R/sperrorest_resampling.R
partition_cv.Rdpartition_cv creates a represampling object for
length(repetition)-repeated nfold-fold cross-validation.
partition_cv(
data,
coords = c("x", "y"),
nfold = 10,
repetition = 1,
seed1 = NULL,
return_factor = FALSE
)data.frame containing at least the columns specified by
coords
(ignored by partition_cv)
number of partitions (folds) in nfold-fold cross-validation
partitioning
numeric vector: cross-validation repetitions to be
generated. Note that this is not the number of repetitions, but the indices
of these repetitions. E.g., use repetition = c(1:100) to obtain (the
'first') 100 repetitions, and repetition = c(101:200) to obtain a
different set of 100 repetitions.
seed1+i is the random seed that will be used by set.seed in
repetition i (i in repetition) to initialize the random number
generator before sampling from the data set.
if FALSE (default), return a represampling object;
if TRUE (used internally by other sperrorest functions), return a
list containing factor vectors (see Value)
If return_factor = FALSE (the default), a represampling object.
Specifically, this is a (named) list of length(repetition)
resampling
objects. Each of these resampling objects is a list of length nfold
corresponding to the folds. Each fold is represented by a list of
containing the components train and test, specifying the indices of
training and test samples (row indices for data). If return_factor = TRUE (mainly used internally), a (named) list of length
length(repetition). Each component of this list is a vector of length
nrow(data) of type factor, specifying for each sample the fold to which
it belongs. The factor levels are factor(1:nfold).
This function does not actually perform a cross-validation or partition the data set itself; it simply creates a data structure containing the indices of training and test samples.
data(ecuador)
## non-spatial cross-validation:
resamp <- partition_cv(ecuador, nfold = 5, repetition = 5)
# plot(resamp, ecuador)
# first repetition, second fold, test set indices:
idx <- resamp[["1"]][[2]]$test
# test sample used in this particular repetition and fold:
ecuador[idx, ]
#> x y dem slope hcurv vcurv carea
#> 44302 714932.5 9557982 2649.56 37.300698 0.01633 -0.01813 1130.5791
#> 15762 714922.5 9558862 2535.97 54.910556 0.01305 -0.00555 430.4604
#> 16749 715072.5 9558242 2745.27 49.053782 0.00097 0.01483 566.7674
#> 25090 715362.5 9560102 2059.29 49.119672 0.02059 -0.00628 556.0121
#> 24051 715462.5 9559372 2319.46 32.327998 -0.00661 -0.01339 1002.5877
#> 48187 712722.5 9560152 1835.29 29.327991 -0.00333 -0.01767 3321.6113
#> 34512 713162.5 9559632 2041.52 46.815236 -0.00857 0.03677 1675.4679
#> 15843 714042.5 9558902 2332.30 50.097711 -0.00858 -0.00292 1233.9299
#> 37104 713962.5 9561282 1795.56 25.741848 0.00273 -0.02403 1787.3024
#> 8869 715062.5 9559392 2278.56 41.401930 0.00310 0.01440 1088.8639
#> 47255 713552.5 9559962 2191.77 33.578765 -0.00068 0.00588 1295.1610
#> 37270 714852.5 9561032 1838.96 35.158982 -0.00854 0.01264 5057.1431
#> 27375 714292.5 9558982 2458.96 43.600942 0.00214 0.00466 724.0713
#> 21703 713842.5 9559672 2282.58 24.991846 0.01581 0.01189 287.5425
#> 39061 712922.5 9559912 1931.50 36.315211 0.00414 -0.00104 1641.4587
#> 2990 713542.5 9560372 1970.07 31.887966 0.01903 0.01447 331.4833
#> 48498 714972.5 9557972 2681.66 38.346919 0.00528 0.01392 1255.0884
#> 2107 714142.5 9558562 2382.67 35.553750 0.01412 0.00898 458.6938
#> 18005 714832.5 9557912 2660.76 31.912030 0.00191 -0.00261 554.9243
#> 29472 714792.5 9561072 1786.08 36.173117 -0.01029 -0.02312 2657.6936
#> 26215 714332.5 9560262 2138.08 25.721221 -0.00491 0.00581 1855.1630
#> 6676 715092.5 9559912 2217.44 41.707890 -0.00077 -0.00284 2010.4285
#> 47210 714952.5 9557612 2744.35 40.884549 -0.00493 0.00733 598.7983
#> 8288 714842.5 9557712 2679.04 28.939525 0.00902 0.01358 802.7622
#> 45575 715432.5 9559452 2305.28 24.234396 0.00993 -0.00413 364.9788
#> 4477 715432.5 9559392 2325.25 37.029116 -0.00521 -0.00739 558.2286
#> 47220 715052.5 9557752 2726.93 32.721620 -0.00664 0.00694 2123.4473
#> 48364 715582.5 9558222 2746.23 25.072060 0.01257 0.00593 939.0466
#> 5749 712852.5 9560162 1934.78 23.388710 0.00071 0.00150 1274.3594
#> 8073 712572.5 9560302 1917.62 52.009098 0.01937 0.00083 994.7876
#> 3133 715042.5 9559252 2344.13 29.020885 0.00422 0.02357 275.7474
#> 3466 713232.5 9560612 1812.72 51.566202 -0.01804 -0.01596 5296.9014
#> 27013 713062.5 9559782 1976.81 41.632259 0.01414 0.03416 1204.8629
#> 12084 712832.5 9559992 1872.46 56.054753 -0.03184 0.03924 8023.8657
#> 19128 714852.5 9557872 2681.49 20.757688 0.00453 0.01077 300.7915
#> 12868 712532.5 9560332 1913.92 61.937311 -0.03543 -0.05146 1347.6224
#> 5728 713502.5 9559662 2140.27 34.307567 -0.00154 0.00124 2114.2253
#> 6557 713312.5 9559022 2181.69 27.634327 -0.00669 -0.00991 1403.0193
#> 48434 713352.5 9559042 2176.63 35.702146 -0.01771 -0.01939 703.7817
#> 17594 714832.5 9561052 1818.04 46.167220 -0.01353 0.00063 5035.0000
#> 38686 714292.5 9557832 2496.22 38.480991 -0.00509 0.00499 885.0064
#> 6310 713802.5 9559752 2238.38 19.651306 -0.02379 0.01338 10787.6299
#> 18751 714882.5 9559182 2381.81 39.299175 0.00066 -0.00036 516.4709
#> 18394 715022.5 9559942 2216.16 42.137608 -0.00613 0.00903 2360.1536
#> 33240 714972.5 9557652 2741.04 39.434393 -0.00286 -0.00964 571.1364
#> 34707 713962.5 9561092 1819.49 65.686173 -0.04749 0.04779 2972.0193
#> 25244 713472.5 9559092 2137.03 18.348973 -0.10372 -0.00008 825875.6875
#> 462 713712.5 9561182 1785.08 47.717071 -0.03260 -0.03310 2833.9001
#> 39520 715342.5 9557622 2889.48 41.648875 -0.01282 0.00542 860.8840
#> 27875 714832.5 9561032 1838.22 41.212281 -0.01160 0.01690 5121.6924
#> 18265 715522.5 9558782 2539.23 35.856272 -0.00458 -0.00401 1722.6481
#> 37416 713282.5 9560692 1850.61 30.259047 0.00736 0.01684 2556.8049
#> 23213 715592.5 9558562 2654.69 33.219520 -0.00034 0.00294 739.5768
#> 32735 714922.5 9559002 2414.49 40.064647 0.00062 -0.00262 1760.2162
#> 20065 713772.5 9558852 2221.21 28.019928 -0.00568 -0.02553 1750.4175
#> 30886 714912.5 9558822 2563.86 49.753936 -0.00099 0.02169 495.8840
#> 34192 712702.5 9560102 1867.01 35.474682 0.00629 -0.00469 1021.5407
#> 7385 713752.5 9560122 2064.61 31.771083 -0.02605 -0.03594 16587.9980
#> 7041 713472.5 9559092 2137.03 18.348973 -0.10372 -0.00008 825875.6875
#> 43859 714892.5 9557602 2722.70 28.129363 0.00370 -0.00190 640.8842
#> 47320 713422.5 9559182 2143.03 56.325189 0.01246 0.00534 344.1447
#> 32879 713912.5 9559672 2238.00 31.976775 -0.00278 -0.00412 1350.3611
#> 33910 715202.5 9559572 2195.66 13.791667 -0.04376 -0.01644 1057765.6250
#> 47718 712812.5 9559892 1867.55 54.938631 -0.01491 0.01061 5744.7583
#> 31117 712892.5 9558922 2129.84 30.550683 0.00521 -0.00870 1895.1399
#> 7 714952.5 9559862 2284.19 16.106417 0.00516 0.01574 183.3220
#> 34887 714662.5 9557392 2609.02 51.020746 -0.01878 -0.04351 1442.9247
#> 33875 712832.5 9559852 1892.81 37.554519 -0.01175 0.04195 1901.6743
#> 29228 712782.5 9560422 1870.56 32.906112 -0.00218 -0.00372 4154.5786
#> 28312 715712.5 9558032 2783.23 24.252731 -0.00007 -0.02132 1580.1621
#> 5572 715062.5 9558262 2754.60 39.911667 0.00707 0.01833 369.3771
#> 10689 713542.5 9559132 2211.95 31.981358 0.05379 0.00801 172.7491
#> 26428 713042.5 9560332 1895.15 33.959781 -0.01439 -0.01161 3065.3694
#> 26101 715562.5 9558682 2594.87 32.411077 0.00079 0.00321 1170.5904
#> 34164 714212.5 9558492 2421.45 51.329570 0.02247 0.01123 364.2903
#> 1036 713042.5 9558892 2205.38 31.509814 -0.00428 -0.00522 1355.7436
#> 47298 714602.5 9560572 2025.50 28.590021 -0.00253 0.00753 1337.7854
#> 12629 714712.5 9558872 2533.15 37.025679 0.04250 -0.00970 1443.9200
#> 10617 713232.5 9560722 1879.95 26.497006 0.00258 0.00422 1159.2100
#> 16071 714562.5 9560062 2166.69 28.696018 0.02281 0.04759 158.9370
#> 13259 714862.5 9560992 1859.28 21.267620 -0.00317 0.00077 3056.9475
#> 22301 713722.5 9560712 1913.37 39.271100 0.00705 -0.00915 2036.0378
#> 48650 715592.5 9558612 2626.74 31.876507 0.00010 0.00140 1066.3957
#> 14950 713382.5 9559172 2111.91 48.106682 0.00915 -0.02705 413.5702
#> 9606 714392.5 9559172 2353.05 30.783303 -0.00185 -0.01185 953.8614
#> 24723 712942.5 9560202 1983.18 33.071697 0.00285 -0.01325 595.0426
#> 38103 715392.5 9560162 1998.16 46.285823 0.00708 -0.02538 807.8237
#> 16065 715242.5 9560622 1871.61 34.306421 -0.00019 0.00119 6589.5796
#> 10456 712442.5 9560292 2010.91 26.891774 0.00445 0.00875 597.2893
#> 49459 714692.5 9557342 2639.74 42.047081 0.00216 -0.02606 919.4241
#> 30626 713302.5 9559172 2106.91 35.997792 0.01354 0.00245 629.5983
#> 17674 713882.5 9558562 2339.20 41.036383 -0.03675 -0.01905 6487.0010
#> 24532 715202.5 9560922 1799.62 4.488551 -0.02312 -0.01848 1890804.2500
#> 4479 713982.5 9557812 2399.24 41.231189 0.01895 0.04744 226.7911
#> 35458 715242.5 9558442 2623.01 38.954828 -0.00770 -0.03400 1982.7782
#> 6212 714592.5 9560362 2034.54 12.522566 -0.01454 0.00144 317260.6875
#> 41408 713172.5 9559612 2056.81 22.272588 -0.00166 0.01476 1404.4454
#> 43536 713782.5 9558732 2281.50 32.749122 0.00840 0.00189 556.5211
#> 21490 714672.5 9560382 2021.86 32.804126 -0.00783 -0.00367 1966.2112
#> 17851 715362.5 9557482 2869.26 29.125737 -0.03251 -0.00389 14516.2002
#> 17374 715712.5 9557952 2832.22 37.874802 -0.01519 0.00609 4275.3457
#> 13072 714862.5 9558932 2448.29 41.052426 -0.04989 -0.02781 29995.1543
#> 4785 713792.5 9560472 2055.34 33.052789 -0.00586 0.00067 1123.7318
#> 29431 714882.5 9559892 2258.03 21.917927 -0.00849 0.00150 503.5590
#> 27884 714072.5 9559202 2446.27 19.756731 -0.00009 0.00109 605.1908
#> 48601 713692.5 9560152 2058.14 59.557244 -0.01433 -0.02177 997.3089
#> 15186 713322.5 9561212 1936.88 36.079725 0.00165 0.00565 1410.8372
#> 30809 712532.5 9560032 1928.24 40.899446 0.00570 0.02230 714.7432
#> 34250 713822.5 9559142 2316.36 33.759819 -0.02284 0.01085 2229.5105
#> 18286 714792.5 9557882 2650.57 28.253695 -0.00124 0.00204 853.2902
#> 46930 713642.5 9560602 1945.03 34.509821 0.00165 0.00875 1165.3953
#> 30267 714442.5 9557512 2612.30 28.765919 -0.00458 0.00479 604.0975
#> 16542 713772.5 9559622 2304.85 30.810232 -0.00712 0.00923 811.5580
#> 16878 714232.5 9558172 2485.33 22.808304 0.00818 0.00502 1428.8546
#> 36833 713322.5 9560572 1794.25 33.754090 0.00527 -0.02077 8759.9961
#> 41753 715722.5 9558192 2771.39 26.085050 -0.00196 -0.00175 725.1355
#> 8895 714132.5 9557692 2487.19 37.364297 0.03423 -0.00983 270.7949
#> 1691 714222.5 9559022 2448.69 38.216858 -0.01292 0.00462 716.5762
#> 33370 714202.5 9558962 2472.93 32.641406 -0.00307 0.02997 230.8641
#> 20135 714772.5 9560232 2107.52 37.850738 -0.00782 -0.00048 1550.6704
#> 3733 713762.5 9559632 2297.63 34.214748 -0.01338 0.00518 1137.0179
#> 29835 715402.5 9558512 2610.14 27.118092 -0.01322 -0.00759 4131.5356
#> 13908 715022.5 9559372 2290.81 27.242997 -0.03004 0.00714 480535.5000
#> 26389 713002.5 9559712 1926.02 24.037298 0.00586 0.00654 1576.2065
#> 12519 713982.5 9560912 1956.98 28.824934 -0.00452 -0.00948 1222.5433
#> 5656 713132.5 9560142 2042.24 33.595380 -0.00035 0.00955 713.4463
#> 33666 713632.5 9561012 1775.88 21.178812 -0.00950 -0.05130 107.5831
#> 40909 712722.5 9560272 1827.15 29.293040 0.00009 -0.00599 12873.8018
#> 34532 713812.5 9559502 2328.80 44.937653 -0.00070 -0.00060 383.3547
#> 48988 714682.5 9560852 1942.97 20.290727 0.00480 0.00740 909.4791
#> 15008 714492.5 9559012 2449.93 29.515348 0.00972 0.00308 422.5022
#> 24819 714032.5 9560882 1981.86 33.284264 0.00804 -0.00165 805.1403
#> 1479 715622.5 9557952 2888.67 34.953863 0.01635 -0.00105 868.7802
#> 29716 715272.5 9559992 2144.94 25.717784 0.00262 -0.00502 520.5218
#> 28286 713702.5 9559842 2245.07 27.968935 0.00511 0.01499 617.3855
#> 38362 714402.5 9558042 2499.31 56.901012 0.03044 -0.00964 543.0025
#> 44216 715772.5 9558402 2710.44 30.444685 -0.00070 -0.00050 1471.4346
#> 18308 714842.5 9558742 2568.20 26.017441 -0.02552 0.00532 16771.3066
#> 15138 713702.5 9561122 1780.68 49.221658 0.00607 -0.04566 12862.4922
#> 19767 714272.5 9558052 2431.67 55.724729 0.00361 -0.01841 756.0055
#> 1577 713322.5 9559742 2027.47 29.567487 -0.03284 -0.00886 43249.3945
#> 14881 715482.5 9559232 2376.03 29.905532 -0.01137 -0.01523 888.2811
#> 22628 714942.5 9557732 2696.19 26.211673 0.00788 -0.01029 894.2672
#> 9526 714432.5 9560582 2076.13 31.080096 -0.00172 -0.00119 792.3544
#> 49812 713392.5 9559222 2133.99 35.662612 -0.00983 0.00803 1058.5630
#> 126 715042.5 9561262 1733.49 30.110651 -0.00288 0.00448 941.8503
#> 46567 714472.5 9560352 2080.13 21.381639 0.01336 0.01403 609.8665
#> 30296 713322.5 9559782 2042.96 52.621017 -0.02110 -0.02931 1812.3820
#> 15363 714742.5 9559212 2373.13 33.583348 -0.00247 0.01057 722.3952
#> 47629 714472.5 9558482 2437.33 37.272623 -0.01181 -0.01149 4242.3579
#> cslope distroad slides distdeforest distslidespast log.carea
#> 44302 35.10111340 300.00 TRUE 300.00 100 3.053301
#> 15762 46.30186534 300.00 TRUE 300.00 100 2.633933
#> 16749 32.18303935 300.00 TRUE 300.00 100 2.753405
#> 25090 43.53161440 300.00 TRUE 300.00 26 2.745084
#> 24051 32.73880841 300.00 TRUE 300.00 11 3.001122
#> 48187 30.96664995 279.54 TRUE 21.35 46 3.521349
#> 34512 34.63988238 300.00 TRUE 195.00 2 3.224136
#> 15843 42.22183288 300.00 TRUE 300.00 100 3.091290
#> 37104 4.86613055 50.99 TRUE 0.00 21 3.252198
#> 8869 29.11026670 300.00 TRUE 300.00 100 3.036974
#> 47255 19.67766252 300.00 TRUE 260.03 100 3.112324
#> 37270 18.94656837 162.65 TRUE 0.00 77 3.703905
#> 27375 38.77033512 300.00 TRUE 300.00 100 2.859781
#> 21703 22.26915062 300.00 TRUE 300.00 34 2.458702
#> 39061 35.24091511 300.00 TRUE 70.65 56 3.215230
#> 2990 25.32129680 300.00 TRUE 123.56 5 2.520462
#> 48498 33.61829863 300.00 TRUE 300.00 100 3.098674
#> 2107 35.42368864 300.00 TRUE 300.00 45 2.661523
#> 18005 24.90590240 300.00 TRUE 300.00 0 2.744234
#> 29472 18.64863032 111.09 TRUE 0.00 25 3.424505
#> 26215 23.83160653 300.00 TRUE 300.00 10 3.268382
#> 6676 34.62154773 300.00 TRUE 300.00 100 3.303289
#> 47210 26.91526538 300.00 TRUE 300.00 100 2.777281
#> 8288 22.71777658 300.00 TRUE 300.00 83 2.904587
#> 45575 25.72809683 300.00 TRUE 300.00 59 2.562268
#> 4477 32.16986132 300.00 TRUE 300.00 11 2.746812
#> 47220 36.48022282 300.00 TRUE 300.00 100 3.327041
#> 48364 32.07589624 300.00 TRUE 300.00 100 2.972687
#> 5749 28.23306831 300.00 TRUE 0.00 100 3.105292
#> 8073 36.07571461 138.71 TRUE 76.41 35 2.997730
#> 3133 18.83426864 300.00 TRUE 300.00 100 2.440511
#> 3466 26.79494425 101.32 TRUE 95.02 19 3.724022
#> 27013 30.91852150 300.00 TRUE 168.05 18 3.080938
#> 12084 34.59576463 300.00 TRUE 0.00 0 3.904384
#> 19128 14.65969815 300.00 TRUE 300.00 15 2.478266
#> 12868 37.58832319 119.34 TRUE 79.16 61 3.129568
#> 5728 40.40842146 300.00 TRUE 300.00 2 3.325151
#> 6557 27.41946824 300.00 TRUE 300.00 5 3.147064
#> 48434 29.93589888 300.00 TRUE 300.00 6 2.847438
#> 17594 19.23190135 138.35 TRUE 0.00 60 3.701999
#> 38686 31.18895758 300.00 TRUE 300.00 75 2.946946
#> 6310 23.82644991 300.00 TRUE 300.00 100 4.032926
#> 18751 38.07591028 300.00 TRUE 300.00 100 2.713046
#> 18394 28.61064750 300.00 TRUE 300.00 57 3.372940
#> 33240 29.35491968 300.00 TRUE 300.00 100 2.756740
#> 34707 27.70250939 165.13 TRUE 39.56 100 3.473052
#> 25244 33.21894705 300.00 TRUE 300.00 6 5.916915
#> 462 9.81247520 61.17 TRUE 57.16 74 3.452385
#> 39520 35.89408699 300.00 TRUE 300.00 100 2.934945
#> 27875 21.26704744 157.93 TRUE 0.00 57 3.709413
#> 18265 31.44564267 300.00 TRUE 300.00 100 3.236197
#> 37416 28.77164864 72.23 TRUE 87.56 31 3.407698
#> 23213 25.46052554 300.00 TRUE 300.00 100 2.868983
#> 32735 39.35818982 300.00 TRUE 300.00 100 3.245566
#> 20065 30.38968145 300.00 TRUE 300.00 5 3.243142
#> 30886 39.18515657 300.00 TRUE 300.00 100 2.695380
#> 34192 33.87498372 273.94 TRUE 4.48 85 3.009256
#> 7385 28.71034216 300.00 TRUE 300.00 100 4.219794
#> 7041 33.21894705 300.00 TRUE 300.00 6 5.916915
#> 43859 29.55774674 300.00 TRUE 300.00 100 2.806780
#> 47320 45.66416331 300.00 TRUE 300.00 43 2.536741
#> 32879 29.73822844 300.00 TRUE 300.00 6 3.130450
#> 33910 32.67349123 300.00 TRUE 300.00 6 6.024389
#> 47718 32.32341401 300.00 TRUE 10.00 1 3.759272
#> 31117 26.64597522 300.00 TRUE 291.23 100 3.277641
#> 7 13.22042816 300.00 TRUE 300.00 0 2.263215
#> 34887 42.93573829 300.00 TRUE 300.00 100 3.159244
#> 33875 27.56958319 300.00 TRUE 4.67 0 3.279136
#> 29228 30.39942174 131.25 TRUE 80.55 2 3.618527
#> 28312 41.64257255 300.00 TRUE 300.00 100 3.198702
#> 5572 26.59784677 300.00 TRUE 300.00 100 2.567470
#> 10689 30.64808542 300.00 TRUE 300.00 61 2.237416
#> 26428 35.47525484 300.00 TRUE 0.00 100 3.486483
#> 26101 28.64617088 300.00 TRUE 300.00 100 3.068405
#> 34164 39.71342365 300.00 TRUE 300.00 1 2.561448
#> 1036 25.72695092 300.00 TRUE 300.00 100 3.132178
#> 47298 25.33619370 300.00 TRUE 300.00 100 3.126386
#> 12629 32.18074752 300.00 TRUE 300.00 100 3.159543
#> 10617 33.79820738 17.89 TRUE 145.83 4 3.064162
#> 16071 29.62134505 300.00 TRUE 300.00 100 2.201225
#> 13259 23.16067295 203.85 TRUE 10.45 74 3.485288
#> 22301 33.61543384 300.00 TRUE 0.00 100 3.308786
#> 48650 27.05220230 300.00 TRUE 300.00 100 3.027918
#> 14950 41.87404750 300.00 TRUE 300.00 15 2.616549
#> 9606 33.82399048 300.00 TRUE 300.00 0 2.979485
#> 24723 28.17348070 300.00 TRUE 36.63 100 2.774548
#> 38103 42.76155912 300.00 TRUE 300.00 31 2.907317
#> 16065 30.32035356 300.00 TRUE 162.92 100 3.818858
#> 10456 21.66869085 24.34 TRUE 0.00 18 2.776185
#> 49459 41.85685877 300.00 TRUE 300.00 100 2.963516
#> 30626 30.00350790 300.00 TRUE 300.00 0 2.799064
#> 17674 30.48250062 300.00 TRUE 300.00 1 3.812044
#> 24532 32.54629459 300.00 TRUE 7.49 100 6.276647
#> 4479 32.01172497 300.00 TRUE 300.00 55 2.355626
#> 35458 37.47315867 300.00 TRUE 300.00 100 3.297274
#> 6212 31.93151088 300.00 TRUE 300.00 47 5.501416
#> 41408 33.81367724 300.00 TRUE 205.28 1 3.147505
#> 43536 29.09479684 300.00 TRUE 300.00 8 2.745482
#> 21490 34.06004909 300.00 TRUE 300.00 1 3.293630
#> 17851 32.26325344 300.00 TRUE 300.00 100 4.161853
#> 17374 43.14544085 300.00 TRUE 300.00 100 3.630971
#> 13072 34.94469593 300.00 TRUE 300.00 100 4.477051
#> 4785 26.48612000 300.00 FALSE 0.00 100 3.050663
#> 29431 20.89176008 300.00 FALSE 300.00 42 2.702050
#> 27884 15.49736244 300.00 FALSE 300.00 100 2.781892
#> 48601 35.85799065 300.00 FALSE 245.19 100 2.998830
#> 15186 38.54860046 60.00 FALSE 0.00 100 3.149477
#> 30809 36.36620421 181.84 FALSE 0.00 100 2.854150
#> 34250 30.89273840 300.00 FALSE 300.00 100 3.348210
#> 18286 24.35070629 300.00 FALSE 300.00 42 2.931097
#> 46930 31.92062468 300.00 FALSE 0.00 100 3.066473
#> 30267 25.27030355 300.00 FALSE 300.00 100 2.781107
#> 16542 21.11234883 300.00 FALSE 300.00 100 2.909320
#> 16878 25.38890582 300.00 FALSE 300.00 18 3.154988
#> 36833 28.07550492 187.46 FALSE 18.49 45 3.942504
#> 41753 25.00731593 300.00 FALSE 300.00 100 2.860419
#> 8895 38.07762915 300.00 FALSE 300.00 90 2.432641
#> 1691 27.00006314 300.00 FALSE 300.00 100 2.855262
#> 33370 26.41908393 300.00 FALSE 300.00 100 2.363356
#> 20135 32.33258134 300.00 FALSE 300.00 100 3.190519
#> 3733 22.10012807 300.00 FALSE 300.00 100 3.055767
#> 29835 28.85300865 300.00 FALSE 300.00 45 3.616112
#> 13908 34.37746771 300.00 FALSE 300.00 96 5.681725
#> 26389 36.12212419 300.00 FALSE 76.38 26 3.197613
#> 12519 30.48593836 300.00 FALSE 120.00 100 3.087264
#> 5656 31.27260942 300.00 FALSE 94.43 100 2.853361
#> 33666 0.02177240 212.17 FALSE 103.16 100 2.031744
#> 40909 22.87820476 234.82 FALSE 0.00 43 4.109707
#> 34532 31.20671927 300.00 FALSE 300.00 92 2.583601
#> 48988 18.95860048 300.00 FALSE 144.19 100 2.958793
#> 15008 26.90781693 300.00 FALSE 300.00 48 2.625829
#> 24819 29.93704480 300.00 FALSE 150.00 100 2.905872
#> 1479 43.67657272 300.00 FALSE 300.00 100 2.938910
#> 29716 32.69354475 300.00 FALSE 300.00 100 2.716439
#> 28286 17.04835919 300.00 FALSE 300.00 100 2.790556
#> 38362 38.26785114 300.00 FALSE 300.00 100 2.734802
#> 44216 26.06499602 300.00 FALSE 300.00 100 3.167741
#> 18308 30.02069663 300.00 FALSE 300.00 55 4.224567
#> 15138 20.64596119 116.69 FALSE 19.61 40 4.109325
#> 19767 42.01041145 300.00 FALSE 300.00 100 2.878525
#> 1577 38.92961739 300.00 FALSE 300.00 63 4.635980
#> 14881 26.85625073 300.00 FALSE 300.00 100 2.948550
#> 22628 29.12115290 300.00 FALSE 300.00 100 2.951467
#> 9526 27.56958319 300.00 FALSE 300.00 100 2.898919
#> 49812 33.35817579 300.00 FALSE 300.00 65 3.024717
#> 126 0.02521014 9.90 FALSE 40.52 100 2.973982
#> 46567 16.94809158 300.00 FALSE 300.00 78 2.785235
#> 30296 40.15861186 300.00 FALSE 300.00 68 3.258250
#> 15363 26.94219440 300.00 FALSE 300.00 100 2.858775
#> 47629 31.66336663 300.00 FALSE 300.00 100 3.627607