1.93 4.62 154  96.0  496   0   0.000000
24   54 30.1 0.9279279    0    4.3 2.49 1.18 1.99 130  82.0  545   1  36.142860
25   59 28.2 0.8543689    0    4.8 2.06 1.36 2.50 167 100.0  349   0   0.000000
26   31 30.2 0.7920792    0    6.9 1.92 1.14 4.89 159 111.0  287   0   0.000000
27   36 32.2 0.8909091    0    6.2 3.00 0.89 3.95 153  99.0  543   1   0.000000
28   39 31.1 0.9708738    1    7.4 1.92 1.28 5.25 170 119.0  479   1 300.857086
29   45 25.0 0.8269231    0    7.4 2.10 1.15 5.30 110  79.0  590   1   0.000000
30   54 25.3 0.9285714    0    5.6 2.32 1.37 3.18 139  92.0  472   1   0.000000
31   48 24.0 0.9300000    0    6.5 7.98 0.48 2.39 190 128.0 1149   1 127.285698
32   54 44.2 0.8712121    0    6.9 1.30 1.16 5.15 167  92.0  383   0   0.000000
33   56 24.6 0.8585859    0    8.2 1.79 1.37 6.02 158  93.0  275   0   0.000000
34   60 21.6 0.7684211    0    7.0 1.87 1.37 4.78 164  98.0  154   0   0.000000
35   30 28.3 0.8900000    1    7.6 3.21 1.19 4.95 126  93.0  563   1   9.257143
36   44 30.1 0.8301887    0    6.2 1.87 1.28 4.07 130 101.0  296   0   0.000000
37   61 32.0 0.8108108    0    7.7 1.35 1.40 5.69 149  89.0  446   0   0.000000
38   28 48.6 0.8484848    0    6.1 1.80 1.12 4.16 129  71.0  333   0   0.000000
39   50 25.6 0.9540230    1    3.6 2.08 0.70 1.95 192 101.0  581   1 139.628601
40   49 28.0 0.9074074    1    5.6 1.99 0.96 3.74 126  89.0  166   0   0.000000
41   50 32.7 0.8333333    0    6.3 1.31 1.84 3.86 123  88.0  275   0   0.000000
42   31 27.9 0.7699115    0    5.9 1.71 1.19 3.93 148  97.0  265   0   0.000000
43   58 26.6 0.8200000    0    8.4 2.29 1.37 5.99 138  88.0  235   0   0.000000
44   57 26.7 0.9142857    1    6.4 4.09 1.19 3.35 158  85.0  355   0   0.000000
45   64 36.5 0.7983871    0    6.4 1.55 1.11 4.59 152  77.0  277   0   0.000000
46   32 22.1 0.9081633    0    7.0 4.18 1.23 3.87 121  80.0  476   1  28.528570
47   56 34.5 0.8305085    0    8.3 1.34 1.21 6.48 179 112.0  276   0   0.000000
48   58 30.5 0.8539326    1    6.5 2.04 1.68 3.89 157 102.0  669   1 139.942902
49   51 25.2 0.8137255    0    7.9 1.56 1.75 5.44 175 121.0  426   0   0.000000
50   50 29.7 0.8918919    0    4.4 1.61 1.10 2.57 154  89.0  524   1   0.000000
51   51 28.0 0.8222222    0    5.4 1.90 1.28 3.26 145  94.0  257   0   0.000000
52   54 28.8 0.8653846    0    7.5 1.32 1.15 5.75 211 120.0  264   0   0.000000
53   53 32.4 0.8214286    0    6.7 1.48 1.37 4.66 146  82.0  273   0   0.000000
54   46 31.4 0.9230769    0    6.2 0.82 1.11 4.72 135  92.0  373   1   0.000000
55   53 37.0 0.8090909    0    7.0 0.72 1.88 4.79 157 101.0  433   0   0.000000
56   39 21.1 0.8659794    0    5.7 1.93 1.34 3.48 129  83.0  316   1   0.000000
57   43 23.6 0.7578947    0    7.1 1.97 1.59 4.61 132  92.0  336   0   0.000000
58   61 30.1 0.8210526    0    5.8 1.15 2.42 2.86 161  92.0  291   0   0.000000
59   28 27.0 0.8653846    0    6.2 2.56 1.18 3.86 138  81.0  549   1   0.000000
60   60 30.4 0.9444444    0    4.1 1.25 0.95 2.58 137  87.0  322   1   0.000000
61   49 27.2 0.8541667    1    6.3 1.20 1.81 3.94 182 109.0  330   1   0.000000
62   60 31.6 0.7950820    0    6.6 0.86 1.10 5.11 146  93.0  212   0   0.000000
63   52 29.1 0.9439252    0    4.8 1.48 0.98 3.15 159 112.0  476   1   0.000000
64   54 19.2 0.8372093    0    5.7 2.35 1.86 2.77 128  79.0  458   1   0.000000
65   47 31.1 0.8035714    1    5.8 1.68 0.99 4.05 139  99.0  239   0   0.000000
66   48 42.7 0.7028986    0    6.6 1.46 1.66 4.28 161 111.0  335   0   0.000000
67   51 38.4 0.8770492    0    4.2 0.90 1.66 2.13 166  99.0  410   0   0.000000
68   59 27.1 0.9072165    1    7.1 1.52 1.82 4.59 183 123.0  444   1  40.885719
69   43 29.3 0.8256881    0    6.3 1.57 0.98 4.61 136  96.0  400   0   0.000000
70   57 26.4 0.9574468    0    6.9 0.96 2.07 4.39 140 105.0  419   1   0.000000
71   34 21.2 0.7954545    0    8.3 1.88 1.21 6.24 130  75.0  234   1   0.000000
72   60 32.9 0.9813084    0    6.9 1.61 0.97 5.20 151  93.0  454   1   0.000000
73   52 19.1 0.8444444    0    5.2 1.18 1.72 2.94 154  97.0  333   1   0.000000
74   63 30.0 0.7788462    0   11.0 0.80 1.15 9.49 150 100.0  353   0   0.000000
75   42 38.6 0.7786885    0    5.1 0.86 1.41 3.30 150  96.0  205   0   0.000000
76   48 26.5 0.8100000    0    7.1 0.98 1.98 4.67 142  94.0  311   0   0.000000
77   51 24.8 0.9117647    0    6.9 1.54 1.32 4.88 144  97.0  332   1   0.000000
78   47 26.9 0.8217822    0    7.2 0.42 2.02 4.99 151 102.0  344   0   0.000000
79   45 32.2 0.8529412    0    6.2 1.04 2.88 2.85 170 123.0  333   0   0.000000
80   46 35.3 0.7583333    0    6.1 1.18 1.03 4.53 118  81.0  271   0   0.000000
81   62 25.6 0.8315789    0    5.9 0.97 1.78 3.68 162  75.0  251   0   0.000000
82   51 30.1 0.8990826    0    6.5 0.89 1.75 4.35 137  92.0  335   1  62.414291
83   59 25.3 0.9134615    0    6.0 1.60 0.92 4.35 147 101.0  490   1   0.000000
84   58 31.6 0.8073394    0    6.0 0.91 1.87 3.72 156  92.0  235   0   0.000000
85   61 19.8 0.7750000    0    5.7 1.92 0.98 3.85 157 108.0  315   0 289.285706
86   42 35.6 0.7154472    0    7.1 1.07 1.36 5.25 127  79.0  284   0   0.000000
87   55 30.7 0.8378378    0    6.2 1.36 1.60 3.98 141  81.0  360   0   0.000000
88   62 33.3 0.8224299    0    4.4 0.84 1.79 2.23 133  89.0  290   0   0.000000
89   50 28.2 0.8367347    1    6.4 1.47 1.56 4.17 151  99.0  440   1  67.500000
90   37 34.1 0.9245283    1    6.7 1.20 0.98 5.17 132 102.0  414   1  29.285721
91   43 37.7 0.8181818    0    5.1 0.69 1.48 3.31 156 103.0  262   0   0.000000
92   52 26.6 0.8217822    0    7.1 1.25 2.04 4.49 164 102.0  323   0   0.000000
93   47 26.4 0.9100000    1    4.9 1.34 1.03 3.26 139  96.0  403   1   0.000000
94   47 22.4 0.9072165    1    5.5 0.58 1.48 3.76 134 100.0  393   1   0.000000
95   49 27.2 0.8165138    0    8.7 0.92 2.52 5.76 152 109.0  285   0   0.000000
96   50 32.2 0.8224299    0    5.5 0.85 1.63 3.48 124  91.0  348   0   0.000000
97   54 31.2 0.7345133    0    7.6 0.86 2.37 4.84 128  82.0  324   0   0.000000
98   60 17.9 0.8170732    0    5.4 0.93 2.92 2.06 153  80.0  232   0   0.000000
99   29 24.1 0.7572816    0    7.2 1.39 1.61 4.96 126  96.0  212   0   0.000000
100  52 35.4 0.8360656    0    6.6 0.78 1.68 4.57 233 119.0  291   0   0.000000
101  39 25.2 0.9009901    0    6.6 1.18 1.39 4.67 130  92.0  435   1  77.085716
102  34 26.5 0.8921569    0    4.6 0.85 1.29 2.92 132  92.0  254   0   0.000000
103  64 30.3 0.8039216    0    4.7 1.57 1.03 2.96 245 129.0  325   0   0.000000
104  42 30.6 0.8807339    0    5.9 1.21 1.41 3.94 125  88.0  192   0   0.000000
105  53 23.8 0.9090909    1    3.4 1.07 1.99 0.92 201 124.0  438   1  96.428574
106  59 33.9 0.8557692    0    8.4 0.80 2.07 5.97 147  81.0  318   0   0.000000
107  51 25.3 0.8043478    1    4.9 0.68 1.71 2.88 131  98.0  415   0   0.000000
108  47 26.4 0.7979798    0    7.1 0.61 1.98 4.84 133  90.0  265   0   0.000000
109  47 25.6 0.9238095    0    6.3 0.91 0.96 4.93 121  82.0  296   1   0.000000
110  46 21.1 0.8227848    1    6.7 0.80 2.19 4.15 184 120.0  346   0   0.000000
111  50 29.8 0.8981481    0    7.1 0.83 0.91 5.81 151  99.0  459   1   0.000000
112  42 24.2 0.7647059    0    4.9 0.98 1.58 2.87 132  91.0  222   0   0.000000
113  49 35.7 0.8518519    0    5.3 0.68 1.44 3.55 105  67.0  213   0   0.000000
114  64 23.6 0.8131868    0    5.1 1.57 1.07 3.32 180 107.0  231   0   0.000000
115  55 20.6 0.9069767    1    6.7 1.22 1.55 4.60 144 101.0  479   1   0.000000
116  40 23.5 0.8737864    0    5.8 0.95 1.44 3.93 141  88.0  346   1  97.171417
117  61 22.8 0.8437500    0    6.3 0.76 1.58 4.37 150 100.0  297   1   0.000000
118  55 34.2 0.8369565    1    5.5 1.15 1.62 3.36 146  87.0  347   1   0.000000
119  38 27.8 0.9339623    0    6.5 1.24 1.15 4.79 135 104.0  444   1  50.214291
120  41 28.9 0.8440367    0    5.7 0.72 1.00 4.37 149 110.0  300   0   0.000000
121  54 23.7 0.7623762    0    6.0 1.17 2.58 2.89 140  79.0  302   0   0.000000
122  35 40.1 0.7265625    0    5.6 0.78 1.39 3.86 121  91.0  165   0   0.000000
123  49 22.7 0.8666667    1    4.6 0.88 1.43 2.77 141  91.0  318   1   0.000000
124  48 20.6 0.8111111    1    6.6 1.53 1.79 4.11 153 105.0  352   1 672.114319
125  39 36.7 0.7777778    0    6.7 0.74 2.01 4.35 123  82.0  235   0   0.000000
126  53 26.2 0.7549020    0    6.1 0.68 2.22 3.57 166 115.0  210   0   0.000000
127  49 25.4 0.8571429    0    7.2 0.85 2.29 4.52 132  84.0  201   0   0.000000
128  50 26.1 0.8727273    0    3.6 0.85 1.24 1.97 155  91.0  233   0   0.000000
129  48 27.6 0.8557692    0    6.5 0.75 1.78 4.38 170 112.0  458   1   0.000000
130  49 30.1 0.7755102    0    6.5 0.76 1.97 4.18 117  84.0  252   0   0.000000
131  36 24.0 0.7766990    0    6.4 0.96 0.88 5.08 133 105.0  356   1   0.000000
132  63 21.2 0.7666667    0    6.5 1.09 2.37 3.63 146  91.0  247   0  49.142860
133  38 23.0 0.8764045    0    7.1 0.72 1.53 5.24 123  91.0  344   1   0.000000
134  32 29.3 0.8981481    1    6.3 1.01 1.62 4.22 120  79.0  352   1  68.228569
135  39 39.8 0.7281553    0    4.4 0.99 1.72 2.23 112  76.0  248   0   0.000000
136  41 31.3 0.7413793    0    5.4 0.80 1.55 3.49 101  65.0  142   0   0.000000
137  50 19.7 0.7701149    0    6.2 1.31 1.29 4.31 124  81.0  419   1   0.000000
138  37 34.6 0.7758621    0    4.9 0.79 1.39 3.15 111  87.0  279   0   0.000000
139  47 29.3 0.8367347    0    5.8 0.58 1.84 3.70 120  86.0  221   0   0.000000
140  51 28.8 0.8725490    0    5.3 0.63 2.18 2.83 108  78.0  221   0   0.000000
141  38 20.6 0.7977528    0    4.8 1.67 2.05 1.99 155  97.0  391   1 148.500000
142  42 22.3 0.8453608    0    4.2 0.56 2.45 1.50 154  87.0  395   1 297.985687
143  33 18.0 0.7555556    0    6.7 1.31 1.45 4.65 110  70.0  230   0   0.000000
144  62 21.7 0.8260870    0    4.3 0.74 1.49 2.47 149 101.0  396   1   0.000000
145  55 21.0 0.8888889    1    7.3 0.84 3.79 3.13 167 101.0  204   1 141.942902
146  34 26.4 0.8811881    0    4.8 0.83 1.61 2.81 134  91.0  298   1   0.000000
147  43 28.6 0.8440367    0    6.9 0.45 1.85 4.85 121  79.0  222   0   0.000000
148  25 34.3 0.7391304    0    6.8 0.72 2.16 4.31 126  75.0  260   0   0.000000
149  53 21.1 0.8823529    1    6.1 0.64 2.49 3.32 131  93.0  465   1 529.285706
150  47 24.2 0.7156863    0    7.1 0.78 2.21 4.54 136  79.0  319   0   0.000000
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932  60 29.4 0.8461538    0    4.8 0.43 2.36 2.24 190 115.0  282   0   0.000000
933  59 21.2 0.8695652    1    6.7 0.65 1.29 5.11 183 101.0  194   1  44.685711
934  42 35.7 0.7627119    0    6.2 1.12 1.48 4.21 129  74.0  276   0   0.000000
935  49 27.3 0.8640777    0    6.9 1.73 1.20 4.91 165  98.0  584   1   0.000000
936  61 26.1 0.9074074    0    6.0 1.15 1.42 4.06 142  86.0  217   0   0.000000
937  26 20.3 0.7717391    1    4.6 0.47 1.64 2.75 119  80.0  287   1  51.428570
938  50 20.3 0.8977273    1    4.6 0.82 1.98 2.25 131  91.0  508   1   6.942857
939  52 26.4 0.9126214    0    7.3 1.16 1.76 5.01 142  89.0  446   1  13.885710
940  43 29.2 0.9215686    0    4.5 2.27 0.97 2.50 135  91.0  421   1  46.285709
941  52 20.0 0.9418605    0    5.7 0.96 2.80 2.46 151  89.0  398   1 195.000000
942  29 18.3 0.7303371    0    4.1 0.56 1.33 2.52 112  73.0  249   0   0.000000
943  62 25.2 0.8811881    0    6.4 1.27 1.31 4.51 165  91.0  422   1   0.000000
944  30 20.5 0.8850575    1    4.6 1.54 2.06 1.84 134  81.0  279   1 315.000000
945  26 19.0 0.7127660    0    3.4 0.52 0.85 2.31 119  69.0  218   0   0.000000
946  33 27.9 0.8130841    0    3.3 0.59 1.20 1.83 111  70.0  230   0   0.000000
947  26 24.2 0.8571429    0    4.3 0.82 1.02 2.91 110  80.0  344   1   0.000000
948  45 28.1 0.9189189    0    7.1 1.14 1.48 5.10 107  74.0  433   1  23.142860
949  29 21.3 0.7241379    0    5.0 0.74 1.18 3.48 101  71.0  127   0   0.000000
950  32 18.9 0.7906977    0    4.8 0.45 1.61 2.99 110  70.0  151   0   0.000000
951  29 21.0 0.7731959    0    4.4 0.69 1.39 2.70 119  79.0  192   0   0.000000
952  37 24.9 0.8901099    0    6.3 0.96 1.12 4.74 129  81.0  448   1  37.842861
953  45 27.0 0.9708738    0    5.7 1.42 0.96 4.09 166  97.0  649   1 459.885712
954  48 23.6 0.8780488    1    5.3 1.10 2.21 2.59 145  97.0  412   1 183.600006
955  34 23.0 0.8437500    0    4.6 0.48 1.09 3.29 116  77.0  301   1   0.000000
956  37 18.3 0.8072289    0    4.5 0.88 2.95 1.15 153 106.0  259   0   0.000000
957  40 20.1 0.8131868    0    5.6 0.95 1.82 3.35 191  92.0  627   1  13.885710
958  43 37.4 0.9512195    0    6.2 2.18 0.99 4.22 113  76.0  561   1   0.000000
959  48 26.9 0.9801980    0    3.9 0.88 1.40 2.10 136  80.0  280   1   0.000000
960  54 16.5 0.7901235    0    5.2 1.00 1.29 3.46 145  70.0  256   0   0.000000
961  25 23.4 0.7708333    0    4.7 0.71 1.23 3.15 117  75.0  294   1  38.142860
962  61 18.0 0.8888889    1    3.7 0.83 2.11 1.21 145  88.0  228   1 135.000000
963  62 40.2 0.9000000    0    6.5 0.88 2.00 4.10 140  92.0  345   0   0.000000
964  40 16.8 0.7752809    1    4.5 1.01 2.23 1.81 122  91.0  312   1 144.642899
965  56 28.8 0.7982456    0    7.7 1.86 1.18 5.67 165 105.0  289   0   0.000000
966  60 22.5 0.8241758    1    4.3 0.92 1.15 2.73 126  82.0  240   0   0.000000
967  26 22.0 0.7628866    0    4.2 0.50 1.12 2.85 121  71.0  252   0   0.000000
968  32 22.1 0.8202247    0    4.8 0.75 1.12 3.34 132  72.0  212   0   0.000000
969  44 24.3 0.8750000    1    7.8 4.17 1.06 4.84 121  81.0  824   1  27.771429
970  41 22.7 0.8526316    1    6.8 0.58 1.83 4.71 157 113.0  300   1   0.000000
971  54 25.8 0.8541667    0    5.7 4.91 1.11 2.36 179 108.0  770   1   0.000000
972  43 19.6 0.7411765    0    5.3 0.48 1.82 3.26 100  74.0  211   0   0.000000
973  35 22.2 0.7368421    0    3.9 0.47 1.58 2.11 127  89.0  193   0   0.000000
974  29 31.3 0.8703704    0    5.7 0.56 1.52 3.93 132  74.0  271   0   0.000000
975  57 25.8 0.9800000    0    7.9 2.33 1.09 5.75 140  83.0  482   1  69.428574
976  40 26.0 0.9278351    1    3.8 2.64 0.90 1.70 150 106.0  389   1  34.714291
977  32 21.6 0.7142857    0    4.9 0.73 1.88 2.69 119  78.0  225   0   0.000000
978  29 21.0 0.7446809    0    5.5 0.75 1.96 3.20 109  75.0  222   0   0.000000
979  51 26.1 0.7821782    0    8.1 0.67 1.76 6.04 110  70.0  208   0   0.000000
980  27 25.6 0.7934783    0    4.7 0.49 1.72 2.76 116  70.0  175   0   0.000000
981  36 32.6 0.9203540    0    4.6 4.72 0.77 1.68 204 120.0  485   1 110.185699
982  38 26.8 0.7403846    0    5.4 0.71 1.50 3.58 106  71.0  192   0   0.000000
983  61 26.3 1.1149425    1    7.0 1.48 1.46 4.87 134  90.0  433   1 138.857101
984  35 22.5 0.7446809    0    3.7 0.66 1.61 1.79 124  83.0  164   0   0.000000
985  28 31.3 0.9189189    0    4.8 5.45 0.97 1.35 157  98.0  924   1 116.099998
986  26 20.8 0.8117647    0    5.6 0.39 1.72 3.70  96  70.0  258   0   0.000000
987  62 31.8 0.8942308    0    7.4 2.79 0.98 5.15 152 106.0  535   0   0.000000
988  51 34.0 0.8198198    0   10.0 1.06 1.89 7.63 138  91.0  470   0   0.000000
989  45 21.5 0.8901099    1    3.1 1.40 1.02 1.44 142  96.0  485   1  98.285713
990  36 24.8 0.6634615    0    4.5 0.63 1.73 2.48 124  78.0  194   0   0.000000
991  52 43.7 0.7857143    0    7.0 3.20 1.24 4.31 153 109.0  483   0  21.500000
992  26 24.6 0.7666667    0    4.6 0.61 1.82 2.50 138  89.0  223   0   0.000000
993  33 20.4 0.7608696    0    4.3 1.29 1.67 2.04 131  82.0  354   1   0.000000
994  62 28.5 0.8725490    0    6.0 1.00 1.43 4.12 155  87.0  424   0   0.000000
995  51 25.9 0.9400000    0    5.7 1.37 1.18 3.90 133  81.0  386   1  18.514290
996  60 22.8 0.8585859    0    4.2 1.13 1.42 2.27 157 108.0  367   1   0.000000
997  58 25.8 0.8989899    0    6.0 1.97 0.79 4.31 175  99.0  302   0   0.000000
998  53 19.1 0.8160920    0    6.5 0.87 1.58 4.52 121  80.0  220   0   0.000000
    apoa
1   1.47
2   1.18
3   1.32
4   1.07
5   1.14
6   1.08
7   1.41
8   1.19
9   0.85
10  1.27
11  1.28
12  1.29
13  0.88
14  1.08
15  1.44
16  1.45
17  1.25
18  1.40
19  0.97
20  1.44
21  1.32
22  1.73
23  1.55
24  1.10
25  1.48
26  1.02
27  1.01
28  1.36
29  0.93
30  1.24
31  1.06
32  1.03
33  1.30
34  1.20
35  1.26
36  1.11
37  1.24
38  0.89
39  0.67
40  1.00
41  1.52
42  1.10
43  1.17
44  1.34
45  1.23
46  1.38
47  1.46
48  1.33
49  1.54
50  1.19
51  1.09
52  0.98
53  1.20
54  0.89
55  1.44
56  1.21
57  1.41
58  1.81
59  0.99
60  0.91
61  1.60
62  1.06
63  1.08
64  1.37
65  1.09
66  1.35
67  1.21
68  1.73
69  0.86
70  1.52
71  1.44
72  0.96
73  1.41
74  1.01
75  1.37
76  1.60
77  1.12
78  1.44
79  2.01
80  1.06
81  1.41
82  1.43
83  0.95
84  1.39
85  1.10
86  1.10
87  1.59
88  1.40
89  1.50
90  0.88
91  1.15
92  1.50
93  1.16
94  1.17
95  1.85
96  1.22
97  1.79
98  1.89
99  1.37
100 1.30
101 1.10
102 1.06
103 0.97
104 1.35
105 1.67
106 1.63
107 1.34
108 1.32
109 2.03
110 1.75
111 1.00
112 1.25
113 1.15
114 1.01
115 1.21
116 1.04
117 1.20
118 1.22
119 1.12
120 1.20
121 1.59
122 1.24
123 1.12
124 1.48
125 1.56
126 1.95
127 1.33
128 1.05
129 1.42
130 1.44
131 0.78
132 1.69
133 1.27
134 1.36
135 1.32
136 1.36
137 1.22
138 1.15
139 1.31
140 1.55
141 1.73
142 1.74
143 1.24
144 1.19
145 2.00
146 1.12
147 1.32
148 1.51
149 1.40
150 1.47
151 1.30
152 1.45
153 1.48
154 1.21
155 0.84
156 1.62
157 1.71
158 1.10
159 0.88
160 1.06
161 1.03
162 1.67
163 1.54
164 1.72
165 1.45
166 0.86
167 1.34
168 1.35
169 0.91
170 1.18
171 1.55
172 1.26
173 0.99
174 1.19
175 1.23
176 1.22
177 1.28
178 0.94
179 1.29
180 1.11
181 1.08
182 1.02
183 1.14
184 1.73
185 1.55
186 1.22
187 1.32
188 1.41
189 1.50
190 1.62
191 1.29
192 1.00
193 1.07
194 1.22
195 1.42
196 1.04
197 0.84
198 1.39
199 0.89
200 1.06
201 1.16
202 1.15
203 0.78
204 1.25
205 0.81
206 1.28
207 1.04
208 1.55
209 1.24
210 1.05
211 1.13
212 1.20
213 1.09
214 1.15
215 1.23
216 0.84
217 0.98
218 1.20
219 1.77
220 1.39
221 1.52
222 1.25
223 1.07
224 1.19
225 1.45
226 1.01
227 1.44
228 1.77
229 0.96
230 1.44
231 1.08
232 1.09
233 1.91
234 1.82
235 1.35
236 0.90
237 0.90
238 1.10
239 1.11
240 1.10
241 1.29
242 1.17
243 1.55
244 1.06
245 1.59
246 1.73
247 1.38
248 1.50
249 1.05
250 1.05
251 1.26
252 1.16
253 1.34
254 1.56
255 1.41
256 1.46
257 1.18
258 1.23
259 1.33
260 1.08
261 1.49
262 1.19
263 1.15
264 1.68
265 1.20
266 0.99
267 1.28
268 1.43
269 1.20
270 1.40
271 0.91
272 1.18
273 0.94
274 1.72
275 2.09
276 1.20
277 1.66
278 1.33
279 1.36
280 1.33
281 1.26
282 1.34
283 1.16
284 1.16
285 1.19
286 1.14
287 1.20
288 1.21
289 1.83
290 1.26
291 1.85
292 1.37
293 1.07
294 1.10
295 1.13
296 0.97
297 1.25
298 1.08
299 1.09
300 1.27
301 1.32
302 1.07
303 1.12
304 1.56
305 1.64
306 1.11
307 0.90
308 1.29
309 1.25
310 1.18
311 1.63
312 1.46
313 1.17
314 1.37
315 1.04
316 1.29
317 1.02
318 1.84
319 1.50
320 1.38
321 1.10
322 1.19
323 1.19
324 1.49
325 1.42
326 1.27
327 1.26
328 1.10
329 1.41
330 1.17
331 1.06
332 1.87
333 1.74
334 1.09
335 0.98
336 1.18
337 1.24
338 1.36
339 1.28
340 1.08
341 1.55
342 1.20
343 1.59
344 1.40
345 1.92
346 1.09
347 1.08
348 1.02
349 1.00
350 1.13
351 0.97
352 1.36
353 1.50
354 1.45
355 1.06
356 0.86
357 1.13
358 1.49
359 1.75
360 1.63
361 1.12
362 1.37
363 1.14
364 1.65
365 1.69
366 1.40
367 1.47
368 1.31
369 1.05
370 1.19
371 0.99
372 0.84
373 1.49
374 1.07
375 1.18
376 1.20
377 1.69
378 1.39
379 1.27
380 1.29
381 1.28
382 1.53
383 1.10
384 1.15
385 1.29
386 1.05
387 1.12
388 1.21
389 1.16
390 2.00
391 1.41
392 1.13
393 1.39
394 1.45
395 1.20
396 1.39
397 1.50
398 1.08
399 1.34
400 1.40
401 1.37
402 1.09
403 1.02
404 1.02
405 1.62
406 1.52
407 1.75
408 1.30
409 1.11
410 0.79
411 1.29
412 1.14
413 1.07
414 1.52
415 1.06
416 1.22
417 1.46
418 1.26
419 0.88
420 1.13
421 1.33
422 1.72
423 1.27
424 1.42
425 1.44
426 1.44
427 1.13
428 1.19
429 1.05
430 1.50
431 1.27
432 1.03
433 1.54
434 1.30
435 0.93
436 1.27
437 1.19
438 1.40
439 0.97
440 1.86
441 1.35
442 1.49
443 1.58
444 1.14
445 1.80
446 1.37
447 0.90
448 1.12
449 1.07
450 1.00
451 1.14
452 0.98
453 1.30
454 1.50
455 1.52
456 1.23
457 0.97
458 1.16
459 1.49
460 1.20
461 1.33
462 1.41
463 1.20
464 0.79
465 1.03
466 1.19
467 1.48
468 0.89
469 0.84
470 1.36
471 1.24
472 0.93
473 1.29
474 1.18
475 1.28
476 1.32
477 1.18
478 1.57
479 0.94
480 1.97
481 1.38
482 0.89
483 1.84
484 1.18
485 1.49
486 0.93
487 1.10
488 1.05
489 1.32
490 1.20
491 1.20
492 1.77
493 1.14
494 1.77
495 2.13
496 1.27
497 1.03
498 1.17
499 0.94
500 0.89
501 1.15
502 1.44
503 1.14
504 1.20
505 1.53
506 1.28
507 1.32
508 1.18
509 1.56
510 1.10
511 1.32
512 1.20
513 1.48
514 1.50
515 0.75
516 1.06
517 0.85
518 1.04
519 1.39
520 1.04
521 1.10
522 0.93
523 2.24
524 1.22
525 1.33
526 1.61
527 0.63
528 1.05
529 1.16
530 1.45
531 0.89
532 0.87
533 1.40
534 0.97
535 1.57
536 1.95
537 1.87
538 1.25
539 1.13
540 0.98
541 1.22
542 1.09
543 1.06
544 1.12
545 1.82
546 1.38
547 1.28
548 1.52
549 1.55
550 1.34
551 1.47
552 1.07
553 1.33
554 1.28
555 0.93
556 1.25
557 1.45
558 1.10
559 1.28
560 1.15
561 1.25
562 1.14
563 0.92
564 0.87
565 1.05
566 0.98
567 1.11
568 0.97
569 1.11
570 1.22
571 0.97
572 1.14
573 1.69
574 0.74
575 0.99
576 1.20
577 1.37
578 1.10
579 1.48
580 1.38
581 1.24
582 1.85
583 1.12
584 1.02
585 1.26
586 1.65
587 1.34
588 1.29
589 1.09
590 1.07
591 1.52
592 1.30
593 1.58
594 1.43
595 0.99
596 1.40
597 0.83
598 1.03
599 0.94
600 1.18
601 1.70
602 1.32
603 1.05
604 0.77
605 1.64
606 1.12
607 1.30
608 1.01
609 1.09
610 1.70
611 1.85
612 0.84
613 1.50
614 1.05
615 0.78
616 1.16
617 0.94
618 1.00
619 1.05
620 1.38
621 1.47
622 1.28
623 1.23
624 1.20
625 1.44
626 1.54
627 1.32
628 1.25
629 1.69
630 1.36
631 1.09
632 1.07
633 1.56
634 1.10
635 0.81
636 1.34
637 1.14
638 1.31
639 1.29
640 1.32
641 0.77
642 1.70
643 1.26
644 0.89
645 1.30
646 0.73
647 1.33
648 1.31
649 1.23
650 1.41
651 1.32
652 1.22
653 1.01
654 1.42
655 1.20
656 0.94
657 0.95
658 1.30
659 1.30
660 0.96
661 0.94
662 1.11
663 1.67
664 1.29
665 0.87
666 1.09
667 1.23
668 1.16
669 1.35
670 1.28
671 0.91
672 1.32
673 1.23
674 1.09
675 1.09
676 1.10
677 1.28
678 0.91
679 1.14
680 1.09
681 1.07
682 1.88
683 1.21
684 0.86
685 1.13
686 1.51
687 1.17
688 1.52
689 1.31
690 1.25
691 1.43
692 1.02
693 1.57
694 1.50
695 1.40
696 1.02
697 1.35
698 1.07
699 1.17
700 1.19
701 1.12
702 1.27
703 1.26
704 1.22
705 1.49
706 1.13
707 1.66
708 1.19
709 0.74
710 1.93
711 0.75
712 1.56
713 0.91
714 1.60
715 0.91
716 1.04
717 1.26
718 1.37
719 1.31
720 1.17
721 1.40
722 1.26
723 1.62
724 1.52
725 0.98
726 1.15
727 1.21
728 0.85
729 1.10
730 1.09
731 1.09
732 1.20
733 1.93
734 1.31
735 1.76
736 1.35
737 1.17
738 0.99
739 1.26
740 1.53
741 1.10
742 1.41
743 1.39
744 1.16
745 1.54
746 1.50
747 1.12
748 1.24
749 1.25
750 0.98
751 0.81
752 1.31
753 1.36
754 1.31
755 1.32
756 0.99
757 1.30
758 1.20
759 1.61
760 1.20
761 1.13
762 1.34
763 1.34
764 1.30
765 1.58
766 1.57
767 1.04
768 1.23
769 1.44
770 1.03
771 1.47
772 1.09
773 1.12
774 1.27
775 1.13
776 1.32
777 0.97
778 1.36
779 1.43
780 1.21
781 1.10
782 0.97
783 1.56
784 1.35
785 1.49
786 1.23
787 0.79
788 1.01
789 1.20
790 1.24
791 0.94
792 1.31
793 1.12
794 1.32
795 1.43
796 1.01
797 1.15
798 0.87
799 0.75
800 1.22
801 1.12
802 0.92
803 1.00
804 1.50
805 1.02
806 1.73
807 1.26
808 1.20
809 0.93
810 0.96
811 0.94
812 1.35
813 1.30
814 1.67
815 1.28
816 1.33
817 1.62
818 1.23
819 1.01
820 1.59
821 1.05
822 1.16
823 1.29
824 1.19
825 1.11
826 1.50
827 1.08
828 1.08
829 1.07
830 1.74
831 1.12
832 1.37
833 1.22
834 1.78
835 1.54
836 1.21
837 1.19
838 0.93
839 2.10
840 1.18
841 1.45
842 1.06
843 1.40
844 1.83
845 1.11
846 1.30
847 1.62
848 0.90
849 1.05
850 0.92
851 2.13
852 0.90
853 0.95
854 1.10
855 0.97
856 1.18
857 1.55
858 1.55
859 0.96
860 1.62
861 1.42
862 1.13
863 1.09
864 1.12
865 0.82
866 1.04
867 1.12
868 1.07
869 1.12
870 1.06
871 1.04
872 1.20
873 0.91
874 1.17
875 0.91
876 0.91
877 1.02
878 1.28
879 1.35
880 1.06
881 1.08
882 0.88
883 1.10
884 1.39
885 1.19
886 0.96
887 1.27
888 1.59
889 1.42
890 0.95
891 1.01
892 0.80
893 2.14
894 1.53
895 1.02
896 1.02
897 1.10
898 0.76
899 1.57
900 1.30
901 0.85
902 1.00
903 1.01
904 0.96
905 1.24
906 1.11
907 1.46
908 1.14
909 1.52
910 1.09
911 0.99
912 1.25
913 1.09
914 1.30
915 1.24
916 1.20
917 1.11
918 1.32
919 1.14
920 0.94
921 1.39
922 1.36
923 0.84
924 1.92
925 1.18
926 0.99
927 1.15
928 1.28
929 1.39
930 1.15
931 1.30
932 1.45
933 1.12
934 1.30
935 1.10
936 1.33
937 1.57
938 1.56
939 1.32
940 1.06
941 2.13
942 1.06
943 1.26
944 1.61
945 0.73
946 0.85
947 0.93
948 1.12
949 0.90
950 1.18
951 1.01
952 0.90
953 0.78
954 1.69
955 0.82
956 1.92
957 2.02
958 1.09
959 1.21
960 1.17
961 0.91
962 1.57
963 1.33
964 1.61
965 1.26
966 0.98
967 0.72
968 0.87
969 1.18
970 1.34
971 1.28
972 1.34
973 1.08
974 1.13
975 1.24
976 0.98
977 1.41
978 1.27
979 1.22
980 1.78
981 1.03
982 1.14
983 1.28
984 1.13
985 1.31
986 1.21
987 1.09
988 1.71
989 0.92
990 1.95
991 1.28
992 1.38
993 1.17
994 1.15
995 1.05
996 1.11
997 0.81
998 1.22

visdat::vis_dat(cardio_modified, sort_type = TRUE, palette = "default")

cardio_modified <- cardioRiskFactors_df %>%
  dplyr::mutate(across(where(is.character), as.factor)) %>% 
  relocate(where(is.factor))
glimpse(cardio_modified)

Rows: 998
Columns: 14
$ age      <int> 52, 54, 61, 51, 58, 62, 54, 52, 45, 55, 39, 57, 31, 50, 50, 4…
$ bmi      <dbl> 36.9, 30.7, 32.2, 36.6, 31.4, 42.3, 26.7, 27.0, 34.0, 20.9, 2…
$ waisthip <dbl> 0.8000000, 0.8256881, 0.8653846, 0.9166667, 0.8269231, 0.9391…
$ smok     <int> 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0…
$ choles   <dbl> 7.4, 7.9, 7.0, 5.7, 8.7, 8.1, 6.5, 7.7, 7.4, 6.7, 7.4, 5.5, 4…
$ trig     <dbl> 3.44, 2.24, 1.75, 2.10, 2.26, 1.97, 2.64, 2.07, 2.63, 2.99, 3…
$ hdl      <dbl> 1.25, 1.46, 1.28, 1.07, 0.80, 1.02, 1.66, 1.18, 0.84, 1.11, 1…
$ ldl      <dbl> 4.59, 5.42, 4.92, 3.68, 6.87, 6.18, 3.64, 5.58, 5.36, 4.23, 4…
$ sys      <int> 154, 135, 154, 180, 154, 116, 168, 156, 141, 156, 141, 135, 1…
$ dia      <dbl> 89.0, 81.0, 93.0, 112.0, 104.0, 85.0, 105.0, 104.0, 77.0, 96.…
$ Uric     <int> 437, 361, 268, 335, 549, 315, 903, 691, 304, 607, 366, 482, 2…
$ sex      <int> 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0…
$ alco     <dbl> 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 0.00000, 208.285…
$ apoa     <dbl> 1.47, 1.18, 1.32, 1.07, 1.14, 1.08, 1.41, 1.19, 0.85, 1.27, 1…

cardio_modified %>%
  stats::setNames(c("Age","BMI","Waist_to_Hip_Ratio","Smoking_Status","Total_Cholesterol","Triglycerides_Level","High_Density_Lipoprotein","Low_Density_Lipoprotein","Systolic_Blood_Pressure","Diastolic_Blood_Pressure","Uric_Acid_Level","Sex","Alcohol_Consumption","Apolipoprotein_A"))

    Age  BMI Waist_to_Hip_Ratio Smoking_Status Total_Cholesterol
1    52 36.9          0.8000000              0               7.4
2    54 30.7          0.8256881              0               7.9
3    61 32.2          0.8653846              0               7.0
4    51 36.6          0.9166667              0               5.7
5    58 31.4          0.8269231              0               8.7
6    62 42.3          0.9391304              0               8.1
7    54 26.7          0.8602151              1               6.5
8    52 27.0          0.9484536              1               7.7
9    45 34.0          0.8392857              0               7.4
10   55 20.9          0.8958333              1               6.7
11   39 27.3          0.8333333              0               7.4
12   57 33.9          0.7857143              0               5.5
13   31 41.1          0.8492063              1               4.2
14   50 20.4          0.8314607              0               8.0
15   50 26.6          0.9705882              0               6.2
16   46 30.2          0.9469027              0               5.9
17   48 33.1          0.8214286              0               6.7
18   62 27.0          0.8349515              0               6.9
19   63 24.5          1.0000000              0               7.3
20   39 35.5          0.8632479              0               6.8
21   54 24.2          0.8800000              0               7.5
22   48 28.3          0.9183673              1               8.2
23   53 38.3          0.8396226              0               7.1
24   54 30.1          0.9279279              0               4.3
25   59 28.2          0.8543689              0               4.8
26   31 30.2          0.7920792              0               6.9
27   36 32.2          0.8909091              0               6.2
28   39 31.1          0.9708738              1               7.4
29   45 25.0          0.8269231              0               7.4
30   54 25.3          0.9285714              0               5.6
31   48 24.0          0.9300000              0               6.5
32   54 44.2          0.8712121              0               6.9
33   56 24.6          0.8585859              0               8.2
34   60 21.6          0.7684211              0               7.0
35   30 28.3          0.8900000              1               7.6
36   44 30.1          0.8301887              0               6.2
37   61 32.0          0.8108108              0               7.7
38   28 48.6          0.8484848              0               6.1
39   50 25.6          0.9540230              1               3.6
40   49 28.0          0.9074074              1               5.6
41   50 32.7          0.8333333              0               6.3
42   31 27.9          0.7699115              0               5.9
43   58 26.6          0.8200000              0               8.4
44   57 26.7          0.9142857              1               6.4
45   64 36.5          0.7983871              0               6.4
46   32 22.1          0.9081633              0               7.0
47   56 34.5          0.8305085              0               8.3
48   58 30.5          0.8539326              1               6.5
49   51 25.2          0.8137255              0               7.9
50   50 29.7          0.8918919              0               4.4
51   51 28.0          0.8222222              0               5.4
52   54 28.8          0.8653846              0               7.5
53   53 32.4          0.8214286              0               6.7
54   46 31.4          0.9230769              0               6.2
55   53 37.0          0.8090909              0               7.0
56   39 21.1          0.8659794              0               5.7
57   43 23.6          0.7578947              0               7.1
58   61 30.1          0.8210526              0               5.8
59   28 27.0          0.8653846              0               6.2
60   60 30.4          0.9444444              0               4.1
61   49 27.2          0.8541667              1               6.3
62   60 31.6          0.7950820              0               6.6
63   52 29.1          0.9439252              0               4.8
64   54 19.2          0.8372093              0               5.7
65   47 31.1          0.8035714              1               5.8
66   48 42.7          0.7028986              0               6.6
67   51 38.4          0.8770492              0               4.2
68   59 27.1          0.9072165              1               7.1
69   43 29.3          0.8256881              0               6.3
70   57 26.4          0.9574468              0               6.9
71   34 21.2          0.7954545              0               8.3
72   60 32.9          0.9813084              0               6.9
73   52 19.1          0.8444444              0               5.2
74   63 30.0          0.7788462              0              11.0
75   42 38.6          0.7786885              0               5.1
76   48 26.5          0.8100000              0               7.1
77   51 24.8          0.9117647              0               6.9
78   47 26.9          0.8217822              0               7.2
79   45 32.2          0.8529412              0               6.2
80   46 35.3          0.7583333              0               6.1
81   62 25.6          0.8315789              0               5.9
82   51 30.1          0.8990826              0               6.5
83   59 25.3          0.9134615              0               6.0
84   58 31.6          0.8073394              0               6.0
85   61 19.8          0.7750000              0               5.7
86   42 35.6          0.7154472              0               7.1
87   55 30.7          0.8378378              0               6.2
88   62 33.3          0.8224299              0               4.4
89   50 28.2          0.8367347              1               6.4
90   37 34.1          0.9245283              1               6.7
91   43 37.7          0.8181818              0               5.1
92   52 26.6          0.8217822              0               7.1
93   47 26.4          0.9100000              1               4.9
94   47 22.4          0.9072165              1               5.5
95   49 27.2          0.8165138              0               8.7
96   50 32.2          0.8224299              0               5.5
97   54 31.2          0.7345133              0               7.6
98   60 17.9          0.8170732              0               5.4
99   29 24.1          0.7572816              0               7.2
100  52 35.4          0.8360656              0               6.6
101  39 25.2          0.9009901              0               6.6
102  34 26.5          0.8921569              0               4.6
103  64 30.3          0.8039216              0               4.7
104  42 30.6          0.8807339              0               5.9
105  53 23.8          0.9090909              1               3.4
106  59 33.9          0.8557692              0               8.4
107  51 25.3          0.8043478              1               4.9
108  47 26.4          0.7979798              0               7.1
109  47 25.6          0.9238095              0               6.3
110  46 21.1          0.8227848              1               6.7
111  50 29.8          0.8981481              0               7.1
112  42 24.2          0.7647059              0               4.9
113  49 35.7          0.8518519              0               5.3
114  64 23.6          0.8131868              0               5.1
115  55 20.6          0.9069767              1               6.7
116  40 23.5          0.8737864              0               5.8
117  61 22.8          0.8437500              0               6.3
118  55 34.2          0.8369565              1               5.5
119  38 27.8          0.9339623              0               6.5
120  41 28.9          0.8440367              0               5.7
121  54 23.7          0.7623762              0               6.0
122  35 40.1          0.7265625              0               5.6
123  49 22.7          0.8666667              1               4.6
124  48 20.6          0.8111111              1               6.6
125  39 36.7          0.7777778              0               6.7
126  53 26.2          0.7549020              0               6.1
127  49 25.4          0.8571429              0               7.2
128  50 26.1          0.8727273              0               3.6
129  48 27.6          0.8557692              0               6.5
130  49 30.1          0.7755102              0               6.5
131  36 24.0          0.7766990              0               6.4
132  63 21.2          0.7666667              0               6.5
133  38 23.0          0.8764045              0               7.1
134  32 29.3          0.8981481              1               6.3
135  39 39.8          0.7281553              0               4.4
136  41 31.3          0.7413793              0               5.4
137  50 19.7          0.7701149              0               6.2
138  37 34.6          0.7758621              0               4.9
139  47 29.3          0.8367347              0               5.8
140  51 28.8          0.8725490              0               5.3
141  38 20.6          0.7977528              0               4.8
142  42 22.3          0.8453608              0               4.2
143  33 18.0          0.7555556              0               6.7
144  62 21.7          0.8260870              0               4.3
145  55 21.0          0.8888889              1               7.3
146  34 26.4          0.8811881              0               4.8
147  43 28.6          0.8440367              0               6.9
148  25 34.3          0.7391304              0               6.8
149  53 21.1          0.8823529              1               6.1
150  47 24.2          0.7156863              0               7.1
151  41 22.4          0.6938776              0               4.8
152  56 23.1          0.8163265              0               3.8
153  33 25.5          0.7938144              0               7.7
154  39 28.3          0.8476190              0               4.3
155  45 19.7          0.8470588              0               4.3
156  36 18.4          0.9047619              1               3.7
157  43 19.8          0.8152174              0               6.5
158  38 23.7          0.7244898              0               6.0
159  35 27.6          0.8301887              0               4.7
160  25 28.4          0.9019608              0               6.2
161  31 18.8          0.8160920              1               4.0
162  46 18.2          0.8823529              1               5.0
163  36 29.9          0.8867925              0               6.6
164  32 23.1          0.8404255              1               5.6
165  37 21.8          0.8735632              0               7.9
166  36 21.7          0.7578947              0               4.2
167  45 22.7          0.8510638              0               5.9
168  35 29.2          0.7450980              0               6.3
169  44 22.6          0.8229167              0               5.1
170  28 24.6          0.7812500              0               5.2
171  63 28.1          0.9700000              0               8.1
172  51 23.2          0.8787879              1               5.1
173  45 29.2          0.8932039              1               4.2
174  55 23.2          0.8461538              0               6.7
175  31 18.9          0.7865169              0               6.0
176  46 32.7          0.7706422              0               5.5
177  29 26.0          0.8095238              0               6.6
178  36 37.8          0.9166667              0               5.7
179  30 22.6          0.8089888              1               4.3
180  64 27.9          0.9823009              1               6.5
181  27 21.8          0.7741935              0               6.4
182  38 33.0          0.8738739              0               4.4
183  42 20.0          0.7395833              0               5.3
184  57 23.1          0.8817204              1               6.3
185  30 16.4          0.8227848              1               5.3
186  50 24.0          0.9069767              0               5.1
187  60 23.7          0.7755102              1               6.4
188  57 22.1          0.8241758              1               4.9
189  44 28.3          0.7941176              0               5.8
190  61 30.7          0.8272727              0               6.4
191  40 26.4          0.7400000              0               6.2
192  47 30.1          0.9142857              0               5.0
193  59 35.3          0.8660714              0               8.9
194  45 26.4          0.8585859              0               4.0
195  56 30.1          0.9805825              1               7.9
196  59 21.8          0.8936170              0               5.8
197  33 31.5          0.7500000              0               4.4
198  43 34.0          0.7301587              0               5.8
199  36 34.7          0.8803419              0               4.9
200  55 32.4          0.8879310              0               5.4
201  27 23.2          0.8064516              0               4.7
202  34 41.4          0.7803030              0               6.1
203  31 30.8          0.8807339              0               5.2
204  44 26.6          0.7979798              0               5.1
205  59 26.0          0.8602151              0               5.8
206  58 22.3          0.8043478              0               6.7
207  56 31.4          0.9245283              1               5.8
208  63 33.3          0.7310924              0               5.9
209  40 21.7          0.8817204              0               5.2
210  29 30.5          0.7232143              0               4.4
211  40 23.6          0.8020833              1               4.5
212  32 23.4          0.7524752              0               4.7
213  34 22.4          0.7934783              0               5.8
214  41 34.1          0.8119658              0               6.1
215  46 22.5          0.7582418              0               5.6
216  53 20.8          0.8275862              1               3.6
217  41 24.9          0.8275862              0               4.5
218  35 25.8          0.7524752              0               5.4
219  56 14.8          0.8023256              0               5.0
220  38 23.2          0.7291667              0               4.5
221  50 26.3          0.9183673              0               6.8
222  31 26.6          0.7254902              0               6.5
223  36 26.9          0.6754386              1               4.0
224  28 23.5          0.8924731              1               5.1
225  25 19.4          0.7065217              0               4.9
226  60 20.1          0.8735632              1               3.2
227  52 22.4          0.8387097              1               4.4
228  57 33.1          0.8839286              0               7.1
229  32 24.4          0.7200000              0               5.2
230  46 26.8          0.9595960              0               6.6
231  35 29.6          0.8990826              0               6.1
232  42 24.6          0.7777778              0               5.4
233  41 19.8          0.8539326              1               7.3
234  32 21.2          0.7978723              0               5.9
235  50 23.8          0.8400000              0               6.3
236  58 23.4          0.8695652              1               5.8
237  32 27.7          0.9175258              0               4.6
238  33 25.0          0.8586957              0               4.6
239  59 31.6          0.9708738              0               5.7
240  37 28.7          0.8962264              0               5.5
241  51 32.9          0.8715596              0               6.0
242  43 24.4          0.8947368              1               4.7
243  40 29.0          0.7314815              0               7.4
244  38 21.7          0.8526316              1               6.5
245  48 18.5          0.8518519              1               4.0
246  41 22.6          0.8627451              1               3.5
247  58 29.8          0.8818182              0               7.8
248  27 21.4          0.7717391              0               4.1
249  32 22.8          0.8627451              1               3.3
250  32 26.8          0.7575758              0               3.6
251  48 18.2          0.7931034              1               6.4
252  37 19.9          0.8674699              0               4.0
253  62 32.5          0.9545455              0               6.5
254  43 23.3          0.8817204              1               5.2
255  25 21.2          0.7765957              1               6.0
256  53 22.2          0.8181818              0               6.8
257  58 30.6          0.8846154              0               7.2
258  38 22.8          0.7959184              0               4.0
259  39 25.1          0.7912088              0               5.4
260  36 40.6          0.9074074              0               4.6
261  38 25.7          0.8725490              0               6.5
262  36 25.1          0.6363636              0               5.0
263  32 20.2          0.8764045              1               4.0
264  63 24.9          0.7959184              0               6.3
265  64 32.6          0.8974359              0               6.1
266  43 24.6          0.7916667              0               4.7
267  57 22.4          0.8958333              1               5.1
268  40 17.8          0.7500000              1               4.3
269  45 23.9          0.8539326              1               4.6
270  47 27.9          0.8750000              1               5.4
271  26 21.3          0.7528090              0               4.4
272  31 27.3          0.8737864              1               4.8
273  63 29.5          0.8571429              0               5.5
274  63 25.5          0.9175258              0               7.6
275  60 24.2          0.8404255              0               4.0
276  49 21.0          0.8043478              0               4.6
277  52 38.8          0.8846154              0               5.5
278  26 17.5          0.7682927              0               5.6
279  59 23.1          0.7934783              0               6.7
280  61 24.1          0.9450549              1               4.4
281  36 20.7          0.8023256              0               5.1
282  29 19.5          0.7790698              0               5.2
283  64 25.1          0.9787234              0               5.8
284  62 31.1          0.7410714              0               5.3
285  59 21.1          0.8367347              1               6.0
286  32 23.5          0.7216495              0               4.9
287  63 42.1          0.9596774              0               8.8
288  53 23.0          0.7244898              0               5.4
289  54 26.1          0.7263158              0               6.7
290  58 26.1          0.8584906              1               5.8
291  31 26.0          0.7809524              0               4.8
292  56 24.1          0.7010309              1               5.3
293  35 24.3          0.8958333              0               6.3
294  38 27.8          0.9074074              0               4.6
295  34 29.8          0.9400000              0               6.4
296  43 29.3          0.8846154              0               4.3
297  58 25.6          0.8571429              1               5.3
298  34 22.2          1.2051282              0               4.7
299  50 26.0          0.8725490              0               4.5
300  46 27.4          0.8545455              0               6.2
301  51 31.4          0.8807339              0               5.7
302  32 31.7          0.8347107              0               5.0
303  49 25.1          0.9700000              1               5.5
304  55 26.4          0.7788462              0               5.6
305  34 22.4          0.7604167              0               6.3
306  35 23.2          0.7692308              1               5.9
307  35 30.2          0.7777778              0               4.5
308  51 22.1          0.7717391              0               6.0
309  36 21.8          0.7204301              0               4.8
310  36 24.2          0.7142857              1               4.2
311  58 20.6          0.8636364              1               5.2
312  55 26.7          0.7916667              0               4.5
313  40 20.2          0.8023256              0               4.2
314  29 19.2          0.7362637              0               6.2
315  25 21.7          0.8510638              0               5.1
316  46 24.2          0.8627451              1               7.3
317  31 21.8          0.6930693              0               3.4
318  33 18.0          0.8255814              0               3.8
319  42 27.8          0.7477477              0               5.8
320  62 28.8          0.9400000              0               5.9
321  41 34.7          0.8376068              0               4.9
322  42 28.2          0.7543860              0               3.7
323  58 39.9          0.7890625              0               8.4
324  64 24.4          0.8777778              0               7.0
325  33 21.7          0.8437500              0               3.8
326  61 29.3          0.8823529              0               7.8
327  32 30.2          0.9038462              0               6.5
328  43 33.0          0.9105691              0               5.9
329  26 31.1          0.7876106              0               7.0
330  33 33.5          0.7166667              0               5.1
331  58 25.2          0.9166667              0               7.8
332  55 21.5          0.8809524              1               6.2
333  52 22.1          0.8617021              1               3.6
334  43 33.0          0.8000000              0               5.2
335  49 23.0          0.8125000              0               5.1
336  59 25.8          0.8762887              0               4.8
337  42 26.5          0.7809524              0               4.4
338  34 20.4          0.7252747              0               5.2
339  57 31.3          0.8037383              0               7.7
340  48 25.5          0.8367347              0               5.5
341  56 32.4          0.8220339              0               7.1
342  35 32.7          0.8611111              0               7.6
343  62 22.4          0.7977528              1               4.9
344  63 25.2          0.8333333              0               4.9
345  31 21.6          0.8414634              0               5.5
346  45 27.6          0.8235294              0               4.4
347  54 34.2          0.9600000              0               6.6
348  33 21.5          0.7777778              0               4.4
349  53 35.1          0.8333333              0               4.2
350  61 23.0          0.8172043              0               5.1
351  64 31.2          1.0776699              0               7.0
352  26 21.0          0.8571429              0               5.2
353  25 16.9          0.7011494              0               5.9
354  58 25.2          0.8762887              0               5.9
355  61 31.0          0.8900000              0               7.4
356  31 20.2          0.7682927              0               5.2
357  48 23.3          0.9101124              0               6.2
358  35 22.8          0.8241758              0               4.6
359  57 24.1          0.8541667              0               7.0
360  31 23.0          0.8877551              0               6.0
361  33 23.1          0.7849462              0               4.0
362  59 24.3          0.8350515              1               6.1
363  56 28.0          0.9215686              0               4.0
364  44 26.2          0.8041237              0               5.2
365  37 29.9          0.7777778              0               6.5
366  36 16.8          0.8452381              1               4.4
367  42 22.8          0.7878788              0               6.7
368  52 24.1          0.7676768              0               5.3
369  34 31.3          0.7685185              0               5.8
370  29 25.1          0.8217822              0               6.6
371  38 33.0          0.7250000              0               5.2
372  51 35.0          0.8225806              0               4.7
373  29 19.8          0.8500000              0               5.7
374  53 25.1          0.8585859              0               5.1
375  51 30.6          0.9381443              0               7.2
376  31 32.9          0.8333333              0               5.0
377  62 25.8          0.8433735              0               6.1
378  26 19.7          0.7058824              0               4.3
379  60 23.1          0.8700000              1               5.8
380  49 26.1          0.8469388              0               4.5
381  45 30.8          0.8039216              1               5.7
382  59 20.0          0.9213483              1               4.9
383  47 28.0          0.9541284              1               4.0
384  50 27.2          0.7522936              0               4.2
385  36 17.9          0.7311828              0               4.1
386  30 26.5          0.9019608              0               4.3
387  53 33.5          0.8053097              0               5.2
388  53 34.9          0.8793103              0               6.1
389  44 26.3          0.8095238              0               5.5
390  32 25.8          0.9270833              0               7.0
391  37 19.9          0.8275862              1               4.7
392  25 20.3          0.8021978              0               4.9
393  32 22.0          0.8444444              0               4.9
394  47 25.9          0.7075472              0               6.2
395  32 20.6          0.6888889              0               4.3
396  56 29.7          0.8000000              0               4.1
397  36 25.9          0.8484848              1               9.3
398  32 23.1          0.7244898              0               5.4
399  41 21.1          0.8690476              1               3.8
400  48 28.8          0.8446602              0               6.8
401  42 22.7          0.8152174              1               5.1
402  57 23.3          0.8987342              0              10.2
403  37 18.8          0.8235294              0               4.1
404  58 31.2          0.7931034              0               6.7
405  41 24.3          0.7777778              0               4.9
406  51 24.8          0.8539326              0               6.2
407  54 19.2          0.7415730              0               8.1
408  42 26.0          0.8260870              0               3.5
409  32 25.1          0.7100000              0               4.3
410  27 21.2          0.7717391              1               3.6
411  63 33.0          0.9272727              0               9.4
412  56 32.3          0.8849558              0               5.2
413  38 31.0          0.7894737              0               6.2
414  44 22.1          0.8494624              1               6.4
415  34 21.7          0.7578947              0               4.1
416  45 26.1          0.9200000              0               5.0
417  46 32.8          0.7964602              0               6.2
418  51 23.5          0.8969072              1               5.2
419  31 22.0          0.7448980              0               6.0
420  25 20.0          0.6966292              0               3.9
421  51 21.6          0.9313725              1               7.0
422  34 22.4          0.8125000              1               5.8
423  46 31.3          0.9345794              0               6.7
424  51 32.9          0.9029126              0               7.2
425  54 30.9          0.8952381              0               6.8
426  52 41.3          0.8074074              0               6.4
427  41 22.4          0.8333333              0               4.6
428  27 29.1          0.7241379              0               4.9
429  29 29.1          0.6869565              0               5.5
430  49 25.1          0.8674699              1               6.2
431  47 25.8          0.8900000              0               5.4
432  48 20.6          0.8369565              1               4.8
433  27 21.5          0.7894737              0               4.7
434  62 24.4          0.8500000              1               6.1
435  39 26.7          0.8703704              0               4.9
436  32 23.8          0.8125000              0               7.2
437  52 42.6          0.8640000              0               6.3
438  50 20.2          0.7840909              0               5.8
439  59 19.7          0.8977273              1               4.7
440  31 23.3          0.8913043              0               7.1
441  47 20.4          0.8604651              1               4.7
442  42 33.6          0.9215686              0               6.0
443  54 20.7          0.8750000              1               5.2
444  36 24.1          0.8021978              0               6.4
445  56 23.3          0.8723404              0               6.2
446  61 27.3          0.9417476              0               6.3
447  48 19.9          0.7291667              0               3.7
448  63 29.8          0.8396226              0               6.9
449  56 28.2          0.9805825              0               5.5
450  47 26.1          0.8686869              0               5.6
451  43 25.1          0.8888889              0               5.1
452  59 23.6          0.9677419              1               6.6
453  64 18.1          0.8809524              1               4.3
454  41 18.7          0.8085106              1               5.8
455  41 25.5          0.9183673              0               6.2
456  63 29.4          1.0102041              1               5.8
457  25 23.9          0.8297872              0               5.3
458  25 22.7          0.7586207              0               4.6
459  64 24.3          0.9270833              1               3.6
460  25 20.1          0.7191011              0               5.3
461  31 25.6          0.7777778              0               5.1
462  40 26.5          0.8584906              0               5.9
463  61 26.8          0.9029126              0               7.2
464  35 24.5          0.8504673              0               6.0
465  28 27.0          0.8640777              0               4.4
466  61 28.4          0.9800000              0               7.0
467  64 21.9          0.8000000              0               6.4
468  47 26.8          0.8152174              0               5.7
469  32 33.5          0.8807339              0               5.0
470  26 19.9          0.7608696              0               6.6
471  29 28.7          0.7837838              0               6.3
472  29 31.1          0.7850467              0               4.8
473  28 32.3          0.7500000              0               4.5
474  34 27.4          0.7102804              0               4.4
475  48 28.2          0.8490566              0               5.9
476  42 23.6          0.7395833              0               5.2
477  63 34.6          0.8508772              0               6.3
478  31 24.2          0.7659574              0               3.9
479  57 20.2          0.8913043              0               6.4
480  28 22.1          0.8510638              1               4.9
481  26 29.6          0.8285714              0               5.2
482  60 30.6          0.9549550              1               3.5
483  48 29.0          0.8627451              1               6.8
484  50 21.7          0.8068182              0               5.3
485  60 31.0          0.8070175              0               6.8
486  27 22.7          0.7684211              0               3.0
487  36 24.6          0.7956989              1               5.4
488  49 34.1          0.9327731              0               6.3
489  64 23.4          0.8539326              1               5.4
490  60 31.0          0.9734513              1               5.2
491  40 25.4          0.8969072              0               4.3
492  63 25.7          0.9456522              1               7.0
493  56 33.1          0.8067227              0               5.4
494  45 22.3          0.8556701              1               6.1
495  63 19.2          0.8500000              1               5.4
496  39 27.6          0.6601942              0               6.3
497  44 35.0          0.9661017              0               5.7
498  31 45.6          0.9836066              0               5.3
499  32 29.7          0.8737864              0               7.7
500  28 28.5          0.9035088              0               6.0
501  26 19.3          0.7894737              0               4.2
502  38 27.9          0.9090909              0               6.3
503  30 20.3          0.8369565              0               6.1
504  48 28.5          0.7884615              0               5.3
505  38 21.1          0.8089888              0               7.2
506  51 31.0          0.8623853              1              10.4
507  37 20.5          0.7777778              0               6.2
508  36 27.8          0.9150943              0               6.7
509  47 19.2          0.7142857              0               6.7
510  53 21.3          0.8695652              1               4.7
511  50 30.1          0.7964602              0               6.2
512  59 25.9          0.9690722              1               7.7
513  63 27.7          0.9615385              1               5.2
514  47 24.0          0.8723404              0               4.0
515  37 19.0          0.7317073              0               2.9
516  36 32.0          0.9532710              0               6.3
517  41 25.3          0.7916667              0               4.0
518  46 20.7          0.8900000              0               5.8
519  37 22.1          0.7956989              1               4.3
520  34 28.9          0.8317757              0               4.7
521  31 29.8          0.8679245              0               5.1
522  37 24.0          0.8400000              0               5.3
523  56 26.9          0.8125000              1               6.7
524  62 27.8          0.9175258              0               4.5
525  46 19.8          0.8045977              0               4.3
526  30 22.9          0.8297872              0               6.6
527  57 21.6          0.8191489              1               3.4
528  54 18.9          0.8791209              0               3.9
529  35 25.2          0.8260870              0               5.8
530  36 25.7          0.8762887              1               4.9
531  40 29.0          0.8076923              0               3.3
532  42 23.2          0.9042553              0               6.0
533  52 29.1          0.8691589              0               9.0
534  43 24.8          0.9583333              0               5.7
535  56 29.6          0.8598131              0               8.7
536  54 20.1          0.8089888              0               3.9
537  45 22.9          0.7659574              0               5.8
538  27 20.7          0.7912088              0               4.0
539  59 29.0          0.7777778              0               6.4
540  31 19.7          0.7640449              0               5.2
541  56 37.3          0.8796992              0               4.8
542  32 30.8          0.9428571              0               7.2
543  42 19.8          0.8387097              0               5.9
544  50 30.2          0.9270833              0               3.7
545  41 22.4          0.8666667              0               4.6
546  55 22.0          0.8787879              0               5.3
547  47 25.3          0.8488372              0               5.1
548  30 24.2          0.7676768              0               5.6
549  62 26.6          0.9473684              1               4.9
550  41 28.6          0.8878505              0               7.0
551  48 20.8          0.8488372              0               5.6
552  45 22.3          0.7826087              0               6.7
553  62 24.6          0.8666667              1               5.4
554  61 28.3          0.7843137              0               6.5
555  41 32.1          0.9736842              0               5.8
556  50 31.7          0.8857143              0               4.0
557  52 27.1          0.7653061              0               6.0
558  28 17.6          0.7045455              0               5.6
559  63 27.1          0.9803922              0               3.9
560  34 25.8          0.8252427              0               5.2
561  31 29.2          0.9428571              1               3.9
562  46 24.9          0.9062500              0               4.1
563  26 29.5          0.8653846              0               4.0
564  37 21.7          0.8064516              1               4.1
565  48 22.8          0.9090909              1               5.5
566  30 27.9          0.8235294              0               5.5
567  28 30.3          0.7884615              1               5.6
568  40 29.3          0.8365385              0               6.0
569  37 17.9          0.7682927              0               5.0
570  56 17.4          0.7875000              0               5.5
571  31 23.6          0.7894737              1               4.4
572  47 28.1          0.7339450              0               6.6
573  59 20.6          0.7865169              1               6.8
574  44 29.7          0.7636364              0               3.5
575  41 21.7          0.8522727              1               5.5
576  64 21.8          0.8604651              0               5.8
577  29 24.9          0.8282828              0               5.2
578  32 28.3          0.7909091              0               4.9
579  49 29.0          0.7766990              0               5.3
580  54 22.9          0.9150943              0               5.1
581  36 22.7          0.8041237              0               5.8
582  26 23.9          0.8666667              1               5.9
583  33 19.5          0.8505747              1               4.0
584  29 22.2          0.8229167              1               5.3
585  54 39.1          0.8114754              0               5.1
586  62 25.6          0.8421053              0               6.8
587  33 33.3          0.8407080              0               5.2
588  64 26.3          0.9062500              1               5.2
589  43 18.3          0.7380952              1               3.7
590  41 29.9          0.9504950              0               5.4
591  35 22.6          0.8333333              1               3.6
592  35 20.1          0.8461538              1               3.3
593  31 25.8          0.9166667              0               6.4
594  60 19.2          0.8777778              0               5.5
595  41 24.0          0.7684211              0               6.5
596  64 17.1          0.7349398              0               5.7
597  64 22.3          0.8969072              1               5.7
598  31 18.2          0.6931818              0               4.8
599  41 29.0          0.8846154              0               3.6
600  57 23.3          0.9072165              0               5.2
601  30 22.7          0.8659794              0               6.2
602  52 32.1          0.8990826              0               7.6
603  26 20.7          0.7741935              0               4.0
604  46 16.7          0.7976190              1               6.3
605  43 19.8          0.8452381              1               3.9
606  46 29.5          0.9029126              0               6.2
607  58 25.5          0.9285714              1               5.6
608  43 24.0          0.8750000              0               5.3
609  52 25.2          0.8037383              0               7.4
610  27 29.1          0.7663551              0               5.9
611  62 21.8          0.8750000              0               5.7
612  38 25.2          0.8857143              0               4.4
613  27 28.0          0.8823529              0               4.4
614  47 21.4          0.8023256              0               5.3
615  60 26.2          0.9157895              1               4.1
616  64 20.8          0.8988764              1               5.0
617  59 26.3          0.8411215              1               5.0
618  42 28.3          0.8952381              0               6.5
619  64 25.1          0.9659091              1               3.6
620  38 21.3          0.7096774              0               5.7
621  34 24.3          0.9072165              1               5.5
622  61 32.2          0.9719626              0               8.4
623  61 20.9          0.8437500              0               4.2
624  32 35.9          0.6666667              0               5.3
625  30 29.0          0.8773585              0               4.5
626  27 17.1          0.7500000              0               5.0
627  57 25.3          0.9139785              1               4.4
628  43 41.9          0.8110236              0               8.0
629  29 23.4          0.8125000              0               5.7
630  59 21.0          0.8068182              0               6.2
631  47 25.2          0.7657658              0               7.6
632  34 23.5          0.6470588              0               4.7
633  49 21.9          0.8666667              0               4.5
634  54 28.3          0.9090909              1               5.1
635  62 32.2          0.8596491              0               5.1
636  59 22.5          0.8152174              0               5.8
637  26 23.1          0.4666667              0               5.2
638  47 31.5          0.8318584              0               6.9
639  48 22.5          0.7634409              0               5.5
640  61 26.7          0.8297872              0               5.6
641  27 37.3          0.7966102              0               5.1
642  59 19.0          0.8181818              1               3.0
643  44 26.2          0.8857143              0               3.7
644  62 18.9          0.8941176              1               2.9
645  46 29.0          0.9278351              0               6.5
646  51 30.9          0.9019608              0               2.9
647  37 30.8          0.7981651              0               5.5
648  39 16.9          0.8214286              1               5.6
649  58 23.7          0.8863636              1               5.4
650  49 21.7          0.7894737              0               4.8
651  42 27.6          0.7155963              0               4.6
652  45 26.3          0.8383838              0               6.6
653  50 24.5          0.8839286              0               6.9
654  63 16.4          0.8333333              0               5.2
655  62 31.0          0.8909091              0               8.9
656  28 21.0          0.7608696              0               4.9
657  34 31.7          0.8725490              0               6.7
658  27 20.1          0.8191489              0               5.2
659  48 25.9          0.8723404              0               5.8
660  38 21.0          0.7096774              0               5.3
661  61 18.5          0.8452381              1               5.4
662  61 26.1          0.7961165              0               8.2
663  58 18.4          0.7666667              0               4.9
664  57 29.2          0.7672414              0               8.4
665  36 23.6          0.8282828              0               5.0
666  33 19.0          0.7865169              0               4.8
667  61 20.4          0.7755102              1               3.9
668  33 18.1          0.8555556              1               5.8
669  38 26.0          0.8297872              0               7.9
670  36 23.6          0.9120879              0               6.1
671  28 24.3          0.7578947              0               5.8
672  56 20.0          0.7977528              1               5.7
673  42 23.9          0.8712871              1               3.1
674  47 23.9          0.8265306              0               4.0
675  40 24.8          0.7021277              0               4.9
676  26 23.9          0.8350515              0               4.9
677  29 17.0          0.7951807              0               5.3
678  30 22.7          0.8058252              0               4.5
679  44 22.5          0.7809524              0               6.8
680  61 37.9          0.8803419              0               8.6
681  52 25.9          0.8019802              0               5.9
682  37 20.1          0.7717391              1               5.5
683  57 23.9          0.7578947              0               5.8
684  36 30.0          0.7788462              0               6.2
685  54 26.5          0.8058252              0               7.2
686  37 26.4          0.8080808              0               6.4
687  57 21.3          0.8969072              1               8.2
688  48 23.9          0.7959184              0               5.5
689  34 21.4          0.7500000              0               6.8
690  47 27.6          0.8272727              0               4.7
691  57 25.4          0.8775510              0               7.4
692  29 20.6          0.8072289              0               7.3
693  51 26.0          0.8888889              0               5.2
694  43 35.0          0.7826087              0               7.2
695  38 32.5          0.8000000              0               5.7
696  48 32.0          0.9428571              1               5.4
697  53 20.7          0.8061224              0               4.3
698  37 26.8          0.9029126              0               5.0
699  60 30.0          0.8571429              0               7.1
700  28 26.8          0.7676768              1               4.1
701  59 25.5          0.8444444              1               3.8
702  30 30.9          0.8000000              0               4.1
703  45 36.1          0.8048780              0               4.9
704  51 24.8          0.7474747              0               3.8
705  30 21.2          0.7446809              0               4.1
706  60 20.5          0.8681319              0               5.0
707  45 20.2          0.8651685              1               4.2
708  38 20.9          0.9111111              1               5.7
709  25 18.6          0.7608696              0               4.4
710  52 29.6          0.6581197              0               6.6
711  39 29.3          0.8256881              0               3.9
712  36 23.5          0.8556701              0               5.0
713  34 26.5          0.9189189              0               5.5
714  30 23.3          0.8723404              0               6.1
715  52 24.5          0.8200000              0               4.4
716  27 20.0          0.7634409              0               4.3
717  25 22.0          0.6900000              0               6.7
718  34 19.0          0.7444444              1               6.1
719  42 20.1          0.7419355              0               4.6
720  37 26.5          0.7924528              1               5.5
721  49 22.7          0.8387097              0               4.9
722  38 27.4          0.7798165              0               4.8
723  28 22.8          0.7604167              0               5.7
724  43 22.9          0.8666667              0               7.0
725  29 18.6          0.8000000              0               4.6
726  31 23.5          0.7659574              0               4.7
727  42 25.9          0.9500000              0               6.3
728  50 19.5          0.7234043              0               4.9
729  57 33.3          0.8461538              0               5.3
730  44 25.2          0.7156863              0               4.9
731  40 24.5          0.8526316              0               5.4
732  27 19.4          0.7317073              0               4.4
733  63 20.0          0.9418605              1               4.3
734  35 20.1          0.7052632              0               5.6
735  44 19.5          0.7954545              1               4.6
736  30 24.8          0.8210526              1               6.6
737  62 26.5          0.7946429              0               5.6
738  64 30.0          1.0571429              0               6.5
739  26 19.0          0.8764045              0               5.4
740  60 24.8          0.9326923              0               6.9
741  45 24.1          0.9042553              1               4.7
742  58 21.1          0.8191489              0               4.4
743  27 19.3          0.7977528              0               5.8
744  55 28.7          0.8431373              0               5.5
745  52 19.2          0.9285714              0               5.4
746  28 18.6          0.8860759              0               6.5
747  39 17.6          0.7974684              1               3.4
748  40 21.2          0.7934783              0               5.5
749  39 26.6          0.8260870              1               4.9
750  34 23.0          0.8125000              0               5.4
751  52 22.7          0.9000000              0               5.2
752  44 18.9          0.7311828              0               5.3
753  46 25.3          0.8983051              1               5.6
754  41 23.4          0.8210526              0               5.8
755  52 22.0          0.9354839              0               5.6
756  40 46.2          0.8656716              0               6.5
757  33 24.7          0.7142857              0               4.3
758  46 29.9          0.9523810              0               5.7
759  52 20.8          0.9784946              1               5.9
760  32 25.6          0.8020833              0               5.9
761  38 17.4          0.7176471              0               5.7
762  27 17.3          0.7325581              0               3.2
763  25 25.5          0.7070707              0               5.1
764  28 20.6          0.7368421              0               6.1
765  29 28.8          0.8787879              0               7.6
766  63 24.7          0.8080808              0               8.1
767  49 27.7          0.7523810              0               5.3
768  59 27.2          0.8518519              0               6.7
769  36 26.2          0.8235294              0               6.3
770  48 30.3          0.9285714              0               6.8
771  37 23.7          0.9072165              0               5.9
772  44 29.8          0.7962963              0               4.7
773  57 21.5          0.8478261              1               4.6
774  28 19.7          0.9529412              0               4.6
775  44 22.1          0.8571429              0               4.5
776  28 20.4          0.8924731              0               5.0
777  41 22.9          0.8350515              0               5.8
778  45 24.0          0.8316832              1               3.9
779  31 22.4          0.6979167              0               4.2
780  40 21.3          0.7450980              0               4.2
781  42 22.8          0.8300000              0               5.8
782  50 18.0          0.7500000              0               2.5
783  43 17.8          0.7738095              0               4.1
784  60 30.1          0.9500000              0               6.1
785  30 21.8          0.8510638              0               3.5
786  29 24.0          0.8484848              0               5.9
787  42 25.8          0.8130841              1               4.9
788  33 20.8          0.6907216              0               5.1
789  41 25.6          0.8404255              0               4.3
790  32 29.0          0.8113208              0               5.7
791  53 23.6          0.6633663              0               4.7
792  35 23.7          0.7087379              0               6.2
793  40 30.2          0.8627451              0               4.9
794  36 27.8          0.9065421              0               4.7
795  42 32.8          0.8932039              0               8.0
796  38 27.7          0.8181818              0               7.2
797  36 25.3          0.7870370              0               5.6
798  64 23.0          0.8210526              1               4.9
799  41 21.1          0.8936170              0               7.2
800  54 26.9          0.9021739              1               5.8
801  41 29.5          0.8796296              0               4.6
802  35 29.3          0.8715596              0               4.8
803  61 27.9          0.8440367              0               4.6
804  57 28.8          0.9449541              1               6.0
805  56 45.8          0.8854962              0               5.9
806  26 25.9          0.8936170              0               5.7
807  53 28.5          0.8725490              0               8.8
808  53 24.9          0.9462366              0               6.6
809  55 18.7          0.8636364              0               4.2
810  28 31.5          0.8482143              0               3.7
811  53 31.4          0.7964602              0               6.8
812  56 22.4          0.7263158              0               5.3
813  28 19.1          0.7582418              1               4.1
814  31 38.2          0.8211382              0               4.0
815  46 21.9          0.7291667              0               4.3
816  28 22.8          0.8172043              0               4.9
817  30 19.9          0.7752809              0               5.3
818  56 21.3          0.8390805              1               4.4
819  58 24.7          0.8659794              1               3.8
820  60 27.4          0.7961165              0               5.1
821  47 23.6          0.8510638              1               4.7
822  27 16.0          0.6923077              1               3.4
823  25 20.4          0.7473684              0               4.0
824  46 22.0          0.7684211              0               6.3
825  47 23.1          0.8478261              0               3.5
826  32 29.3          0.8000000              0               5.9
827  49 34.7          0.8909091              0               6.1
828  48 26.2          0.8865979              1               3.1
829  44 26.2          0.8613861              0               5.7
830  59 17.4          0.8089888              1               4.8
831  57 18.6          0.7692308              0               5.1
832  56 29.7          0.8333333              0               7.9
833  50 25.2          0.7878788              0               6.2
834  60 26.0          0.8431373              0               7.3
835  44 17.9          0.8783784              0               7.1
836  55 24.7          0.8279570              0               5.0
837  32 21.1          0.7528090              0               6.9
838  26 19.0          0.7500000              0               5.3
839  59 17.3          0.8780488              0               6.0
840  34 23.2          0.8080808              1               5.8
841  42 41.0          0.8650794              0               8.1
842  26 17.7          0.7619048              0               5.6
843  47 18.1          0.8505747              1               5.2
844  64 17.6          0.8048780              0               9.1
845  56 25.7          0.8100000              0               5.2
846  62 30.6          0.8659794              0               7.9
847  62 23.6          0.7640449              0               6.5
848  29 21.0          0.7857143              1               2.6
849  39 25.0          0.7835052              1               4.8
850  29 18.7          0.7590361              0               5.3
851  56 24.4          0.9595960              1               7.6
852  47 27.4          0.7171717              0               5.6
853  50 23.2          0.8105263              0               7.0
854  31 26.4          0.7714286              0               3.1
855  61 25.0          0.8039216              0               7.3
856  59 31.5          0.8928571              0               7.1
857  48 21.8          0.8876404              1               6.3
858  61 19.0          0.8313253              0               4.9
859  44 21.6          0.8750000              0               4.8
860  31 29.9          0.8380952              1               6.6
861  59 24.4          0.8172043              0               6.3
862  40 38.0          0.8990826              0               6.6
863  31 24.1          0.8333333              0               6.0
864  56 23.8          0.9354839              0               5.3
865  34 29.2          0.8137255              0               4.6
866  58 26.1          0.9354839              0               3.3
867  31 20.8          0.7938144              1               5.0
868  25 17.1          0.7608696              0               4.0
869  39 28.4          0.8190476              0               5.9
870  38 25.4          0.8265306              0               6.2
871  33 18.2          0.8275862              0               4.1
872  63 24.8          0.8750000              0               8.4
873  31 25.0          0.7708333              0               4.8
874  53 23.0          0.9081633              0               5.8
875  59 21.5          0.7692308              1               3.9
876  46 24.8          0.7628866              0               4.4
877  25 21.7          0.8000000              1               4.2
878  27 19.6          0.7684211              1               3.5
879  37 22.6          0.7378641              0               4.9
880  37 43.2          0.9357798              0               4.0
881  54 28.4          0.7837838              0               5.6
882  25 24.1          0.8700000              0               4.4
883  28 19.8          0.7111111              0               5.5
884  34 18.8          0.8846154              0               4.4
885  27 24.4          0.7894737              0               5.0
886  42 18.7          0.8000000              0               2.7
887  40 29.8          0.7614679              0               5.3
888  51 28.3          0.8958333              1               5.6
889  33 24.8          0.7835052              0               5.0
890  29 24.7          0.7551020              0               4.1
891  64 36.8          0.6304348              0               5.2
892  61 22.9          0.9411765              1               3.9
893  40 26.2          0.8888889              0               5.0
894  61 23.0          0.8409091              1               4.3
895  26 23.6          0.7878788              1               2.9
896  44 31.4          0.8055556              0               4.4
897  45 22.3          0.8085106              0               6.2
898  48 26.2          0.9417476              0               3.7
899  32 20.9          0.8461538              1               5.8
900  45 24.1          0.8787879              0               7.1
901  46 31.2          0.8290598              0               4.0
902  41 24.5          0.7857143              0               6.0
903  25 15.9          0.7894737              0               4.8
904  27 19.6          0.7634409              0               3.5
905  51 28.4          0.9504950              0               5.5
906  56 27.9          0.7454545              0               5.5
907  51 17.8          0.6907216              1               9.0
908  26 24.8          0.7216495              0               4.4
909  48 27.5          0.7600000              0               6.4
910  58 29.3          0.8673469              0               8.1
911  35 32.4          0.7706422              0               2.9
912  47 29.3          0.8165138              1               7.2
913  25 17.5          0.7701149              0               2.9
914  26 21.5          0.8571429              0               4.9
915  49 27.5          0.9587629              0               5.9
916  50 26.6          0.9029126              1               5.6
917  28 27.7          0.7982456              0               4.1
918  51 23.7          0.8842105              0               3.8
919  43 24.3          0.9081633              0               4.8
920  41 34.1          0.8928571              0               5.3
921  59 21.5          0.7578947              0               4.7
922  62 23.7          0.8571429              1               5.6
923  40 41.6          0.8571429              0               5.7
924  49 23.9          0.9072165              1               4.8
925  27 20.4          0.7872340              0               5.6
926  35 25.0          0.8469388              1               6.2
927  50 27.3          0.9270833              1               7.0
928  58 24.7          0.9801980              0               7.2
929  47 18.2          0.8000000              1               4.3
930  61 24.4          0.7788462              0               6.5
931  57 20.9          0.7750000              0               3.6
932  60 29.4          0.8461538              0               4.8
933  59 21.2          0.8695652              1               6.7
934  42 35.7          0.7627119              0               6.2
935  49 27.3          0.8640777              0               6.9
936  61 26.1          0.9074074              0               6.0
937  26 20.3          0.7717391              1               4.6
938  50 20.3          0.8977273              1               4.6
939  52 26.4          0.9126214              0               7.3
940  43 29.2          0.9215686              0               4.5
941  52 20.0          0.9418605              0               5.7
942  29 18.3          0.7303371              0               4.1
943  62 25.2          0.8811881              0               6.4
944  30 20.5          0.8850575              1               4.6
945  26 19.0          0.7127660              0               3.4
946  33 27.9          0.8130841              0               3.3
947  26 24.2          0.8571429              0               4.3
948  45 28.1          0.9189189              0               7.1
949  29 21.3          0.7241379              0               5.0
950  32 18.9          0.7906977              0               4.8
951  29 21.0          0.7731959              0               4.4
952  37 24.9          0.8901099              0               6.3
953  45 27.0          0.9708738              0               5.7
954  48 23.6          0.8780488              1               5.3
955  34 23.0          0.8437500              0               4.6
956  37 18.3          0.8072289              0               4.5
957  40 20.1          0.8131868              0               5.6
958  43 37.4          0.9512195              0               6.2
959  48 26.9          0.9801980              0               3.9
960  54 16.5          0.7901235              0               5.2
961  25 23.4          0.7708333              0               4.7
962  61 18.0          0.8888889              1               3.7
963  62 40.2          0.9000000              0               6.5
964  40 16.8          0.7752809              1               4.5
965  56 28.8          0.7982456              0               7.7
966  60 22.5          0.8241758              1               4.3
967  26 22.0          0.7628866              0               4.2
968  32 22.1          0.8202247              0               4.8
969  44 24.3          0.8750000              1               7.8
970  41 22.7          0.8526316              1               6.8
971  54 25.8          0.8541667              0               5.7
972  43 19.6          0.7411765              0               5.3
973  35 22.2          0.7368421              0               3.9
974  29 31.3          0.8703704              0               5.7
975  57 25.8          0.9800000              0               7.9
976  40 26.0          0.9278351              1               3.8
977  32 21.6          0.7142857              0               4.9
978  29 21.0          0.7446809              0               5.5
979  51 26.1          0.7821782              0               8.1
980  27 25.6          0.7934783              0               4.7
981  36 32.6          0.9203540              0               4.6
982  38 26.8          0.7403846              0               5.4
983  61 26.3          1.1149425              1               7.0
984  35 22.5          0.7446809              0               3.7
985  28 31.3          0.9189189              0               4.8
986  26 20.8          0.8117647              0               5.6
987  62 31.8          0.8942308              0               7.4
988  51 34.0          0.8198198              0              10.0
989  45 21.5          0.8901099              1               3.1
990  36 24.8          0.6634615              0               4.5
991  52 43.7          0.7857143              0               7.0
992  26 24.6          0.7666667              0               4.6
993  33 20.4          0.7608696              0               4.3
994  62 28.5          0.8725490              0               6.0
995  51 25.9          0.9400000              0               5.7
996  60 22.8          0.8585859              0               4.2
997  58 25.8          0.8989899              0               6.0
998  53 19.1          0.8160920              0               6.5
    Triglycerides_Level High_Density_Lipoprotein Low_Density_Lipoprotein
1                  3.44                     1.25                    4.59
2                  2.24                     1.46                    5.42
3                  1.75                     1.28                    4.92
4                  2.10                     1.07                    3.68
5                  2.26                     0.80                    6.87
6                  1.97                     1.02                    6.18
7                  2.64                     1.66                    3.64
8                  2.07                     1.18                    5.58
9                  2.63                     0.84                    5.36
10                 2.99                     1.11                    4.23
11                 3.54                     1.19                    4.60
12                 2.47                     1.21                    3.17
13                 2.00                     0.73                    2.56
14                 3.33                     0.96                    5.53
15                 2.58                     1.39                    3.64
16                 3.28                     1.45                    2.96
17                 1.77                     1.33                    4.57
18                 1.76                     1.74                    4.36
19                 2.49                     0.83                    5.34
20                 2.62                     1.41                    4.20
21                 2.16                     1.11                    5.41
22                 3.94                     1.91                    4.50
23                 1.20                     1.93                    4.62
24                 2.49                     1.18                    1.99
25                 2.06                     1.36                    2.50
26                 1.92                     1.14                    4.89
27                 3.00                     0.89                    3.95
28                 1.92                     1.28                    5.25
29                 2.10                     1.15                    5.30
30                 2.32                     1.37                    3.18
31                 7.98                     0.48                    2.39
32                 1.30                     1.16                    5.15
33                 1.79                     1.37                    6.02
34                 1.87                     1.37                    4.78
35                 3.21                     1.19                    4.95
36                 1.87                     1.28                    4.07
37                 1.35                     1.40                    5.69
38                 1.80                     1.12                    4.16
39                 2.08                     0.70                    1.95
40                 1.99                     0.96                    3.74
41                 1.31                     1.84                    3.86
42                 1.71                     1.19                    3.93
43                 2.29                     1.37                    5.99
44                 4.09                     1.19                    3.35
45                 1.55                     1.11                    4.59
46                 4.18                     1.23                    3.87
47                 1.34                     1.21                    6.48
48                 2.04                     1.68                    3.89
49                 1.56                     1.75                    5.44
50                 1.61                     1.10                    2.57
51                 1.90                     1.28                    3.26
52                 1.32                     1.15                    5.75
53                 1.48                     1.37                    4.66
54                 0.82                     1.11                    4.72
55                 0.72                     1.88                    4.79
56                 1.93                     1.34                    3.48
57                 1.97                     1.59                    4.61
58                 1.15                     2.42                    2.86
59                 2.56                     1.18                    3.86
60                 1.25                     0.95                    2.58
61                 1.20                     1.81                    3.94
62                 0.86                     1.10                    5.11
63                 1.48                     0.98                    3.15
64                 2.35                     1.86                    2.77
65                 1.68                     0.99                    4.05
66                 1.46                     1.66                    4.28
67                 0.90                     1.66                    2.13
68                 1.52                     1.82                    4.59
69                 1.57                     0.98                    4.61
70                 0.96                     2.07                    4.39
71                 1.88                     1.21                    6.24
72                 1.61                     0.97                    5.20
73                 1.18                     1.72                    2.94
74                 0.80                     1.15                    9.49
75                 0.86                     1.41                    3.30
76                 0.98                     1.98                    4.67
77                 1.54                     1.32                    4.88
78                 0.42                     2.02                    4.99
79                 1.04                     2.88                    2.85
80                 1.18                     1.03                    4.53
81                 0.97                     1.78                    3.68
82                 0.89                     1.75                    4.35
83                 1.60                     0.92                    4.35
84                 0.91                     1.87                    3.72
85                 1.92                     0.98                    3.85
86                 1.07                     1.36                    5.25
87                 1.36                     1.60                    3.98
88                 0.84                     1.79                    2.23
89                 1.47                     1.56                    4.17
90                 1.20                     0.98                    5.17
91                 0.69                     1.48                    3.31
92                 1.25                     2.04                    4.49
93                 1.34                     1.03                    3.26
94                 0.58                     1.48                    3.76
95                 0.92                     2.52                    5.76
96                 0.85                     1.63                    3.48
97                 0.86                     2.37                    4.84
98                 0.93                     2.92                    2.06
99                 1.39                     1.61                    4.96
100                0.78                     1.68                    4.57
101                1.18                     1.39                    4.67
102                0.85                     1.29                    2.92
103                1.57                     1.03                    2.96
104                1.21                     1.41                    3.94
105                1.07                     1.99                    0.92
106                0.80                     2.07                    5.97
107                0.68                     1.71                    2.88
108                0.61                     1.98                    4.84
109                0.91                     0.96                    4.93
110                0.80                     2.19                    4.15
111                0.83                     0.91                    5.81
112                0.98                     1.58                    2.87
113                0.68                     1.44                    3.55
114                1.57                     1.07                    3.32
115                1.22                     1.55                    4.60
116                0.95                     1.44                    3.93
117                0.76                     1.58                    4.37
118                1.15                     1.62                    3.36
119                1.24                     1.15                    4.79
120                0.72                     1.00                    4.37
121                1.17                     2.58                    2.89
122                0.78                     1.39                    3.86
123                0.88                     1.43                    2.77
124                1.53                     1.79                    4.11
125                0.74                     2.01                    4.35
126                0.68                     2.22                    3.57
127                0.85                     2.29                    4.52
128                0.85                     1.24                    1.97
129                0.75                     1.78                    4.38
130                0.76                     1.97                    4.18
131                0.96                     0.88                    5.08
132                1.09                     2.37                    3.63
133                0.72                     1.53                    5.24
134                1.01                     1.62                    4.22
135                0.99                     1.72                    2.23
136                0.80                     1.55                    3.49
137                1.31                     1.29                    4.31
138                0.79                     1.39                    3.15
139                0.58                     1.84                    3.70
140                0.63                     2.18                    2.83
141                1.67                     2.05                    1.99
142                0.56                     2.45                    1.50
143                1.31                     1.45                    4.65
144                0.74                     1.49                    2.47
145                0.84                     3.79                    3.13
146                0.83                     1.61                    2.81
147                0.45                     1.85                    4.85
148                0.72                     2.16                    4.31
149                0.64                     2.49                    3.32
150                0.78                     2.21                    4.54
151                1.00                     1.79                    2.56
152                0.66                     2.07                    1.43
153                0.72                     2.13                    5.24
154                0.89                     1.64                    2.26
155                0.74                     1.13                    2.83
156                0.79                     2.22                    1.12
157                0.68                     2.27                    3.92
158                0.53                     1.55                    4.21
159                1.17                     1.05                    3.12
160                5.40                     0.75                    3.00
161                0.49                     1.47                    2.31
162                1.27                     2.46                    1.96
163                1.23                     1.89                    4.15
164                0.75                     2.28                    2.98
165                1.48                     1.60                    5.63
166                0.46                     1.19                    2.80
167                0.68                     1.83                    3.76
168                0.80                     2.03                    3.91
169                0.64                     1.29                    3.52
170                0.73                     1.26                    3.61
171                1.82                     1.01                    6.26
172                1.36                     1.69                    2.79
173                1.64                     1.16                    2.29
174                1.03                     1.35                    4.88
175                0.91                     1.75                    3.84
176                0.92                     1.47                    3.61
177                0.55                     1.88                    4.47
178                3.09                     0.60                    3.70
179                0.60                     1.92                    2.11
180                2.48                     1.25                    4.12
181                0.84                     1.65                    4.37
182                0.91                     1.33                    2.66
183                0.52                     1.58                    3.48
184                0.67                     2.54                    3.46
185                0.66                     2.98                    2.02
186                1.64                     1.18                    3.17
187                0.55                     1.63                    4.52
188                0.48                     2.42                    2.26
189                0.98                     2.06                    3.29
190                1.69                     1.82                    3.81
191                0.74                     1.42                    4.44
192                1.27                     1.09                    3.33
193                1.78                     1.20                    6.89
194                0.56                     1.78                    1.97
195                1.98                     1.74                    5.26
196                0.64                     1.35                    4.16
197                0.66                     1.30                    2.80
198                0.92                     1.90                    3.48
199                1.21                     1.04                    3.31
200                0.91                     1.00                    3.99
201                0.74                     1.53                    2.83
202                1.19                     1.12                    4.44
203                1.05                     0.91                    3.81
204                0.80                     1.75                    2.99
205                1.40                     0.97                    4.19
206                1.13                     1.72                    4.47
207                1.70                     1.04                    3.99
208                1.24                     1.83                    3.51
209                1.49                     1.57                    2.95
210                0.77                     1.12                    2.93
211                0.59                     1.78                    2.45
212                0.47                     1.62                    2.87
213                1.02                     1.37                    3.97
214                1.07                     1.37                    4.24
215                0.57                     1.93                    3.41
216                0.92                     1.05                    2.13
217                0.36                     1.61                    2.73
218                0.65                     1.70                    3.40
219                0.71                     2.51                    2.17
220                0.97                     1.79                    2.27
221                1.74                     1.46                    4.55
222                1.14                     1.70                    4.28
223                0.57                     1.62                    2.12
224                0.80                     1.60                    3.14
225                0.46                     2.19                    2.50
226                0.75                     1.42                    1.44
227                1.32                     1.49                    2.31
228                1.16                     1.95                    4.62
229                1.10                     1.14                    3.56
230                3.32                     1.23                    3.86
231                4.88                     1.03                    2.85
232                0.98                     1.23                    3.72
233                0.62                     3.79                    3.23
234                0.85                     2.47                    3.04
235                1.62                     1.32                    4.24
236                0.71                     1.22                    4.26
237                0.69                     1.08                    3.21
238                1.00                     1.17                    2.98
239                0.99                     1.26                    3.99
240                1.42                     1.30                    3.55
241                2.04                     1.39                    3.68
242                1.37                     1.60                    2.48
243                0.65                     2.08                    5.02
244                0.94                     1.32                    4.75
245                0.68                     2.14                    1.55
246                1.83                     1.96                    0.71
247                1.49                     1.49                    5.63
248                0.77                     1.92                    1.83
249                1.43                     1.07                    1.58
250                0.50                     1.69                    1.68
251                0.65                     1.83                    4.27
252                0.90                     1.34                    2.25
253                2.01                     1.31                    4.28
254                0.95                     1.99                    2.78
255                0.63                     2.21                    3.50
256                0.77                     2.11                    4.34
257                1.72                     1.37                    5.05
258                1.25                     1.54                    1.89
259                0.92                     1.88                    3.10
260                1.39                     1.17                    2.80
261                1.13                     2.07                    3.92
262                0.64                     1.55                    3.16
263                0.52                     1.59                    2.17
264                1.64                     1.98                    3.57
265                1.49                     1.24                    4.18
266                0.74                     1.22                    3.14
267                2.06                     1.26                    2.90
268                0.37                     2.08                    2.05
269                1.16                     1.57                    2.50
270                0.65                     1.92                    3.18
271                0.52                     1.33                    2.83
272                1.56                     1.20                    2.89
273                1.73                     1.19                    3.52
274                2.26                     1.70                    4.87
275                2.13                     2.36                    0.67
276                0.47                     2.07                    2.32
277                2.09                     1.87                    2.68
278                0.68                     1.66                    3.63
279                1.04                     1.78                    4.45
280                1.32                     1.57                    2.23
281                0.67                     1.82                    2.98
282                1.96                     1.49                    2.82
283                1.79                     1.37                    3.62
284                0.56                     1.82                    3.23
285                1.12                     1.46                    4.03
286                0.73                     1.39                    3.18
287                1.64                     1.19                    6.86
288                0.97                     1.49                    3.47
289                0.79                     2.18                    4.16
290                1.14                     1.41                    3.87
291                1.02                     2.39                    1.95
292                0.46                     2.15                    2.94
293                1.60                     0.98                    4.59
294                1.25                     1.42                    2.61
295                0.91                     1.30                    4.69
296                1.60                     1.04                    2.53
297                0.53                     1.52                    3.54
298                0.58                     1.33                    3.11
299                0.89                     1.19                    2.91
300                1.53                     1.50                    4.00
301                1.44                     1.25                    3.80
302                0.81                     1.39                    3.24
303                4.48                     0.90                    2.56
304                1.63                     2.02                    2.84
305                1.42                     2.14                    3.51
306                1.56                     1.27                    3.92
307                0.68                     1.10                    3.09
308                1.29                     1.64                    3.77
309                0.62                     1.59                    2.93
310                0.71                     1.46                    2.42
311                3.54                     2.09                    1.50
312                0.69                     1.97                    2.22
313                0.29                     1.81                    2.26
314                2.11                     1.43                    3.81
315                1.73                     1.07                    3.24
316                1.13                     1.87                    4.92
317                0.41                     1.36                    1.85
318                0.38                     3.00                    0.63
319                1.10                     1.65                    3.65
320                1.53                     1.76                    3.44
321                0.88                     1.50                    3.00
322                0.84                     1.18                    2.14
323                1.04                     1.34                    6.59
324                1.07                     2.00                    4.51
325                0.61                     1.85                    1.67
326                2.11                     1.45                    5.39
327                1.00                     1.71                    4.34
328                2.27                     1.08                    3.79
329                1.69                     1.25                    4.98
330                0.43                     1.89                    3.01
331                1.31                     1.25                    5.95
332                0.91                     2.66                    3.13
333                0.97                     2.44                    0.72
334                1.19                     1.29                    3.37
335                1.03                     1.20                    3.43
336                0.87                     1.45                    2.95
337                1.17                     1.33                    2.54
338                0.65                     1.84                    3.06
339                1.84                     1.28                    5.58
340                1.27                     1.33                    3.59
341                1.84                     1.50                    4.76
342                2.99                     1.09                    5.15
343                1.53                     1.70                    2.50
344                1.70                     1.52                    2.61
345                0.52                     2.80                    2.46
346                1.62                     0.95                    2.71
347                0.96                     1.40                    4.76
348                1.06                     1.22                    2.70
349                1.64                     0.98                    2.47
350                0.52                     1.64                    3.22
351                2.47                     1.02                    4.86
352                0.84                     2.06                    2.76
353                1.12                     2.34                    3.05
354                2.48                     1.27                    3.50
355                1.58                     1.03                    5.65
356                0.48                     1.11                    3.87
357                2.67                     1.22                    3.77
358                1.18                     2.01                    2.05
359                0.80                     2.24                    4.40
360                1.04                     2.16                    3.37
361                1.76                     1.33                    1.87
362                1.31                     1.45                    4.05
363                1.01                     1.38                    2.16
364                0.58                     2.34                    2.60
365                1.21                     1.74                    4.21
366                2.13                     1.90                    1.53
367                1.03                     1.64                    4.59
368                0.91                     1.78                    3.11
369                1.41                     1.12                    4.04
370                0.92                     1.55                    4.63
371                1.06                     1.25                    3.47
372                0.77                     0.88                    3.47
373                1.42                     2.20                    2.85
374                0.88                     1.39                    3.31
375                1.42                     1.29                    5.26
376                1.82                     1.23                    2.94
377                0.62                     2.59                    3.23
378                0.65                     1.66                    2.34
379                1.61                     1.42                    3.65
380                1.16                     1.49                    2.48
381                1.13                     1.56                    3.63
382                1.54                     1.93                    2.27
383                4.00                     0.86                    1.32
384                0.70                     1.67                    2.21
385                1.37                     1.62                    1.86
386                1.89                     1.35                    2.09
387                1.27                     1.47                    3.15
388                1.60                     1.35                    4.02
389                1.62                     1.65                    3.11
390                1.81                     2.24                    3.94
391                1.15                     1.72                    2.46
392                0.56                     1.80                    2.85
393                0.47                     2.64                    2.05
394                1.11                     1.57                    4.13
395                0.68                     1.65                    2.34
396                0.92                     2.06                    1.62
397                4.78                     1.30                    5.83
398                0.85                     1.31                    3.70
399                0.44                     2.03                    1.57
400                1.89                     1.60                    4.34
401                0.58                     1.92                    2.92
402                1.25                     2.33                    7.30
403                0.68                     1.45                    2.34
404                1.39                     1.47                    4.60
405                0.93                     2.30                    2.18
406                0.56                     2.32                    3.63
407                1.38                     1.90                    5.57
408                0.42                     1.78                    1.53
409                0.54                     1.61                    2.44
410                0.92                     0.82                    2.36
411                4.06                     1.00                    6.55
412                0.71                     1.46                    3.42
413                0.88                     1.25                    4.55
414                2.51                     1.82                    3.44
415                1.15                     1.30                    2.28
416                2.24                     1.27                    2.71
417                0.82                     1.77                    4.06
418                0.78                     1.67                    3.18
419                0.48                     1.27                    4.51
420                0.56                     1.61                    2.04
421                3.61                     1.35                    4.01
422                0.55                     2.74                    2.81
423                1.14                     1.53                    4.65
424                1.31                     1.83                    4.77
425                1.12                     1.58                    4.71
426                0.86                     2.00                    4.01
427                0.87                     1.31                    2.89
428                0.72                     1.74                    2.83
429                0.72                     1.26                    3.91
430                2.11                     1.59                    3.65
431                0.81                     1.58                    3.45
432                3.49                     0.97                    2.24
433                0.91                     1.99                    2.30
434                1.06                     1.43                    4.19
435                0.57                     1.35                    3.29
436                2.75                     1.22                    4.73
437                0.81                     1.40                    4.53
438                0.59                     1.94                    3.59
439                0.60                     1.21                    3.22
440                6.55                     0.52                    3.60
441                0.83                     1.97                    2.35
442                1.37                     1.64                    3.74
443                1.44                     2.24                    2.31
444                1.15                     1.37                    4.51
445                0.84                     2.34                    3.48
446                1.85                     1.75                    3.71
447                0.54                     1.09                    2.36
448                1.71                     1.30                    4.82
449                5.59                     0.76                    2.20
450                0.84                     1.39                    3.83
451                0.56                     1.67                    3.18
452                1.50                     0.80                    5.12
453                0.94                     1.88                    1.99
454                0.97                     2.01                    3.35
455                2.19                     1.73                    3.47
456                2.07                     1.24                    3.62
457                1.50                     0.86                    3.76
458                0.46                     1.73                    2.66
459                1.74                     1.79                    1.02
460                0.79                     1.54                    3.40
461                0.58                     1.89                    2.95
462                2.02                     1.66                    3.32
463                1.77                     1.01                    5.39
464                2.80                     0.74                    3.99
465                1.27                     1.20                    2.62
466                2.38                     1.26                    4.66
467                1.26                     1.85                    3.98
468                0.29                     1.11                    4.46
469                1.38                     0.94                    3.43
470                0.98                     1.97                    4.18
471                1.81                     1.23                    4.25
472                1.63                     1.13                    2.93
473                0.69                     1.69                    2.50
474                0.87                     1.44                    2.56
475                0.84                     1.39                    4.13
476                1.08                     1.52                    3.19
477                6.03                     0.89                    2.67
478                1.54                     1.58                    1.62
479                0.99                     1.25                    4.70
480                2.30                     1.94                    1.91
481                1.14                     1.89                    2.79
482                2.08                     0.84                    1.71
483                5.49                     1.30                    3.00
484                0.94                     1.32                    3.55
485                1.08                     1.70                    4.61
486                0.48                     1.33                    1.45
487                1.75                     1.09                    3.51
488                2.62                     0.88                    4.23
489                0.74                     2.10                    2.96
490                5.12                     0.95                    1.92
491                1.03                     1.87                    1.96
492                1.08                     2.30                    4.21
493                0.67                     1.61                    3.49
494                0.80                     2.54                    3.20
495                0.75                     3.05                    2.01
496                0.78                     1.78                    4.17
497                2.07                     1.00                    3.76
498                0.94                     1.42                    3.45
499                2.70                     0.89                    5.58
500                3.49                     0.74                    3.67
501                1.43                     1.39                    2.16
502                1.74                     1.70                    3.81
503                1.12                     1.42                    4.17
504                0.65                     1.79                    3.21
505                0.79                     1.82                    5.02
506                2.03                     1.27                    8.21
507                0.47                     1.90                    4.09
508                4.81                     0.86                    3.65
509                0.96                     2.29                    3.97
510                0.58                     1.28                    3.16
511                3.46                     1.36                    3.27
512                1.96                     1.47                    5.34
513                3.53                     1.17                    2.43
514                2.18                     1.77                    1.24
515                0.46                     1.08                    1.61
516                1.25                     1.06                    4.67
517                1.43                     0.84                    2.51
518                2.52                     1.05                    3.60
519                0.59                     1.84                    2.19
520                1.58                     1.16                    2.82
521                1.23                     1.28                    3.26
522                1.12                     1.02                    3.77
523                0.72                     2.16                    4.21
524                2.58                     1.24                    2.09
525                0.79                     1.78                    2.16
526                1.98                     2.16                    3.54
527                0.45                     0.86                    2.34
528                0.62                     1.57                    2.05
529                0.48                     1.66                    3.92
530                1.78                     1.69                    2.40
531                0.80                     1.23                    1.71
532                1.06                     1.13                    4.39
533                2.43                     1.56                    6.34
534                3.52                     1.19                    2.91
535                5.79                     1.05                    5.02
536                0.96                     2.70                    0.76
537                0.78                     2.75                    2.70
538                0.83                     1.64                    1.98
539                1.32                     1.09                    4.71
540                0.52                     1.56                    3.40
541                0.54                     1.73                    2.82
542                0.85                     1.32                    5.49
543                0.95                     1.45                    4.02
544                1.83                     0.98                    1.89
545                0.52                     2.62                    1.74
546                1.83                     1.51                    2.96
547                1.03                     1.68                    2.95
548                0.73                     1.72                    3.55
549                2.07                     1.51                    2.45
550                2.43                     1.46                    4.44
551                0.90                     1.93                    3.26
552                1.14                     1.11                    5.07
553                2.38                     1.39                    2.93
554                1.10                     1.86                    4.14
555                1.59                     1.01                    4.07
556                0.95                     1.55                    2.02
557                0.71                     2.03                    3.65
558                0.82                     1.64                    3.59
559                1.75                     1.52                    1.58
560                1.23                     1.31                    3.33
561                1.53                     1.43                    1.77
562                1.99                     1.11                    2.09
563                0.71                     1.31                    2.37
564                0.61                     1.12                    2.70
565                1.10                     1.35                    3.65
566                1.19                     1.09                    3.87
567                1.02                     1.60                    3.54
568                1.69                     1.11                    4.12
569                0.69                     1.56                    3.13
570                1.04                     1.33                    3.70
571                1.62                     1.18                    2.48
572                0.94                     1.45                    4.72
573                1.00                     2.41                    3.94
574                0.62                     0.94                    2.28
575                1.00                     1.16                    3.89
576                0.54                     1.62                    3.93
577                1.47                     1.76                    2.77
578                1.02                     1.17                    3.27
579                0.94                     1.88                    2.99
580                1.42                     1.90                    2.55
581                0.63                     1.93                    3.58
582                0.85                     3.44                    2.07
583                0.46                     1.53                    2.26
584                0.96                     1.23                    3.63
585                0.84                     1.73                    2.99
586                0.75                     2.16                    4.30
587                2.23                     1.13                    3.06
588                1.35                     1.51                    3.08
589                1.09                     1.57                    1.63
590                1.69                     1.05                    3.58
591                0.52                     2.25                    1.11
592                0.49                     1.82                    1.26
593                1.40                     2.02                    3.74
594                1.55                     1.71                    3.09
595                0.87                     1.33                    4.77
596                0.80                     1.76                    3.58
597                2.00                     0.81                    3.98
598                0.60                     1.29                    3.24
599                0.76                     1.07                    2.18
600                2.55                     1.16                    2.88
601                1.68                     1.82                    3.62
602                1.23                     1.61                    5.43
603                0.47                     1.34                    2.45
604                1.20                     0.85                    4.90
605                1.57                     1.88                    1.31
606                1.54                     1.26                    4.24
607                1.35                     1.43                    3.56
608                2.02                     1.06                    3.32
609                1.69                     1.16                    5.47
610                0.79                     2.17                    3.37
611                0.80                     1.88                    3.46
612                1.20                     0.94                    2.91
613                0.45                     1.94                    2.26
614                0.72                     1.46                    3.51
615                1.41                     0.74                    2.72
616                0.77                     1.46                    3.19
617                1.68                     1.05                    3.19
618                1.84                     0.99                    4.67
619                0.94                     1.51                    1.66
620                0.78                     2.07                    3.28
621                2.62                     1.64                    2.67
622                1.44                     1.18                    6.57
623                0.75                     1.55                    2.31
624                0.58                     1.53                    3.51
625                0.87                     1.75                    2.35
626                0.61                     2.13                    2.59
627                0.97                     1.99                    1.97
628                1.87                     1.21                    5.94
629                0.44                     2.67                    2.83
630                1.21                     1.71                    3.94
631                0.90                     1.32                    5.87
632                0.57                     1.64                    2.80
633                0.83                     2.08                    2.04
634                1.44                     1.20                    3.25
635                1.15                     0.85                    3.73
636                0.84                     2.15                    3.27
637                0.74                     1.22                    3.64
638                0.99                     1.84                    4.61
639                1.06                     1.57                    3.45
640                0.79                     1.81                    3.43
641                0.73                     0.91                    3.86
642                1.11                     1.72                    0.78
643                1.34                     1.62                    1.47
644                0.91                     1.08                    1.41
645                1.78                     1.36                    4.33
646                0.77                     0.77                    1.78
647                1.23                     1.84                    3.10
648                0.84                     1.77                    3.45
649                1.52                     1.62                    3.09
650                1.03                     1.78                    2.55
651                0.49                     1.92                    2.46
652                1.08                     1.57                    4.54
653                1.36                     1.17                    5.11
654                1.07                     2.00                    2.71
655                1.78                     1.37                    6.72
656                0.50                     1.22                    3.45
657                3.44                     0.78                    4.36
658                1.52                     1.58                    2.93
659                0.59                     1.96                    3.57
660                0.84                     1.64                    3.28
661                0.54                     1.13                    4.02
662                2.80                     1.17                    5.76
663                0.92                     2.31                    2.17
664                1.17                     1.40                    6.47
665                0.78                     1.15                    3.50
666                0.87                     1.42                    2.98
667                1.02                     1.87                    1.57
668                0.98                     1.48                    3.87
669                1.32                     1.46                    5.84
670                2.37                     1.56                    3.46
671                0.58                     1.07                    4.47
672                1.05                     1.94                    3.28
673                0.42                     1.85                    1.06
674                0.75                     1.49                    2.17
675                0.48                     1.65                    3.03
676                0.81                     1.27                    3.26
677                0.85                     1.43                    3.48
678                0.91                     1.06                    3.03
679                1.16                     1.26                    5.01
680                0.82                     1.19                    7.04
681                1.53                     1.09                    4.11
682                0.75                     2.79                    2.37
683                0.53                     1.92                    3.64
684                0.91                     1.54                    4.25
685                1.56                     1.26                    5.23
686                2.02                     1.77                    3.71
687                1.30                     1.55                    6.06
688                1.42                     1.87                    2.98
689                0.91                     1.73                    4.66
690                1.14                     1.52                    2.66
691                1.17                     1.61                    5.26
692                1.52                     1.21                    5.40
693                1.14                     1.98                    2.70
694                0.75                     2.10                    4.76
695                0.79                     2.55                    2.79
696                3.17                     1.08                    2.88
697                1.05                     1.93                    1.89
698                0.96                     1.30                    3.26
699                1.51                     1.18                    5.23
700                0.50                     1.75                    2.12
701                0.62                     1.35                    2.17
702                0.77                     1.54                    2.21
703                1.14                     1.66                    2.72
704                0.48                     1.78                    1.80
705                1.04                     1.72                    1.86
706                0.58                     1.47                    3.27
707                0.71                     2.63                    1.25
708                1.30                     1.30                    3.81
709                0.93                     0.88                    3.10
710                0.57                     2.90                    3.44
711                0.82                     0.89                    2.64
712                1.70                     1.89                    2.34
713                1.24                     0.98                    3.96
714                1.03                     1.92                    3.71
715                1.66                     1.00                    2.65
716                0.85                     1.23                    2.68
717                0.85                     1.62                    4.69
718                0.84                     1.97                    3.75
719                1.22                     1.70                    2.35
720                0.93                     1.55                    3.53
721                0.45                     2.11                    2.59
722                1.13                     1.54                    2.75
723                1.22                     1.92                    3.23
724                1.01                     2.18                    4.36
725                1.43                     1.04                    2.91
726                0.94                     1.37                    2.90
727                0.83                     2.08                    3.84
728                1.06                     0.99                    3.43
729                0.91                     1.41                    3.48
730                0.93                     1.35                    3.13
731                2.00                     1.30                    3.19
732                0.68                     1.70                    2.39
733                2.20                     2.23                    1.07
734                1.02                     1.99                    3.15
735                0.56                     2.75                    1.60
736                1.24                     1.86                    4.18
737                1.17                     1.35                    3.72
738                4.19                     0.88                    3.72
739                0.86                     1.43                    3.58
740                1.35                     1.84                    4.45
741                0.65                     1.54                    2.86
742                0.56                     2.32                    1.83
743                0.98                     1.55                    3.80
744                0.87                     1.46                    3.64
745                0.48                     2.20                    2.98
746                0.76                     2.65                    3.50
747                0.54                     1.43                    1.72
748                0.88                     1.66                    3.44
749                0.93                     1.64                    2.84
750                1.03                     1.32                    3.61
751                1.34                     1.01                    3.58
752                1.13                     1.84                    2.95
753                1.08                     1.55                    3.56
754                1.32                     1.70                    3.50
755                2.18                     1.40                    3.21
756                1.47                     0.89                    4.94
757                1.23                     1.59                    2.15
758                2.35                     1.12                    3.51
759                2.15                     1.56                    3.36
760                1.03                     1.45                    3.98
761                0.59                     1.67                    3.76
762                1.13                     1.35                    1.34
763                0.70                     1.70                    3.08
764                0.80                     1.89                    3.85
765                1.85                     1.48                    5.28
766                2.00                     1.38                    5.81
767                1.30                     1.21                    3.50
768                1.03                     1.34                    4.89
769                0.48                     2.50                    3.58
770                1.54                     1.13                    4.97
771                0.84                     2.17                    3.35
772                0.75                     1.26                    3.10
773                0.69                     1.39                    2.90
774                0.71                     1.76                    2.52
775                1.35                     2.03                    1.86
776                0.46                     1.81                    2.98
777                0.81                     1.16                    4.27
778                0.85                     1.70                    1.81
779                0.49                     1.93                    2.05
780                0.55                     1.78                    2.17
781                0.77                     1.34                    4.11
782                0.68                     1.41                    0.78
783                0.47                     1.35                    2.54
784                1.70                     1.51                    3.82
785                1.12                     1.66                    1.33
786                0.68                     1.69                    3.90
787                0.83                     1.10                    3.42
788                0.48                     1.39                    3.49
789                0.51                     1.81                    2.26
790                1.62                     1.21                    3.75
791                0.64                     1.23                    3.18
792                0.58                     1.60                    4.34
793                0.63                     1.37                    3.24
794                1.14                     1.44                    2.74
795                2.83                     0.99                    5.72
796                1.67                     1.14                    5.30
797                0.86                     1.25                    3.96
798                0.93                     1.16                    3.32
799                1.45                     0.97                    5.57
800                2.27                     1.36                    3.41
801                0.72                     1.62                    2.65
802                1.69                     1.06                    2.97
803                1.94                     1.00                    2.72
804                1.53                     1.69                    3.61
805                1.69                     0.98                    4.15
806                0.94                     1.94                    3.33
807                1.75                     1.57                    6.43
808                1.31                     1.22                    4.78
809                1.41                     1.17                    2.39
810                2.03                     1.09                    1.69
811                2.56                     1.00                    4.64
812                1.92                     1.54                    2.89
813                0.65                     2.16                    1.64
814                1.03                     1.98                    1.55
815                0.60                     1.56                    2.47
816                0.57                     1.76                    2.88
817                0.67                     2.35                    2.65
818                0.78                     1.89                    2.16
819                1.02                     1.13                    2.21
820                1.50                     2.05                    2.37
821                0.49                     1.40                    3.08
822                0.51                     1.82                    1.35
823                2.45                     1.27                    1.62
824                1.13                     1.34                    4.45
825                0.62                     1.67                    1.55
826                0.90                     1.77                    3.72
827                1.04                     1.26                    4.37
828                0.73                     1.40                    1.37
829                1.32                     1.23                    3.87
830                0.74                     2.67                    1.79
831                0.53                     1.44                    3.42
832                2.13                     1.60                    5.33
833                1.48                     1.41                    4.12
834                1.02                     2.36                    4.48
835                0.74                     1.99                    4.77
836                0.42                     1.94                    2.87
837                0.73                     1.74                    4.83
838                0.30                     1.25                    3.91
839                1.21                     2.50                    2.95
840                1.51                     1.26                    3.85
841                1.31                     1.66                    5.84
842                0.84                     1.30                    3.92
843                0.87                     2.19                    2.61
844                0.76                     2.25                    6.50
845                2.50                     1.24                    2.82
846                0.98                     1.61                    5.84
847                0.82                     2.34                    3.79
848                0.88                     1.30                    0.90
849                0.62                     1.48                    3.04
850                0.69                     1.22                    3.77
851                0.88                     2.73                    4.47
852                0.52                     1.26                    4.10
853                1.14                     1.01                    5.47
854                0.89                     1.22                    1.48
855                1.87                     1.03                    5.42
856                1.22                     1.53                    5.02
857                1.34                     1.70                    3.99
858                0.80                     2.32                    2.22
859                0.50                     1.44                    3.13
860                0.88                     2.45                    3.75
861                1.13                     1.56                    4.23
862                2.56                     1.22                    4.22
863                0.96                     1.60                    3.96
864                1.14                     1.31                    3.47
865                1.32                     0.88                    3.12
866                1.20                     1.19                    1.56
867                0.74                     1.75                    2.91
868                0.41                     1.46                    2.35
869                1.27                     1.34                    3.98
870                1.83                     0.93                    4.44
871                0.69                     1.24                    2.55
872                2.04                     1.36                    6.11
873                0.62                     1.23                    3.29
874                1.04                     1.38                    3.95
875                0.55                     1.19                    2.46
876                1.11                     0.97                    2.93
877                0.57                     1.37                    2.57
878                0.68                     1.83                    1.36
879                0.68                     1.62                    2.97
880                1.12                     1.32                    2.17
881                0.56                     1.70                    3.65
882                0.77                     1.01                    3.04
883                1.38                     1.54                    3.33
884                0.45                     2.06                    2.14
885                0.81                     1.43                    3.20
886                1.99                     0.97                    0.83
887                1.29                     1.57                    3.14
888                1.02                     1.91                    3.23
889                0.79                     1.98                    2.66
890                0.28                     1.31                    2.66
891                1.45                     1.37                    3.17
892                2.25                     1.80                    1.08
893                2.44                     2.87                    1.02
894                0.90                     2.27                    1.62
895                1.21                     1.21                    1.14
896                2.00                     0.86                    2.63
897                2.51                     1.27                    3.79
898                1.21                     0.83                    2.32
899                1.38                     2.25                    2.92
900                6.22                     0.96                    3.31
901                0.82                     1.20                    2.43
902                0.99                     1.18                    4.37
903                0.58                     1.19                    3.35
904                0.80                     1.23                    1.91
905                1.65                     1.73                    3.02
906                0.91                     1.45                    3.64
907                1.38                     1.54                    6.83
908                0.86                     1.74                    2.27
909                1.10                     2.26                    3.64
910                2.56                     0.98                    5.96
911                0.86                     1.07                    1.44
912                1.14                     1.66                    5.02
913                0.56                     1.29                    1.36
914                0.56                     2.33                    2.32
915                1.64                     1.37                    3.78
916                1.63                     1.48                    3.38
917                1.53                     1.09                    2.31
918                0.96                     1.64                    1.72
919                2.22                     1.05                    2.74
920                1.21                     1.08                    3.67
921                0.70                     1.68                    2.70
922                2.89                     1.54                    2.75
923                2.30                     0.76                    3.89
924                5.68                     1.35                    0.87
925                0.61                     1.69                    3.63
926                1.56                     1.13                    4.36
927                1.36                     1.22                    5.16
928                4.07                     1.11                    4.24
929                0.67                     2.50                    1.50
930                2.13                     1.22                    4.31
931                0.95                     2.06                    1.11
932                0.43                     2.36                    2.24
933                0.65                     1.29                    5.11
934                1.12                     1.48                    4.21
935                1.73                     1.20                    4.91
936                1.15                     1.42                    4.06
937                0.47                     1.64                    2.75
938                0.82                     1.98                    2.25
939                1.16                     1.76                    5.01
940                2.27                     0.97                    2.50
941                0.96                     2.80                    2.46
942                0.56                     1.33                    2.52
943                1.27                     1.31                    4.51
944                1.54                     2.06                    1.84
945                0.52                     0.85                    2.31
946                0.59                     1.20                    1.83
947                0.82                     1.02                    2.91
948                1.14                     1.48                    5.10
949                0.74                     1.18                    3.48
950                0.45                     1.61                    2.99
951                0.69                     1.39                    2.70
952                0.96                     1.12                    4.74
953                1.42                     0.96                    4.09
954                1.10                     2.21                    2.59
955                0.48                     1.09                    3.29
956                0.88                     2.95                    1.15
957                0.95                     1.82                    3.35
958                2.18                     0.99                    4.22
959                0.88                     1.40                    2.10
960                1.00                     1.29                    3.46
961                0.71                     1.23                    3.15
962                0.83                     2.11                    1.21
963                0.88                     2.00                    4.10
964                1.01                     2.23                    1.81
965                1.86                     1.18                    5.67
966                0.92                     1.15                    2.73
967                0.50                     1.12                    2.85
968                0.75                     1.12                    3.34
969                4.17                     1.06                    4.84
970                0.58                     1.83                    4.71
971                4.91                     1.11                    2.36
972                0.48                     1.82                    3.26
973                0.47                     1.58                    2.11
974                0.56                     1.52                    3.93
975                2.33                     1.09                    5.75
976                2.64                     0.90                    1.70
977                0.73                     1.88                    2.69
978                0.75                     1.96                    3.20
979                0.67                     1.76                    6.04
980                0.49                     1.72                    2.76
981                4.72                     0.77                    1.68
982                0.71                     1.50                    3.58
983                1.48                     1.46                    4.87
984                0.66                     1.61                    1.79
985                5.45                     0.97                    1.35
986                0.39                     1.72                    3.70
987                2.79                     0.98                    5.15
988                1.06                     1.89                    7.63
989                1.40                     1.02                    1.44
990                0.63                     1.73                    2.48
991                3.20                     1.24                    4.31
992                0.61                     1.82                    2.50
993                1.29                     1.67                    2.04
994                1.00                     1.43                    4.12
995                1.37                     1.18                    3.90
996                1.13                     1.42                    2.27
997                1.97                     0.79                    4.31
998                0.87                     1.58                    4.52
    Systolic_Blood_Pressure Diastolic_Blood_Pressure Uric_Acid_Level Sex
1                       154                     89.0             437   0
2                       135                     81.0             361   0
3                       154                     93.0             268   0
4                       180                    112.0             335   0
5                       154                    104.0             549   0
6                       116                     85.0             315   0
7                       168                    105.0             903   1
8                       156                    104.0             691   1
9                       141                     77.0             304   0
10                      156                     96.0             607   1
11                      141                     88.0             366   0
12                      135                     89.0             482   0
13                      133                     77.0             284   0
14                      134                     97.0             340   0
15                      181                    104.0             754   1
16                      140                     93.0             590   1
17                      127                     79.0             345   0
18                      141                    100.0             282   0
19                      146                    102.0             492   1
20                      150                     95.0             385   0
21                      141                     90.5             319   0
22                      132                     92.0             525   0
23                      154                     96.0             496   0
24                      130                     82.0             545   1
25                      167                    100.0             349   0
26                      159                    111.0             287   0
27                      153                     99.0             543   1
28                      170                    119.0             479   1
29                      110                     79.0             590   1
30                      139                     92.0             472   1
31                      190                    128.0            1149   1
32                      167                     92.0             383   0
33                      158                     93.0             275   0
34                      164                     98.0             154   0
35                      126                     93.0             563   1
36                      130                    101.0             296   0
37                      149                     89.0             446   0
38                      129                     71.0             333   0
39                      192                    101.0             581   1
40                      126                     89.0             166   0
41                      123                     88.0             275   0
42                      148                     97.0             265   0
43                      138                     88.0             235   0
44                      158                     85.0             355   0
45                      152                     77.0             277   0
46                      121                     80.0             476   1
47                      179                    112.0             276   0
48                      157                    102.0             669   1
49                      175                    121.0             426   0
50                      154                     89.0             524   1
51                      145                     94.0             257   0
52                      211                    120.0             264   0
53                      146                     82.0             273   0
54                      135                     92.0             373   1
55                      157                    101.0             433   0
56                      129                     83.0             316   1
57                      132                     92.0             336   0
58                      161                     92.0             291   0
59                      138                     81.0             549   1
60                      137                     87.0             322   1
61                      182                    109.0             330   1
62                      146                     93.0             212   0
63                      159                    112.0             476   1
64                      128                     79.0             458   1
65                      139                     99.0             239   0
66                      161                    111.0             335   0
67                      166                     99.0             410   0
68                      183                    123.0             444   1
69                      136                     96.0             400   0
70                      140                    105.0             419   1
71                      130                     75.0             234   1
72                      151                     93.0             454   1
73                      154                     97.0             333   1
74                      150                    100.0             353   0
75                      150                     96.0             205   0
76                      142                     94.0             311   0
77                      144                     97.0             332   1
78                      151                    102.0             344   0
79                      170                    123.0             333   0
80                      118                     81.0             271   0
81                      162                     75.0             251   0
82                      137                     92.0             335   1
83                      147                    101.0             490   1
84                      156                     92.0             235   0
85                      157                    108.0             315   0
86                      127                     79.0             284   0
87                      141                     81.0             360   0
88                      133                     89.0             290   0
89                      151                     99.0             440   1
90                      132                    102.0             414   1
91                      156                    103.0             262   0
92                      164                    102.0             323   0
93                      139                     96.0             403   1
94                      134                    100.0             393   1
95                      152                    109.0             285   0
96                      124                     91.0             348   0
97                      128                     82.0             324   0
98                      153                     80.0             232   0
99                      126                     96.0             212   0
100                     233                    119.0             291   0
101                     130                     92.0             435   1
102                     132                     92.0             254   0
103                     245                    129.0             325   0
104                     125                     88.0             192   0
105                     201                    124.0             438   1
106                     147                     81.0             318   0
107                     131                     98.0             415   0
108                     133                     90.0             265   0
109                     121                     82.0             296   1
110                     184                    120.0             346   0
111                     151                     99.0             459   1
112                     132                     91.0             222   0
113                     105                     67.0             213   0
114                     180                    107.0             231   0
115                     144                    101.0             479   1
116                     141                     88.0             346   1
117                     150                    100.0             297   1
118                     146                     87.0             347   1
119                     135                    104.0             444   1
120                     149                    110.0             300   0
121                     140                     79.0             302   0
122                     121                     91.0             165   0
123                     141                     91.0             318   1
124                     153                    105.0             352   1
125                     123                     82.0             235   0
126                     166                    115.0             210   0
127                     132                     84.0             201   0
128                     155                     91.0             233   0
129                     170                    112.0             458   1
130                     117                     84.0             252   0
131                     133                    105.0             356   1
132                     146                     91.0             247   0
133                     123                     91.0             344   1
134                     120                     79.0             352   1
135                     112                     76.0             248   0
136                     101                     65.0             142   0
137                     124                     81.0             419   1
138                     111                     87.0             279   0
139                     120                     86.0             221   0
140                     108                     78.0             221   0
141                     155                     97.0             391   1
142                     154                     87.0             395   1
143                     110                     70.0             230   0
144                     149                    101.0             396   1
145                     167                    101.0             204   1
146                     134                     91.0             298   1
147                     121                     79.0             222   0
148                     126                     75.0             260   0
149                     131                     93.0             465   1
150                     136                     79.0             319   0
151                     119                     81.0             232   0
152                     196                    137.0             468   1
153                     141                     97.0             283   0
154                     116                     73.0             265   1
155                     113                     70.0             263   1
156                     135                     91.0             505   1
157                     137                     89.0             214   1
158                     126                     83.0             238   0
159                     117                     80.0             310   0
160                     162                    107.0             764   1
161                      99                     59.0             203   0
162                     130                     82.0             391   1
163                     138                    116.0             507   1
164                     155                     95.0             310   1
165                     160                    101.0             194   0
166                     124                     89.0             289   0
167                     115                     76.0             216   0
168                     113                     75.0             163   0
169                     146                     96.0             203   0
170                     127                     78.0             279   1
171                     176                    109.0             420   1
172                     166                    113.0             482   1
173                     151                     93.0             378   1
174                     130                     70.0             197   0
175                     125                     86.0             300   1
176                     125                     80.0             251   0
177                     111                     71.0             492   0
178                     117                     87.0             408   1
179                     106                     86.0             254   1
180                     168                     93.0             349   1
181                     101                     69.0             284   0
182                     144                     97.0             253   0
183                     111                     81.0             160   0
184                     186                    121.0             449   1
185                     131                     85.0             345   1
186                     151                    110.0             360   1
187                     139                     90.0             274   0
188                     150                     80.0             307   1
189                     143                     81.0             255   0
190                     130                     80.0             286   0
191                     121                     73.0             285   0
192                     126                     87.0             405   1
193                     146                     97.0             261   0
194                     182                    114.0             223   0
195                     143                     97.0             435   1
196                     168                    119.0             313   1
197                     110                     73.0             292   0
198                     111                     78.0             304   0
199                     119                     80.0             237   0
200                     165                    101.0             448   1
201                     125                     88.0             206   0
202                     163                    101.0             319   0
203                     119                     83.0             350   1
204                     148                     95.0             211   0
205                     130                     98.0             402   1
206                     131                     70.0             246   0
207                     159                    106.0             294   1
208                     161                     91.0             416   0
209                     151                    101.0             435   1
210                     109                     80.0             275   0
211                     122                     82.0             359   1
212                     118                     80.0             194   0
213                     167                    107.0             266   0
214                     111                     70.0             226   0
215                     111                     70.0             146   0
216                     121                     82.0             191   1
217                     120                     87.0             178   0
218                     107                     69.0             251   0
219                     106                     68.0             117   0
220                     129                     90.0             351   1
221                     145                     97.0             324   0
222                     122                     84.0             244   0
223                     114                     85.0             201   0
224                     159                    102.0             402   1
225                     101                     74.0             159   0
226                     111                     75.0             365   1
227                     138                     84.0             531   0
228                     158                    104.0             235   0
229                     124                     82.0             223   0
230                     147                    112.0             414   1
231                     156                    108.0             739   1
232                     149                    106.0             267   0
233                     119                     81.0             341   1
234                     113                     79.0             199   0
235                     129                     92.0             484   1
236                     103                     66.0             237   1
237                     113                     71.0             208   1
238                     139                     87.0             224   1
239                     131                     90.0             321   1
240                     125                     77.0             317   1
241                     174                    102.0             349   0
242                     112                     76.0             338   1
243                     134                     83.0             287   0
244                     133                     91.0             284   1
245                     111                     86.0             369   1
246                     220                    125.0             458   1
247                     180                    113.0             580   1
248                     119                     80.0             210   0
249                     100                     61.0             298   1
250                     105                     71.0             268   0
251                     130                     91.0             273   1
252                     125                     72.0             295   1
253                     131                     81.0             491   1
254                     150                     96.0             432   1
255                     120                     89.0             297   1
256                     129                     80.0             205   0
257                     148                     97.0             297   0
258                     138                     92.0             456   1
259                     120                     80.0             245   0
260                     124                     70.0             230   0
261                     150                     89.0             460   1
262                     131                     80.0             244   0
263                     111                     69.0             278   1
264                     122                     74.0             271   0
265                     120                     76.0             322   0
266                     110                     80.0             197   0
267                     116                     73.0            1210   1
268                     127                     88.0             246   1
269                     134                     90.0             424   1
270                     110                     71.0             323   1
271                     101                     75.0             208   0
272                     134                     79.0             434   1
273                     136                     83.0             301   0
274                     178                     94.0             268   0
275                     138                     91.0             519   1
276                     164                     91.0             356   1
277                     115                     81.0             454   0
278                     127                     83.0             166   1
279                     152                    104.0             224   0
280                     151                     99.0             351   1
281                     105                     76.0             205   0
282                     101                     67.0             485   1
283                     160                    102.5             509   1
284                     131                     88.0             215   0
285                     151                     95.0             366   1
286                     127                     75.0             270   0
287                     151                     98.0             459   0
288                     106                     70.0             193   0
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732                      91                     69.0             198   0
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908                     111                     70.0             253   0
909                     105                     70.0             241   0
910                     111                     71.0             393   0
911                     121                     87.0             255   0
912                     127                     88.0             289   0
913                     111                     80.0             294   1
914                     131                     83.0             260   1
915                     139                    104.0             436   1
916                     144                    103.0             337   1
917                     119                     81.0             443   1
918                     104                     71.0             312   1
919                     241                    125.0             513   1
920                     129                     81.0             286   0
921                     119                     71.0             184   0
922                     163                     93.0             488   0
923                     141                     92.0             319   0
924                     133                     88.0             640   1
925                     122                     87.0             301   1
926                     130                     98.0             274   0
927                     148                    109.0             408   1
928                     141                     92.0             593   1
929                     118                     81.0             336   1
930                     150                     87.0             291   0
931                     170                    101.0             389   1
932                     190                    115.0             282   0
933                     183                    101.0             194   1
934                     129                     74.0             276   0
935                     165                     98.0             584   1
936                     142                     86.0             217   0
937                     119                     80.0             287   1
938                     131                     91.0             508   1
939                     142                     89.0             446   1
940                     135                     91.0             421   1
941                     151                     89.0             398   1
942                     112                     73.0             249   0
943                     165                     91.0             422   1
944                     134                     81.0             279   1
945                     119                     69.0             218   0
946                     111                     70.0             230   0
947                     110                     80.0             344   1
948                     107                     74.0             433   1
949                     101                     71.0             127   0
950                     110                     70.0             151   0
951                     119                     79.0             192   0
952                     129                     81.0             448   1
953                     166                     97.0             649   1
954                     145                     97.0             412   1
955                     116                     77.0             301   1
956                     153                    106.0             259   0
957                     191                     92.0             627   1
958                     113                     76.0             561   1
959                     136                     80.0             280   1
960                     145                     70.0             256   0
961                     117                     75.0             294   1
962                     145                     88.0             228   1
963                     140                     92.0             345   0
964                     122                     91.0             312   1
965                     165                    105.0             289   0
966                     126                     82.0             240   0
967                     121                     71.0             252   0
968                     132                     72.0             212   0
969                     121                     81.0             824   1
970                     157                    113.0             300   1
971                     179                    108.0             770   1
972                     100                     74.0             211   0
973                     127                     89.0             193   0
974                     132                     74.0             271   0
975                     140                     83.0             482   1
976                     150                    106.0             389   1
977                     119                     78.0             225   0
978                     109                     75.0             222   0
979                     110                     70.0             208   0
980                     116                     70.0             175   0
981                     204                    120.0             485   1
982                     106                     71.0             192   0
983                     134                     90.0             433   1
984                     124                     83.0             164   0
985                     157                     98.0             924   1
986                      96                     70.0             258   0
987                     152                    106.0             535   0
988                     138                     91.0             470   0
989                     142                     96.0             485   1
990                     124                     78.0             194   0
991                     153                    109.0             483   0
992                     138                     89.0             223   0
993                     131                     82.0             354   1
994                     155                     87.0             424   0
995                     133                     81.0             386   1
996                     157                    108.0             367   1
997                     175                     99.0             302   0
998                     121                     80.0             220   0
    Alcohol_Consumption Apolipoprotein_A
1              0.000000             1.47
2              0.000000             1.18
3              0.000000             1.32
4              0.000000             1.07
5              0.000000             1.14
6              0.000000             1.08
7            208.285706             1.41
8            161.785706             1.19
9              0.000000             0.85
10            15.442860             1.27
11             0.000000             1.28
12             0.000000             1.29
13             0.000000             0.88
14             0.000000             1.08
15            69.428574             1.44
16            12.285710             1.45
17             0.000000             1.25
18             0.000000             1.40
19            16.200001             0.97
20             0.000000             1.44
21             0.000000             1.32
22             0.000000             1.73
23             0.000000             1.55
24            36.142860             1.10
25             0.000000             1.48
26             0.000000             1.02
27             0.000000             1.01
28           300.857086             1.36
29             0.000000             0.93
30             0.000000             1.24
31           127.285698             1.06
32             0.000000             1.03
33             0.000000             1.30
34             0.000000             1.20
35             9.257143             1.26
36             0.000000             1.11
37             0.000000             1.24
38             0.000000             0.89
39           139.628601             0.67
40             0.000000             1.00
41             0.000000             1.52
42             0.000000             1.10
43             0.000000             1.17
44             0.000000             1.34
45             0.000000             1.23
46            28.528570             1.38
47             0.000000             1.46
48           139.942902             1.33
49             0.000000             1.54
50             0.000000             1.19
51             0.000000             1.09
52             0.000000             0.98
53             0.000000             1.20
54             0.000000             0.89
55             0.000000             1.44
56             0.000000             1.21
57             0.000000             1.41
58             0.000000             1.81
59             0.000000             0.99
60             0.000000             0.91
61             0.000000             1.60
62             0.000000             1.06
63             0.000000             1.08
64             0.000000             1.37
65             0.000000             1.09
66             0.000000             1.35
67             0.000000             1.21
68            40.885719             1.73
69             0.000000             0.86
70             0.000000             1.52
71             0.000000             1.44
72             0.000000             0.96
73             0.000000             1.41
74             0.000000             1.01
75             0.000000             1.37
76             0.000000             1.60
77             0.000000             1.12
78             0.000000             1.44
79             0.000000             2.01
80             0.000000             1.06
81             0.000000             1.41
82            62.414291             1.43
83             0.000000             0.95
84             0.000000             1.39
85           289.285706             1.10
86             0.000000             1.10
87             0.000000             1.59
88             0.000000             1.40
89            67.500000             1.50
90            29.285721             0.88
91             0.000000             1.15
92             0.000000             1.50
93             0.000000             1.16
94             0.000000             1.17
95             0.000000             1.85
96             0.000000             1.22
97             0.000000             1.79
98             0.000000             1.89
99             0.000000             1.37
100            0.000000             1.30
101           77.085716             1.10
102            0.000000             1.06
103            0.000000             0.97
104            0.000000             1.35
105           96.428574             1.67
106            0.000000             1.63
107            0.000000             1.34
108            0.000000             1.32
109            0.000000             2.03
110            0.000000             1.75
111            0.000000             1.00
112            0.000000             1.25
113            0.000000             1.15
114            0.000000             1.01
115            0.000000             1.21
116           97.171417             1.04
117            0.000000             1.20
118            0.000000             1.22
119           50.214291             1.12
120            0.000000             1.20
121            0.000000             1.59
122            0.000000             1.24
123            0.000000             1.12
124          672.114319             1.48
125            0.000000             1.56
126            0.000000             1.95
127            0.000000             1.33
128            0.000000             1.05
129            0.000000             1.42
130            0.000000             1.44
131            0.000000             0.78
132           49.142860             1.69
133            0.000000             1.27
134           68.228569             1.36
135            0.000000             1.32
136            0.000000             1.36
137            0.000000             1.22
138            0.000000             1.15
139            0.000000             1.31
140            0.000000             1.55
141          148.500000             1.73
142          297.985687             1.74
143            0.000000             1.24
144            0.000000             1.19
145          141.942902             2.00
146            0.000000             1.12
147            0.000000             1.32
148            0.000000             1.51
149          529.285706             1.40
150            0.000000             1.47
151            0.000000             1.30
152          297.928589             1.45
153            0.000000             1.48
154            0.000000             1.21
155            0.000000             0.84
156            0.000000             1.62
157            0.000000             1.71
158            0.000000             1.10
159           38.542858             0.88
160            0.000000             1.06
161            0.000000             1.03
162          127.500000             1.67
163          122.657097             1.54
164           69.428574             1.72
165            0.000000             1.45
166            0.000000             0.86
167          116.642899             1.34
168            0.000000             1.35
169            0.000000             0.91
170            0.000000             1.18
171            0.000000             1.55
172            0.000000             1.26
173           64.800003             0.99
174            0.000000             1.19
175            0.000000             1.23
176            0.000000             1.22
177            0.000000             1.28
178            0.000000             0.94
179           20.828569             1.29
180            6.142857             1.11
181            0.000000             1.08
182            0.000000             1.02
183            0.000000             1.14
184            0.000000             1.73
185           32.400002             1.55
186           68.642860             1.22
187            0.000000             1.32
188          134.271393             1.41
189            0.000000             1.50
190            0.000000             1.62
191            0.000000             1.29
192            0.000000             1.00
193            0.000000             1.07
194            0.000000             1.22
195           64.800003             1.42
196            0.000000             1.04
197            0.000000             0.84
198            0.000000             1.39
199            0.000000             0.89
200            0.000000             1.06
201            0.000000             1.16
202            0.000000             1.15
203          206.285706             0.78
204            0.000000             1.25
205            0.000000             0.81
206            0.000000             1.28
207           96.428574             1.04
208            0.000000             1.55
209           39.342861             1.24
210            0.000000             1.05
211           84.885712             1.13
212           49.142860             1.20
213            0.000000             1.09
214            0.000000             1.15
215            0.000000             1.23
216           46.285709             0.84
217            0.000000             0.98
218            0.000000             1.20
219            0.000000             1.77
220            9.257143             1.39
221            0.000000             1.52
222            0.000000             1.25
223           49.142860             1.07
224           18.514290             1.19
225            0.000000             1.45
226           56.971432             1.01
227          171.428604             1.44
228           32.400002             1.77
229            0.000000             0.96
230            0.000000             1.44
231            0.000000             1.08
232            0.000000             1.09
233          641.971375             1.91
234            0.000000             1.82
235            0.000000             1.35
236            0.000000             0.90
237            0.000000             0.90
238            0.000000             1.10
239            0.000000             1.11
240           46.285709             1.10
241            0.000000             1.29
242            0.000000             1.17
243            0.000000             1.55
244          225.000000             1.06
245          291.600006             1.59
246          216.385696             1.73
247            0.000000             1.38
248            2.314286             1.50
249            0.000000             1.05
250            0.000000             1.05
251            0.000000             1.26
252            0.000000             1.16
253            0.000000             1.34
254           96.599998             1.56
255            0.000000             1.41
256            0.000000             1.46
257            0.000000             1.18
258          441.857086             1.23
259           18.071430             1.33
260            0.000000             1.08
261           44.357140             1.49
262            0.000000             1.19
263            0.000000             1.15
264            0.000000             1.68
265            0.000000             1.20
266            0.000000             0.99
267           52.071430             1.28
268            0.000000             1.43
269          241.285706             1.20
270            0.000000             1.40
271            0.000000             0.91
272          136.199997             1.18
273            0.000000             0.94
274           83.914284             1.72
275           47.828571             2.09
276            0.000000             1.20
277            0.000000             1.66
278            0.000000             1.33
279            0.000000             1.36
280           41.657139             1.33
281            0.000000             1.26
282            0.000000             1.34
283            0.000000             1.16
284            0.000000             1.16
285            0.000000             1.19
286            0.000000             1.14
287            0.000000             1.20
288            0.000000             1.21
289            0.000000             1.83
290            0.000000             1.26
291            0.000000             1.85
292            0.000000             1.37
293           64.800003             1.07
294          145.142899             1.10
295            0.000000             1.13
296          100.057098             0.97
297            0.000000             1.25
298           17.314289             1.08
299            0.000000             1.09
300            0.000000             1.27
301            0.000000             1.32
302            0.000000             1.07
303           13.885710             1.12
304            0.000000             1.56
305            0.000000             1.64
306            0.000000             1.11
307            0.000000             0.90
308            0.000000             1.29
309            0.000000             1.25
310            0.000000             1.18
311          307.885712             1.63
312            0.000000             1.46
313            0.000000             1.17
314           23.285721             1.37
315            9.257143             1.04
316           27.771429             1.29
317            0.000000             1.02
318           23.142860             1.84
319            0.000000             1.50
320           72.128571             1.38
321            0.000000             1.10
322            0.000000             1.19
323            0.000000             1.19
324            0.000000             1.49
325            0.000000             1.42
326            0.000000             1.27
327           43.085709             1.26
328            0.000000             1.10
329            0.000000             1.41
330            0.000000             1.17
331            0.000000             1.06
332           48.214291             1.87
333            0.000000             1.74
334            0.000000             1.09
335            0.000000             0.98
336            0.000000             1.18
337            0.000000             1.24
338            0.000000             1.36
339            0.000000             1.28
340            0.000000             1.08
341            0.000000             1.55
342           65.342857             1.20
343            6.942857             1.59
344            0.000000             1.40
345            0.000000             1.92
346            0.000000             1.09
347            0.000000             1.08
348            0.000000             1.02
349            0.000000             1.00
350            0.000000             1.13
351            0.000000             0.97
352            0.000000             1.36
353            0.000000             1.50
354            0.000000             1.45
355            0.000000             1.06
356            0.000000             0.86
357            0.000000             1.13
358          203.857101             1.49
359            0.000000             1.75
360           21.585711             1.63
361            0.000000             1.12
362           92.400002             1.37
363            0.000000             1.14
364            0.000000             1.65
365            0.000000             1.69
366          166.199997             1.40
367            0.000000             1.47
368            0.000000             1.31
369            0.000000             1.05
370            0.000000             1.19
371            0.000000             0.99
372            0.000000             0.84
373            0.000000             1.49
374            0.000000             1.07
375            0.000000             1.18
376            0.000000             1.20
377            0.000000             1.69
378            0.000000             1.39
379            0.000000             1.27
380           13.842860             1.29
381            0.000000             1.28
382           30.799999             1.53
383           49.142860             1.10
384            0.000000             1.15
385            0.000000             1.29
386           38.542858             1.05
387            0.000000             1.12
388            0.000000             1.21
389            0.000000             1.16
390          429.571411             2.00
391            0.000000             1.41
392            0.000000             1.13
393            0.000000             1.39
394            0.000000             1.45
395            0.000000             1.20
396            0.000000             1.39
397           69.428574             1.50
398            0.000000             1.08
399          202.500000             1.34
400            0.000000             1.40
401          122.657097             1.37
402           30.342859             1.09
403           66.257141             1.02
404            0.000000             1.02
405            0.000000             1.62
406          241.071396             1.52
407            0.000000             1.75
408            0.000000             1.30
409            0.000000             1.11
410            0.000000             0.79
411            0.000000             1.29
412            0.000000             1.14
413            0.000000             1.07
414           55.542858             1.52
415            0.000000             1.06
416            0.000000             1.22
417            0.000000             1.46
418            0.000000             1.26
419            0.000000             0.88
420            0.000000             1.13
421            0.000000             1.33
422          119.571404             1.72
423            0.000000             1.27
424            0.000000             1.42
425            0.000000             1.44
426            0.000000             1.44
427            0.000000             1.13
428            0.000000             1.19
429            0.000000             1.05
430            0.000000             1.50
431           48.599998             1.27
432          128.442902             1.03
433           38.142860             1.54
434            9.257143             1.30
435            0.000000             0.93
436            0.000000             1.27
437            0.000000             1.19
438            0.000000             1.40
439          151.199997             0.97
440           56.971432             1.86
441          271.200012             1.35
442            0.000000             1.49
443            0.000000             1.58
444            0.000000             1.14
445           32.485710             1.80
446            0.000000             1.37
447            0.000000             0.90
448            0.000000             1.12
449          141.714294             1.07
450            0.000000             1.00
451            0.000000             1.14
452           53.771431             0.98
453          169.042892             1.30
454           49.142860             1.50
455            0.000000             1.52
456          494.571411             1.23
457            0.000000             0.97
458            0.000000             1.16
459          199.742905             1.49
460            0.000000             1.20
461           32.400002             1.33
462           85.642860             1.41
463           34.714291             1.20
464            0.000000             0.79
465           49.142860             1.03
466           30.714279             1.19
467            0.000000             1.48
468            0.000000             0.89
469            0.000000             0.84
470            0.000000             1.36
471            0.000000             1.24
472            0.000000             0.93
473            0.000000             1.29
474            0.000000             1.18
475            0.000000             1.28
476            0.000000             1.32
477            0.000000             1.18
478            0.000000             1.57
479            0.000000             0.94
480           26.228571             1.97
481            0.000000             1.38
482            0.000000             0.89
483          645.928589             1.84
484            0.000000             1.18
485            0.000000             1.49
486            0.000000             0.93
487            0.000000             1.10
488            0.000000             1.05
489            0.000000             1.32
490            0.000000             1.20
491          150.785706             1.20
492            0.000000             1.77
493            0.000000             1.14
494          167.785706             1.77
495          267.299988             2.13
496            0.000000             1.27
497            0.000000             1.03
498           81.000000             1.17
499          443.000000             0.94
500           78.685707             0.89
501           13.885710             1.15
502           66.771431             1.44
503            0.000000             1.14
504            0.000000             1.20
505            0.000000             1.53
506            0.000000             1.28
507            0.000000             1.32
508            4.628572             1.18
509            0.000000             1.56
510            0.000000             1.10
511            0.000000             1.32
512            0.000000             1.20
513            0.000000             1.48
514            0.000000             1.50
515            0.000000             0.75
516           13.885710             1.06
517            0.000000             0.85
518            0.000000             1.04
519           13.200000             1.39
520            0.000000             1.04
521            0.000000             1.10
522           74.057137             0.93
523          396.285706             2.24
524            0.000000             1.22
525          235.857101             1.33
526            0.000000             1.61
527           37.700001             0.63
528           90.642860             1.05
529            0.000000             1.16
530           85.714287             1.45
531           11.571430             0.89
532            0.000000             0.87
533            0.000000             1.40
534           69.428574             0.97
535            0.000000             1.57
536           14.271430             1.95
537            0.000000             1.87
538            0.000000             1.25
539            0.000000             1.13
540            0.000000             0.98
541            0.000000             1.22
542            0.000000             1.09
543            0.000000             1.06
544            0.000000             1.12
545            0.000000             1.82
546          107.228600             1.38
547            0.000000             1.28
548            0.000000             1.52
549          144.642899             1.55
550            0.000000             1.34
551            0.000000             1.47
552            0.000000             1.07
553            0.000000             1.33
554            0.000000             1.28
555           41.571430             0.93
556            0.000000             1.25
557            0.000000             1.45
558            0.000000             1.10
559           52.457142             1.28
560            0.000000             1.15
561          156.857101             1.25
562            0.000000             1.14
563            0.000000             0.92
564           30.857140             0.87
565           17.714279             1.05
566            0.000000             0.98
567          101.142899             1.11
568            0.000000             0.97
569            0.000000             1.11
570            0.000000             1.22
571           11.571430             0.97
572            0.000000             1.14
573            0.000000             1.69
574            0.000000             0.74
575           96.971428             0.99
576            0.000000             1.20
577           27.771429             1.37
578            0.000000             1.10
579            0.000000             1.48
580           27.771429             1.38
581            9.257143             1.24
582          340.328613             1.85
583          290.571411             1.12
584           16.200001             1.02
585            0.000000             1.26
586            0.000000             1.65
587            0.000000             1.34
588          308.571411             1.29
589            0.000000             1.09
590           55.542858             1.07
591          135.000000             1.52
592          267.842896             1.30
593            0.000000             1.58
594            0.000000             1.43
595            0.000000             0.99
596            0.000000             1.40
597           59.200001             0.83
598            0.000000             1.03
599            0.000000             0.94
600           64.714287             1.18
601          167.142899             1.70
602           60.714291             1.32
603            0.000000             1.05
604            0.000000             0.77
605          296.228607             1.64
606           68.857140             1.12
607           23.142860             1.30
608            6.942857             1.01
609            0.000000             1.09
610            0.000000             1.70
611           81.771431             1.85
612            0.000000             0.84
613            0.000000             1.50
614            0.000000             1.05
615            0.000000             0.78
616           64.357140             1.16
617            0.000000             0.94
618            0.000000             1.00
619           67.500000             1.05
620            0.000000             1.38
621          163.871399             1.47
622            0.000000             1.28
623           71.814293             1.23
624            0.000000             1.20
625            0.000000             1.44
626            0.000000             1.54
627           72.214287             1.32
628            0.000000             1.25
629           20.028570             1.69
630            0.000000             1.36
631            0.000000             1.09
632            0.000000             1.07
633          281.571411             1.56
634          120.000000             1.10
635            0.000000             0.81
636            0.000000             1.34
637           15.400000             1.14
638            0.000000             1.31
639            0.000000             1.29
640            0.000000             1.32
641            0.000000             0.77
642          158.485703             1.70
643            0.000000             1.26
644            0.000000             0.89
645           57.742859             1.30
646            4.628572             0.73
647            0.000000             1.33
648          131.142899             1.31
649           33.557140             1.23
650            0.000000             1.41
651            0.000000             1.32
652            0.000000             1.22
653            0.000000             1.01
654           35.728569             1.42
655            0.000000             1.20
656            0.000000             0.94
657            0.000000             0.95
658            0.000000             1.30
659            0.000000             1.30
660            0.000000             0.96
661          280.214294             0.94
662            0.000000             1.11
663           32.400002             1.67
664            0.000000             1.29
665            0.000000             0.87
666            0.000000             1.09
667          137.199997             1.23
668            0.000000             1.16
669           55.542858             1.35
670           34.714291             1.28
671            0.000000             0.91
672           70.857140             1.32
673            0.000000             1.23
674            0.000000             1.09
675            0.000000             1.09
676          156.928604             1.10
677            0.000000             1.28
678            0.000000             0.91
679            0.000000             1.14
680            0.000000             1.09
681            0.000000             1.07
682            0.000000             1.88
683            0.000000             1.21
684            0.000000             0.86
685            0.000000             1.13
686          114.914299             1.51
687            0.000000             1.17
688           37.028568             1.52
689            0.000000             1.31
690           46.285709             1.25
691            0.000000             1.43
692            9.257143             1.02
693           19.628571             1.57
694            0.000000             1.50
695            0.000000             1.40
696           69.428574             1.02
697           64.800003             1.35
698            0.000000             1.07
699            0.000000             1.17
700            0.000000             1.19
701            0.000000             1.12
702            0.000000             1.27
703            0.000000             1.26
704            0.000000             1.22
705            0.000000             1.49
706           30.471430             1.13
707          150.514297             1.66
708            0.000000             1.19
709            0.000000             0.74
710            0.000000             1.93
711            0.000000             0.75
712           45.128571             1.56
713            0.000000             0.91
714            0.000000             1.60
715            0.000000             0.91
716            0.000000             1.04
717            0.000000             1.26
718            4.628572             1.37
719            0.000000             1.31
720          231.428604             1.17
721           23.142860             1.40
722            0.000000             1.26
723            0.000000             1.62
724          337.885712             1.52
725            0.000000             0.98
726            0.000000             1.15
727          311.057098             1.21
728            0.000000             0.85
729            0.000000             1.10
730            0.000000             1.09
731            0.000000             1.09
732            0.000000             1.20
733          149.171402             1.93
734            0.000000             1.31
735          109.757103             1.76
736          440.271393             1.35
737            0.000000             1.17
738            0.000000             0.99
739            0.000000             1.26
740            0.000000             1.53
741           86.571426             1.10
742           73.571426             1.41
743            0.000000             1.39
744            0.000000             1.16
745           32.099998             1.54
746           46.285709             1.50
747            0.000000             1.12
748            0.000000             1.24
749          151.199997             1.25
750            0.000000             0.98
751            0.000000             0.81
752            0.000000             1.31
753            0.000000             1.36
754            0.000000             1.31
755           41.742859             1.32
756            0.000000             0.99
757            0.000000             1.30
758           34.714291             1.20
759           69.428574             1.61
760            0.000000             1.20
761            0.000000             1.13
762            0.000000             1.34
763            0.000000             1.34
764            0.000000             1.30
765            0.000000             1.58
766            0.000000             1.57
767            0.000000             1.04
768            0.000000             1.23
769            0.000000             1.44
770           64.800003             1.03
771          240.685699             1.47
772            0.000000             1.09
773            0.000000             1.12
774            0.000000             1.27
775            0.000000             1.13
776           33.071430             1.32
777            0.000000             0.97
778           18.514290             1.36
779            0.000000             1.43
780            0.000000             1.21
781            0.000000             1.10
782            0.000000             0.97
783           40.285709             1.56
784            0.000000             1.35
785            0.000000             1.49
786            0.000000             1.23
787            0.000000             0.79
788            0.000000             1.01
789            0.000000             1.20
790            0.000000             1.24
791            0.000000             0.94
792            0.000000             1.31
793            0.000000             1.12
794            0.000000             1.32
795            0.000000             1.43
796            0.000000             1.01
797            0.000000             1.15
798            0.000000             0.87
799            0.000000             0.75
800          254.357101             1.22
801            0.000000             1.12
802            0.000000             0.92
803            0.000000             1.00
804            0.000000             1.50
805            0.000000             1.02
806            0.000000             1.73
807            0.000000             1.26
808            0.000000             1.20
809           25.842859             0.93
810            0.000000             0.96
811            0.000000             0.94
812            0.000000             1.35
813            0.000000             1.30
814            0.000000             1.67
815            0.000000             1.28
816            0.000000             1.33
817           48.599998             1.62
818          274.628601             1.23
819            0.000000             1.01
820           69.714287             1.59
821            0.000000             1.05
822            0.000000             1.16
823            0.000000             1.29
824            0.000000             1.19
825            0.000000             1.11
826            0.000000             1.50
827            0.000000             1.08
828           82.314293             1.08
829            0.000000             1.07
830            0.000000             1.74
831            0.000000             1.12
832            0.000000             1.37
833            0.000000             1.22
834            0.000000             1.78
835            0.000000             1.54
836            0.000000             1.21
837            0.000000             1.19
838            0.000000             0.93
839            0.000000             2.10
840            0.000000             1.18
841            0.000000             1.45
842            0.000000             1.06
843          169.714294             1.40
844            0.000000             1.83
845            0.000000             1.11
846            0.000000             1.30
847            0.000000             1.62
848           18.514290             0.90
849            0.000000             1.05
850            0.000000             0.92
851          296.228607             2.13
852            0.000000             0.90
853            0.000000             0.95
854            0.000000             1.10
855            0.000000             0.97
856            0.000000             1.18
857          199.800003             1.55
858            0.000000             1.55
859            0.000000             0.96
860          108.000000             1.62
861            0.000000             1.42
862            0.000000             1.13
863            0.000000             1.09
864            0.000000             1.12
865            0.000000             0.82
866           37.028568             1.04
867           27.771429             1.12
868           46.285709             1.07
869            0.000000             1.12
870            0.000000             1.06
871            0.000000             1.04
872            0.000000             1.20
873            0.000000             0.91
874            0.000000             1.17
875            0.000000             0.91
876            0.000000             0.91
877           34.714291             1.02
878            0.000000             1.28
879            0.000000             1.35
880           83.699997             1.06
881            0.000000             1.08
882            0.000000             0.88
883            0.000000             1.10
884            0.000000             1.39
885            0.000000             1.19
886            0.000000             0.96
887            0.000000             1.27
888          165.857101             1.59
889            0.000000             1.42
890            0.000000             0.95
891            0.000000             1.01
892            0.000000             0.80
893          154.285706             2.14
894          202.114304             1.53
895          167.714294             1.02
896            0.000000             1.02
897            0.000000             1.10
898            0.000000             0.76
899            0.000000             1.57
900            0.000000             1.30
901            0.000000             0.85
902            0.000000             1.00
903            0.000000             1.01
904            0.000000             0.96
905           84.857140             1.24
906            0.000000             1.11
907            0.000000             1.46
908            0.000000             1.14
909            0.000000             1.52
910            0.000000             1.09
911            0.000000             0.99
912            0.000000             1.25
913            0.000000             1.09
914            0.000000             1.30
915           59.428570             1.24
916            0.000000             1.20
917            0.000000             1.11
918           69.428574             1.32
919           37.028568             1.14
920            0.000000             0.94
921            0.000000             1.39
922          202.500000             1.36
923            0.000000             0.84
924           27.771429             1.92
925            0.000000             1.18
926            0.000000             0.99
927            0.000000             1.15
928           46.285709             1.28
929           38.185711             1.39
930            0.000000             1.15
931            0.000000             1.30
932            0.000000             1.45
933           44.685711             1.12
934            0.000000             1.30
935            0.000000             1.10
936            0.000000             1.33
937           51.428570             1.57
938            6.942857             1.56
939           13.885710             1.32
940           46.285709             1.06
941          195.000000             2.13
942            0.000000             1.06
943            0.000000             1.26
944          315.000000             1.61
945            0.000000             0.73
946            0.000000             0.85
947            0.000000             0.93
948           23.142860             1.12
949            0.000000             0.90
950            0.000000             1.18
951            0.000000             1.01
952           37.842861             0.90
953          459.885712             0.78
954          183.600006             1.69
955            0.000000             0.82
956            0.000000             1.92
957           13.885710             2.02
958            0.000000             1.09
959            0.000000             1.21
960            0.000000             1.17
961           38.142860             0.91
962          135.000000             1.57
963            0.000000             1.33
964          144.642899             1.61
965            0.000000             1.26
966            0.000000             0.98
967            0.000000             0.72
968            0.000000             0.87
969           27.771429             1.18
970            0.000000             1.34
971            0.000000             1.28
972            0.000000             1.34
973            0.000000             1.08
974            0.000000             1.13
975           69.428574             1.24
976           34.714291             0.98
977            0.000000             1.41
978            0.000000             1.27
979            0.000000             1.22
980            0.000000             1.78
981          110.185699             1.03
982            0.000000             1.14
983          138.857101             1.28
984            0.000000             1.13
985          116.099998             1.31
986            0.000000             1.21
987            0.000000             1.09
988            0.000000             1.71
989           98.285713             0.92
990            0.000000             1.95
991           21.500000             1.28
992            0.000000             1.38
993            0.000000             1.17
994            0.000000             1.15
995           18.514290             1.05
996            0.000000             1.11
997            0.000000             0.81
998            0.000000             1.22

cardio_modified %>%
  DT::datatable(
    style = "default",
    caption = htmltools::tags$caption(
      style = "caption-side: top; text-align: left; color: black; font-size: 100%;", "Cardio Dataset (Clean)"
    ),
    options = list(pageLength = 10, autoWidth = TRUE)
  ) %>%
  DT::formatStyle(
    columns = names(cardio_modified),
    fontFamily = "Roboto Condensed",
    fontSize = "12px",
  )

crosstable(
  choles + sys + dia
  ~ sex,        
  data = cardioRiskFactors_df       
) %>%
  as_flextable()

label	variable	sex
		0	1
choles	Min / Max	2.9 / 11.0	2.5 / 10.2
	Med [IQR]	5.6 [4.9;6.6]	5.4 [4.5;6.2]
	Mean (std)	5.8 (1.3)	5.4 (1.2)
	N (NA)	524 (0)	474 (0)
sys	Min / Max	90.0 / 245.0	90.0 / 241.0
	Med [IQR]	128.5 [114.0;146.0]	136.0 [124.0;151.8]
	Mean (std)	132.6 (24.2)	139.6 (23.1)
	N (NA)	524 (0)	474 (0)
dia	Min / Max	59.0 / 132.0	60.0 / 172.0
	Med [IQR]	84.0 [74.8;92.0]	90.0 [81.0;100.0]
	Mean (std)	85.4 (13.6)	90.9 (14.2)
	N (NA)	524 (0)	474 (0)

4. Data Dictionary

Quantitative Data

1. age(int): Age (years)
2. bmi(dbl): Body Mass Index
3. waisthip(dbl): Waist-to-hip ratio
4. smok(int): Smoking status (0 = non-smoker, 1 = smoker)
5. choles(dbl): Total cholesterol
6. trig(dbl): Triglycerides (the main constituents of natural fats and oils)
7. hdl(dbl): High-density lipo protein (good cholesterol)
8. ldl(dbl): Low-density lipo protein (bad cholesterol)
9. sys(int): Systolic blood pressure (the pressure of blood pushing against artery walls when your heart beats)
10. dia(dbl): Diastolic blood pressure (the lower number in a blood pressure reading and represents the pressure in your arteries when your heart rests between beats)
11. Uric(int): Uric acid level
12. sex(int): Sex (0 = female, 1 = male)
13. alco(dbl): Alcohol consumption
14. apoa(dbl): Apolipoprotein A, a component of HDL

5. Graphs

1. How does age affect cholesterol levels?

cardio_modified %>%
gf_point(choles ~ age, data = cardio_modified, color = 'maroon', size = 2) %>%
  gf_lm(color = 'black') %>% 
  gf_labs(title = "Correlation Between Age and Cholesterol",
          x = "Age",
          y = "Total Cholesterol")

Inferences

The scatter plot shows a positive correlation between age and cholesterol levels. As age increases, cholesterol levels tend to rise slightly. The regression line indicates an upward trend, although the data points are widely scattered, implying that the relationship is pretty weak.

2. Does the proportion of smokers differ between males and females?

vcd::structable(data = cardio_modified, sex ~ smok) %>% 
  as.matrix() %>% # Convert to matrix; 
  addmargins() # Add margins to the table; matrix output

     sex
smok    0   1 Sum
  0   488 287 775
  1    36 187 223
  Sum 524 474 998

vcd::structable(sex ~ smok, data = cardio_modified) %>%
    vcd::mosaic(gp = shading_max,
                main = "Relationship between Smoking Status and Gender")

Inferences

This graph suggests that there are far more non-smoking females than expected as well as more smoking males than expected. Males are significantly more likely to be smokers than females in this data set.

3. How does blood pressure distribution differ between smokers and non-smokers for males and females?

cardio_modified %>%
  gf_boxplot(sys ~ smok | sex, orientation = "x", fill = ~factor(sex)) %>%
  gf_labs(
    title = "Blood Pressure by Smoking Status and Sex",
    x = "Smoking Status",
    y = "Systolic BP",
    fill = "Sex: 0 = Female, 1 = Male"
  ) %>% 
  gf_refine(scale_fill_brewer(palette = "Pastel1"))

Inferences

Females have higher overall systolic blood pressure as compared to males. Males have a wider spread of systolic blood pressure. There are more outliers for females than males, but there are a few exceptions suggesting that some males have high systolic blood pressure.

4. How does BMI vary across different genders?

cardio_modified %>%
  gf_boxplot(
    bmi ~ factor(sex),
    fill = ~factor(sex),
    alpha = 0.8,
    orientation = 'x'
  ) %>%
  gf_labs(
    title = "BMI Distribution by Gender",
    x = "Sex",
    y = "BMI",
    fill = "Legend: 0 = Female, 1 = Male"
  ) %>%
  gf_refine(
    scale_fill_brewer(palette = "Accent"),
    theme_minimal()
  )

Inferences

Females show a wider interquartile range (IQR), suggesting more variability in BMI. There are several outliers in both groups, but especially among females, indicating some individuals with unusually high BMI. Overall, this suggests that females in the dataset may have a higher average BMI and greater variation compared to males.

5. What is the age distribution of people in the dataset?

cardio_modified %>% 
  gf_histogram(~ age,
  data = cardio_modified,
  bins = 30,
  fill = '#fc6c85',
  colour = '#222222') %>%
  gf_labs(
    title = "Distribution of Age",
    x = 'Age',
    y = 'Count'
  )

Inferences

The distribution of age seems uneven, with several peaks. There isn’t a clear concentration around a single age range, meaning the data set includes participants from a wide variety of ages.

6. How does cholesterol vary with smoking status and sex?

cardio_modified %>%
  gf_boxplot(
    choles ~ factor(smok) | factor(sex),
    fill = ~factor(smok),
    alpha = 0.8,
    orientation = 'x'
  ) %>%
  gf_labs(
    title = "Cholesterol distribution by smoking status and sex",
    x = "Smoking Status",
    y = "Cholesterol",
    fill = "Smoking Status"
  )

Inferences

Median Cholesterol Levels:

For females (0): Non-smokers and smokers have almost the same median cholesterol levels (around 5.7) For males (1): Non-smokers have a slightly higher median (around 5.5) compared to smokers (around 5.2 )

Distribution:

Female non-smokers show greater variability in cholesterol levels with 3 outliers above 10 mg/DL. Male non-smokers also display more spread in their data compared to male smokers. Smokers (both sexes) have fewer extreme values.

Sex Differences:

Females generally have higher cholesterol levels than males across both smoking categories. Females show more extreme upper outliers. The shorter line (whisker) for female smokers indicates a smaller range of cholesterol values compared to female non-smokers.

6. Summary of Inferences

Males demonstrate substantially higher smoking rates than females, while females exhibit elevated BMI, more variable cholesterol distributions, and greater outlier prevalence across multiple health metrics.

Age shows a positive correlation with cholesterol levels. Males have higher systolic blood pressure overall, though females display more blood pressure outliers.

Surprisingly, smoking status shows minimal impact on blood pressure and cholesterol levels within sex groups, suggesting other factors may play stronger roles in cardiovascular health outcomes.

The age distribution remains fairly uniform across the sample population.