Environmental exposures example data set
Source:R/test_environmental_matrix.R
test_environmental_matrix.RdOne hundred environmental exposure variables drawn from a normal distribution with mean=0 and sd=1 for 30 individuals.
Examples
summary(test_environmental_matrix)
#> E1 E2 E3 E4
#> Min. :-1.96662 Min. :-1.54875 Min. :-2.30917 Min. :-1.66794
#> 1st Qu.:-0.67140 1st Qu.:-0.30324 1st Qu.:-0.46094 1st Qu.:-0.69298
#> Median :-0.07373 Median : 0.04765 Median : 0.02938 Median :-0.24120
#> Mean :-0.04710 Mean : 0.17834 Mean : 0.02442 Mean :-0.09389
#> 3rd Qu.: 0.48862 3rd Qu.: 0.75713 3rd Qu.: 0.44495 3rd Qu.: 0.46484
#> Max. : 1.78691 Max. : 2.16896 Max. : 2.05008 Max. : 2.18733
#> E5 E6 E7 E8
#> Min. :-2.0532 Min. :-1.26016 Min. :-1.31080 Min. :-1.31702
#> 1st Qu.:-1.2057 1st Qu.:-0.40629 1st Qu.:-0.60703 1st Qu.:-0.72160
#> Median :-0.2591 Median : 0.05154 Median :-0.25071 Median :-0.27329
#> Mean :-0.1836 Mean : 0.15372 Mean : 0.01471 Mean :-0.08965
#> 3rd Qu.: 0.6288 3rd Qu.: 0.55146 3rd Qu.: 0.58633 3rd Qu.: 0.39531
#> Max. : 2.1001 Max. : 3.24104 Max. : 2.19881 Max. : 1.95529
#> E9 E10 E11 E12
#> Min. :-1.75653 Min. :-1.66748 Min. :-2.0142 Min. :-2.46590
#> 1st Qu.:-0.51639 1st Qu.: 0.02191 1st Qu.:-0.6868 1st Qu.:-0.85031
#> Median :-0.12340 Median : 0.19791 Median : 0.1096 Median :-0.04251
#> Mean : 0.05077 Mean : 0.33669 Mean : 0.0691 Mean :-0.11114
#> 3rd Qu.: 0.59443 3rd Qu.: 0.93431 3rd Qu.: 0.7435 3rd Qu.: 0.57100
#> Max. : 2.29308 Max. : 2.00248 Max. : 2.0376 Max. : 2.57146
#> E13 E14 E15 E16
#> Min. :-1.7903 Min. :-2.6431 Min. :-2.22499 Min. :-2.6609
#> 1st Qu.:-0.4633 1st Qu.:-0.6440 1st Qu.:-0.70013 1st Qu.:-0.2917
#> Median : 0.1596 Median :-0.2362 Median : 0.14582 Median : 0.3018
#> Mean : 0.0334 Mean :-0.2534 Mean : 0.03197 Mean : 0.2823
#> 3rd Qu.: 0.5016 3rd Qu.: 0.4767 3rd Qu.: 0.69950 3rd Qu.: 1.0143
#> Max. : 2.4168 Max. : 1.5039 Max. : 2.39745 Max. : 1.9754
#> E17 E18 E19 E20
#> Min. :-2.07075 Min. :-1.4206 Min. :-1.4590 Min. :-2.8098
#> 1st Qu.:-0.59502 1st Qu.:-0.4487 1st Qu.:-0.6115 1st Qu.:-0.9751
#> Median : 0.13572 Median : 0.1335 Median : 0.0141 Median :-0.1147
#> Mean : 0.03595 Mean : 0.1284 Mean : 0.0658 Mean :-0.1913
#> 3rd Qu.: 0.74151 3rd Qu.: 0.5915 3rd Qu.: 0.6880 3rd Qu.: 0.5028
#> Max. : 1.62688 Max. : 1.9459 Max. : 2.4302 Max. : 1.8599
#> E21 E22 E23 E24
#> Min. :-2.6017 Min. :-1.9430 Min. :-2.2491 Min. :-1.61404
#> 1st Qu.:-1.0164 1st Qu.:-0.7908 1st Qu.:-0.8221 1st Qu.:-0.59166
#> Median :-0.2552 Median : 0.1390 Median :-0.2666 Median : 0.01607
#> Mean :-0.1872 Mean :-0.1032 Mean :-0.2402 Mean : 0.07518
#> 3rd Qu.: 0.6724 3rd Qu.: 0.6245 3rd Qu.: 0.3940 3rd Qu.: 0.70856
#> Max. : 2.0867 Max. : 1.1394 Max. : 1.9662 Max. : 2.45806
#> E25 E26 E27 E28
#> Min. :-2.21063 Min. :-2.03768 Min. :-1.95821 Min. :-2.5079
#> 1st Qu.:-0.09133 1st Qu.:-0.26508 1st Qu.:-0.55623 1st Qu.:-1.1076
#> Median : 0.44978 Median : 0.10495 Median : 0.25369 Median :-0.1930
#> Mean : 0.31065 Mean : 0.09554 Mean : 0.04775 Mean :-0.2929
#> 3rd Qu.: 0.96007 3rd Qu.: 0.59729 3rd Qu.: 0.75991 3rd Qu.: 0.2953
#> Max. : 2.69171 Max. : 1.87786 Max. : 2.16142 Max. : 1.5165
#> E29 E30 E31 E32
#> Min. :-1.86023 Min. :-1.1392 Min. :-1.9251 Min. :-1.6859
#> 1st Qu.:-0.58446 1st Qu.:-0.6769 1st Qu.:-0.1830 1st Qu.:-0.7123
#> Median : 0.01911 Median : 0.3073 Median : 0.3005 Median :-0.2179
#> Mean : 0.25811 Mean : 0.2024 Mean : 0.3187 Mean :-0.2169
#> 3rd Qu.: 1.03809 3rd Qu.: 0.7387 3rd Qu.: 1.0199 3rd Qu.: 0.2127
#> Max. : 2.68486 Max. : 1.9507 Max. : 2.5754 Max. : 2.0067
#> E33 E34 E35 E36
#> Min. :-2.11121 Min. :-2.54934 Min. :-1.6485 Min. :-1.089145
#> 1st Qu.:-0.99382 1st Qu.:-0.50370 1st Qu.:-0.4854 1st Qu.:-0.549535
#> Median :-0.07981 Median : 0.08454 Median : 0.1422 Median :-0.008287
#> Mean :-0.13290 Mean : 0.13598 Mean : 0.1166 Mean : 0.089201
#> 3rd Qu.: 0.15413 3rd Qu.: 0.62408 3rd Qu.: 0.6924 3rd Qu.: 0.552083
#> Max. : 2.30506 Max. : 2.83223 Max. : 1.8222 Max. : 1.779103
#> E37 E38 E39 E40
#> Min. :-2.37741 Min. :-2.00546 Min. :-2.01869 Min. :-2.19892
#> 1st Qu.:-0.92531 1st Qu.:-0.68086 1st Qu.:-0.62504 1st Qu.:-0.69293
#> Median : 0.16075 Median :-0.12653 Median :-0.06147 Median :-0.02683
#> Mean :-0.06805 Mean : 0.09695 Mean :-0.10170 Mean : 0.03400
#> 3rd Qu.: 0.63805 3rd Qu.: 0.92416 3rd Qu.: 0.29979 3rd Qu.: 0.55149
#> Max. : 1.90504 Max. : 3.18404 Max. : 1.48240 Max. : 2.19359
#> E41 E42 E43 E44
#> Min. :-2.1741 Min. :-1.9344 Min. :-2.31374 Min. :-1.70296
#> 1st Qu.:-0.9918 1st Qu.:-0.5949 1st Qu.:-0.27623 1st Qu.:-0.63522
#> Median :-0.2634 Median : 0.2846 Median :-0.06957 Median : 0.09513
#> Mean :-0.2462 Mean : 0.1133 Mean :-0.02196 Mean : 0.05174
#> 3rd Qu.: 0.5698 3rd Qu.: 0.6741 3rd Qu.: 0.56557 3rd Qu.: 0.59594
#> Max. : 1.1613 Max. : 1.9537 Max. : 1.43301 Max. : 1.77324
#> E45 E46 E47 E48
#> Min. :-1.9941 Min. :-1.49583 Min. :-1.9687 Min. :-2.69533
#> 1st Qu.:-0.8000 1st Qu.:-0.90182 1st Qu.:-0.5495 1st Qu.:-0.24727
#> Median :-0.3210 Median : 0.05321 Median : 0.3247 Median : 0.29997
#> Mean :-0.1799 Mean : 0.02146 Mean : 0.0529 Mean : 0.04023
#> 3rd Qu.: 0.3820 3rd Qu.: 0.84909 3rd Qu.: 0.6960 3rd Qu.: 0.65691
#> Max. : 3.3904 Max. : 2.00557 Max. : 1.3647 Max. : 1.58043
#> E49 E50 E51 E52
#> Min. :-1.9926 Min. :-1.85169 Min. :-1.55785 Min. :-1.5461
#> 1st Qu.:-0.1706 1st Qu.:-0.78255 1st Qu.:-0.31377 1st Qu.:-0.1660
#> Median : 0.4620 Median :-0.05605 Median :-0.06272 Median : 0.1907
#> Mean : 0.2148 Mean : 0.05447 Mean : 0.10906 Mean : 0.1692
#> 3rd Qu.: 0.7190 3rd Qu.: 0.95022 3rd Qu.: 0.66962 3rd Qu.: 0.7004
#> Max. : 1.8506 Max. : 2.28412 Max. : 2.12721 Max. : 1.7620
#> E53 E54 E55 E56
#> Min. :-1.584991 Min. :-2.24869 Min. :-2.0948 Min. :-2.16261
#> 1st Qu.:-0.695131 1st Qu.:-0.51320 1st Qu.:-0.5375 1st Qu.:-0.62884
#> Median :-0.002412 Median : 0.11077 Median :-0.1012 Median : 0.01999
#> Mean :-0.058816 Mean : 0.07507 Mean : 0.1792 Mean : 0.06055
#> 3rd Qu.: 0.512186 3rd Qu.: 0.90200 3rd Qu.: 1.1123 3rd Qu.: 0.99025
#> Max. : 1.769366 Max. : 2.47875 Max. : 3.2905 Max. : 1.60421
#> E57 E58 E59 E60
#> Min. :-3.04786 Min. :-2.0936 Min. :-1.65315 Min. :-2.04448
#> 1st Qu.:-0.73830 1st Qu.:-1.0517 1st Qu.:-0.63110 1st Qu.:-0.43051
#> Median :-0.07857 Median :-0.1367 Median :-0.02266 Median : 0.13675
#> Mean :-0.04153 Mean :-0.1371 Mean : 0.09726 Mean : 0.06568
#> 3rd Qu.: 0.86959 3rd Qu.: 0.2956 3rd Qu.: 0.74589 3rd Qu.: 0.50259
#> Max. : 1.86866 Max. : 2.5773 Max. : 2.36506 Max. : 1.93976
#> E61 E62 E63 E64
#> Min. :-1.40455 Min. :-2.62933 Min. :-1.9650 Min. :-2.60404
#> 1st Qu.:-0.49339 1st Qu.:-1.01927 1st Qu.:-0.5758 1st Qu.:-0.46675
#> Median : 0.10371 Median :-0.02442 Median : 0.3895 Median :-0.06319
#> Mean : 0.07279 Mean :-0.10449 Mean : 0.2144 Mean : 0.13754
#> 3rd Qu.: 0.41977 3rd Qu.: 0.81117 3rd Qu.: 1.0761 3rd Qu.: 0.96315
#> Max. : 1.69011 Max. : 2.27347 Max. : 2.4136 Max. : 2.44800
#> E65 E66 E67 E68
#> Min. :-2.33595 Min. :-1.99918 Min. :-1.80689 Min. :-1.17261
#> 1st Qu.:-0.77390 1st Qu.:-0.60883 1st Qu.:-0.60691 1st Qu.:-0.50295
#> Median :-0.07316 Median : 0.07314 Median : 0.09849 Median : 0.04207
#> Mean :-0.03468 Mean : 0.11868 Mean : 0.02254 Mean : 0.14254
#> 3rd Qu.: 0.78449 3rd Qu.: 0.92995 3rd Qu.: 0.47200 3rd Qu.: 0.73391
#> Max. : 2.81608 Max. : 2.01129 Max. : 2.04602 Max. : 2.05850
#> E69 E70 E71 E72
#> Min. :-2.06371 Min. :-2.3208 Min. :-1.14557 Min. :-2.5082
#> 1st Qu.:-0.47918 1st Qu.:-0.9425 1st Qu.:-0.45344 1st Qu.:-0.9851
#> Median :-0.01646 Median :-0.4860 Median : 0.03699 Median :-0.2433
#> Mean :-0.02450 Mean :-0.4794 Mean : 0.05474 Mean :-0.3008
#> 3rd Qu.: 0.39243 3rd Qu.: 0.1187 3rd Qu.: 0.43881 3rd Qu.: 0.4362
#> Max. : 1.52988 Max. : 1.0495 Max. : 1.35684 Max. : 1.7148
#> E73 E74 E75 E76
#> Min. :-1.9488 Min. :-1.2145 Min. :-2.2980 Min. :-1.9830
#> 1st Qu.:-0.6557 1st Qu.:-0.4414 1st Qu.:-0.8679 1st Qu.:-0.8875
#> Median :-0.2175 Median : 0.1362 Median :-0.2054 Median :-0.2065
#> Mean :-0.2219 Mean : 0.2088 Mean :-0.1807 Mean :-0.2909
#> 3rd Qu.: 0.3210 3rd Qu.: 0.6934 3rd Qu.: 0.5182 3rd Qu.: 0.3866
#> Max. : 1.0913 Max. : 2.2820 Max. : 1.4466 Max. : 1.1440
#> E77 E78 E79 E80
#> Min. :-2.54193 Min. :-2.01252 Min. :-1.918952 Min. :-2.8485
#> 1st Qu.:-0.47397 1st Qu.:-0.51142 1st Qu.:-0.533046 1st Qu.:-0.5073
#> Median : 0.05170 Median : 0.15862 Median :-0.161912 Median : 0.3261
#> Mean : 0.01599 Mean : 0.05853 Mean :-0.003628 Mean : 0.1142
#> 3rd Qu.: 0.53925 3rd Qu.: 0.74010 3rd Qu.: 0.712935 3rd Qu.: 0.8230
#> Max. : 2.20076 Max. : 1.77904 Max. : 3.022104 Max. : 2.0717
#> E81 E82 E83 E84
#> Min. :-2.3075 Min. :-1.56374 Min. :-1.637292 Min. :-1.2056
#> 1st Qu.:-1.0143 1st Qu.:-0.40387 1st Qu.:-0.501236 1st Qu.:-0.5006
#> Median :-0.5072 Median :-0.02709 Median :-0.055406 Median : 0.4564
#> Mean :-0.4576 Mean : 0.13812 Mean : 0.003471 Mean : 0.3223
#> 3rd Qu.: 0.1315 3rd Qu.: 0.59218 3rd Qu.: 0.642959 3rd Qu.: 0.7849
#> Max. : 1.6229 Max. : 2.73521 Max. : 2.008240 Max. : 2.1261
#> E85 E86 E87 E88
#> Min. :-2.3737 Min. :-1.3952 Min. :-1.71490 Min. :-2.63251
#> 1st Qu.:-0.7154 1st Qu.:-0.2676 1st Qu.:-0.84321 1st Qu.:-0.45367
#> Median :-0.1927 Median : 0.3482 Median : 0.23005 Median : 0.16860
#> Mean :-0.1386 Mean : 0.2863 Mean : 0.07639 Mean : 0.05663
#> 3rd Qu.: 0.8088 3rd Qu.: 0.8567 3rd Qu.: 0.73086 3rd Qu.: 0.99862
#> Max. : 1.9822 Max. : 1.7387 Max. : 2.15648 Max. : 1.72701
#> E89 E90 E91 E92
#> Min. :-1.94007 Min. :-2.5617 Min. :-2.0061 Min. :-2.32925
#> 1st Qu.:-0.61489 1st Qu.:-0.9400 1st Qu.:-0.8343 1st Qu.:-0.44199
#> Median : 0.10708 Median :-0.5505 Median :-0.3699 Median :-0.02532
#> Mean :-0.01767 Mean :-0.4258 Mean :-0.2806 Mean : 0.11479
#> 3rd Qu.: 0.48102 3rd Qu.: 0.1453 3rd Qu.: 0.3326 3rd Qu.: 0.86681
#> Max. : 1.49297 Max. : 1.6346 Max. : 1.4758 Max. : 1.86901
#> E93 E94 E95 E96
#> Min. :-2.15330 Min. :-1.43096 Min. :-2.329003 Min. :-2.0581
#> 1st Qu.:-0.39746 1st Qu.:-0.37712 1st Qu.:-0.715786 1st Qu.:-0.4879
#> Median : 0.06573 Median :-0.09687 Median :-0.181119 Median : 0.1255
#> Mean : 0.12425 Mean :-0.01253 Mean :-0.007984 Mean : 0.1728
#> 3rd Qu.: 0.62176 3rd Qu.: 0.37765 3rd Qu.: 0.404414 3rd Qu.: 0.7213
#> Max. : 2.47561 Max. : 1.89201 Max. : 2.708959 Max. : 2.4590
#> E97 E98 E99 E100
#> Min. :-1.94601 Min. :-2.0232 Min. :-1.4325 Min. :-2.2039
#> 1st Qu.:-0.83010 1st Qu.:-0.9476 1st Qu.:-0.2178 1st Qu.:-0.4800
#> Median :-0.15720 Median :-0.2187 Median : 0.3225 Median : 0.1239
#> Mean :-0.07505 Mean :-0.2884 Mean : 0.3359 Mean : 0.3435
#> 3rd Qu.: 0.57300 3rd Qu.: 0.4908 3rd Qu.: 0.9639 3rd Qu.: 1.2856
#> Max. : 1.58626 Max. : 1.1631 Max. : 2.0548 Max. : 3.4211