partition_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)

Arguments

data

data.frame containing at least the columns specified by coords

coords

(ignored by partition_cv)

nfold

number of partitions (folds) in nfold-fold cross-validation partitioning

repetition

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

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.

return_factor

if FALSE (default), return a represampling object; if TRUE (used internally by other sperrorest functions), return a list containing factor vectors (see Value)

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).

Details

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.

See also

sperrorest, represampling

Examples

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 #> 4965 715042.5 9559312 2320.49 42.857816 -0.01106 -0.04634 500.5027 #> 37912 712802.5 9559952 1838.40 52.101344 0.00183 -0.09203 634.3320 #> 31357 714752.5 9561022 1848.22 33.446411 -0.00347 0.02357 1752.0375 #> 25090 715362.5 9560102 2059.29 49.119672 0.02059 -0.00628 556.0121 #> 40756 714022.5 9558862 2331.20 45.085476 -0.00075 0.00475 1001.0861 #> 14254 714852.5 9557882 2680.00 23.335425 0.00479 0.01261 323.8441 #> 24072 715282.5 9557602 2837.46 34.394083 -0.02191 -0.00579 2246.7725 #> 34512 713162.5 9559632 2041.52 46.815236 -0.00857 0.03677 1675.4679 #> 24129 714602.5 9560542 2038.30 25.584857 0.00065 0.00005 769.3426 #> 9669 713852.5 9558612 2308.97 52.180412 -0.01059 -0.07431 4079.0366 #> 39885 715062.5 9561022 1840.94 38.435728 0.00250 -0.01340 604.1032 #> 32622 714972.5 9557762 2687.38 30.556412 -0.00730 -0.01491 1844.4353 #> 38993 714202.5 9558402 2475.75 33.159359 -0.01607 0.00677 1343.5006 #> 22814 713862.5 9558582 2327.48 48.612031 -0.02894 -0.03416 947.4878 #> 42598 713542.5 9559972 2184.39 35.241488 -0.00841 -0.00010 1527.1028 #> 38287 714872.5 9561162 1719.41 48.235598 -0.03021 -0.09328 2235.5259 #> 39061 712922.5 9559912 1931.50 36.315211 0.00414 -0.00104 1641.4587 #> 30800 715182.5 9557582 2772.37 39.204064 -0.02475 0.00665 25318.3555 #> 38410 713712.5 9561172 1776.08 36.319222 -0.02678 -0.04272 4955.5586 #> 48498 714972.5 9557972 2681.66 38.346919 0.00528 0.01392 1255.0884 #> 35285 714602.5 9560112 2142.75 51.107835 -0.00017 -0.00032 994.6740 #> 29472 714792.5 9561072 1786.08 36.173117 -0.01029 -0.02312 2657.6936 #> 22933 712712.5 9560432 1902.17 38.123466 -0.00746 0.00096 3210.5781 #> 38032 714762.5 9560442 1988.33 35.169868 -0.00905 -0.01385 674.0721 #> 14522 715012.5 9557732 2721.34 35.181327 -0.00382 0.00672 1114.8801 #> 31576 713942.5 9558492 2387.12 46.143156 -0.05634 -0.02626 4316.0977 #> 20290 714812.5 9561092 1775.73 34.626704 -0.01537 -0.00203 10263.2734 #> 27978 713552.5 9558532 2373.05 17.044921 0.00832 0.00838 238.6685 #> 15340 715452.5 9558852 2523.95 34.165473 0.00151 0.00899 1394.2274 #> 4827 714962.5 9559882 2274.42 29.244912 0.00051 0.00889 362.8363 #> 6808 715192.5 9559492 2219.03 21.817660 0.00713 -0.00173 8967.1924 #> 18391 715112.5 9559432 2235.02 22.257691 -0.02651 -0.03629 360379.1875 #> 8073 712572.5 9560302 1917.62 52.009098 0.01937 0.00083 994.7876 #> 27957 715012.5 9559332 2306.35 20.480376 0.00225 0.00325 616.8652 #> 15390 713132.5 9560622 1873.26 38.480418 0.00252 0.01118 2359.5059 #> 22735 714492.5 9559772 2170.30 39.688786 -0.00440 -0.02651 419.0927 #> 46756 713372.5 9559192 2120.47 46.005073 0.03696 0.02514 297.7842 #> 2858 714292.5 9559332 2335.04 42.355905 0.04547 0.03323 183.1836 #> 34563 715022.5 9558162 2675.70 18.889846 -0.01993 0.01373 16031.7500 #> 46235 712712.5 9561042 2023.11 41.277025 0.01458 0.00672 565.1107 #> 27084 713632.5 9558472 2380.37 23.135463 -0.01752 -0.00517 1000.7119 #> 5578 714962.5 9557612 2751.95 39.191459 0.00288 0.01452 437.3965 #> 2976 715122.5 9559142 2390.05 33.167954 0.01008 0.00102 483.4184 #> 34707 713962.5 9561092 1819.49 65.686173 -0.04749 0.04779 2972.0193 #> 20220 714052.5 9558522 2378.67 39.656128 -0.00855 -0.02175 1122.9120 #> 21952 715352.5 9560172 2013.44 40.488063 0.02409 0.02771 674.3859 #> 25244 713472.5 9559092 2137.03 18.348973 -0.10372 -0.00008 825875.6875 #> 26698 713382.5 9559082 2155.56 34.264595 -0.00211 0.00241 585.6182 #> 19887 714662.5 9559632 2266.47 45.179441 -0.02797 -0.00063 576.2819 #> 38862 712952.5 9559892 1950.86 37.721822 -0.00048 -0.00332 1418.6622 #> 2595 714912.5 9557662 2700.72 24.194862 -0.02681 -0.01319 3457.7519 #> 32909 712812.5 9560452 1883.85 38.251235 -0.00221 0.00121 4159.6738 #> 10507 714892.5 9559282 2374.45 42.842346 -0.01057 0.02427 380.9472 #> 7668 713372.5 9559062 2164.82 37.934963 -0.01807 -0.01883 616.1993 #> 44825 714322.5 9557882 2534.80 40.688598 0.00114 0.03026 247.0894 #> 46065 713072.5 9559162 2109.39 16.264553 -0.00195 -0.00656 3036.7383 #> 7064 715592.5 9558662 2597.69 34.222196 0.00099 0.00240 1201.4724 #> 2552 714942.5 9557652 2719.32 34.873649 -0.01238 -0.00851 1012.5963 #> 45592 714962.5 9559862 2282.08 22.160862 -0.00028 0.01318 289.0063 #> 41783 715572.5 9558652 2609.51 32.408212 0.00291 -0.00081 940.6002 #> 34192 712702.5 9560102 1867.01 35.474682 0.00629 -0.00469 1021.5407 #> 5239 714832.5 9560992 1859.70 19.960131 -0.00320 0.00180 3904.5254 #> 31834 713492.5 9560682 1800.85 34.237093 -0.00472 -0.00228 2262.3796 #> 18897 712802.5 9559882 1851.71 50.234648 -0.02627 -0.05393 8301.6094 #> 39722 715022.5 9557712 2735.53 30.260766 0.00133 0.00367 806.0966 #> 30268 714172.5 9558612 2328.84 54.950663 0.03743 -0.05242 507.9263 #> 39166 712832.5 9560142 1922.46 39.660139 0.01469 0.02940 987.8085 #> 33910 715202.5 9559572 2195.66 13.791667 -0.04376 -0.01644 1057765.6250 #> 31117 712892.5 9558922 2129.84 30.550683 0.00521 -0.00870 1895.1399 #> 47702 714692.5 9559712 2200.51 33.098626 -0.13038 -0.04212 46310.0195 #> 20797 713012.5 9560392 1842.25 36.649818 0.01299 0.00141 4611.0718 #> 34615 713242.5 9560732 1879.60 27.593647 0.00384 0.00175 1026.6818 #> 30933 714672.5 9561082 1798.37 54.810289 0.00542 -0.00722 1373.4147 #> 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 #> 17058 714032.5 9558502 2402.95 31.352824 0.01924 0.02606 564.6876 #> 28173 714562.5 9560382 2048.26 27.685894 -0.00124 -0.00456 1531.4274 #> 2801 715252.5 9559612 2199.28 24.403418 0.03051 0.02190 264.6404 #> 16071 714562.5 9560062 2166.69 28.696018 0.02281 0.04759 158.9370 #> 22297 714642.5 9558172 2606.18 59.469008 -0.00495 -0.03756 353.9086 #> 39624 715222.5 9559552 2205.54 23.897497 0.00401 -0.00391 1794.7964 #> 750 712812.5 9560032 1847.09 54.959258 -0.00767 -0.03713 6379.7974 #> 48650 715592.5 9558612 2626.74 31.876507 0.00010 0.00140 1066.3957 #> 14494 715332.5 9558792 2557.22 20.720446 0.01267 0.00483 343.1384 #> 44612 714932.5 9558822 2578.80 38.255246 0.01257 0.00044 288.5468 #> 39405 713122.5 9559052 2169.30 37.646192 -0.02110 -0.02450 2589.9910 #> 14950 713382.5 9559172 2111.91 48.106682 0.00915 -0.02705 413.5702 #> 24723 712942.5 9560202 1983.18 33.071697 0.00285 -0.01325 595.0426 #> 42617 714092.5 9558392 2469.21 42.799947 -0.01397 0.00526 706.1463 #> 29024 713492.5 9559112 2173.47 53.432325 0.04864 0.04226 338.3474 #> 28260 715312.5 9558302 2681.75 34.484038 -0.01125 -0.02685 2568.4631 #> 22847 714582.5 9560382 2040.49 25.336194 0.00181 -0.00341 1363.4000 #> 46792 713862.5 9559672 2272.03 35.464942 0.00560 0.00610 454.8103 #> 46627 714852.5 9558932 2459.24 53.445503 0.02451 -0.03921 525.3245 #> 49459 714692.5 9557342 2639.74 42.047081 0.00216 -0.02606 919.4241 #> 37115 715612.5 9559202 2358.15 9.727677 -0.01020 0.00279 39495.1797 #> 17227 714812.5 9558892 2545.43 54.071746 0.00458 0.04291 293.4231 #> 12074 714562.5 9560372 2045.17 26.287304 -0.00144 -0.00856 1789.1596 #> 47722 712732.5 9561022 1999.03 37.492639 0.00004 -0.02384 947.2075 #> 4479 713982.5 9557812 2399.24 41.231189 0.01895 0.04744 226.7911 #> 10213 715542.5 9558782 2532.10 35.413375 -0.00893 -0.00867 2247.8748 #> 23832 714252.5 9560182 2188.12 30.647512 0.00427 0.02403 474.8613 #> 3771 714842.5 9561152 1724.51 45.539831 0.02405 -0.05655 130.9468 #> 21490 714672.5 9560382 2021.86 32.804126 -0.00783 -0.00367 1966.2112 #> 39466 714942.5 9557772 2680.35 16.753286 0.00166 -0.01265 1148.6487 #> 6470 713742.5 9558802 2260.79 30.680171 0.00000 0.00320 911.5911 #> 10145 713782.5 9560932 1865.62 23.595548 -0.00203 0.00642 1688.1782 #> 748 715102.5 9559692 2301.39 27.021836 -0.00759 0.00158 837.3730 #> 34250 713822.5 9559142 2316.36 33.759819 -0.02284 0.01085 2229.5105 #> 15558 714732.5 9559502 2283.66 53.431752 0.00390 -0.02831 454.9113 #> 31071 713472.5 9558462 2298.33 29.153239 0.00156 -0.00116 1817.5222 #> 18286 714792.5 9557882 2650.57 28.253695 -0.00124 0.00204 853.2902 #> 26023 715832.5 9557632 3097.56 41.710182 0.00133 -0.00452 578.5847 #> 20067 714242.5 9560442 2125.23 38.640274 0.00363 -0.00363 389.2691 #> 26963 715702.5 9557882 2880.32 43.733296 -0.01174 -0.01466 2633.9666 #> 19493 714252.5 9560372 2156.93 24.879546 0.00825 0.00445 355.5078 #> 29125 714992.5 9558792 2584.41 24.665833 0.01253 -0.00333 422.8840 #> 44396 715512.5 9558102 2845.31 26.598420 0.01263 0.03598 186.3527 #> 20547 713732.5 9560822 1851.67 36.968383 -0.01405 0.00476 11992.5273 #> 40139 712852.5 9560072 1907.89 43.704075 0.00001 0.00759 1880.4403 #> 34616 714522.5 9558742 2568.77 34.997981 0.00990 0.02790 209.6952 #> 32849 714302.5 9558222 2520.01 32.157256 -0.00846 0.00216 1412.2295 #> 21925 714542.5 9559232 2314.33 50.247826 0.00737 0.01033 3446.5520 #> 14800 712952.5 9558682 2120.89 38.273581 -0.00022 0.00662 1269.2650 #> 8895 714132.5 9557692 2487.19 37.364297 0.03423 -0.00983 270.7949 #> 47059 713822.5 9558272 2413.20 38.175032 -0.00687 -0.00223 1056.3701 #> 34105 715432.5 9558592 2621.73 18.956309 -0.00301 -0.01099 1146.2140 #> 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 #> 35038 715092.5 9558152 2715.69 40.183822 0.00270 -0.00250 2225.4426 #> 42424 714692.5 9560902 1921.34 25.331037 0.01154 -0.00204 618.2027 #> 41612 713952.5 9560002 2198.00 28.756179 0.00119 0.00361 1011.0248 #> 1479 715622.5 9557952 2888.67 34.953863 0.01635 -0.00105 868.7802 #> 14671 712672.5 9560372 1872.21 39.197189 -0.00873 -0.01417 1520.6630 #> 32430 715832.5 9558112 2824.39 23.694097 0.00944 0.00836 250.5111 #> 484 713812.5 9560592 2016.41 44.301097 -0.00719 0.00079 1647.6451 #> 44434 713022.5 9558762 2161.07 31.454237 -0.00273 -0.01047 2826.7700 #> 9007 714952.5 9560902 1863.75 32.770321 0.00074 -0.02904 608.3561 #> 280 713182.5 9560632 1862.83 39.004102 0.00745 0.00875 2156.9358 #> 4943 712452.5 9559172 1927.46 34.465130 0.00105 -0.01576 1045.1074 #> 10981 713832.5 9560022 2125.33 34.848439 -0.06909 -0.01151 143213.1562 #> 16845 712772.5 9560022 1831.76 21.399974 -0.00865 -0.00805 7489.7417 #> 14881 715482.5 9559232 2376.03 29.905532 -0.01137 -0.01523 888.2811 #> 33881 712992.5 9558822 2173.26 33.197748 -0.00595 0.03064 1485.5201 #> 35257 713822.5 9557982 2350.80 29.307937 0.01549 -0.00169 649.9975 #> 39883 712732.5 9560842 2082.69 25.090968 0.00732 0.01858 298.4490 #> 6577 714142.5 9559902 2244.30 57.890510 -0.06986 -0.05013 616.4128 #> 32342 714862.5 9559622 2294.74 36.967237 0.01021 0.00109 915.4989 #> 13548 715812.5 9558122 2821.65 15.508249 0.02751 0.00388 180.4414 #> 6206 714122.5 9560992 1917.28 37.969913 -0.01023 -0.00227 841.2025 #> cslope distroad slides distdeforest distslidespast log.carea #> 4965 33.9059234 300.00 TRUE 300.00 100 2.699406 #> 37912 30.2945705 300.00 TRUE 9.15 2 2.802317 #> 31357 23.8172826 158.92 TRUE 0.00 5 3.243543 #> 25090 43.5316144 300.00 TRUE 300.00 26 2.745084 #> 40756 39.3352715 300.00 TRUE 300.00 100 3.000471 #> 14254 15.6652391 300.00 TRUE 300.00 10 2.510336 #> 24072 37.6668184 300.00 TRUE 300.00 100 3.351559 #> 34512 34.6398824 300.00 TRUE 195.00 2 3.224136 #> 24129 24.1289716 300.00 TRUE 300.00 89 2.886120 #> 9669 31.6645125 300.00 TRUE 300.00 1 3.610558 #> 39885 6.0848118 210.57 TRUE 0.00 100 2.781111 #> 32622 30.1713845 300.00 TRUE 300.00 100 3.265863 #> 38993 29.5485794 300.00 TRUE 300.00 2 3.128238 #> 22814 34.9120373 300.00 TRUE 300.00 6 2.976574 #> 42598 20.0689927 300.00 TRUE 247.02 100 3.183868 #> 38287 14.8969027 41.43 TRUE 1.90 100 3.349380 #> 39061 35.2409151 300.00 TRUE 70.65 56 3.215230 #> 30800 33.2481679 300.00 TRUE 300.00 100 4.403435 #> 38410 8.7610976 69.52 TRUE 47.61 65 3.695093 #> 48498 33.6182986 300.00 TRUE 300.00 100 3.098674 #> 35285 42.4664859 300.00 TRUE 300.00 100 2.997681 #> 29472 18.6486303 111.09 TRUE 0.00 25 3.424505 #> 22933 33.0631025 87.56 TRUE 115.40 2 3.506583 #> 38032 35.0082942 300.00 TRUE 300.00 60 2.828706 #> 14522 28.3986531 300.00 TRUE 300.00 100 3.047228 #> 31576 26.9353189 300.00 TRUE 300.00 4 3.635091 #> 20290 15.4566824 95.53 TRUE 0.00 49 4.011286 #> 27978 14.3285285 300.00 TRUE 300.00 12 2.377795 #> 15340 27.9752373 300.00 TRUE 300.00 100 3.144334 #> 4827 21.0739607 300.00 TRUE 300.00 0 2.559711 #> 6808 28.5659568 300.00 TRUE 300.00 40 3.952656 #> 18391 34.5075291 300.00 TRUE 300.00 100 5.556760 #> 8073 36.0757146 138.71 TRUE 76.41 35 2.997730 #> 27957 30.0602307 300.00 TRUE 300.00 75 2.790190 #> 15390 29.3222611 60.00 TRUE 118.92 2 3.372821 #> 22735 36.5168921 300.00 TRUE 300.00 90 2.622310 #> 46756 38.9617030 300.00 TRUE 300.00 37 2.473902 #> 2858 35.3194103 300.00 TRUE 300.00 2 2.262887 #> 34563 38.1566973 300.00 TRUE 300.00 100 4.204981 #> 46235 30.1083592 300.00 TRUE 41.37 0 2.752133 #> 27084 21.6727016 300.00 TRUE 300.00 81 3.000309 #> 5578 25.7418478 300.00 TRUE 300.00 100 2.640875 #> 2976 26.8820338 300.00 TRUE 300.00 100 2.684323 #> 34707 27.7025094 165.13 TRUE 39.56 100 3.473052 #> 20220 32.1755909 300.00 TRUE 300.00 8 3.050346 #> 21952 40.0915758 300.00 TRUE 300.00 64 2.828908 #> 25244 33.2189470 300.00 TRUE 300.00 6 5.916915 #> 26698 34.2496981 300.00 TRUE 300.00 7 2.767615 #> 19887 38.0621593 300.00 TRUE 300.00 63 2.760635 #> 38862 34.9000052 300.00 TRUE 104.48 92 3.151879 #> 2595 30.4395288 300.00 TRUE 300.00 100 3.538794 #> 32909 28.3791726 118.07 TRUE 98.15 0 3.619059 #> 10507 27.1622102 300.00 TRUE 300.00 46 2.580865 #> 7668 36.3203676 300.00 TRUE 300.00 5 2.789721 #> 44825 29.0214582 300.00 TRUE 300.00 100 2.392854 #> 46065 29.7708870 300.00 TRUE 251.11 100 3.482407 #> 7064 29.1326121 300.00 TRUE 300.00 100 3.079714 #> 2552 32.2156979 300.00 TRUE 300.00 100 3.005436 #> 45592 15.6486233 300.00 TRUE 300.00 2 2.460907 #> 41783 28.1860858 300.00 TRUE 300.00 100 2.973405 #> 34192 33.8749837 273.94 TRUE 4.48 85 3.009256 #> 5239 24.6652601 197.29 TRUE 4.67 57 3.591568 #> 31834 24.6469255 215.68 TRUE 0.00 100 3.354565 #> 18897 31.7882714 300.00 TRUE 20.00 5 3.919162 #> 39722 26.5416969 300.00 TRUE 300.00 100 2.906387 #> 30268 47.2724558 300.00 TRUE 300.00 41 2.705801 #> 39166 29.8184425 300.00 TRUE 1.90 90 2.994673 #> 33910 32.6734912 300.00 TRUE 300.00 6 6.024389 #> 31117 26.6459752 300.00 TRUE 291.23 100 3.277641 #> 47702 33.6664271 300.00 TRUE 300.00 86 4.665675 #> 20797 32.0569886 285.07 TRUE 0.00 96 3.663802 #> 34615 34.1895376 17.57 TRUE 142.95 16 3.011436 #> 30933 12.8434219 99.29 TRUE 0.00 6 3.137802 #> 26428 35.4752548 300.00 TRUE 0.00 100 3.486483 #> 26101 28.6461709 300.00 TRUE 300.00 100 3.068405 #> 17058 26.3228270 300.00 TRUE 300.00 8 2.751808 #> 28173 23.8837457 300.00 TRUE 300.00 59 3.185096 #> 2801 25.7464315 300.00 TRUE 300.00 26 2.422656 #> 16071 29.6213451 300.00 TRUE 300.00 100 2.201225 #> 22297 46.6496507 300.00 TRUE 300.00 11 2.548891 #> 39624 33.2945775 300.00 TRUE 300.00 2 3.254015 #> 750 34.3471009 300.00 TRUE 0.00 0 3.804807 #> 48650 27.0522023 300.00 TRUE 300.00 100 3.027918 #> 14494 21.1851145 300.00 TRUE 300.00 28 2.535469 #> 44612 34.6914486 300.00 TRUE 300.00 100 2.460216 #> 39405 27.7202711 300.00 TRUE 300.00 100 3.413298 #> 14950 41.8740475 300.00 TRUE 300.00 15 2.616549 #> 24723 28.1734807 300.00 TRUE 36.63 100 2.774548 #> 42617 31.2319294 300.00 TRUE 300.00 100 2.848895 #> 29024 42.5730560 300.00 TRUE 300.00 32 2.529363 #> 28260 31.8335351 300.00 TRUE 300.00 100 3.409673 #> 22847 24.7477660 300.00 TRUE 300.00 41 3.134623 #> 46792 27.6010959 300.00 TRUE 300.00 18 2.657830 #> 46627 53.6832806 300.00 TRUE 300.00 100 2.720428 #> 49459 41.8568588 300.00 TRUE 300.00 100 2.963516 #> 37115 32.1870501 300.00 TRUE 300.00 100 4.596544 #> 17227 43.5975045 300.00 TRUE 300.00 100 2.467494 #> 12074 23.2855778 300.00 TRUE 300.00 63 3.252649 #> 47722 33.1158146 300.00 TRUE 65.02 1 2.976445 #> 4479 32.0117250 300.00 TRUE 300.00 55 2.355626 #> 10213 31.5986224 300.00 TRUE 300.00 100 3.351772 #> 23832 25.4851627 300.00 TRUE 300.00 8 2.676567 #> 3771 0.3294507 44.23 TRUE 1.67 94 2.117095 #> 21490 34.0600491 300.00 TRUE 300.00 1 3.293630 #> 39466 27.2515916 300.00 TRUE 300.00 100 3.060187 #> 6470 28.0932666 300.00 TRUE 300.00 2 2.959800 #> 10145 27.4160305 276.16 FALSE 91.33 100 3.227418 #> 748 38.1326331 300.00 FALSE 300.00 12 2.922919 #> 34250 30.8927384 300.00 FALSE 300.00 100 3.348210 #> 15558 50.3440826 300.00 FALSE 300.00 45 2.657927 #> 31071 31.7378511 300.00 FALSE 300.00 76 3.259480 #> 18286 24.3507063 300.00 FALSE 300.00 42 2.931097 #> 26023 45.0728709 300.00 FALSE 300.00 100 2.762367 #> 20067 29.8235992 300.00 FALSE 268.03 100 2.590250 #> 26963 42.0631236 300.00 FALSE 300.00 100 3.420610 #> 19493 18.5724269 300.00 FALSE 291.23 100 2.550849 #> 29125 23.9450522 300.00 FALSE 300.00 100 2.626221 #> 44396 21.4423725 300.00 FALSE 300.00 100 2.270336 #> 20547 34.2611573 300.00 FALSE 42.56 100 4.078911 #> 40139 33.1433166 300.00 FALSE 1.11 21 3.274260 #> 34616 31.4995007 300.00 FALSE 300.00 100 2.321589 #> 32849 29.5520172 300.00 FALSE 300.00 45 3.149905 #> 21925 31.2485452 300.00 FALSE 300.00 95 3.537385 #> 14800 31.5229920 300.00 FALSE 300.00 100 3.103552 #> 8895 38.0776291 300.00 FALSE 300.00 90 2.432641 #> 47059 25.7596095 300.00 FALSE 300.00 100 3.023816 #> 34105 20.0770141 300.00 FALSE 300.00 26 3.059266 #> 29835 28.8530086 300.00 FALSE 300.00 45 3.616112 #> 13908 34.3774677 300.00 FALSE 300.00 96 5.681725 #> 35038 40.2038755 300.00 FALSE 300.00 100 3.347416 #> 42424 22.6071957 275.21 FALSE 93.50 70 2.791131 #> 41612 25.5871492 300.00 FALSE 300.00 100 3.004762 #> 1479 43.6765727 300.00 FALSE 300.00 100 2.938910 #> 14671 37.8822505 123.04 FALSE 75.11 0 3.182033 #> 32430 22.8604431 300.00 FALSE 300.00 100 2.398827 #> 484 32.1457971 300.00 FALSE 55.63 100 3.216864 #> 44434 36.3197946 300.00 FALSE 300.00 100 3.451290 #> 9007 30.9643581 300.00 FALSE 14.98 35 2.784158 #> 280 29.3234070 60.55 FALSE 127.54 29 3.333837 #> 4943 37.7716697 300.00 FALSE 300.00 100 3.019161 #> 10981 29.1664166 300.00 FALSE 300.00 100 5.155983 #> 16845 22.8827884 300.00 FALSE 25.55 33 3.874467 #> 14881 26.8562507 300.00 FALSE 300.00 100 2.948550 #> 33881 29.1858971 300.00 FALSE 300.00 100 3.171879 #> 35257 30.8818522 300.00 FALSE 300.00 79 2.812912 #> 39883 17.0443485 233.81 FALSE 219.23 100 2.474870 #> 6577 42.4074712 300.00 FALSE 300.00 70 2.789872 #> 32342 37.6198359 300.00 FALSE 300.00 81 2.961658 #> 13548 16.9784583 300.00 FALSE 300.00 100 2.256336 #> 6206 32.4632157 294.31 FALSE 35.90 100 2.924901