boxplots.Rmd
SSCT_data
and SSCT_labelled_data
are loaded with the package. Here is what 10 random rows of each looks like:
CatAreaSqKm | WsAreaSqKm | CHYD | CCHEM | CSED | CCONN | CTEMP | CHABT | ICI | WHYD | WCHEM | WSED | WCONN | WTEMP | WHABT | IWI | PctCarbResidCat | PctNonCarbResidCat | PctAlkIntruVolCat | PctSilicicCat | PctExtruVolCat | PctColluvSedCat | PctGlacTilClayCat | PctGlacTilLoamCat | PctGlacTilCrsCat | PctGlacLakeCrsCat | PctGlacLakeFineCat | PctHydricCat | PctEolCrsCat | PctEolFineCat | PctSalLakeCat | PctAlluvCoastCat | PctCoastCrsCat | PctWaterCat | PctCarbResidWs | PctNonCarbResidWs | PctAlkIntruVolWs | PctSilicicWs | PctExtruVolWs | PctColluvSedWs | PctGlacTilClayWs | PctGlacTilLoamWs | PctGlacTilCrsWs | PctGlacLakeCrsWs | PctGlacLakeFineWs | PctHydricWs | PctEolCrsWs | PctEolFineWs | PctSalLakeWs | PctAlluvCoastWs | PctCoastCrsWs | PctWaterWs | MineDensCat | MineDensWs | MineDensCatRp100 | MineDensWsRp100 | PctOw2011Cat | PctIce2011Cat | PctUrbOp2011Cat | PctUrbLo2011Cat | PctUrbMd2011Cat | PctUrbHi2011Cat | PctBl2011Cat | PctDecid2011Cat | PctConif2011Cat | PctMxFst2011Cat | PctShrb2011Cat | PctGrs2011Cat | PctHay2011Cat | PctCrop2011Cat | PctWdWet2011Cat | PctHbWet2011Cat | PctOw2011Ws | PctIce2011Ws | PctUrbOp2011Ws | PctUrbLo2011Ws | PctUrbMd2011Ws | PctUrbHi2011Ws | PctBl2011Ws | PctDecid2011Ws | PctConif2011Ws | PctMxFst2011Ws | PctShrb2011Ws | PctGrs2011Ws | PctHay2011Ws | PctCrop2011Ws | PctWdWet2011Ws | PctHbWet2011Ws | PctOw2011CatRp100 | PctIce2011CatRp100 | PctUrbOp2011CatRp100 | PctUrbLo2011CatRp100 | PctUrbMd2011CatRp100 | PctUrbHi2011CatRp100 | PctBl2011CatRp100 | PctDecid2011CatRp100 | PctConif2011CatRp100 | PctMxFst2011CatRp100 | PctShrb2011CatRp100 | PctGrs2011CatRp100 | PctHay2011CatRp100 | PctCrop2011CatRp100 | PctWdWet2011CatRp100 | PctHbWet2011CatRp100 | PctOw2011WsRp100 | PctIce2011WsRp100 | PctUrbOp2011WsRp100 | PctUrbLo2011WsRp100 | PctUrbMd2011WsRp100 | PctUrbHi2011WsRp100 | PctBl2011WsRp100 | PctDecid2011WsRp100 | PctConif2011WsRp100 | PctMxFst2011WsRp100 | PctShrb2011WsRp100 | PctGrs2011WsRp100 | PctHay2011WsRp100 | PctCrop2011WsRp100 | PctWdWet2011WsRp100 | PctHbWet2011WsRp100 | Precip8110Cat | Tmax8110Cat | Tmean8110Cat | Tmin8110Cat | Precip8110Ws | Tmax8110Ws | Tmean8110Ws | Tmin8110Ws | RunoffCat | RunoffWs | ClayCat | SandCat | ClayWs | SandWs | OmCat | PermCat | RckDepCat | WtDepCat | OmWs | PermWs | RckDepWs | WtDepWs | SLOPE | CONFINEMEN | RUSLE | SO | LDD | aspect_max.rstr | aspect_mean.rstr | aspect_median.rstr | aspect_min.rstr | aspect_sd.rstr | aspect_skew.rstr | curvplan_max.rstr | curvplan_mean.rstr | curvplan_median.rstr | curvplan_min.rstr | curvplan_sd.rstr | curvplan_skew.rstr | curvprof_max.rstr | curvprof_mean.rstr | curvprof_median.rstr | curvprof_min.rstr | curvprof_sd.rstr | curvprof_skew.rstr | flowdir_max.rstr | flowdir_mean.rstr | flowdir_median.rstr | flowdir_min.rstr | flowdir_sd.rstr | flowdir_skew.rstr | layer_max.rstr | layer_mean.rstr | layer_median.rstr | layer_min.rstr | layer_sd.rstr | layer_skew.rstr | roughness_max.rstr | roughness_mean.rstr | roughness_median.rstr | roughness_min.rstr | roughness_sd.rstr | roughness_skew.rstr | slope_max.rstr | slope_mean.rstr | slope_median.rstr | slope_min.rstr | slope_sd.rstr | slope_skew.rstr | tpi_max.rstr | tpi_mean.rstr | tpi_median.rstr | tpi_min.rstr | tpi_sd.rstr | tpi_skew.rstr | tri_max.rstr | tri_mean.rstr | tri_median.rstr | tri_min.rstr | tri_sd.rstr | tri_skew.rstr | aspect_max.nrch | aspect_mean.nrch | aspect_median.nrch | aspect_min.nrch | aspect_sd.nrch | aspect_skew.nrch | curvplan_max.nrch | curvplan_mean.nrch | curvplan_median.nrch | curvplan_min.nrch | curvplan_sd.nrch | curvplan_skew.nrch | curvprof_max.nrch | curvprof_mean.nrch | curvprof_median.nrch | curvprof_min.nrch | curvprof_sd.nrch | curvprof_skew.nrch | flowdir_max.nrch | flowdir_mean.nrch | flowdir_median.nrch | flowdir_min.nrch | flowdir_sd.nrch | flowdir_skew.nrch | layer_max.nrch | layer_mean.nrch | layer_median.nrch | layer_min.nrch | layer_sd.nrch | layer_skew.nrch | roughness_max.nrch | roughness_mean.nrch | roughness_median.nrch | roughness_min.nrch | roughness_sd.nrch | roughness_skew.nrch | slope_max.nrch | slope_mean.nrch | slope_median.nrch | slope_min.nrch | slope_sd.nrch | slope_skew.nrch | tpi_max.nrch | tpi_mean.nrch | tpi_median.nrch | tpi_min.nrch | tpi_sd.nrch | tpi_skew.nrch | tri_max.nrch | tri_mean.nrch | tri_median.nrch | tri_min.nrch | tri_sd.nrch | tri_skew.nrch | H.640 | H.960 | H.1280 | H.1600 | H.1920 | H.2240 | H.2560 | H.2880 | H.3200 | H.3840 | H.4480 | H.5120 | H.5760 | H.6400 | H.7680 | H.8960 | H.10240 | H.11520 | H.12800 | H.15360 | H.17920 | H.20480 | H.23040 | H.25600 | H.30720 | H.35840 | H.40960 | H.46080 | H.51200 | H.61440 | H.71680 | H.81920 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
201241 | 4.892 | 361.055 | 1.000 | 0.995 | 0.993 | 1.000 | 1.000 | 0.990 | 0.977 | 0.995 | 0.994 | 0.991 | 0.992 | 0.994 | 0.987 | 0.954 | 0 | 0 | 0 | 0.000 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 100.000 | 0 | 0 | 26.998 | 34.981 | 0 | 32.728 | 0.000 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 5.293 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0.629 | 0 | 0.0 | 0 | 0.000 | 0.000 | 0.143 | 9.871 | 66.094 | 19.800 | 0.200 | 0.000 | 3.262 | 0.000 | 0.047 | 0 | 2.390 | 0.020 | 0.006 | 0.000 | 0.197 | 5.649 | 22.570 | 6.016 | 41.264 | 21.493 | 0.189 | 0.060 | 0.099 | 0.001 | 0 | 0 | 1.838 | 7.353 | 0 | 0 | 18.015 | 1.103 | 0.000 | 0.000 | 0.000 | 29.044 | 1.103 | 8.824 | 32.721 | 0.000 | 0.136 | 0.012 | 2.369 | 0.378 | 0.194 | 0.041 | 1.199 | 1.449 | 45.596 | 1.434 | 22.462 | 13.855 | 4.535 | 4.568 | 0.312 | 1.459 | 789.413 | 23.998 | 16.835 | 9.666 | 1049.550 | 20.324 | 13.615 | 6.902 | 521.00 | 280.846 | 33.016 | 26.206 | 25.453 | 32.828 | 0.580 | 1.173 | 139.832 | 181.074 | 1.206 | 5.379 | 70.159 | 182.221 | 0.005 | 34 | 1.748 | 4 | 0.729 | 6.281 | 2.568 | 2.215 | 0.001 | 1.759 | 0.354 | 0.023 | 0.000 | 0.000 | -0.025 | 0.003 | -0.420 | 0.022 | -0.002 | 0.000 | -0.046 | 0.007 | -1.559 | 128 | 8.426 | 1 | 1 | 11.871 | 4.874 | 1588.414 | 1520.509 | 1517.787 | 1484.161 | 24.691 | 0.410 | 17.716 | 8.032 | 7.956 | 0.034 | 3.273 | -0.040 | 0.855 | 0.348 | 0.354 | 0.000 | 0.148 | -0.046 | 1.411 | -0.041 | 0.000 | -1.834 | 0.309 | -1.145 | 5.441 | 2.341 | 2.320 | 0.007 | 0.955 | 0.004 | 5.117 | 4.508 | 4.892 | 2.695 | 0.635 | -0.692 | 0.003 | 0.000 | 0.000 | -0.007 | 0.003 | -0.299 | -0.004 | -0.013 | -0.012 | -0.026 | 0.007 | -0.626 | 58.667 | 17.333 | 16.000 | 11.000 | 9.387 | NA | 1493.268 | 1490.205 | 1490.015 | 1488.065 | 1.497 | 0.352 | 7.944 | 5.379 | 5.392 | 2.426 | 1.450 | -0.256 | 0.391 | 0.238 | 0.242 | 0.066 | 0.087 | -0.288 | -0.034 | -0.411 | -0.366 | -0.896 | 0.253 | -0.435 | 2.548 | 1.640 | 1.605 | 0.792 | 0.465 | 0.033 | 0.879 | 0.914 | 0.932 | 0.882 | 0.896 | 0.862 | 0.823 | 0.865 | 0.831 | 0.837 | 0.771 | 0.804 | 0.760 | 0.728 | 0.656 | 0.722 | 0.636 | 0.689 | 0.635 | 0.648 | 0.607 | 0.583 | 0.574 | 0.549 | 0.559 | 0.574 | 0.576 | 0.588 | 0.567 | 0.486 | 0.497 | 0.533 |
106305 | 3.163 | 454.925 | 0.992 | 0.968 | 0.968 | 0.988 | 0.984 | 0.957 | 0.865 | 0.977 | 0.967 | 0.970 | 0.971 | 0.966 | 0.963 | 0.827 | 0 | 0 | 0 | 100.000 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0 | 100.000 | 0.000 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0.000 | 0 | 0.0 | 0 | 0.000 | 0.000 | 92.583 | 0.000 | 7.278 | 0.139 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 92.583 | 0.000 | 7.278 | 0.139 | 0.000 | 0.000 | 0.000 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0 | 0 | 0.000 | 0.000 | 1.429 | 0.000 | 78.571 | 20.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.104 | 0.007 | 0.000 | 0.000 | 1.116 | 0.000 | 36.124 | 0.000 | 52.597 | 5.869 | 0.000 | 0.000 | 0.000 | 4.183 | 1170.733 | 14.109 | 7.702 | 1.290 | 1170.733 | 14.109 | 7.702 | 1.290 | 292.41 | 292.410 | 14.656 | 55.949 | 14.656 | 55.949 | 0.628 | 9.536 | 123.600 | 182.880 | 0.628 | 9.536 | 123.600 | 182.880 | 0.016 | 57 | 5.519 | 5 | 0.874 | 6.281 | 3.052 | 3.025 | 0.000 | 2.073 | -0.019 | 0.065 | 0.000 | 0.001 | -0.064 | 0.010 | -0.834 | 0.035 | -0.002 | -0.002 | -0.043 | 0.010 | -0.891 | 128 | 10.033 | 1 | 1 | 15.447 | 4.946 | 432.050 | 307.860 | 297.054 | 250.146 | 47.468 | 0.463 | 28.007 | 12.160 | 12.481 | 0.596 | 6.164 | 0.026 | 1.248 | 0.504 | 0.518 | 0.003 | 0.259 | 0.030 | 4.300 | -0.093 | -0.056 | -4.079 | 0.729 | -0.569 | 9.912 | 3.794 | 3.759 | 0.180 | 1.966 | 0.157 | 3.156 | 1.804 | 1.394 | 0.746 | 1.025 | 0.169 | 0.006 | 0.000 | 0.000 | -0.008 | 0.004 | -0.417 | -0.004 | -0.013 | -0.013 | -0.025 | 0.005 | -0.165 | 85.667 | 8.781 | 1.000 | 1.000 | 21.476 | NA | 258.434 | 253.570 | 253.797 | 250.720 | 2.096 | 0.446 | 12.658 | 6.901 | 6.907 | 1.550 | 3.486 | -0.004 | 0.544 | 0.293 | 0.278 | 0.060 | 0.155 | 0.057 | -0.117 | -0.666 | -0.693 | -1.332 | 0.352 | -0.350 | 4.212 | 2.251 | 2.138 | 0.473 | 1.178 | 0.108 | 0.971 | 0.919 | 0.912 | 0.898 | 0.849 | 0.792 | 0.854 | 0.820 | 0.776 | 0.739 | 0.664 | 0.633 | 0.698 | 0.608 | 0.621 | 0.561 | 0.533 | 0.591 | 0.556 | 0.516 | 0.524 | 0.406 | 0.487 | 0.395 | 0.443 | 0.362 | 0.405 | 0.398 | 0.449 | 0.404 | 0.368 | 0.362 |
467423 | 0.031 | 11.259 | 1.000 | 0.990 | 0.994 | 1.000 | 1.000 | 0.992 | 0.976 | 1.000 | 0.988 | 0.997 | 1.000 | 0.999 | 0.997 | 0.982 | 0 | 0 | 0 | 100.000 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0 | 100.000 | 0.000 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0.000 | 0 | 0.0 | 0 | 0.000 | 0.000 | 0.128 | 0.000 | 30.393 | 69.479 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.128 | 0.000 | 30.393 | 69.479 | 0.000 | 0.000 | 0.000 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0 | 0 | 0.000 | 0.000 | 20.000 | 0.000 | 80.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 2.072 | 0.337 | 0.125 | 0.046 | 0.112 | 0.046 | 68.305 | 0.055 | 20.554 | 4.839 | 1.230 | 0.132 | 0.056 | 2.072 | 1029.869 | 21.757 | 15.874 | 9.987 | 1029.869 | 21.757 | 15.874 | 9.987 | 848.00 | 848.000 | 20.360 | 35.030 | 20.360 | 35.030 | 1.390 | 6.730 | 48.750 | 182.880 | 1.390 | 6.730 | 48.750 | 182.880 | 0.135 | 0 | 1.392 | 2 | 0.962 | 6.281 | 3.643 | 3.748 | 0.001 | 1.991 | -0.313 | 0.040 | 0.002 | 0.002 | -0.113 | 0.009 | -2.688 | 0.061 | -0.003 | -0.001 | -0.103 | 0.014 | -1.915 | 64 | 10.776 | 16 | 1 | 7.624 | 0.058 | 400.136 | 288.385 | 279.215 | 207.182 | 46.196 | 0.422 | 34.737 | 15.579 | 15.341 | 1.956 | 5.152 | 0.218 | 1.413 | 0.653 | 0.648 | 0.040 | 0.215 | 0.024 | 3.611 | -0.055 | 0.047 | -4.784 | 0.926 | -0.944 | 11.291 | 4.911 | 4.812 | 0.590 | 1.600 | 0.284 | 5.419 | 3.579 | 3.974 | 1.554 | 1.691 | -0.165 | 0.007 | -0.006 | -0.004 | -0.027 | 0.012 | -0.474 | 0.003 | -0.018 | -0.012 | -0.056 | 0.020 | -0.524 | 22.000 | 10.526 | 11.083 | 2.167 | 7.459 | 0.099 | 241.109 | 233.435 | 235.316 | 223.608 | 6.064 | -0.284 | 17.593 | 11.661 | 11.881 | 4.338 | 3.895 | -0.169 | 0.766 | 0.478 | 0.480 | 0.118 | 0.197 | -0.197 | 0.396 | -1.023 | -0.719 | -3.366 | 1.204 | -0.514 | 5.605 | 3.707 | 3.718 | 1.341 | 1.254 | -0.157 | 0.859 | 0.858 | 0.883 | 0.773 | 0.787 | 0.762 | 0.847 | 0.744 | 0.695 | 0.677 | 0.631 | 0.809 | 0.726 | 0.684 | 0.788 | 0.607 | 0.724 | 0.591 | 0.766 | 0.000 | 0.744 | 0.468 | 0.598 | 0.680 | 0.000 | 0.551 | 0.626 | 0.491 | 0.750 | 0.563 | 0.648 | 0.654 |
106898 | 3.391 | 75.776 | 1.000 | 0.978 | 0.987 | 0.975 | 0.967 | 0.981 | 0.892 | 1.000 | 0.980 | 0.989 | 0.980 | 0.975 | 0.983 | 0.910 | 0 | 0 | 0 | 40.972 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 59.028 | 0 | 0 | 0.000 | 0.000 | 0 | 95.079 | 0.000 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 4.921 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0.000 | 0 | 0.0 | 0 | 0.000 | 0.000 | 15.865 | 0.000 | 78.466 | 1.286 | 0.000 | 0.000 | 0.000 | 4.383 | 0.007 | 0 | 0.000 | 0.000 | 0.000 | 0.000 | 1.985 | 0.000 | 46.502 | 0.000 | 45.544 | 5.097 | 0.000 | 0.000 | 0.000 | 0.866 | 0 | 0 | 0.000 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0.000 | 0.000 | 100.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.349 | 0.000 | 98.651 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 561.389 | 14.134 | 6.153 | -1.833 | 484.746 | 11.495 | 3.908 | -3.684 | 106.00 | 108.153 | 16.850 | 56.820 | 6.440 | 71.718 | 1.010 | 13.840 | 80.250 | 182.880 | 1.681 | 25.854 | 66.136 | 181.420 | 0.054 | 6 | 4.944 | 3 | 1.001 | 6.277 | 3.188 | 3.039 | 0.007 | 1.764 | -0.086 | 0.020 | 0.000 | 0.001 | -0.050 | 0.005 | -2.708 | 0.059 | -0.002 | 0.000 | -0.091 | 0.015 | -1.834 | 128 | 9.197 | 8 | 1 | 10.755 | 4.412 | 404.347 | 345.802 | 341.377 | 310.978 | 22.211 | 0.624 | 31.097 | 7.671 | 6.719 | 0.911 | 4.736 | 1.398 | 1.247 | 0.352 | 0.311 | 0.005 | 0.220 | 1.160 | 3.361 | -0.042 | 0.018 | -3.683 | 0.653 | -1.349 | 8.289 | 2.341 | 2.085 | 0.287 | 1.429 | 1.172 | 3.961 | 1.930 | 1.949 | 0.902 | 0.903 | 0.342 | 0.009 | 0.001 | 0.001 | -0.014 | 0.005 | -0.805 | 0.026 | -0.010 | -0.007 | -0.059 | 0.023 | -0.515 | 48.500 | 5.326 | 1.000 | 1.000 | 11.470 | NA | 325.718 | 318.516 | 318.467 | 313.572 | 3.779 | 0.505 | 16.530 | 10.037 | 9.810 | 4.496 | 3.274 | 0.276 | 0.811 | 0.464 | 0.436 | 0.132 | 0.180 | 0.238 | 1.543 | -0.254 | -0.085 | -2.478 | 1.053 | -0.714 | 5.526 | 3.192 | 3.017 | 1.311 | 1.149 | 0.370 | 0.913 | 0.841 | 0.786 | 0.724 | 0.745 | 0.685 | 0.620 | 0.628 | 0.577 | 0.543 | 0.483 | 0.484 | 0.431 | 0.466 | 0.440 | 0.455 | 0.367 | 0.380 | 0.409 | 0.409 | 0.451 | 0.406 | 0.404 | 0.395 | 0.466 | 0.362 | 0.405 | 0.513 | 0.449 | 0.404 | 0.368 | 0.362 |
71212 | 3.090 | 15.234 | 1.000 | 0.979 | 0.985 | 0.989 | 0.985 | 0.983 | 0.923 | 1.000 | 0.980 | 0.989 | 0.994 | 0.995 | 0.990 | 0.949 | 0 | 0 | 0 | 100.000 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0 | 100.000 | 0.000 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0.000 | 0 | 0.0 | 0 | 1.885 | 0.000 | 26.873 | 0.000 | 47.849 | 22.910 | 0.000 | 0.000 | 0.000 | 0.483 | 0.000 | 0 | 0.000 | 0.000 | 0.000 | 0.000 | 1.885 | 0.000 | 26.873 | 0.000 | 47.849 | 22.910 | 0.000 | 0.000 | 0.000 | 0.483 | 0 | 0 | 0.000 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0.000 | 0.000 | 1.724 | 87.931 | 0.000 | 0.000 | 0.000 | 10.345 | 0.140 | 0.000 | 1.183 | 0.140 | 0.009 | 0.000 | 1.622 | 0.021 | 25.500 | 0.020 | 35.210 | 23.034 | 5.517 | 4.328 | 0.179 | 3.096 | 416.166 | 16.435 | 8.518 | 0.597 | 416.166 | 16.435 | 8.518 | 0.597 | 67.00 | 67.000 | 36.047 | 22.123 | 36.047 | 22.123 | 0.554 | 1.317 | 84.623 | 182.880 | 0.554 | 1.317 | 84.623 | 182.880 | 0.052 | 7 | 17.985 | 2 | 0.672 | 6.229 | 3.610 | 3.119 | 0.992 | 1.489 | 0.107 | 0.026 | 0.001 | 0.002 | -0.068 | 0.008 | -2.257 | 0.027 | -0.003 | -0.001 | -0.069 | 0.010 | -2.462 | 64 | 8.393 | 4 | 1 | 7.524 | 0.217 | 813.296 | 697.510 | 688.268 | 633.075 | 36.338 | 0.796 | 26.005 | 10.702 | 10.854 | 2.412 | 3.471 | 0.112 | 1.071 | 0.472 | 0.479 | 0.025 | 0.166 | -0.051 | 1.972 | -0.060 | 0.011 | -3.549 | 0.563 | -1.562 | 7.112 | 3.220 | 3.216 | 0.712 | 1.074 | 0.265 | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | 653.921 | 649.534 | 649.436 | 645.154 | 2.731 | 0.039 | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | 0.880 | 0.851 | 0.845 | 0.800 | 0.846 | 0.744 | 0.746 | 0.732 | 0.746 | 0.737 | 0.714 | 0.709 | 0.720 | 0.651 | 0.685 | 0.715 | 0.617 | 0.638 | 0.615 | 0.604 | 0.587 | 0.534 | 0.551 | 0.504 | 0.478 | 0.451 | 0.430 | 0.412 | 0.395 | 0.377 | 0.332 | 0.328 |
104640 | 4.808 | 12.181 | 0.999 | 0.981 | 0.988 | 0.981 | 0.976 | 0.982 | 0.911 | 0.999 | 0.982 | 0.989 | 0.991 | 0.990 | 0.987 | 0.940 | 0 | 0 | 0 | 100.000 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0 | 100.000 | 0.000 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0.000 | 0 | 0.0 | 0 | 0.000 | 0.000 | 80.567 | 15.789 | 3.036 | 0.607 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 80.567 | 15.789 | 3.036 | 0.607 | 0.000 | 0.000 | 0.000 | 0.000 | 0 | 0 | 2.489 | 0.000 | 0 | 0 | 0.000 | 0.226 | 66.742 | 30.317 | 0.226 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 2.489 | 0.000 | 0.000 | 0.000 | 0.000 | 0.226 | 66.742 | 30.317 | 0.226 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 3239.750 | 17.588 | 11.979 | 6.365 | 3239.750 | 17.588 | 11.979 | 6.365 | 1335.00 | 1335.000 | 23.240 | 31.510 | 23.240 | 31.510 | 1.690 | 2.720 | 110.360 | 182.880 | 1.690 | 2.720 | 110.360 | 182.880 | 0.026 | 960 | 38.944 | 2 | 0.592 | 6.282 | 2.827 | 1.529 | 0.002 | 2.233 | 0.552 | 0.014 | 0.000 | 0.000 | -0.026 | 0.002 | -3.456 | 0.026 | -0.001 | 0.000 | -0.043 | 0.004 | -3.309 | 128 | 8.807 | 1 | 1 | 16.890 | 5.009 | 76.720 | 42.920 | 40.844 | 27.716 | 10.314 | 1.018 | 15.020 | 2.462 | 2.077 | 0.121 | 2.004 | 2.308 | 0.729 | 0.114 | 0.094 | 0.004 | 0.097 | 2.224 | 0.952 | -0.025 | -0.005 | -1.894 | 0.182 | -3.507 | 4.709 | 0.760 | 0.628 | 0.026 | 0.607 | 2.309 | 3.287 | 1.884 | 1.491 | 0.729 | 0.862 | -0.105 | 0.005 | -0.001 | 0.000 | -0.006 | 0.003 | -0.606 | 0.009 | -0.003 | -0.003 | -0.012 | 0.005 | 0.205 | 43.333 | 9.500 | 6.000 | 1.000 | 13.944 | NA | 37.561 | 35.502 | 35.862 | 32.784 | 1.551 | -0.256 | 2.518 | 1.610 | 1.515 | 0.992 | 0.448 | -0.012 | 0.120 | 0.070 | 0.066 | 0.028 | 0.023 | -0.231 | 0.376 | -0.111 | -0.117 | -0.453 | 0.212 | 0.077 | 0.837 | 0.506 | 0.462 | 0.338 | 0.137 | 0.349 | 0.695 | 0.887 | 0.884 | 0.891 | 0.926 | 0.899 | 0.822 | 0.828 | 0.902 | 0.813 | 0.741 | 0.746 | 0.716 | 0.616 | 0.630 | 0.631 | 0.637 | 0.602 | 0.575 | 0.509 | 0.492 | 0.507 | 0.448 | 0.468 | 0.419 | 0.419 | 0.397 | 0.385 | 0.366 | 0.464 | 0.420 | 0.474 |
200288 | 6.838 | 43.591 | 0.961 | 0.975 | 0.973 | 0.934 | 0.961 | 0.956 | 0.783 | 0.988 | 0.989 | 0.981 | 0.988 | 0.987 | 0.972 | 0.907 | 0 | 0 | 0 | 42.227 | 57.773 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0.000 | 0.000 | 0 | 54.932 | 29.111 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 15.478 | 0 | 0.479 | 0 | 0 | 0 | 0 | 3.628 | 0 | 0.000 | 0 | 0.0 | 0 | 0.909 | 0.000 | 38.922 | 0.000 | 29.975 | 25.069 | 0.728 | 0.002 | 0.000 | 0.767 | 1.156 | 0 | 0.833 | 0.074 | 0.017 | 0.001 | 1.150 | 0.010 | 35.619 | 0.004 | 34.848 | 18.542 | 3.845 | 2.753 | 0.066 | 1.083 | 0 | 0 | 0.000 | 0.000 | 0 | 0 | 0.000 | 0.000 | 100.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.726 | 78.125 | 1.166 | 18.983 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 434.153 | 17.102 | 9.833 | 2.559 | 474.029 | 15.277 | 7.987 | 0.693 | 250.00 | 91.505 | 29.938 | 25.784 | 27.102 | 32.325 | 1.334 | 2.836 | 89.788 | 182.446 | 1.118 | 4.077 | 97.365 | 171.960 | 0.001 | 3320 | 0.035 | 2 | 0.888 | 6.283 | 1.999 | 1.571 | 0.000 | 1.637 | 0.836 | 0.001 | 0.000 | 0.000 | -0.002 | 0.000 | -0.008 | 0.001 | 0.000 | 0.000 | -0.002 | 0.000 | 0.112 | 128 | 21.000 | 1 | 1 | 38.572 | 2.124 | 1284.345 | 1280.846 | 1280.542 | 1279.920 | 0.801 | 1.879 | 0.547 | 0.166 | 0.123 | 0.000 | 0.137 | 0.624 | 0.023 | 0.007 | 0.005 | 0.000 | 0.006 | 0.572 | 0.083 | -0.001 | 0.000 | -0.099 | 0.022 | 0.045 | 0.176 | 0.050 | 0.043 | 0.000 | 0.041 | 0.564 | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | 1280.469 | 1280.406 | 1280.397 | 1280.361 | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | 0.000 | 0.000 | 0.500 | 0.500 | 0.522 | 0.500 | 0.470 | 0.500 | 0.500 | 0.832 | 0.483 | 0.688 | 0.560 | 0.432 | 0.636 | 0.491 | 0.721 | 0.687 | 0.668 | 0.719 | 0.700 | 0.688 | 0.735 | 0.577 | 0.742 | 0.621 | 0.683 | 0.677 | 0.569 | 0.691 | 0.497 | 0.533 |
474515 | 2.885 | 5.252 | 1.000 | 0.971 | 0.997 | 0.999 | 1.000 | 0.987 | 0.955 | 1.000 | 0.971 | 0.998 | 0.996 | 1.000 | 0.992 | 0.958 | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | 0.000 | 54.559 | 0 | 39.504 | 0.000 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 5.937 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0.000 | 0 | 62.5 | 0 | 37.500 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.621 | 0 | 13.319 | 7.989 | 4.213 | 0.159 | 0.181 | 0.015 | 1.551 | 1.710 | 55.367 | 12.602 | 1.916 | 0.000 | 0.334 | 0.023 | 0 | 0 | 22.472 | 1.966 | 0 | 0 | 0.000 | 0.000 | 21.910 | 1.685 | 51.966 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 22.472 | 1.966 | 0.000 | 0.000 | 0.000 | 0.000 | 21.910 | 1.685 | 51.966 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 370.256 | 18.479 | 16.061 | 13.635 | 510.190 | 23.697 | 17.630 | 11.558 | NA | 145.247 | NA | NA | 24.475 | 27.587 | NA | NA | NA | NA | 0.925 | 4.370 | 60.185 | 175.831 | 0.037 | 295 | 0.320 | 2 | 1.027 | 6.283 | 3.580 | 4.495 | 0.002 | 2.281 | -0.478 | 0.014 | 0.000 | 0.000 | -0.015 | 0.002 | -0.502 | 0.015 | 0.000 | 0.000 | -0.016 | 0.002 | -0.795 | 128 | 21.010 | 16 | 1 | 30.107 | 2.791 | 2769.465 | 2741.920 | 2741.289 | 2732.860 | 7.337 | 0.545 | 9.352 | 1.761 | 1.580 | 0.000 | 1.298 | 1.198 | 0.391 | 0.073 | 0.067 | 0.000 | 0.055 | 1.226 | 0.867 | -0.019 | -0.001 | -0.870 | 0.135 | -0.526 | 3.089 | 0.540 | 0.504 | 0.000 | 0.400 | 1.400 | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | 2739.646 | 2737.482 | 2737.479 | 2735.674 | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | -Inf | NA | NA | Inf | NA | NA | 0.782 | 0.924 | 0.970 | 0.981 | 0.948 | 0.934 | 0.897 | 0.843 | 0.859 | 0.909 | 0.849 | 0.802 | 0.813 | 0.818 | 0.732 | 0.799 | 0.687 | 0.687 | 0.675 | 0.725 | 0.516 | 0.677 | 0.589 | 0.609 | 0.586 | 0.482 | 0.495 | 0.528 | 0.498 | 0.473 | 0.504 | 0.493 |
157401 | 3.230 | 118.786 | 0.935 | 0.932 | 0.943 | 0.934 | 0.907 | 0.926 | 0.644 | 0.961 | 0.961 | 0.964 | 0.960 | 0.952 | 0.953 | 0.776 | 0 | 0 | 0 | 100.000 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0.181 | 0.000 | 0 | 84.002 | 0.000 | 0 | 0 | 0 | 15.817 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0.000 | 0 | 1.031 | 0 | 0.0 | 0 | 0.000 | 0.000 | 83.505 | 0.000 | 15.464 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0 | 0.261 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 75.222 | 0.000 | 22.986 | 0.631 | 0.000 | 0.000 | 0.000 | 0.881 | 0 | 0 | 5.708 | 0.000 | 0 | 0 | 0.000 | 0.000 | 68.950 | 0.000 | 25.342 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 5.708 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 68.950 | 0.000 | 25.342 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1454.515 | 17.191 | 9.930 | 2.665 | 1392.046 | 14.852 | 8.434 | 2.010 | 803.00 | 800.087 | 15.957 | 43.967 | 10.114 | 55.211 | 1.930 | 5.011 | 123.535 | 180.324 | 2.017 | 9.962 | 151.288 | 148.726 | 0.004 | 269 | 0.524 | 3 | 0.734 | 6.244 | 3.734 | 3.384 | 0.003 | 1.454 | -0.051 | 0.055 | 0.001 | 0.000 | -0.046 | 0.007 | 0.859 | 0.050 | -0.002 | 0.000 | -0.042 | 0.007 | -0.491 | 128 | 9.518 | 16 | 1 | 10.842 | 4.983 | 117.220 | 60.774 | 55.472 | 47.111 | 14.565 | 1.674 | 22.274 | 4.312 | 2.182 | 0.068 | 4.668 | 1.739 | 0.956 | 0.182 | 0.089 | 0.001 | 0.198 | 1.714 | 2.946 | -0.017 | -0.005 | -2.045 | 0.434 | 0.729 | 6.655 | 1.271 | 0.635 | 0.014 | 1.377 | 1.748 | 2.783 | 2.260 | 2.207 | 1.991 | 0.203 | 0.639 | 0.001 | 0.000 | 0.000 | -0.001 | 0.001 | 0.348 | 0.003 | -0.003 | -0.004 | -0.006 | 0.002 | 0.795 | 8.500 | 2.266 | 1.000 | 1.000 | 2.606 | NA | 50.361 | 49.203 | 49.106 | 48.498 | 0.548 | 0.543 | 2.087 | 1.374 | 1.481 | 0.527 | 0.452 | -0.346 | 0.094 | 0.057 | 0.062 | 0.019 | 0.022 | -0.278 | 0.103 | -0.086 | -0.120 | -0.207 | 0.088 | 0.620 | 0.605 | 0.385 | 0.415 | 0.133 | 0.142 | -0.280 | 0.728 | 0.717 | 0.784 | 0.755 | 0.704 | 0.719 | 0.629 | 0.709 | 0.760 | 0.670 | 0.651 | 0.596 | 0.550 | 0.665 | 0.548 | 0.489 | 0.577 | 0.507 | 0.606 | 0.606 | 0.500 | 0.601 | 0.518 | 0.538 | 0.541 | 0.522 | 0.526 | 0.505 | 0.348 | 0.478 | 0.408 | 0.418 |
90261 | 4.736 | 958.816 | 0.999 | 0.986 | 0.998 | 0.999 | 0.999 | 0.998 | 0.980 | 0.987 | 0.975 | 0.981 | 0.984 | 0.983 | 0.978 | 0.892 | 0 | 0 | 0 | 95.531 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4.469 | 0 | 0 | 0.000 | 0.000 | 0 | 92.051 | 0.000 | 0 | 0 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0 | 0 | 7.949 | 0 | 0.000 | 0 | 0 | 0 | 0 | 0.000 | 0 | 7.402 | 0 | 0.0 | 0 | 0.000 | 1.816 | 6.844 | 0.000 | 4.888 | 78.212 | 0.000 | 0.000 | 0.000 | 0.838 | 0.010 | 0 | 0.330 | 0.000 | 0.000 | 0.000 | 0.518 | 7.577 | 45.108 | 0.202 | 22.064 | 24.139 | 0.000 | 0.000 | 0.021 | 0.031 | 0 | 0 | 0.000 | 0.000 | 0 | 0 | 0.000 | 0.000 | 100.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 2.583 | 0.000 | 0.000 | 0.000 | 0.296 | 0.000 | 94.623 | 0.000 | 2.498 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 512.333 | 24.893 | 17.035 | 9.172 | 782.823 | 19.753 | 13.468 | 7.179 | 285.00 | 286.404 | 13.700 | 60.255 | 16.704 | 54.322 | 0.580 | 8.570 | 61.350 | 181.380 | 0.652 | 7.696 | 107.035 | 182.639 | 0.001 | 108 | 1.750 | 4 | 0.808 | 6.281 | 4.019 | 4.936 | 0.006 | 1.731 | -0.174 | 0.020 | 0.000 | 0.000 | -0.015 | 0.003 | 0.864 | 0.029 | -0.001 | -0.001 | -0.047 | 0.005 | -1.834 | 128 | 9.762 | 16 | 1 | 11.946 | 5.587 | 128.507 | 65.343 | 55.893 | 45.160 | 21.523 | 0.960 | 23.192 | 5.338 | 5.324 | 0.042 | 4.248 | 0.657 | 0.964 | 0.226 | 0.218 | 0.000 | 0.183 | 0.640 | 1.547 | -0.036 | -0.020 | -2.898 | 0.276 | -1.808 | 7.581 | 1.576 | 1.608 | 0.009 | 1.264 | 0.802 | 5.636 | 3.250 | 3.544 | 0.645 | 1.403 | 0.468 | 0.001 | -0.001 | 0.000 | -0.004 | 0.001 | -1.463 | 0.001 | -0.002 | -0.002 | -0.005 | 0.002 | 0.394 | 90.667 | 13.947 | 6.000 | 1.000 | 27.319 | 2.127 | 45.737 | 45.407 | 45.330 | 45.185 | 0.190 | 0.661 | 0.883 | 0.483 | 0.488 | 0.161 | 0.178 | 0.138 | 0.040 | 0.016 | 0.015 | 0.001 | 0.010 | 0.373 | 0.025 | -0.099 | -0.099 | -0.199 | 0.060 | 0.418 | 0.276 | 0.158 | 0.155 | 0.047 | 0.056 | 0.118 | 0.873 | 0.948 | 0.927 | 0.842 | 0.901 | 0.809 | 0.784 | 0.743 | 0.673 | 0.704 | 0.735 | 0.632 | 0.613 | 0.670 | 0.644 | 0.592 | 0.678 | 0.633 | 0.705 | 0.614 | 0.641 | 0.560 | 0.466 | 0.563 | 0.525 | 0.508 | 0.524 | 0.437 | 0.421 | 0.397 | 0.420 | 0.424 |
SiteID | POINT_Y | POINT_X | ward |
---|---|---|---|
NCC_PH_1_770 | 40.153 | -123.997 | 8 |
SAC_WS_3 | 39.915 | -122.532 | 8 |
SC_CL_4_59606 | 32.753 | -116.452 | 10 |
SAC_LSR_41 | 41.208 | -122.271 | 1 |
SCC_CH_5_34910 | 36.390 | -121.595 | 10 |
SFE_2018_1640 | 39.983 | -123.822 | 4 |
SC_UL_2_16853 | 34.442 | -119.712 | 5 |
SAC_WS_505PS0174 | 40.999 | -122.060 | 1 |
SC_PL_1_28522 | 34.099 | -118.715 | 4 |
SC_PL_4_28521 | 34.097 | -118.717 | 9 |
We transform the data to retain what we need for the analysis:
drivers_data <- cbind(SSCT_labelled_data, SSCT_data) %>%
dplyr::select(c("layer_sd.rstr", "slope_mean.rstr", "SLOPE", "RUSLE", "ward")) %>%
# dplyr::select(c("CONFINEMEN", "layer_sd.rstr", "H.960", "slope_mean.rstr", "SLOPE", "RUSLE", "ward")) %>%
dplyr::rename(ward.grp = ward) %>%
dplyr::mutate(RUSLE = log10(RUSLE)) %>%
reshape2::melt(id.vars = "ward.grp")
head(drivers_data)
#> ward.grp variable value
#> 1 8 layer_sd.rstr 38.79167
#> 2 5 layer_sd.rstr 34.09278
#> 3 8 layer_sd.rstr 29.79244
#> 4 5 layer_sd.rstr 16.15452
#> 5 9 layer_sd.rstr 35.78888
#> 6 10 layer_sd.rstr 50.37402
We can now visualize the results from a pair-wise statistical comparison with significative_diff_boxplot()
.
Dunn_results <- significative_diff_boxplot(drivers_data, type = "Dunn", padjmeth = "bonferroni", pvalue = 0.10, no_label = TRUE)
Dunn_results$p
As the boxplots might be difficult to read, the p-value can be recasted into a matrix form with plot_pairwise_pvalue()
.
plotly::ggplotly(
plot_pairwise_pvalue(Dunn_results$stats),
tooltip = c("group1", "group2", "p.value")
)
We can repeat the above procedure for all data and visualize the results at the number of significant pairwise comparisons. This time we select most data, removing the data with near-zero variance and the Indices of Catchment Integrity. significative_count_lollipop()
produces a lollipop chart counting the number of significant pairwise comparison. If normalize = TRUE
, the counts are normalized by the number of pairwise comparisons.
all_drivers_data <- cbind(SSCT_labelled_data, SSCT_data %>% dplyr::select("ward")) %>%
dplyr::select(-caret::nearZeroVar(., names = TRUE)) %>%
dplyr::select(-c("CHYD", "CCHEM", "CSED", "CCONN", "CTEMP", "CHABT", "ICI", "WHYD", "WCHEM", "WSED", "WCONN", "WTEMP", "WHABT")) %>%
dplyr::select(-dplyr::contains("H.")) %>%
dplyr::rename(ward.grp = ward) %>%
dplyr::mutate(RUSLE = log10(RUSLE)) %>%
reshape2::melt(id.vars = "ward.grp") %>%
na.omit()
Dunn_results <- significative_diff_boxplot(all_drivers_data, type = "Dunn", padjmeth = "bonferroni", pvalue = 0.10)
significative_count_lollipop(Dunn_results, pvalue = 0.10, first = 15)$p %>% plotly::ggplotly()