diff --git a/4_predict.R b/4_predict.R
index 1cc436a..83c863e 100644
--- a/4_predict.R
+++ b/4_predict.R
@@ -2,6 +2,7 @@ source("4_predict/src/select_features.R")
 source("4_predict/src/train_models.R")
 source("4_predict/src/plot_diagnostics.R")
 source("1_fetch/src/generate_credentials.R")
+source("4_predict/src/write_attrs_reaches.R")
 
 #Predict phase
 p4_targets_list <- list(
@@ -569,5 +570,119 @@ p4_targets_list <- list(
                                test_data = p4_train_RF_dynamic_spatial$best_fit$splits[[1]]$data[-p4_train_RF_dynamic_spatial$best_fit$splits[[1]]$in_id,],
                                target_name = 'mean_value'),
              deployment = 'main'
+  ),
+  
+  
+  #Save attributes for each of the 3 splits
+  tar_target(p4_dynamic_attrs_txt,
+             write_attrs_files(p4_dynamic_attrs$input_data$testing, 
+                                  drop_cols = c("PRMS_segid", "Date", "mean_value", "data_type"),
+                                  filepath = "4_predict/out/dynamic_attrs.txt"),
+             deployment = 'main',
+             format = 'file',
+             repository = 'local'
+  ),
+  tar_target(p4_min_static_dynamic_attrs_txt,
+             write_attrs_files(p4_selected_min_static_dynamic_attrs$input_data$testing, 
+                                  drop_cols = c("PRMS_segid", "Date", "mean_value", "data_type"),
+                                  filepath = "4_predict/out/min_static_dynamic_attrs.txt"),
+             deployment = 'main',
+             format = 'file',
+             repository = 'local'
+  ),
+  tar_target(p4_static_dynamic_attrs_txt,
+             write_attrs_files(p4_selected_static_dynamic_attrs$input_data$testing,
+                                  drop_cols = c("PRMS_segid", "Date", "mean_value", "data_type"),
+                                  filepath = "4_predict/out/static_dynamic_attrs.txt"),
+             deployment = 'main',
+             format = 'file',
+             repository = 'local'
+  ),
+  #Save the unique attributes as a csv (static dynamic contain all unique attributes)
+  tar_target(p4_all_model_attrs_csv,
+             {
+               statdyn <- read_csv(p4_static_dynamic_attrs_txt, col_names = FALSE,
+                                   show_col_types = FALSE)
+               
+               write_csv(as.data.frame(statdyn$X1), 
+                         file = "4_predict/out/all_model_attrs.csv", 
+                         col_names = FALSE)
+               "4_predict/out/all_model_attrs.csv"
+             },
+             deployment = 'main',
+             format = 'file',
+             repository = 'local'
+  ),
+  
+  #Save reaches in the spatial validation (cv) and test sets,
+  tar_target(p4_spatial_cv_reaches_txt,
+            write_reaches_cv(train_dataset = p4_dynamic_attrs_spatial$input_data$training %>%
+                               select(PRMS_segid, data_type),
+                             cv_folds = cv_folds,
+                             out_dir = "4_predict/out"),
+            deployment = 'main',
+            format = 'file',
+            repository = 'local'
+  ),
+  tar_target(p4_spatial_test_reaches_txt,
+             write_reaches(p4_dynamic_attrs_spatial$input_data$testing$PRMS_segid,
+                           filepath = "4_predict/out/spatial_test_reaches.txt"),
+             deployment = 'main',
+             format = 'file',
+             repository = 'local'
+  ),
+  #Save temporal train start/end and test start/end dates
+  tar_target(p4_train_test_dates_txt,
+             write_dates(filter_rows_date(p4_dynamic_attrs_temporal,
+                                          '1984-09-30')$input_data,
+                         cv_folds = cv_folds,
+                         out_dir = "4_predict/out"),
+             deployment = 'main',
+             format = 'file',
+             repository = 'local'
+  ),
+  
+  #write file with predictions and observations from each model
+  tar_target(p4_min_static_dynamic_temporal_test_pred_obs_csv,
+             write_pred_obs(p4_pred_RF_min_static_dynamic_temporal_test$pred,
+                            out_dir = "4_predict/out/temporal/pred_obs/RF_min_static_dynamic/"),
+             deployment = 'main',
+             format = 'file',
+             repository = 'local'
+  ),
+  tar_target(p4_static_dynamic_temporal_test_pred_obs_csv,
+             write_pred_obs(p4_pred_RF_static_dynamic_temporal_test$pred,
+                            out_dir = "4_predict/out/temporal/pred_obs/RF_static_dynamic/"),
+             deployment = 'main',
+             format = 'file',
+             repository = 'local'
+  ),
+  tar_target(p4_dynamic_temporal_test_pred_obs_csv,
+             write_pred_obs(p4_pred_RF_dynamic_temporal_test$pred,
+                            out_dir = "4_predict/out/temporal/pred_obs/RF_dynamic/"),
+             deployment = 'main',
+             format = 'file',
+             repository = 'local'
+  ),
+  tar_target(p4_min_static_dynamic_spatial_test_pred_obs_csv,
+             write_pred_obs(p4_pred_RF_min_static_dynamic_spatial_test$pred,
+                            out_dir = "4_predict/out/spatial/pred_obs/RF_min_static_dynamic/"),
+             deployment = 'main',
+             format = 'file',
+             repository = 'local'
+  ),
+  tar_target(p4_static_dynamic_spatial_test_pred_obs_csv,
+             write_pred_obs(p4_pred_RF_static_dynamic_spatial_test$pred,
+                            out_dir = "4_predict/out/spatial/pred_obs/RF_static_dynamic/"),
+             deployment = 'main',
+             format = 'file',
+             repository = 'local'
+  ),
+  tar_target(p4_dynamic_spatial_test_pred_obs_csv,
+             write_pred_obs(p4_pred_RF_dynamic_spatial_test$pred,
+                            out_dir = "4_predict/out/spatial/pred_obs/RF_dynamic/"),
+             deployment = 'main',
+             format = 'file',
+             repository = 'local'
   )
 )
\ No newline at end of file
diff --git a/4_predict/src/write_attrs_reaches.R b/4_predict/src/write_attrs_reaches.R
new file mode 100644
index 0000000..36c6bb4
--- /dev/null
+++ b/4_predict/src/write_attrs_reaches.R
@@ -0,0 +1,137 @@
+write_attrs_files <- function(dataset, drop_cols, filepath){
+  #' @description generates a text file of column names
+  #' 
+  #' @param dataset the dataset whose columns will be written to a txt file
+  #' @param drop_cols any columns to not include in the file. 
+  #' Passed to select(-all_of(drop_cols))
+  #' @param filepath relative filepath to the txt file
+  #' 
+  #' @return txt file containing the column names of dataset without the drop_columns
+  
+  col_names <- select(dataset, -all_of(drop_cols)) %>%
+    colnames() %>%
+    sort()
+  
+  write_csv(x = as.data.frame(col_names), file = filepath, col_names = FALSE)
+  
+  return(filepath)
+}
+
+write_reaches <- function(reach_ids, filepath){
+  #' @description generates a text file of the reach_ids
+  #' 
+  #' @param reach_ids character string of the IDs to be written to a txt file
+  #' @param filepath relative filepath to the txt file
+  #' 
+  #' @return txt file containing the reach_ids
+  
+  reach_ids <- sort(unique(reach_ids))
+  
+  write_csv(x = as.data.frame(reach_ids), file = filepath, col_names = FALSE)
+  
+  return(filepath)
+}
+
+write_reaches_cv <- function(train_dataset, cv_folds, out_dir){
+  #' @description generates a text file of the reach_ids within the validation set,
+  #' one text file per fold.
+  #' 
+  #' @param train_dataset tibble with columns for PRMS_segid and data_type.
+  #' This will be split into cv_folds partitions based on the data_type proportions
+  #' @param cv_folds number of cross validation folds in training. This is used to
+  #' write validation files.
+  #' @param out_dir directory to save txt files
+  #' 
+  #' @return txt files containing the reach_ids
+  
+  #create validation file names
+  val_nums <- seq(1,cv_folds,1)
+  filepaths <- file.path(out_dir, c(paste0('spatial_val_reaches', val_nums, '.txt')))
+  
+  #add group variable to dataset based on spatial splits
+  train_dataset$group <- 0
+  
+  #determine validation splits and write to file
+  for(i in val_nums){
+    if(i == cv_folds){
+      ind_i <- which(train_dataset$group == 0)
+      inds_grp <- seq(1,length(ind_i),1)
+    }else{
+      #only use data that haven't been assigned to a group
+      ind_i <- which(train_dataset$group == 0)
+      #get the correct training proportion to use for a reduced dataset
+      train_prop_i <- nrow(train_dataset)/cv_folds/nrow(train_dataset[ind_i,])
+      #group row indices
+      inds_grp <- make_spatial_split_CVtraining(attrs_df = train_dataset[ind_i,], 
+                                                train_prop = train_prop_i)
+    }
+    #assign group index
+    train_dataset$group[ind_i][inds_grp] <- i
+    write_csv(x = as.data.frame(sort(unique(train_dataset$PRMS_segid[train_dataset$group == i]))), 
+              file = filepaths[i], col_names = FALSE)
+  }
+  
+  return(filepaths)
+}
+
+write_dates <- function(dataset, cv_folds = NULL, out_dir){
+  #' @description generates a text file for each of the training and testing 
+  #' start and end dates for use in Python.
+  #' 
+  #' @param dataset list of training and testing datasets, each with a Date column
+  #' @param cv_folds number of cross validation folds in training. This is used to
+  #' write validation files.
+  #' @param out_dir directory to save txt files
+  #' 
+  #' @return vector of paths to txt files containing the start and end dates
+  
+  if (is.null(cv_folds)){
+    filenames <- file.path(out_dir, c('train_start.txt', 'train_end.txt', 'test_start.txt', 'test_end.txt'))
+  }else{
+    #create validation files from training time period
+    val_nums <- seq(1,cv_folds-1,1)
+    filenames <- file.path(out_dir, c('train_start.txt', 'train_end.txt', 'test_start.txt', 'test_end.txt',
+                                      paste0('val_start', val_nums+1, '.txt'), paste0('val_end', val_nums, '.txt')))
+  }
+  
+  train_start <- min(dataset$training$Date) %>% as.data.frame()
+  train_end <- max(dataset$training$Date) %>% as.data.frame()
+  test_start <- min(dataset$testing$Date) %>% as.data.frame()
+  test_end <- max(dataset$testing$Date) %>% as.data.frame()
+  
+  write_csv(train_start, file = filenames[1], col_names = FALSE)
+  write_csv(train_end, file = filenames[2], col_names = FALSE)
+  write_csv(test_start, file = filenames[3], col_names = FALSE)
+  write_csv(test_end, file = filenames[4], col_names = FALSE)
+  
+  if (!is.null(cv_folds)){
+    #determine validation start and end dates and write to file
+    for(i in val_nums){
+      val_start <- train_start + (train_end - train_start)/cv_folds*i
+      val_end <- val_start - 1
+      write_csv(val_start, file = filenames[4+i], col_names = FALSE)
+      write_csv(val_end, file = filenames[8+i], col_names = FALSE)
+    }
+  }
+  
+  return(filenames)
+}
+
+write_pred_obs <- function(pred_obs, out_dir){
+  #' @description generates a text file containing the predictions, observations,
+  #' date, and segment columns.
+  #' 
+  #' @param pred_obs dataframe containing columns "Date", "PRMS_segid", "obs", and ".pred"
+  #' @param out_dir directory to save txt file
+  #' 
+  #' @return vector of paths to txt file
+   
+  filename <- file.path(out_dir, 'pred_obs.txt')
+  
+  pred_obs <- select(pred_obs, "Date", "PRMS_segid", "obs", ".pred") %>%
+    rename(pred = '.pred')
+  
+  write_csv(pred_obs, filename)
+  
+  return(filename)
+}
diff --git a/_targets.R b/_targets.R
index 21d6bd1..d81bdb1 100644
--- a/_targets.R
+++ b/_targets.R
@@ -48,7 +48,8 @@ predict_dir <- "4_predict/out"
 train_test_other <- c("vip","hypopt")
 train_test_splits <- c("temporal","random","spatial")
 train_test_features <- c("RF_static", "RF_min_static", "RF_static_dynamic", 
-                         "RF_min_static_dynamic","RF_dynamic")
+                         "RF_min_static_dynamic","RF_dynamic","RGCN_static_dynamic",
+                         "RGCN_min_static_dynamic","RGCN_dynamic")
 train_test_res <- c("pred_obs","spatial_res","monthly_res","annual_res","temporal_res")
 rf_xai_plot_types <- c("shap","dependence") 
 rf_xai_shap_options <- c("seasonal","lulc", "physio")
@@ -80,7 +81,8 @@ for(i in seq_along(p4_dirs)){
   dir.create(p4_dirs[i], recursive = TRUE, showWarnings = FALSE)
 }
 dir.create("4_predict/out/XAI_splits", showWarnings = FALSE)
-
+dir.create("4_predict/out/spatial/RGCN", showWarnings = FALSE)
+dir.create("4_predict/out/temporal/RGCN", showWarnings = FALSE)
 
 # Define columns of interest for harmonized WQP data
 wqp_vars_select <- c("MonitoringLocationIdentifier","MonitoringLocationName","LongitudeMeasure","LatitudeMeasure",
diff --git a/_targets/meta/meta b/_targets/meta/meta
index 4308932..535099e 100644
--- a/_targets/meta/meta
+++ b/_targets/meta/meta
@@ -1,5 +1,5 @@
 name|type|data|command|depend|seed|path|time|size|bytes|format|repository|iteration|parent|children|seconds|warnings|error
-.Random.seed|object|c09b82fb157352c1|||||||||||||||
+.Random.seed|object|de57c22e3a9cb3e4|||||||||||||||
 add_dyn_attrs_to_reaches|function|cbd3a6ace2259132|||||||||||||||
 aggregate_data_to_daily|function|d1e5dde7b5a09d99|||||||||||||||
 aggregate_data_to_hourly|function|6bff5382cb1c6e55|||||||||||||||
@@ -66,7 +66,7 @@ get_site_flowlines|function|159cf9ae5ee88a0d|||||||||||||||
 gf_data_select|object|9a8c2d90c580a97b|||||||||||||||
 GFv1_HRUs_edited_url|object|14101e6f7281f583|||||||||||||||
 GFv1_NHDv2_xwalk_url|object|763effb9f64e514e|||||||||||||||
-i|object|627f2c25efbcbea8|||||||||||||||
+i|object|0fb593d7b301347b|||||||||||||||
 latest_date|object|bd8a0dd490a7634b|||||||||||||||
 mainstem_reaches_tidal|object|8699d022eb6b8946|||||||||||||||
 major_ion_names|object|636309dc8ef21601|||||||||||||||
@@ -85,7 +85,7 @@ NWIS_repository|object|dcdb4689a6432b33|||||||||||||||
 omit_nwis_sites|object|b3c0b995a2a82cdb|||||||||||||||
 omit_wqp_events|object|b38357d67a38fb55|||||||||||||||
 p1_AOI_sf|stem|0f08ebc3cb3a6a5c|848c1b088c9e3021|a085a16acc7ff930|1351936599|bucket=drb-inland-salinity*region=NULL*key=_targets/objects/p1_AOI_sf*endpoint=TlVMTA*version=1wVAKG1TmonJST2ljNRafX4.fkDn07K_|t19335.6460185185s||513674|rds|aws|vector|||0.693||
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+p1_aws_credentials_1|stem|a08403011972f994|2e2ea27119fdda3b|9c1aa23c7cef64fc|-541799501|bucket=drb-inland-salinity*region=NULL*key=_targets/objects/p1_aws_credentials_1*endpoint=TlVMTA*version=jhX2NhMnHwXJPkq55ekosGL75q8_yiwu|t19438.7913773148s||49|rds|aws|vector|||8.976||
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@@ -291,7 +291,7 @@ p1_drb_ecoreg|stem|76e9cff570463c42|8600c5a77000dc51|d6d1bf027c9b9a31|-196484104
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@@ -1261,6 +1261,7 @@ p3_RGCN_model_results_temporal|stem|f97b304c6a219c38|b8cf1c01072c813e|c8dd02890d
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 p3_targets_list|object|1d271bc77ad79374|||||||||||||||
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@@ -1305,10 +1306,13 @@ p4_aws_credentials_7|stem|a08403011972f994|73e6c4d1d5eec82f|d2e11cde6b9d452a|-53
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-p4_dirs|object|d8503c4e5a5053aa|||||||||||||||
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@@ -1332,6 +1336,9 @@ p4_hypopt_static_dynamic_spatial_png|stem|a8fbe70cb04ae86f|8103b6733e754ea1|360f
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@@ -1453,18 +1460,18 @@ p4_RGCN_pred_obs_static_dynamic_temporal_test|stem|4a06b1b049e39da0|fd7cb1f70990
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Removed 6412 rows containing missing values geom_path.. Removed 9 rows containing missing values geom_path.. Removed 13505 rows containing missing values geom_path.. Removed 5148 rows containing missing values geom_path.. Removed 13374 rows containing missing values geom_path.. Removed 5335 rows containing missing values geom_path.. Removed 10755 rows containing missing values geom_path.. Removed 27 rows containing missing values geom_path.. Removed 231 rows containing missing values geom_path.. Removed 5144 rows containing missing values geom_path.. Removed 13505 rows containing missing values geom_path.. Removed 13505 rows containing missing values geom_path.. Removed 13505 rows containing missing values geom_path.. Removed 13505 rows containing missing values geom_path.. Removed 13505 rows containing missing values geom_path.. Removed 13505 rows containing missing values geom_path.. Removed 13505 rows containing missing values geom_path.. 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namic/timeseries_RGCN_dynamic_spatial_test_reach-584_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-586_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-606_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-609_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-610_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-62_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-67_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-68_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-7_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-863_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-885_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-886_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-895_1.png*4_predict/out/spatial/temporal_res/RGCN_dynamic/timeseries_RGCN_dynamic_spatial_test_reach-902_1.png|t19431.7566203704s|34219d3d8c6c2016|20488639|file|local|vector|||78.551|Removed 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Removed 5350 rows containing missing values geom_path.. Removed 5132 rows containing missing values geom_path.. Removed 11460 rows containing missing values geom_path.. Removed 13399 rows containing missing values geom_path.. Removed 12795 rows containing missing values geom_path.. Removed 13504 rows containing missing values geom_path.. Removed 6084 rows containing missing values geom_path.. Removed 6376 rows containing missing values geom_path.. Removed 255 rows containing missing values geom_path.. Removed 5142 rows containing missing values geom_path.. Removed 8423 rows containing missing values geom_path.. Removed 13187 rows containing missing values geom_path.. Removed 7065 rows containing missing values geom_path.. Removed 120 rows containing missing values geom_path.. Removed 6380 rows containing missing values geom_path.. Removed 343 rows containing missing values geom_path.. Removed 329 rows containing missing values geom_path.. Removed 2172 rows containing missing values geom_path.. Removed 5721 rows containing missing values geom_path.. Removed 8571 rows containing missing values geom_path.. Removed 5063 rows containing missing values geom_path.. Removed 5420 rows containing missing values geom_path.. Removed 12845 rows containing missing values geom_path.. Removed 120 rows containing missing values geom_path.. Removed 50 rows containing missing values geom_path.. Removed 5427 rows containing missing values geom_path.. Removed 11227 rows containing missing values geom_path.. Removed 6617 rows containing missing values geom_path.. Removed 1772 rows containing missing values geom_path.. Removed 13120 rows containing missing values geom_path.. Removed 1035 rows containing missing values geom_path.. Removed 5244 rows containing missing values geom_path.. Removed 11956 rows containing missing values geom_path.. Removed 10753 rows containing missing values geom_path.. 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Removed 1975 rows containing missing values geom_path.. Removed 13013 rows containing missing values geom_path.. Removed 26 rows containing missing values geom_path.. Removed 13013 rows containing missing values geom_path.. Removed 12254 rows containing missing values geom_path.. Removed 8398 rows containing missing values geom_path.. Removed 4824 rows containing missing values geom_path.. Removed 257 rows containing missing values geom_path.. Removed 7508 rows containing missing values geom_path.. Removed 5281 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 120 rows containing missing values geom_path.. Removed 5919 rows containing missing values geom_path.. Removed 6630 rows containing missing values geom_path.. Removed 120 rows containing missing values geom_path.. Removed 6222 rows containing missing values geom_path.. Removed 5233 rows containing missing values geom_path.. Removed 185 rows containing missing values geom_path.. Removed 171 rows containing missing values geom_path.. Removed 2500 rows containing missing values geom_path.. Removed 1972 rows containing missing values geom_path.. Removed 238 rows containing missing values geom_path.. Removed 12254 rows containing missing values geom_path.. Removed 1019 rows containing missing values geom_path.. Removed 122 rows containing missing values geom_path.. Removed 5721 rows containing missing values geom_path.. Removed 5477 rows containing missing values geom_path.. Removed 8413 rows containing missing values geom_path.. Removed 9 rows containing missing values geom_path.. Removed 8413 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 8221 rows containing missing values geom_path.. 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Removed 9822 rows containing missing values geom_path.. Removed 835 rows containing missing values geom_path.. Removed 57 rows containing missing values geom_path.. Removed 5269 rows containing missing values geom_path.. Removed 18 rows containing missing values geom_path.. Removed 5177 rows containing missing values geom_path.. Removed 5269 rows containing missing values geom_path.. Removed 2518 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 9717 rows containing missing values geom_path.. Removed 6835 rows containing missing values geom_path.. Removed 12901 rows containing missing values geom_path.. Removed 1963 rows containing missing values geom_path.. Removed 5332 rows containing missing values geom_path.. Removed 4861 rows containing missing values geom_path.. Removed 4896 rows containing missing values geom_path.. Removed 13139 rows containing missing values geom_path.. Removed 4852 rows containing missing values geom_path.. Removed 5947 rows containing missing values geom_path.. Removed 1025 rows containing missing values geom_path.. Removed 5336 rows containing missing values geom_path.. Removed 5270 rows containing missing values geom_path.. Removed 4916 rows containing missing values geom_path.. Removed 5161 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 11633 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 9276 rows containing missing values geom_path.. Removed 10388 rows containing missing values geom_path.. Removed 9842 rows containing missing values geom_path.. Removed 59 rows containing missing values geom_path.. Removed 9546 rows containing missing values geom_path.. Removed 4852 rows containing missing values geom_path.. Removed 5269 rows containing missing values geom_path.. Removed 9606 rows containing missing values geom_path.. Removed 5905 rows containing missing values geom_path.. Removed 1019 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 7643 rows containing missing values geom_path.. Removed 8418 rows containing missing values geom_path.. Removed 5392 rows containing missing values geom_path.. Removed 366 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 1148 rows containing missing values geom_path.. Removed 12486 rows containing missing values geom_path.. Removed 13139 rows containing missing values geom_path.. Removed 13139 rows containing missing values geom_path.. Removed 5947 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 5115 rows containing missing values geom_path.. Removed 5353 rows containing missing values geom_path.. Removed 10418 rows containing missing values geom_path.. Removed 9588 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 11739 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13139 rows containing missing values geom_path.. Removed 12314 rows containing missing values geom_path.. Removed 11083 rows containing missing values geom_path.. Removed 9510 rows containing missing values geom_path.. Removed 13139 rows containing missing values geom_path.. Removed 12377 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 5137 rows containing missing values geom_path.. Removed 1552 rows containing missing values geom_path.. Removed 6400 rows containing missing values geom_path.. Removed 9 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 5115 rows containing missing values geom_path.. Removed 13009 rows containing missing values geom_path.. Removed 5335 rows containing missing values geom_path.. Removed 10432 rows containing missing values geom_path.. Removed 172 rows containing missing values geom_path.. Removed 219 rows containing missing values geom_path.. Removed 5132 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 12944 rows containing missing values geom_path.. Removed 427 rows containing missing values geom_path.. Removed 446 rows containing missing values geom_path.. Removed 1767 rows containing missing values geom_path.. Removed 3981 rows containing missing values geom_path.. Removed 8572 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 9908 rows containing missing values geom_path.. Removed 8021 rows containing missing values geom_path.. Removed 5168 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. Removed 11543 rows containing missing values geom_path.. Removed 13138 rows containing missing values geom_path.. Removed 13140 rows containing missing values geom_path.. 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namic/physio/interior/SHAP_dependence_TOT_BDAVE_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_BEDPERM_1_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_BEDPERM_2_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_BEDPERM_5_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_BEDPERM_6_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_BEDPERM_7_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_BFI_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_CANALDITCH_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_CLAYAVE_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_CONNECTOR_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_CONTACT_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_DEP_CA_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_EWT_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_FRESHWATER_WD_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_FSTFZ6190_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_IEOF_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_KFACT_UP_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_MAXP6190_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_MINP6190_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_MIRAD_2012_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_NPDES_MAJ_DENS_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_OLSON_CAO_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_OLSON_MGO_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_OLSON_PERM_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_PERMAVE_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_pH_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_PPT_APR_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_PPT_AUG_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_PPT_DEC_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_PPT_FEB_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_PPT_JAN_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_PPT_JUL_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_PPT_MAR_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_PPT_MAY_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_PPT_NOV_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_PPT_SEP_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_PPT7100_ANN_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_RECHG_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_RF7100_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/interior/SHAP_dependence_TOT_RH_RF_static_dynami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al/SHAP_dependence_CAT_PPT_FEB_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_JAN_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_JUL_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_MAR_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_MAY_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_NOV_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_OCT_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_SEP_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT7100_ANN_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_rdsalt_prop_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_RECHG_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_RF7100_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_RH_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_ROCKDEP_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_SATOF_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_SedLOAD_2012_sum_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_SedLOSS_2012_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_SILTAVE_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_SRL55AG_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_STREAM_SLOPE_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_STRM_DENS_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_TMAX7100_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_TOTAL_ROAD_DENS_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_TWI_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WB5100_FEB_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WB5100_MAR_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDAPR_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDDEC_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDFEB_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDJAN_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDJUN_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDMAR_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDNOV_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDOCT_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDSEP_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WTDEP_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_ARTIFICIAL_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_BDAVE_RF_static_dynamic_temporal_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atic_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_SATOF_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_SedLOSS_2012_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_SILTAVE_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_SRL25AG_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_SRL55AG_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_STREAM_SLOPE_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_STRM_DENS_frmCAT_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_WB5100_APR_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_WB5100_DEC_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_WB5100_MAR_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_WDFEB_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_WDJUL_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_WDMAR_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_WTDEP_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_BASIN_AREA_sum_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_BEDPERM_2_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_SRL25AG_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WB5100_DEC_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_PIPELINE_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_HGVAR_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_SALINAVE_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_MIRAD_2012_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_CANALDITCH_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_LC8_0_10years_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_LC8_0_15years_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_LC8_0_20years_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_LC8_0_5years_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_pr_0_15days_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_pr_0_180days_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_pr_0_1days_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_pr_0_1years_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_pr_0_30days_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_pr_0_3days_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_pr_0_5years_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_pr_0_7days_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_pr_0_90days_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_rmax_0_15days_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_rmax_0_180days_mean_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/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al/SHAP_dependence_CAT_PPT_FEB_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_JAN_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_JUL_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_MAR_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_MAY_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_NOV_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_OCT_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT_SEP_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_PPT7100_ANN_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_rdsalt_prop_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_RECHG_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_RF7100_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_RH_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_ROCKDEP_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_SATOF_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_SedLOAD_2012_sum_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_SedLOSS_2012_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_SILTAVE_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_SRL55AG_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_STREAM_SLOPE_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_STRM_DENS_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_TMAX7100_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_TOTAL_ROAD_DENS_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_TWI_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WB5100_FEB_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WB5100_MAR_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDAPR_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDDEC_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDFEB_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDJAN_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDJUN_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDMAR_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDNOV_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDOCT_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WDSEP_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_CAT_WTDEP_area_wtd_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_ARTIFICIAL_RF_static_dynamic_temporal_full.png*4_predict/out/temporal/shap/RF_static_dynamic/physio/coastal/SHAP_dependence_TOT_BDAVE_RF_static_dynamic_temporal_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 p4_train_test_CV_static_dynamic_temporal_png|stem|6c838ec18642ffc5|19899e565c9b59b7|5b724f1abf12a82c|725482088|4_predict/out/temporal/pred_obs/RF_static_dynamic/compare_models_daily_SC_RF_static_dynamic_temporal_mean_value_rmse_CV.png|t19409.852974537s|218b0ed8deabd0ee|75145|file|local|vector|||0.317||
 p4_train_test_CV_static_png|stem|209c8e61df04e128|65b55e10662dd51d|742a6c1164d2d524|-40254429|4_predict/out/random/pred_obs/RF_static/compare_models_daily_SC_RF_static_mean_value_rmse_CV.png|t19406.7739930556s|c111bc9174c8f149|64820|file|local|vector|||0.841||
+p4_train_test_dates_txt|stem|06c64ae635f966e4|a7dec3e4921bdc2a|b7d5c50ffcf7caf9|-1575123816|4_predict/out/train_start.txt*4_predict/out/train_end.txt*4_predict/out/test_start.txt*4_predict/out/test_end.txt*4_predict/out/val_start2.txt*4_predict/out/val_start3.txt*4_predict/out/val_start4.txt*4_predict/out/val_start5.txt*4_predict/out/val_end1.txt*4_predict/out/val_end2.txt*4_predict/out/val_end3.txt*4_predict/out/val_end4.txt|t19438.7158912037s|083ed7cd5fdca87c|132|file|local|vector|||1.305||
 p4_vip_dynamic_png|stem|b3814a5283ba922e|237cc127e999ce43|f1c4542bc5b06ef3|606060518|4_predict/out/random/vip/vip_daily_SC_RF_dynamic.png|t19407.1637615741s|43f51e2e002e93f0|83508|file|local|vector|||0.217||
 p4_vip_dynamic_spatial_png|stem|bd453207d3379a97|dc566a0281454a91|6c621b7ba9883779|-979031320|4_predict/out/spatial/vip/vip_daily_SC_RF_dynamic_spatial.png|t19408.6629050926s|b74c334a75c2a6b5|88803|file|local|vector|||0.174||
 p4_vip_dynamic_temporal_png|stem|d9de63d4ff0549b1|b18a943414b08687|1748348e0c46509c|-1098924985|4_predict/out/temporal/vip/vip_daily_SC_RF_dynamic_temporal.png|t19407.9955092593s|1018d6161a30c6e5|91234|file|local|vector|||0.195||
@@ -2018,8 +2031,8 @@ plot_inst_data|function|d29827170a36e7d8|||||||||||||||
 plot_metric_boxplot|function|a162ef38fadc76be|||||||||||||||
 plot_nhdv2_attr|function|6dbb385040dd8292|||||||||||||||
 plot_pred_obs|function|fc92bee6ebf1740f|||||||||||||||
-plot_shap_dependence|function|843fda661b0fdecf|||||||||||||||
-plot_shap_dependence_sv|function|182711dfbec5a660|||||||||||||||
+plot_shap_dependence|function|530e76abd9a10c45|||||||||||||||
+plot_shap_dependence_sv|function|ce28a89cadd384a5|||||||||||||||
 plot_shap_global|function|fc34d8df452e40c4|||||||||||||||
 plot_shap_global_sv|function|13af7e417fea93a2|||||||||||||||
 plot_shap_individual|function|bd81933af9407e5c|||||||||||||||
@@ -2069,7 +2082,7 @@ summarize_nhdv2_attr|function|27e8fb3713c7b69d|||||||||||||||
 summarize_site_list|function|c0bd7cd9679baa54|||||||||||||||
 target_summary_stats|function|dc5f97c25e79a130|||||||||||||||
 train_models_grid|function|e0e0fe4207f5fc50|||||||||||||||
-train_test_features|object|474f2411dd4f824d|||||||||||||||
+train_test_features|object|7e8bc91312c86f1a|||||||||||||||
 train_test_other|object|e2dc29ea2c181389|||||||||||||||
 train_test_res|object|0b21dc80bd713eda|||||||||||||||
 train_test_splits|object|c4cd93e585e85c66|||||||||||||||
@@ -2077,5 +2090,10 @@ transform_site_locations|function|9a71f3527bd96c72|||||||||||||||
 unzip_and_clip_sb_data|function|5a87c8bdb014fc7f|||||||||||||||
 unzip_NHD_data|function|56478d897c9d205d|||||||||||||||
 wqp_vars_select|object|daaeace2dbb97859|||||||||||||||
+write_attrs_files|function|3bb471b62cee3890|||||||||||||||
+write_dates|function|1daa19583c36b060|||||||||||||||
 write_df_to_zarr|function|48333fa255682544|||||||||||||||
 write_dist_matrix_npz|function|f4e58bdc2ec30d95|||||||||||||||
+write_pred_obs|function|f9c689e123a46937|||||||||||||||
+write_reaches|function|5b4b1087b3af6fbd|||||||||||||||
+write_reaches_cv|function|374348cbaea5c6dd|||||||||||||||