Obtain different flavours of a dataset
partition.RdThis returns a list with four variations of a data.set:
Details
* original: the dataset passed, untouched * random: original but shuffled on first (ie grouping) column * balanced: original but balanced on first column * balanced_random: balanced but randomized on first column
Examples
pig %>% partition()
#> $original
#> # A tibble: 171 × 51
#> sp PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8
#> <fct> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 WB -0.0247 7.22e-3 -1.79e-4 0.0119 -9.82e-4 8.82e-3 -0.0104 0.00659
#> 2 WB -0.00864 2.40e-2 -2.65e-4 0.00924 -1.43e-2 -1.99e-2 -0.00201 0.00375
#> 3 WB 0.0254 -1.68e-4 1.01e-2 0.00135 -6.58e-3 -1.40e-2 -0.0162 -0.00879
#> 4 WB -0.0438 -2.98e-3 -9.55e-4 0.00969 1.86e-2 3.02e-3 -0.00255 -0.00433
#> 5 WB 0.0137 4.87e-3 1.76e-2 -0.00392 -1.16e-2 -5.32e-3 -0.00227 -0.00114
#> 6 WB 0.0493 -1.68e-2 2.86e-2 -0.00285 7.15e-3 4.62e-3 -0.0142 -0.00286
#> 7 WB -0.0172 -2.36e-2 1.14e-2 -0.0116 -3.83e-3 -1.07e-2 -0.00379 0.00158
#> 8 WB 0.00194 -1.01e-2 2.05e-2 0.00390 1.53e-2 -8.58e-4 -0.0147 -0.00140
#> 9 WB -0.00865 4.70e-3 8.53e-3 0.0149 1.97e-5 -6.02e-3 0.00608 0.00210
#> 10 WB 0.00141 4.27e-3 1.20e-2 0.00546 -1.34e-2 -6.73e-4 0.00912 0.00124
#> # ℹ 161 more rows
#> # ℹ 42 more variables: PC9 <dbl>, PC10 <dbl>, PC11 <dbl>, PC12 <dbl>,
#> # PC13 <dbl>, PC14 <dbl>, PC15 <dbl>, PC16 <dbl>, PC17 <dbl>, PC18 <dbl>,
#> # PC19 <dbl>, PC20 <dbl>, PC21 <dbl>, PC22 <dbl>, PC23 <dbl>, PC24 <dbl>,
#> # PC25 <dbl>, PC26 <dbl>, PC27 <dbl>, PC28 <dbl>, PC29 <dbl>, PC30 <dbl>,
#> # PC31 <dbl>, PC32 <dbl>, PC33 <dbl>, PC34 <dbl>, PC35 <dbl>, PC36 <dbl>,
#> # PC37 <dbl>, PC38 <dbl>, PC39 <dbl>, PC40 <dbl>, PC41 <dbl>, PC42 <dbl>, …
#>
#> $random
#> # A tibble: 171 × 51
#> sp PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8
#> <fct> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 WB -0.0247 7.22e-3 -1.79e-4 0.0119 -9.82e-4 8.82e-3 -0.0104 0.00659
#> 2 DP -0.00864 2.40e-2 -2.65e-4 0.00924 -1.43e-2 -1.99e-2 -0.00201 0.00375
#> 3 WB 0.0254 -1.68e-4 1.01e-2 0.00135 -6.58e-3 -1.40e-2 -0.0162 -0.00879
#> 4 WB -0.0438 -2.98e-3 -9.55e-4 0.00969 1.86e-2 3.02e-3 -0.00255 -0.00433
#> 5 WB 0.0137 4.87e-3 1.76e-2 -0.00392 -1.16e-2 -5.32e-3 -0.00227 -0.00114
#> 6 DP 0.0493 -1.68e-2 2.86e-2 -0.00285 7.15e-3 4.62e-3 -0.0142 -0.00286
#> 7 WB -0.0172 -2.36e-2 1.14e-2 -0.0116 -3.83e-3 -1.07e-2 -0.00379 0.00158
#> 8 WB 0.00194 -1.01e-2 2.05e-2 0.00390 1.53e-2 -8.58e-4 -0.0147 -0.00140
#> 9 WB -0.00865 4.70e-3 8.53e-3 0.0149 1.97e-5 -6.02e-3 0.00608 0.00210
#> 10 WB 0.00141 4.27e-3 1.20e-2 0.00546 -1.34e-2 -6.73e-4 0.00912 0.00124
#> # ℹ 161 more rows
#> # ℹ 42 more variables: PC9 <dbl>, PC10 <dbl>, PC11 <dbl>, PC12 <dbl>,
#> # PC13 <dbl>, PC14 <dbl>, PC15 <dbl>, PC16 <dbl>, PC17 <dbl>, PC18 <dbl>,
#> # PC19 <dbl>, PC20 <dbl>, PC21 <dbl>, PC22 <dbl>, PC23 <dbl>, PC24 <dbl>,
#> # PC25 <dbl>, PC26 <dbl>, PC27 <dbl>, PC28 <dbl>, PC29 <dbl>, PC30 <dbl>,
#> # PC31 <dbl>, PC32 <dbl>, PC33 <dbl>, PC34 <dbl>, PC35 <dbl>, PC36 <dbl>,
#> # PC37 <dbl>, PC38 <dbl>, PC39 <dbl>, PC40 <dbl>, PC41 <dbl>, PC42 <dbl>, …
#>
#> $balanced
#> # A tibble: 84 × 51
#> sp PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8
#> <fct> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 DP -0.0795 1.05e-2 -0.00151 0.00337 -8.65e-3 -2.58e-3 0.0113 -0.0134
#> 2 DP -0.0504 -3.02e-4 0.00555 -0.00218 -1.21e-2 8.24e-3 -0.00513 0.00286
#> 3 DP 0.0238 -1.47e-2 0.0118 -0.0264 -1.52e-2 -1.13e-2 0.0161 -0.00482
#> 4 DP -0.0971 -8.33e-3 -0.0433 0.00436 2.28e-3 6.56e-3 -0.0148 -0.00986
#> 5 DP -0.0791 -7.97e-3 0.00727 0.00714 -8.65e-3 1.02e-2 0.0110 -0.0179
#> 6 DP 0.0190 -3.28e-3 -0.00412 -0.00478 1.64e-2 -1.57e-2 0.00642 -0.00433
#> 7 DP 0.0238 -1.47e-2 0.0118 -0.0264 -1.52e-2 -1.13e-2 0.0161 -0.00482
#> 8 DP -0.00928 -3.65e-2 0.0107 -0.0235 -9.88e-4 7.92e-4 -0.00297 0.00382
#> 9 DP -0.111 -5.70e-2 0.00831 0.00552 -3.54e-2 -3.33e-2 -0.00945 -0.00685
#> 10 DP -0.0751 2.45e-2 -0.00527 -0.00418 1.11e-3 -1.63e-2 -0.0164 -0.00319
#> # ℹ 74 more rows
#> # ℹ 42 more variables: PC9 <dbl>, PC10 <dbl>, PC11 <dbl>, PC12 <dbl>,
#> # PC13 <dbl>, PC14 <dbl>, PC15 <dbl>, PC16 <dbl>, PC17 <dbl>, PC18 <dbl>,
#> # PC19 <dbl>, PC20 <dbl>, PC21 <dbl>, PC22 <dbl>, PC23 <dbl>, PC24 <dbl>,
#> # PC25 <dbl>, PC26 <dbl>, PC27 <dbl>, PC28 <dbl>, PC29 <dbl>, PC30 <dbl>,
#> # PC31 <dbl>, PC32 <dbl>, PC33 <dbl>, PC34 <dbl>, PC35 <dbl>, PC36 <dbl>,
#> # PC37 <dbl>, PC38 <dbl>, PC39 <dbl>, PC40 <dbl>, PC41 <dbl>, PC42 <dbl>, …
#>
#> $balanced_random
#> # A tibble: 84 × 51
#> sp PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8
#> <fct> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 DP 0.00508 -8.73e-3 -0.00596 -0.00452 7.88e-4 -0.00345 -9.08e-5 0.00338
#> 2 WB 0.0374 -2.32e-2 0.0116 -0.0153 3.94e-3 -0.0103 1.52e-2 -0.0135
#> 3 DP -0.111 -5.70e-2 0.00831 0.00552 -3.54e-2 -0.0333 -9.45e-3 -0.00685
#> 4 WB -0.0269 -1.20e-2 -0.00834 -0.0112 5.47e-3 -0.00261 9.14e-3 -0.00153
#> 5 WB -0.00876 -2.24e-2 -0.0256 -0.0103 1.09e-3 -0.00316 8.02e-4 -0.00915
#> 6 DP 0.0138 1.31e-2 -0.00803 0.00174 1.91e-2 -0.00591 1.46e-2 -0.00762
#> 7 DP -0.0400 9.77e-4 0.00657 -0.00292 4.25e-3 0.00793 -5.02e-5 -0.00935
#> 8 WB -0.0751 2.45e-2 -0.00527 -0.00418 1.11e-3 -0.0163 -1.64e-2 -0.00319
#> 9 WB -0.0170 7.31e-4 -0.0118 -0.00323 1.04e-2 -0.0133 -7.02e-4 -0.00648
#> 10 WB -0.0795 1.05e-2 -0.00151 0.00337 -8.65e-3 -0.00258 1.13e-2 -0.0134
#> # ℹ 74 more rows
#> # ℹ 42 more variables: PC9 <dbl>, PC10 <dbl>, PC11 <dbl>, PC12 <dbl>,
#> # PC13 <dbl>, PC14 <dbl>, PC15 <dbl>, PC16 <dbl>, PC17 <dbl>, PC18 <dbl>,
#> # PC19 <dbl>, PC20 <dbl>, PC21 <dbl>, PC22 <dbl>, PC23 <dbl>, PC24 <dbl>,
#> # PC25 <dbl>, PC26 <dbl>, PC27 <dbl>, PC28 <dbl>, PC29 <dbl>, PC30 <dbl>,
#> # PC31 <dbl>, PC32 <dbl>, PC33 <dbl>, PC34 <dbl>, PC35 <dbl>, PC36 <dbl>,
#> # PC37 <dbl>, PC38 <dbl>, PC39 <dbl>, PC40 <dbl>, PC41 <dbl>, PC42 <dbl>, …
#>