knitr::opts_chunk$set(echo = TRUE)
pacman::p_load(tidyverse)
Load data
drought <- read.csv("C:/Users/DrewIvory/OneDrive - University of Florida/Desktop/School/PHD/01_Projects/08_Refugia/Refugia/02_Data/landscape_data/clean_landscape/clean_drought_landscape.csv")
weather <- read.csv("C:/Users/DrewIvory/OneDrive - University of Florida/Desktop/School/PHD/01_Projects/08_Refugia/Refugia/02_Data/landscape_data/clean_landscape/clean_grid_landscape.csv")
hydroDist <- read.csv("C:/Users/DrewIvory/OneDrive - University of Florida/Desktop/School/PHD/01_Projects/08_Refugia/Refugia/02_Data/landscape_data/clean_landscape/clean_hydr_landscape.csv")
ndvi <- read.csv("C:/Users/DrewIvory/OneDrive - University of Florida/Desktop/School/PHD/01_Projects/08_Refugia/Refugia/02_Data/landscape_data/clean_landscape/clean_ndvi_landscape.csv")
rap <- read.csv("C:/Users/DrewIvory/OneDrive - University of Florida/Desktop/School/PHD/01_Projects/08_Refugia/Refugia/02_Data/landscape_data/clean_landscape/clean_rap_landscape.csv")
roads <- read.csv("C:/Users/DrewIvory/OneDrive - University of Florida/Desktop/School/PHD/01_Projects/08_Refugia/Refugia/02_Data/landscape_data/clean_landscape/clean_roads_landscape.csv")
soil <- read.csv("C:/Users/DrewIvory/OneDrive - University of Florida/Desktop/School/PHD/01_Projects/08_Refugia/Refugia/02_Data/landscape_data/clean_landscape/clean_soil_landscape.csv")
topo <- read.csv("C:/Users/DrewIvory/OneDrive - University of Florida/Desktop/School/PHD/01_Projects/08_Refugia/Refugia/02_Data/landscape_data/clean_landscape/clean_topo_landscape.csv")
Merge by Event_ID
landscape_data <- drought %>%
left_join(weather, by = "Event_ID") %>%
left_join(hydroDist, by = "Event_ID") %>%
left_join(ndvi, by = "Event_ID") %>%
left_join(rap, by = "Event_ID") %>%
left_join(roads, by = "Event_ID") %>%
left_join(soil, by = "Event_ID") %>%
left_join(topo, by = "Event_ID")
Calculate summary statistics
summary_stats <- landscape_data %>%
summarise(across(where(is.numeric), list(
mean = ~ mean(. , na.rm = TRUE),
median = ~ median(. , na.rm = TRUE),
sd = ~ sd(. , na.rm = TRUE),
min = ~ min(. , na.rm = TRUE),
max = ~ max(. , na.rm = TRUE)
)))
print(summary_stats)
## pdsi_mean pdsi_median pdsi_sd pdsi_min pdsi_max spei14d_mean
## 1 -0.3599167 0.2688552 2.681008 -5.899099 5.863457 0.2037359
## spei14d_median spei14d_sd spei14d_min spei14d_max spei180d_mean
## 1 0.3205397 0.9283891 -2.09 2.09 -0.125025
## spei180d_median spei180d_sd spei180d_min spei180d_max spei1y_mean
## 1 -0.1254383 0.8477341 -2.09 2.09 -0.1789367
## spei1y_median spei1y_sd spei1y_min spei1y_max spei270d_mean spei270d_median
## 1 -0.02575891 1.108422 -2.09 2.09 -0.1684722 -0.1183271
## spei270d_sd spei270d_min spei270d_max spei2y_mean spei2y_median spei2y_sd
## 1 0.9708147 -2.09 2.09 0.06857145 0.3255986 1.220175
## spei2y_min spei2y_max spei30d_mean spei30d_median spei30d_sd spei30d_min
## 1 -2.09 2.09 0.260008 0.1695088 0.9048348 -1.790708
## spei30d_max spei5y_mean spei5y_median spei5y_sd spei5y_min spei5y_max
## 1 2.09 -0.2197807 -0.1623561 1.237284 -2.09 2.09
## spei90d_mean spei90d_median spei90d_sd spei90d_min spei90d_max spi14d_mean
## 1 0.2075299 0.2692704 0.9079209 -2.09 2.09 0.2220055
## spi14d_median spi14d_sd spi14d_min spi14d_max spi180d_mean spi180d_median
## 1 0.32 0.9190697 -2.09 2.09 -0.002874279 -0.0511599
## spi180d_sd spi180d_min spi180d_max spi1y_mean spi1y_median spi1y_sd spi1y_min
## 1 0.8455267 -2.09 2.09 0.02964591 0.06660732 1.031893 -2.09
## spi1y_max spi270d_mean spi270d_median spi270d_sd spi270d_min spi270d_max
## 1 2.09 0.02564172 -0.008201311 0.9353455 -2.09 2.09
## spi2y_mean spi2y_median spi2y_sd spi2y_min spi2y_max spi30d_mean
## 1 0.4744977 0.7861455 1.308336 -2.09 2.09 0.3034413
## spi30d_median spi30d_sd spi30d_min spi30d_max spi5y_mean spi5y_median
## 1 0.2384823 0.9068001 -2.09 2.09 0.3804803 0.4821031
## spi5y_sd spi5y_min spi5y_max spi90d_mean spi90d_median spi90d_sd spi90d_min
## 1 1.321891 -2.09 2.09 0.2486588 0.24 0.9155388 -2.09
## spi90d_max pr_mea_10b_2a_mean pr_mea_10b_2a_median pr_mea_10b_2a_sd
## 1 2.09 4.732668 3.880046 3.467268
## pr_mea_10b_2a_min pr_mea_10b_2a_max pr_mea_30b_2a_mean pr_mea_30b_2a_median
## 1 0 21.31102 4.788989 4.332431
## pr_mea_30b_2a_sd pr_mea_30b_2a_min pr_mea_30b_2a_max pr_mea_3b_2a_mean
## 1 2.456749 0.5782809 14.1435 3.259559
## pr_mea_3b_2a_median pr_mea_3b_2a_sd pr_mea_3b_2a_min pr_mea_3b_2a_max
## 1 1.437276 4.43453 0 23.00936
## pr_mea_60b_2a_mean pr_mea_60b_2a_median pr_mea_60b_2a_sd pr_mea_60b_2a_min
## 1 4.579697 4.288874 1.852612 0.3249302
## pr_mea_60b_2a_max pr_min_10b_2a_mean pr_min_10b_2a_median pr_min_10b_2a_sd
## 1 10.65813 0 0 0
## pr_min_10b_2a_min pr_min_10b_2a_max pr_min_3b_2a_mean pr_min_3b_2a_median
## 1 0 0 0.0001098136 0
## pr_min_3b_2a_sd pr_min_3b_2a_min pr_min_3b_2a_max pr_max_10b_2a_mean
## 1 0.002547107 0 0.0590797 34.82171
## pr_max_10b_2a_median pr_max_10b_2a_sd pr_max_10b_2a_min pr_max_10b_2a_max
## 1 29.59049 26.76302 0 239.0739
## pr_max_3b_2a_mean pr_max_3b_2a_median pr_max_3b_2a_sd pr_max_3b_2a_min
## 1 15.13923 6.368025 20.09473 0
## pr_max_3b_2a_max rmax_mea_10b_2a_mean rmax_mea_10b_2a_median
## 1 119.9697 88.23523 88.80728
## rmax_mea_10b_2a_sd rmax_mea_10b_2a_min rmax_mea_10b_2a_max
## 1 6.12554 68.10906 100
## rmax_mea_30b_2a_mean rmax_mea_30b_2a_median rmax_mea_30b_2a_sd
## 1 88.58769 88.6224 5.220087
## rmax_mea_30b_2a_min rmax_mea_30b_2a_max rmax_mea_3b_2a_mean
## 1 70.07817 100 87.77636
## rmax_mea_3b_2a_median rmax_mea_3b_2a_sd rmax_mea_3b_2a_min rmax_mea_3b_2a_max
## 1 88.52968 7.236055 65.54641 100
## rmax_mea_60b_2a_mean rmax_mea_60b_2a_median rmax_mea_60b_2a_sd
## 1 88.90707 89.05737 4.757408
## rmax_mea_60b_2a_min rmax_mea_60b_2a_max rmax_min_10b_2a_mean
## 1 74.61429 100 69.96705
## rmax_min_10b_2a_median rmax_min_10b_2a_sd rmax_min_10b_2a_min
## 1 71.47769 12.34934 29.47213
## rmax_min_10b_2a_max rmax_min_3b_2a_mean rmax_min_3b_2a_median
## 1 100 74.88419 75.49963
## rmax_min_3b_2a_sd rmax_min_3b_2a_min rmax_min_3b_2a_max rmax_max_10b_2a_mean
## 1 12.26437 35.1689 100 99.70517
## rmax_max_10b_2a_median rmax_max_10b_2a_sd rmax_max_10b_2a_min
## 1 100 1.454214 85.56358
## rmax_max_10b_2a_max rmax_max_3b_2a_mean rmax_max_3b_2a_median
## 1 100 98.701 100
## rmax_max_3b_2a_sd rmax_max_3b_2a_min rmax_max_3b_2a_max rmin_mea_10b_2a_mean
## 1 3.791596 76.61992 100 42.28933
## rmin_mea_10b_2a_median rmin_mea_10b_2a_sd rmin_mea_10b_2a_min
## 1 42.20062 5.577738 27.42905
## rmin_mea_10b_2a_max rmin_mea_30b_2a_mean rmin_mea_30b_2a_median
## 1 56.95044 43.40041 43.56962
## rmin_mea_30b_2a_sd rmin_mea_30b_2a_min rmin_mea_30b_2a_max
## 1 4.509959 29.13995 55.1321
## rmin_mea_3b_2a_mean rmin_mea_3b_2a_median rmin_mea_3b_2a_sd
## 1 39.77063 39.53829 6.471502
## rmin_mea_3b_2a_min rmin_mea_3b_2a_max rmin_mea_60b_2a_mean
## 1 23.86665 58.7238 43.54926
## rmin_mea_60b_2a_median rmin_mea_60b_2a_sd rmin_mea_60b_2a_min
## 1 43.61111 4.270308 29.24137
## rmin_mea_60b_2a_max rmin_min_10b_2a_mean rmin_min_10b_2a_median
## 1 55.66244 23.74194 22.9643
## rmin_min_10b_2a_sd rmin_min_10b_2a_min rmin_min_10b_2a_max
## 1 5.937247 10.26206 51.68152
## rmin_min_3b_2a_mean rmin_min_3b_2a_median rmin_min_3b_2a_sd
## 1 26.59307 25.27299 7.206319
## rmin_min_3b_2a_min rmin_min_3b_2a_max sph_mea_10b_2a_mean
## 1 11.95675 52.28375 0.007653576
## sph_mea_10b_2a_median sph_mea_10b_2a_sd sph_mea_10b_2a_min sph_mea_10b_2a_max
## 1 0.006752732 0.00293852 0.001967333 0.01814355
## sph_mea_30b_2a_mean sph_mea_30b_2a_median sph_mea_30b_2a_sd
## 1 0.007440227 0.006574975 0.002801613
## sph_mea_30b_2a_min sph_mea_30b_2a_max sph_mea_3b_2a_mean sph_mea_3b_2a_median
## 1 0.002823028 0.01764952 0.007580031 0.006768285
## sph_mea_3b_2a_sd sph_mea_3b_2a_min sph_mea_3b_2a_max sph_mea_60b_2a_mean
## 1 0.003122416 0.001705448 0.01827759 0.007227465
## sph_mea_60b_2a_median sph_mea_60b_2a_sd sph_mea_60b_2a_min sph_mea_60b_2a_max
## 1 0.006531673 0.002736804 0.003229654 0.01726668
## sph_min_10b_2a_mean sph_min_10b_2a_median sph_min_10b_2a_sd
## 1 0.004301202 0.00332981 0.003054488
## sph_min_10b_2a_min sph_min_10b_2a_max sph_min_3b_2a_mean sph_min_3b_2a_median
## 1 0.0007070945 0.01705508 0.005250919 0.003911634
## sph_min_3b_2a_sd sph_min_3b_2a_min sph_min_3b_2a_max sph_max_10b_2a_mean
## 1 0.003445389 0.0007070945 0.01794008 0.01112127
## sph_max_10b_2a_median sph_max_10b_2a_sd sph_max_10b_2a_min sph_max_10b_2a_max
## 1 0.01081909 0.002640614 0.003247659 0.01995011
## sph_max_3b_2a_mean sph_max_3b_2a_median sph_max_3b_2a_sd sph_max_3b_2a_min
## 1 0.01014943 0.009906003 0.002862549 0.002847102
## sph_max_3b_2a_max tmmn_mea_10b_2a_mean tmmn_mea_10b_2a_median
## 1 0.01924896 281.6689 280.4419
## tmmn_mea_10b_2a_sd tmmn_mea_10b_2a_min tmmn_mea_10b_2a_max
## 1 5.56779 264.7726 296.1371
## tmmn_mea_30b_2a_mean tmmn_mea_30b_2a_median tmmn_mea_30b_2a_sd
## 1 281.0072 279.5928 5.355219
## tmmn_mea_30b_2a_min tmmn_mea_30b_2a_max tmmn_mea_3b_2a_mean
## 1 267.6162 295.7887 281.6726
## tmmn_mea_3b_2a_median tmmn_mea_3b_2a_sd tmmn_mea_3b_2a_min tmmn_mea_3b_2a_max
## 1 280.7001 6.127101 262.8201 296.3324
## tmmn_mea_60b_2a_mean tmmn_mea_60b_2a_median tmmn_mea_60b_2a_sd
## 1 280.3463 279.2794 5.318464
## tmmn_mea_60b_2a_min tmmn_mea_60b_2a_max tmmn_min_10b_2a_mean
## 1 268.6414 295.4697 275.0812
## tmmn_min_10b_2a_median tmmn_min_10b_2a_sd tmmn_min_10b_2a_min
## 1 273.2266 6.637331 258.3731
## tmmn_min_10b_2a_max tmmn_min_3b_2a_mean tmmn_min_3b_2a_median
## 1 294.8076 277.1857 275.3799
## tmmn_min_3b_2a_sd tmmn_min_3b_2a_min tmmn_min_3b_2a_max tmmn_max_10b_2a_mean
## 1 7.141209 258.5395 295.48 289.173
## tmmn_max_10b_2a_median tmmn_max_10b_2a_sd tmmn_max_10b_2a_min
## 1 289.369 4.329191 269.7141
## tmmn_max_10b_2a_max tmmn_max_3b_2a_mean tmmn_max_3b_2a_median
## 1 299.0814 287.1116 287.5672
## tmmn_max_3b_2a_sd tmmn_max_3b_2a_min tmmn_max_3b_2a_max tmmx_mea_10b_2a_mean
## 1 5.255876 266.7256 298.3554 294.9858
## tmmx_mea_10b_2a_median tmmx_mea_10b_2a_sd tmmx_mea_10b_2a_min
## 1 294.0294 5.278401 278.5314
## tmmx_mea_10b_2a_max tmmx_mea_30b_2a_mean tmmx_mea_30b_2a_median
## 1 308.8758 294.0947 292.8225
## tmmx_mea_30b_2a_sd tmmx_mea_30b_2a_min tmmx_mea_30b_2a_max
## 1 5.225253 279.9703 307.4257
## tmmx_mea_3b_2a_mean tmmx_mea_3b_2a_median tmmx_mea_3b_2a_sd
## 1 295.5929 294.9098 5.65091
## tmmx_mea_3b_2a_min tmmx_mea_3b_2a_max tmmx_mea_60b_2a_mean
## 1 276.3737 308.3988 293.4551
## tmmx_mea_60b_2a_median tmmx_mea_60b_2a_sd tmmx_mea_60b_2a_min
## 1 292.2049 5.174505 282.4822
## tmmx_mea_60b_2a_max tmmx_max_10b_2a_mean tmmx_max_10b_2a_median
## 1 308.1923 300.4984 300.3807
## tmmx_max_10b_2a_sd tmmx_max_10b_2a_min tmmx_max_10b_2a_max
## 1 3.829843 289.122 312.1503
## tmmx_max_3b_2a_mean tmmx_max_3b_2a_median tmmx_max_3b_2a_sd
## 1 299.6449 299.6801 4.327047
## tmmx_max_3b_2a_min tmmx_max_3b_2a_max vs_mea_10b_2a_mean vs_mea_10b_2a_median
## 1 285.2613 310.6641 4.079252 4.084951
## vs_mea_10b_2a_sd vs_mea_10b_2a_min vs_mea_10b_2a_max vs_mea_30b_2a_mean
## 1 0.7027316 2.265388 6.67108 4.120741
## vs_mea_30b_2a_median vs_mea_30b_2a_sd vs_mea_30b_2a_min vs_mea_30b_2a_max
## 1 4.114615 0.5716684 2.728416 6.112424
## vs_mea_3b_2a_mean vs_mea_3b_2a_median vs_mea_3b_2a_sd vs_mea_3b_2a_min
## 1 4.040674 4.013902 0.8934823 1.951263
## vs_mea_3b_2a_max vs_mea_60b_2a_mean vs_mea_60b_2a_median vs_mea_60b_2a_sd
## 1 7.387479 4.123269 4.090839 0.5169873
## vs_mea_60b_2a_min vs_mea_60b_2a_max vs_min_10b_2a_mean vs_min_10b_2a_median
## 1 2.923642 6.137538 2.118568 2.081612
## vs_min_10b_2a_sd vs_min_10b_2a_min vs_min_10b_2a_max vs_min_3b_2a_mean
## 1 0.5642987 0.8274577 4.46375 2.585341
## vs_min_3b_2a_median vs_min_3b_2a_sd vs_min_3b_2a_min vs_min_3b_2a_max
## 1 2.49724 0.7618914 0.9838564 5.969936
## vs_max_10b_2a_mean vs_max_10b_2a_median vs_max_10b_2a_sd vs_max_10b_2a_min
## 1 6.711807 6.685305 1.296436 3.4
## vs_max_10b_2a_max vs_max_3b_2a_mean vs_max_3b_2a_median vs_max_3b_2a_sd
## 1 10.69493 5.828259 5.759595 1.455649
## vs_max_3b_2a_min vs_max_3b_2a_max vpd_mea_10b_2a_mean vpd_mea_10b_2a_median
## 1 2.4 9.993147 0.7876164 0.726543
## vpd_mea_10b_2a_sd vpd_mea_10b_2a_min vpd_mea_10b_2a_max vpd_mea_30b_2a_mean
## 1 0.2667036 0.3322241 2.032805 0.735588
## vpd_mea_30b_2a_median vpd_mea_30b_2a_sd vpd_mea_30b_2a_min vpd_mea_30b_2a_max
## 1 0.6566733 0.2485392 0.3027342 1.762618
## vpd_mea_3b_2a_mean vpd_mea_3b_2a_median vpd_mea_3b_2a_sd vpd_mea_3b_2a_min
## 1 0.8492466 0.7900907 0.2980896 0.2893181
## vpd_mea_3b_2a_max vpd_mea_60b_2a_mean vpd_mea_60b_2a_median vpd_mea_60b_2a_sd
## 1 1.957924 0.7044305 0.6207395 0.2406388
## vpd_mea_60b_2a_min vpd_mea_60b_2a_max vpd_min_10b_2a_mean
## 1 0.3162898 1.679713 0.2485974
## vpd_min_10b_2a_median vpd_min_10b_2a_sd vpd_min_10b_2a_min vpd_min_10b_2a_max
## 1 0.1805203 0.2747079 0 1.184225
## vpd_min_3b_2a_mean vpd_min_3b_2a_median vpd_min_3b_2a_sd vpd_min_3b_2a_min
## 1 0.4543642 0.3928609 0.3404282 0
## vpd_min_3b_2a_max vpd_max_10b_2a_mean vpd_max_10b_2a_median vpd_max_10b_2a_sd
## 1 1.796383 1.223061 1.194304 0.3224995
## vpd_max_10b_2a_min vpd_max_10b_2a_max vpd_max_3b_2a_mean vpd_max_3b_2a_median
## 1 0.669692 2.751387 1.159002 1.137252
## vpd_max_3b_2a_sd vpd_max_3b_2a_min vpd_max_3b_2a_max fm100_mea_10b_2a_mean
## 1 0.3264871 0.4677894 2.288866 16.2603
## fm100_mea_10b_2a_median fm100_mea_10b_2a_sd fm100_mea_10b_2a_min
## 1 16.35414 1.970553 9.769252
## fm100_mea_10b_2a_max fm100_mea_30b_2a_mean fm100_mea_30b_2a_median
## 1 21.22487 16.68759 16.63842
## fm100_mea_30b_2a_sd fm100_mea_30b_2a_min fm100_mea_30b_2a_max
## 1 1.578056 11.15595 20.23679
## fm100_mea_3b_2a_mean fm100_mea_3b_2a_median fm100_mea_3b_2a_sd
## 1 15.57212 15.58793 2.19139
## fm100_mea_3b_2a_min fm100_mea_3b_2a_max fm100_mea_60b_2a_mean
## 1 8.620042 21.70424 16.89758
## fm100_mea_60b_2a_median fm100_mea_60b_2a_sd fm100_mea_60b_2a_min
## 1 16.88815 1.40697 12.73033
## fm100_mea_60b_2a_max fm100_min_10b_2a_mean fm100_min_10b_2a_median
## 1 19.88094 12.84751 12.83039
## fm100_min_10b_2a_sd fm100_min_10b_2a_min fm100_min_10b_2a_max
## 1 2.159424 7.379346 18.88703
## fm100_min_3b_2a_mean fm100_min_3b_2a_median fm100_min_3b_2a_sd
## 1 13.58032 13.51758 2.399672
## fm100_min_3b_2a_min fm100_min_3b_2a_max fm100_max_10b_2a_mean
## 1 7.379346 19.54961 20.03896
## fm100_max_10b_2a_median fm100_max_10b_2a_sd fm100_max_10b_2a_min
## 1 19.83793 2.80031 12.03396
## fm100_max_10b_2a_max fm100_max_3b_2a_mean fm100_max_3b_2a_median
## 1 29.81515 17.98424 18.07479
## fm100_max_3b_2a_sd fm100_max_3b_2a_min fm100_max_3b_2a_max
## 1 2.531316 9.832138 25.52204
## fm1000_mea_10b_2a_mean fm1000_mea_10b_2a_median fm1000_mea_10b_2a_sd
## 1 19.28703 19.22302 2.082588
## fm1000_mea_10b_2a_min fm1000_mea_10b_2a_max fm1000_mea_30b_2a_mean
## 1 12.79748 25.85296 19.36555
## fm1000_mea_30b_2a_median fm1000_mea_30b_2a_sd fm1000_mea_30b_2a_min
## 1 19.29167 1.897126 13.81275
## fm1000_mea_30b_2a_max fm1000_mea_3b_2a_mean fm1000_mea_3b_2a_median
## 1 25.21617 19.05514 19.08296
## fm1000_mea_3b_2a_sd fm1000_mea_3b_2a_min fm1000_mea_3b_2a_max
## 1 2.072723 12.07045 25.32849
## fm1000_mea_60b_2a_mean fm1000_mea_60b_2a_median fm1000_mea_60b_2a_sd
## 1 19.42119 19.39396 1.736419
## fm1000_mea_60b_2a_min fm1000_mea_60b_2a_max fm1000_min_10b_2a_mean
## 1 14.82581 24.31303 18.12215
## fm1000_min_10b_2a_median fm1000_min_10b_2a_sd fm1000_min_10b_2a_min
## 1 18.11747 1.909311 11.72913
## fm1000_min_10b_2a_max fm1000_min_3b_2a_mean fm1000_min_3b_2a_median
## 1 23.68843 18.43912 18.48773
## fm1000_min_3b_2a_sd fm1000_min_3b_2a_min fm1000_min_3b_2a_max
## 1 2.009027 11.72913 24.42028
## fm1000_max_10b_2a_mean fm1000_max_10b_2a_median fm1000_max_10b_2a_sd
## 1 20.36082 20.16348 2.272142
## fm1000_max_10b_2a_min fm1000_max_10b_2a_max fm1000_max_3b_2a_mean
## 1 13.84999 27.93917 19.70381
## fm1000_max_3b_2a_median fm1000_max_3b_2a_sd fm1000_max_3b_2a_min
## 1 19.71212 2.200708 12.65498
## fm1000_max_3b_2a_max mean_hydro_dist_m_mean mean_hydro_dist_m_median
## 1 25.94421 232.4729 164.3632
## mean_hydro_dist_m_sd mean_hydro_dist_m_min mean_hydro_dist_m_max
## 1 363.5123 0 4072.445
## NDVI_pre_15d_mean NDVI_pre_15d_median NDVI_pre_15d_sd NDVI_pre_15d_min
## 1 0.4302939 0.5355763 0.3003415 -0.4611636
## NDVI_pre_15d_max NDVI_pre_30d_mean NDVI_pre_30d_median NDVI_pre_30d_sd
## 1 0.8426029 0.4200856 0.4895688 0.2632214
## NDVI_pre_30d_min NDVI_pre_30d_max NDVI_pre_90d_mean NDVI_pre_90d_median
## 1 -0.499292 0.8372057 0.4120643 0.4219792
## NDVI_pre_90d_sd NDVI_pre_90d_min NDVI_pre_90d_max NDVI_pre_365d_mean
## 1 0.1464083 -0.1465647 0.7117205 0.4442853
## NDVI_pre_365d_median NDVI_pre_365d_sd NDVI_pre_365d_min NDVI_pre_365d_max
## 1 0.4429133 0.07769519 0.2265425 0.6507905
## prop_afg_mean prop_afg_median prop_afg_sd prop_afg_min prop_afg_max
## 1 1.180895 1.062644 0.7335937 0.06613699 5.192193
## prop_pfg_mean prop_pfg_median prop_pfg_sd prop_pfg_min prop_pfg_max
## 1 10.5362 6.782803 9.693333 0.8723725 48.4635
## prop_ltr_mean prop_ltr_median prop_ltr_sd prop_ltr_min prop_ltr_max
## 1 3.191337 2.731527 1.561306 1.195251 12.98313
## prop_shr_mean prop_shr_median prop_shr_sd prop_shr_min prop_shr_max
## 1 2.862949 2.41904 1.961696 0.09857416 10.84572
## prop_tre_mean prop_tre_median prop_tre_sd prop_tre_min prop_tre_max
## 1 73.71314 79.15552 17.08212 18.01823 95.61133
## prop_bgr_mean prop_bgr_median prop_bgr_sd prop_bgr_min prop_bgr_max
## 1 0.6841915 0.370909 0.9497217 0.01537329 8.326838
## road_dens_km_km2_mean road_dens_km_km2_median road_dens_km_km2_sd
## 1 1.314771 1.221218 0.7009972
## road_dens_km_km2_min road_dens_km_km2_max nearest_road_m_mean
## 1 0 4.410981 24.10246
## nearest_road_m_median nearest_road_m_sd nearest_road_m_min nearest_road_m_max
## 1 0 298.9739 0 6032.637
## awhc_median_mean awhc_median_median awhc_median_sd awhc_median_min
## 1 23.52599 24.5106 6.7101 8.889027
## awhc_median_max awhc_p25_mean awhc_p25_median awhc_p25_sd awhc_p25_min
## 1 41.77842 21.92767 22.55109 6.478802 7.372674
## awhc_p25_max awhc_p50_mean awhc_p50_median awhc_p50_sd awhc_p50_min
## 1 41.34819 23.52599 24.5106 6.7101 8.889027
## awhc_p50_max awhc_p75_mean awhc_p75_median awhc_p75_sd awhc_p75_min
## 1 41.77842 25.34057 26.61167 7.367642 9.311114
## awhc_p75_max soil_order_1_mean soil_order_1_median soil_order_1_sd
## 1 50.64624 7.973978 10 3.247585
## soil_order_1_min soil_order_1_max soil_order_2_mean soil_order_2_median
## 1 1 11 6.048701 6
## soil_order_2_sd soil_order_2_min soil_order_2_max soil_order_3_mean
## 1 3.517416 1 11 7.054422
## soil_order_3_median soil_order_3_sd soil_order_3_min soil_order_3_max
## 1 7 2.849615 1 11
## soil_order_4_mean soil_order_4_median soil_order_4_sd soil_order_4_min
## 1 6.634615 7 2.679105 1
## soil_order_4_max soil_order_5_mean soil_order_5_median soil_order_5_sd
## 1 10 6.285714 7 2.399634
## soil_order_5_min soil_order_5_max soil_order_6_mean soil_order_6_median
## 1 1 10 4.75 4
## soil_order_6_sd soil_order_6_min soil_order_6_max soil_prop_1_mean
## 1 4.5 1 10 0.852411
## soil_prop_1_median soil_prop_1_sd soil_prop_1_min soil_prop_1_max
## 1 0.9706775 0.1867124 0.2794779 1
## soil_prop_2_mean soil_prop_2_median soil_prop_2_sd soil_prop_2_min
## 1 0.2069069 0.2031078 0.1403831 0.000338922
## soil_prop_2_max soil_prop_3_mean soil_prop_3_median soil_prop_3_sd
## 1 0.4931074 0.08290437 0.07710038 0.06716546
## soil_prop_3_min soil_prop_3_max soil_prop_4_mean soil_prop_4_median
## 1 4.36e-05 0.2731617 0.05687486 0.04071773
## soil_prop_4_sd soil_prop_4_min soil_prop_4_max soil_prop_5_mean
## 1 0.04984649 6.19e-05 0.1937328 0.03374479
## soil_prop_5_median soil_prop_5_sd soil_prop_5_min soil_prop_5_max
## 1 0.01749306 0.0363652 6.27e-05 0.1109726
## soil_prop_6_mean soil_prop_6_median soil_prop_6_sd soil_prop_6_min
## 1 0.0146803 0.004581416 0.02324717 0.000334924
## soil_prop_6_max mean_TRI_mean mean_TRI_median mean_TRI_sd mean_TRI_min
## 1 0.04922343 1.718281 1.43975 0.7440539 0.711785
## mean_TRI_max mean_aspect_mean mean_aspect_median mean_aspect_sd
## 1 5.18048 163.7689 164.1521 13.16548
## mean_aspect_min mean_aspect_max mean_elevation_mean mean_elevation_median
## 1 53.5444 204.6582 80.51354 66.6482
## mean_elevation_sd mean_elevation_min mean_elevation_max mean_slope_mean
## 1 75.98927 6.546088 403.9803 4.115614
## mean_slope_median mean_slope_sd mean_slope_min mean_slope_max
## 1 3.481571 1.771083 1.60971 12.89983
