From 71582ca60e534f62a50705300ac0669079564299 Mon Sep 17 00:00:00 2001 From: Lauren Koenig Snyder Date: Thu, 15 Dec 2022 13:12:02 -0600 Subject: [PATCH 1/2] commit state boundaries to 1_fetch/in and pass to map_sites function --- 1_fetch.R | 15 +++++++++++++++ 1_fetch/in/state_boundaries.rds | Bin 0 -> 211668 bytes 3_visualize.R | 1 + 3_visualize/src/map_sites.R | 29 ++++++++++++++++++++--------- _targets.R | 6 +++--- 5 files changed, 39 insertions(+), 12 deletions(-) create mode 100644 1_fetch/in/state_boundaries.rds diff --git a/1_fetch.R b/1_fetch.R index 4f34b95e..998d700e 100644 --- a/1_fetch.R +++ b/1_fetch.R @@ -9,6 +9,21 @@ source("1_fetch/src/fetch_nhdv2_attributes_from_sb.R") p1_targets_list <- list( + # Track and read in the state boundaries sf object. This file was + # created by running `states <- get_state_shp()` followed by + # `saveRDS(states, "1_fetch/in/state_boundaries.rds)`. get_state_shp + # is from 3_visualize/src/map_sites.R. It depends on the USAboundaries + # package, which is currently archived on CRAN. + tar_target( + p1_state_boundaries_rds, + "1_fetch/in/state_boundaries.rds", + format = "file" + ), + tar_target( + p1_state_boundaries_sf, + readRDS(p1_state_boundaries_rds) + ), + # download WQP data product from science base for discrete samples tar_target( p1_wqp_data_file, diff --git a/1_fetch/in/state_boundaries.rds b/1_fetch/in/state_boundaries.rds new file mode 100644 index 0000000000000000000000000000000000000000..56bdd03df97dbedb2074499f2dce01aa919a0d20 GIT binary patch literal 211668 zcmV)0K+eA(iwFP!000001HAorIM)CF|BsXGz0wjT4N=md=`>D48Ru!sPWBd+J+e!Z z(UPo)LXnK}Fp{FkNC|BX?X;x&UGM1ge*NCx_xm`0pYI>P=W)DVm(J7qxIgaWHmgUGpI5Klu;#zF%d5Cnk^E=E{6Ag$ zudn`3AOGW5YyTf#{hwa{*H{0K?*G3Z_zZoEfB({?|DW%4|NYBQ?ccw4X#V#p({~Dz zw($0I|Mywb$-_R#-p^_JGY|Q@u9Kg?)4u6%_za!Ay!`ih1loJK+W*^XhrQoE4|}g& z|Gi&|ivK_Vi-kpiY^lE4t@`;83ya$4j*m)qEG+86SC5<@1ULSgGw}(O@Hqd>m>ALY z?}b0eHDXk1y$}4HBEUDyYuSHNs 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Must contain #' columns "COMID" and "geometry". +#' @param states_shp sf object containing the U.S. state boundaries to +#' include in the watershed plot. #' @param out_file character string indicating the name of the saved file, #' including file path and extension. #' @param huc6_select vector of character string(s) indicating the HUC6 basins that @@ -37,6 +39,7 @@ #' map_sites <- function(flowlines, matched_sites, + states_shp, out_file, huc6_select = "020402", basin_bbox = c(xmin = -76.39556, ymin = 39.5, xmax = -74.37121, ymax = 40.89106), @@ -109,7 +112,7 @@ map_sites <- function(flowlines, ggspatial::annotation_scale(bar_cols = c("gray70","white")) # create inset map - inset_map <- map_drb_watershed(matched_sites) + inset_map <- map_drb_watershed(matched_sites, states_shp = states_shp) # grab legend legend <- cowplot::get_legend(sites_map) @@ -145,10 +148,6 @@ map_sites <- function(flowlines, #' @param huc8 vector of character string(s) indicating the HUC8 basins that #' make up the watershed of interest. By default, the HUC8 basins that make up #' the Delaware River Basin will be used. -#' @param states vector of character string(s) indicating which states should -#' be included in the inset map, using two-letter postal code abbreviations for -#' each state. By default, the states surrounding the Delaware River Basin will -#' be downloaded, including "NY", "PA", "NJ", "DE", and "MD". #' @param epsg_out integer indicating the coordinate reference system that #' should be used when creating the inset map. Defaults to EPSG 3857, pseudo- #' mercator: https://epsg.io/3857 @@ -157,17 +156,14 @@ map_sites <- function(flowlines, #' Returns an inset map as a ggplot object. #' map_drb_watershed <- function(sites, + states_shp, huc8 = c("02040101","02040102","02040103", "02040104","02040105","02040106", "02040201","02040202","02040203", "02040204","02040205","02040206", "02040207"), - states = c("NY","PA","NJ","DE","MD"), epsg_out = 3857){ - # Download shapefiles for states that encompass the watershed of interest - states_shp <- USAboundaries::us_states(resolution = "high", states = states) - # Download HUC8 boundaries associated with watershed boundary boundary <- nhdplusTools::get_huc8(id = huc8) %>% sf::st_union() @@ -191,6 +187,21 @@ map_drb_watershed <- function(sites, } +#' @title Download state shapefiles +#' +#' @param states vector of character string(s) indicating which states should +#' be included in the inset map, using two-letter postal code abbreviations for +#' each state. By default, the states surrounding the Delaware River Basin will +#' be downloaded, including "NY", "PA", "NJ", "DE", and "MD". +#' +get_state_shp <- function(states = c("NY","PA","NJ","DE","MD")){ + + # Download shapefiles for states that encompass the watershed of interest + states_shp <- USAboundaries::us_states(resolution = "high", states = states) + +} + + #' @title Create leaflet map of site locations #' @description diff --git a/_targets.R b/_targets.R index ded954ab..4148ff50 100644 --- a/_targets.R +++ b/_targets.R @@ -3,9 +3,9 @@ library(targets) options(tidyverse.quiet = TRUE) tar_option_set(packages = c("tidyverse", "lubridate", "rmarkdown", "knitr", "dataRetrieval", "nhdplusTools", "sbtools", - "leaflet", "sf", "USAboundaries", "cowplot", - "ggspatial", "patchwork", "streamMetabolizer", - "reticulate", "yaml")) + "leaflet", "sf", "cowplot", "ggspatial", + "patchwork", "streamMetabolizer", "reticulate", + "yaml")) source("1_fetch.R") source("2_process.R") From eae99a157c126c79461d5741d1e5b6424f5160aa Mon Sep 17 00:00:00 2001 From: Lauren Koenig Snyder Date: Fri, 16 Dec 2022 15:16:04 -0600 Subject: [PATCH 2/2] add plotting helpers file to 3_visualize.R --- 3_visualize/src/plotting_helpers.R | 402 ++++++++++++++++++ .../src/plotting_script_delete_later.R | 96 +++++ 2 files changed, 498 insertions(+) create mode 100644 3_visualize/src/plotting_helpers.R create mode 100644 3_visualize/src/plotting_script_delete_later.R diff --git a/3_visualize/src/plotting_helpers.R b/3_visualize/src/plotting_helpers.R new file mode 100644 index 00000000..7d1ce35d --- /dev/null +++ b/3_visualize/src/plotting_helpers.R @@ -0,0 +1,402 @@ +### This script contains helper functions for plotting model predictive performance + + +#' @title Plot model performance +#' +#' @description +#' Function to plot the model performance by partition. +#' +#' @param metrics_df data frame containing the predictive performance metrics. +#' Must contain columns "variable", "partition", and "model_id". +#' @param performance_metric character string indicating which performance metric +#' to plot from `metrics_df`. +#' @param fileout character string indicating name of saved png file, including +#' file path and extension. +#' @param partition_select character string or character vector indicating which +#' model partitions should be included in the plot. Options are "val", "train", and "val_times". +#' @param partition_colors character string or character vector containing the hex +#' color codes that are used to represent the model partitions. +#' @param y_range numeric vector of length 2, indicating the desired range of the y-axis. If +#' none is provided, we will estimate the best y-axis range. Defaults to NULL. +#' @param y_label character string containing the y axis label. If none is provided, +#' we will do our best to impute one. Defaults to NULL. +#' @param plot_title logical; should the plot include a title indicating the model_id? +#' Defaults to TRUE. +#' @param panel_grids logical; should we plot the background grid lines? Defaults to TRUE. +#' @param box_size numeric; width of border lines around box plots +#' @param facet_text_size integer +#' @param axis_text_size integer +#' @param axis_title_size integer +#' @param legend_text_size integer +#' @param plot_height_in numeric; height of saved plot in inches +#' @param plot_width_in numeric; width of saved plot in inches +#' +#' @returns +#' Saves a png file containing a boxplot with one panel for each target variable. +#' +plot_metrics_by_partition <- function(metrics_df, + performance_metric, + fileout, + partition_select = c("val","train","val_times"), + partition_colors = c("#bdd7e7","#6baed6","#2171b5"), + y_range = NULL, + y_label = NULL, + plot_title = TRUE, + panel_grids = TRUE, + box_size = 0.25, + facet_text_size = 13, + axis_text_size = 12, + axis_title_size = 13, + legend_text_size = 12, + plot_height_in = 4, + plot_width_in = 6.4){ + + # subset the metrics data frame and rename the column containing + # the requested performance metric to the more generic "metric" + metrics_df_subset <- metrics_df %>% + filter(partition %in% partition_select) %>% + select('model_id', 'partition', 'variable', 'rep_id',c(!!performance_metric)) %>% + rename(metric := !!performance_metric) %>% + mutate(variable_renamed = recode(variable, + "do_max" = "DO-max", + "do_min" = "DO-min", + "do_mean" = "DO-mean")) %>% + mutate(variable_renamed = factor(variable_renamed, + levels = c("DO-mean","DO-min","DO-max"))) + + # define the y-axis label + if(is.null(y_label)){ + if(grepl("rmse", performance_metric)){ + y_label <- expression(RMSE~(mg~O[2]~L^-1)) + } + if(grepl("nse", performance_metric)){ + y_label <- expression(NSE) + } + if(grepl("bias", performance_metric)){ + y_label <- expression(Mean~bias~(mg~O[2]~L^-1)) + } + if(grepl("kge", performance_metric)){ + y_label <- expression(KGE) + } + } + + # define the y-axis range + if(is.null(y_range)){ + y_range <- c((0.85*min(metrics_df_subset$metric)), + (1.15*max(metrics_df_subset$metric))) + } + + # make the plot + p <- metrics_df_subset %>% + ggplot() + + geom_boxplot(aes(x= partition, y = metric, fill = partition), size = box_size) + + facet_wrap(~variable_renamed) + + scale_fill_manual(values = partition_colors, name = "") + + labs(x = "", y = y_label)+ + coord_cartesian(ylim = c(y_range[1], y_range[2])) + + theme_bw() + + theme(strip.background = element_blank(), + strip.text = element_text(size = facet_text_size), + axis.title = element_text(size = axis_title_size), + axis.text = element_text(size = axis_text_size), + axis.title.y = element_text(margin = margin(r = 10)), + axis.title.x = element_text(margin = margin(t = 12)), + legend.text = element_text(size = legend_text_size), + legend.key.size = unit(0.65, "cm"), + legend.key.height = unit(0.75, 'cm')) + + if(!panel_grids){ + p <- p + theme(panel.grid.major = element_blank(), + panel.grid.minor = element_blank()) + } + if(plot_title){ + p <- p + ggtitle(unique(metrics_df_subset$model_id)) + } + + # save the plot + ggsave(filename = fileout, plot = p, + width = plot_width_in, height = plot_height_in, units = c("in"), + dpi = 300) + + return(fileout) +} + + + +#' @title Read reach-level feather files +#' +#' @description +#' Function to read in feather file containing model predictions and performance +#' metrics for individual site locations. +#' +#' @param path file path of the feather file +#' @param preds_file file name with .feather file extension +#' +#' @returns +#' Returns a data frame containing the reach-level predictive performance metrics. +#' +read_preds_feather <- function(path, preds_file = "val_preds.feather"){ + + rep <- substr(path, nchar(path), nchar(path)) + file_name <- paste0(path,"/",preds_file) + + preds <- arrow::read_feather(file_name) %>% + mutate(rep_id = rep) + + return(preds) +} + + + +#' @title Plot timeseries of model predictions with observations +#' +#' @description +#' Function to plot a timeseries of observations with predictions from up to +#' two different models, "base" for baseline LSTM, and/or "metab_dense" for +#' the LSTM with a metab dense layer. All replicates are plotted as separate +#' lines. +#' +#' @param preds_data data frame containing the model predictions and observations. +#' Must include columns "site_no", "rep_id", "date", and `variable_obs` +#' @param site_no character string indicating which site to plot +#' @param variable_obs character string indicating which target variable to plot. +#' Options include "do_mean", "do_max", and "do_min" +#' @param plot_preds character vector indicating which model predictions to plot. +#' Options include "base" and/or "metab_dense". Defaults to c("base", "metab_dense"). +#' @param preds_colors character string or character vector containing the hex +#' color codes that are used to represent the different models. +#' @param date_breaks character string indicating the date breaks to use. Defaults +#' to "2_months". See ??scale_x_date for more information. +#' @param date_label_format character string indicating the format to use for the +#' date breaks. Defaults to "%b %Y". See ??scale_x_date for more information. +#' @param line_width numeric; controls the width of the lines for each model rep +#' @param line_alpha numeric; controls the transparency of the lines for each model rep +#' +#' @returns +#' Returns a ggplot object +#' +plot_preds_timeseries <- function(preds_data, + site_no, + variable_obs = "do_mean", + plot_preds = c("base", "metab_dense"), + preds_colors = c("#5ab4ac", "#fc8d62"), + date_breaks = "2 months", + date_label_format = "%b %Y", + line_width = 0.25, + line_alpha = 0.5){ + + # get site name + site_info <- dataRetrieval::readNWISsite(siteNumbers = c(site_no)) + site_name <- site_info$station_nm + + # define variable names that correspond w/ preferences in `plot_preds` + variable_pred_base <- paste0(variable_obs, "_base") + variable_pred_metab <- paste0(variable_obs, "_metab_dense") + cols_select <- c("date", "site_id", "rep_id", variable_obs, variable_pred_base, variable_pred_metab) + + # define y-axis labels that correspond w/ selected `variable_obs` + if(variable_obs == "do_mean"){ + y_axis_label <- expression(Daily~mean~DO~(mg~O[2]~L^-1)) + } + if(variable_obs == "do_min"){ + y_axis_label <- expression(Daily~max~DO~(mg~O[2]~L^-1)) + } + if(variable_obs == "do_max"){ + y_axis_label <- expression(Daily~max~DO~(mg~O[2]~L^-1)) + } + + # format data frame + preds_data_subset <- preds_data %>% + filter(site_id %in% c(site_no)) %>% + select(all_of(cols_select)) %>% + rename(var_obs := !!variable_obs, + var_mod_base := !!variable_pred_base, + var_mod_metab := !!variable_pred_metab) %>% + mutate(rep_id = as.factor(rep_id)) + + # make base figure by plotting observed DO data + p <- preds_data_subset %>% + ggplot() + + geom_point(aes(x= date, y = var_obs, color = "observed"), size = 0.9) + + # now add on model predictions, depending on which model ids are requested in `plot_preds` + if(length(plot_preds) == 1 && plot_preds == "base"){ + color_values <- c('gray50',preds_colors[1],'white') + labels <- paste("", + c('observed','DL-predicted','PGDL-predicted'), + "") + p1 <- p + + geom_line(aes(x=date, y = var_mod_base, group = rep_id, color = "predicted"),size = line_width, alpha = line_alpha) + + geom_line(aes(x=date, y = var_mod_metab, group = rep_id, color = "zpredicted"),size = line_width, alpha = 0) + } + + if(length(plot_preds) == 1 && plot_preds == "metab_dense"){ + color_values <- c('gray50',preds_colors[1],'white') + labels <- paste("", + c('observed','PGDL-predicted','DL-predicted'), + "") + p1 <- p + + geom_line(aes(x=date, y = var_mod_base, group = rep_id, color = "zpredicted"), size = line_width, alpha = 0) + + geom_line(aes(x=date, y = var_mod_metab, group = rep_id, color = "predicted"), size = line_width, alpha = line_alpha) + } + + if("metab_dense" %in% plot_preds & "base" %in% plot_preds){ + color_values <- c('gray50',preds_colors[1],preds_colors[2]) + labels <- paste("", + c('observed','DL-predicted','PGDL-predicted'), + "") + p1 <- p + + geom_line(aes(x = date, y = var_mod_base, group = rep_id, color = "predicted"), size = line_width, alpha = line_alpha) + + geom_line(aes(x = date, y = var_mod_metab, group = rep_id, color = "zpredicted"), size = line_width, alpha = line_alpha) + } + + # finalize plot formatting + p2 <- p1 + + scale_color_manual(name = '', + labels = labels, + values = color_values, + guide = guide_legend(override.aes = list( + linetype = c("blank", "solid",'solid'), + shape = c(16, NA,NA), + size = c(2.5,1,1)))) + + scale_x_date(date_breaks = date_breaks, + date_labels = date_label_format) + + ggtitle(label = site_name, subtitle = paste0("USGS ", site_no)) + + labs(x = "", y = y_axis_label) + + theme_classic() + + theme(axis.title = element_text(size = 13), + axis.text = element_text(size = 12), + legend.text = ggtext::element_markdown(size = 13), + legend.key.size = unit(0.65, "cm"), + legend.key.height = unit(0.75, 'cm'), + axis.title.x = element_text(margin = margin(t = 10, r = 0, b = 0, l = 0))) + + return(p2) +} + + + +#' @title Plot scatterplot of model predictions with observations +#' +#' @description +#' Function to plot a scatterplot of observations with predictions from up to +#' two different models, "base" for baseline LSTM, and/or "metab_dense" for the +#' LSTM with a metab dense layer. Note that all replicates are included in this plot. +#' +#' @param preds_data data frame containing the model predictions and observations. +#' Must include columns "site_no", "rep_id", "date", and `variable_obs` +#' @param site_no character string indicating which site to plot +#' @param variable_obs character string indicating which target variable to plot. +#' Options include "do_mean", "do_max", and "do_min" +#' @param plot_preds character vector indicating which model predictions to plot. +#' Options include "base" and/or "metab_dense". Defaults to c("base", "metab_dense"). +#' @param preds_colors character string or character vector containing the hex +#' color codes that are used to represent the different models. +#' @param breaks_x sequence of length 3 that represents the lower limit for the x-axis, +#' the upper limit for the x-axis, and the step between major axis breaks. +#' @param breaks_y sequence of length 3 that represents the lower limit for the y-axis, +#' the upper limit for the y-axis, and the step between major axis breaks. +#' @param point_size numeric; controls the size of the points +#' @param point_alpha numeric; controls the transparency of the points +#' @param plot_legend logical; should a legend be included in the plot? +#' +#' @returns +#' Returns a ggplot object +#' +plot_preds_scatter <- function(preds_data, + site_no, + variable_obs = "do_mean", + plot_preds = c("base", "metab_dense"), + preds_colors = c("#5ab4ac", "#fc8d62"), + breaks_x = seq(6,18,3), + breaks_y = seq(6,18,3), + point_size = 1, + point_alpha = 0.5, + plot_legend = FALSE){ + + # define variable names that correspond w/ preferences in `plot_preds` + variable_pred_base <- paste0(variable_obs, "_base") + variable_pred_metab <- paste0(variable_obs, "_metab_dense") + cols_select <- c("date", "site_id", "rep_id", variable_obs, variable_pred_base, variable_pred_metab) + + # define y-axis labels that correspond w/ selected `variable_obs` + if(variable_obs == "do_mean"){ + y_axis_label <- expression(Predicted~mean~DO~(mg~O[2]~L^-1)) + x_axis_label <- expression(Observed~mean~DO~(mg~O[2]~L^-1)) + } + if(variable_obs == "do_min"){ + y_axis_label <- expression(Predicted~max~DO~(mg~O[2]~L^-1)) + x_axis_label <- expression(Observed~max~DO~(mg~O[2]~L^-1)) + } + if(variable_obs == "do_max"){ + y_axis_label <- expression(Predicted~max~DO~(mg~O[2]~L^-1)) + x_axis_label <- expression(Observed~max~DO~(mg~O[2]~L^-1)) + } + + # format data frame + preds_data_subset <- preds_data %>% + filter(site_id %in% c(site_no)) %>% + select(all_of(cols_select)) %>% + rename(var_obs := !!variable_obs, + var_mod_base := !!variable_pred_base, + var_mod_metab := !!variable_pred_metab) %>% + mutate(rep_id = as.factor(rep_id)) + + # make base figure + p <- preds_data_subset %>% + ggplot() + + # now add on model predictions, depending on which model ids are requested in `plot_preds` + if(length(plot_preds) == 1 && plot_preds == "base"){ + p1 <- p + + geom_point(aes(x = var_obs, y = var_mod_base, group = rep_id, color = "predicted"),size = point_size, alpha = point_alpha) + + scale_color_manual(name = '', + labels = c("DL-predicted"), + values = preds_colors[1]) + } + if(length(plot_preds) == 1 && plot_preds == "metab_dense"){ + p1 <- p + + geom_point(aes(x = var_obs, y = var_mod_metab, color = "zpredicted"),size = point_size, alpha = point_alpha) + + scale_color_manual(name = '', + labels = c("PGDL-predicted"), + values = preds_colors[2]) + } + if("metab_dense" %in% plot_preds & "base" %in% plot_preds){ + p1 <- p + + geom_point(aes(x = var_obs, y = var_mod_base, group = rep_id, color = "predicted"), size = point_size, alpha = point_alpha) + + geom_point(aes(x = var_obs, y = var_mod_metab, group = rep_id, color = "zpredicted"), size = point_size, alpha = point_alpha) + + scale_color_manual(name = '', + labels = c("DL-predicted","PGDL-predicted"), + values = preds_colors) + } + + # finalize plot formatting + p2 <- p1 + + coord_cartesian(xlim=c(min(breaks_x), max(breaks_x)), + ylim = c(min(breaks_y),max(breaks_y))) + + scale_x_continuous(breaks = breaks_x) + + scale_y_continuous(breaks = breaks_y) + + labs(x = x_axis_label, y = y_axis_label) + + geom_abline(slope = 1, intercept = 0, lty = 2, size = 0.75) + + theme_classic() + + theme(axis.title = element_text(size = 13), + axis.text = element_text(size = 12), + axis.title.x = element_text(margin = margin(t = 10)), + axis.title.y = element_text(margin = margin(r = 10)), + legend.text = element_text(size = 12)) + + if(!plot_legend){ + p2 <- p2 + theme(legend.position = "none") + } + + return(p2) +} + + + diff --git a/3_visualize/src/plotting_script_delete_later.R b/3_visualize/src/plotting_script_delete_later.R new file mode 100644 index 00000000..9257b8a6 --- /dev/null +++ b/3_visualize/src/plotting_script_delete_later.R @@ -0,0 +1,96 @@ +# pseudo targets pipeline for creating plots of model predictive performance + +source("3_visualize/src/plotting_helpers.R") +library(tidyverse) +library(targets) +library(patchwork) +tar_load(p2a_metrics_files) +tar_load(p2a_do_and_metab) + +# read in and bind the overall_metrics files from each model id +p3_overall_metrics <- lapply(p2a_metrics_files, function(x){ + dat <- readr::read_csv(x, show_col_types = FALSE) %>% + mutate(model_id = str_replace_all(x, '2a_model/out/models/|/exp_overall_metrics.csv', '')) + }) %>% + bind_rows() + +# plot overall model performance by train/test partition +# targets pipeline will save plots for all model ids +p3_overall_metrics_png <- plot_metrics_by_partition(metrics_df = filter(p3_overall_metrics, model_id == "0_baseline_LSTM"), + performance_metric = "rmse", + fileout = "3_visualize/out/baseline_rmse.png", + partition_select = c("train", "val"), + partition_colors = c("#a6cee3","#1f78b4")) + +# save directories containing model reps +p3_preds_dir_0_baseline_LSTM <- list.files("2a_model/out/models/0_baseline_LSTM/nstates_10/nep_100", full.names = TRUE) +p3_preds_dir_2_multitask_dense <- list.files("2a_model/out/models/2_multitask_dense/nstates_10/nep_100", full.names = TRUE) + +# read in feather files from model rep sub-directories and create a data frame w/ DO predictions from 0_baseline_LSTM +p3_preds_0_baseline_LSTM <- p3_preds_dir_0_baseline_LSTM %>% + purrr::map_dfr(read_preds_feather, preds_file = "val_preds.feather", .id = "rep_file") %>% + mutate(model_id = str_replace_all(rep_file, '2a_model/out/models/|/exp_overall_metrics.csv', '')) %>% + rename(do_min_base = do_min, do_max_base = do_max, do_mean_base = do_mean) + +# read in feather files from model rep sub-directories and create a data frame w/ DO predictions from 2_multitask_dense +p3_preds_2_multitask_dense <- p3_preds_dir_2_multitask_dense %>% + purrr::map_dfr(read_preds_feather, preds_file = "val_preds.feather", .id = "rep_file") %>% + mutate(model_id = str_replace_all(rep_file, '2a_model/out/models/|/exp_overall_metrics.csv', '')) %>% + rename(do_min_metab_dense = do_min, do_max_metab_dense = do_max, do_mean_metab_dense = do_mean) + +# bind together predictions from both models, note that the preds columns have different names +# for each model id +p3_preds_all_models <- p3_preds_0_baseline_LSTM %>% + select(-c(model_id, rep_file)) %>% + left_join(y = select(p3_preds_2_multitask_dense, -model_id, -rep_file), + by = c("site_id", "date", "rep_id")) %>% + select(-c(GPP, ER, K600, depth, temp.water)) + +# bind together model predictions with observations +p3_preds_all_models_w_obs <- p3_preds_all_models %>% + mutate(date = as.Date(date)) %>% + left_join(y = p2a_do_and_metab, by = c("site_id","date")) + +# create a timeseries plot that shows the model predictions vs observations +p3_preds_timeseries <- plot_preds_timeseries(preds_data = filter(p3_preds_all_models_w_obs, + date > "2011-10-01", + date < "2016-10-02"), + site_no = "01481500", + variable_obs = "do_mean", + plot_preds = c("base", "metab_dense"), + preds_colors = c("#1b9e77", "#d95f02"), + date_breaks = "1 year", + date_label_format = "%Y", + line_alpha = 0.5) + +# create a scatterplot that shows the model predictions vs observations. +# note that the scatterplot includes all model reps! +p3_preds_scatterplot <- plot_preds_scatter(preds_data = filter(p3_preds_all_models_w_obs, + date > "2011-10-01", + date < "2016-10-02"), + site_no = "01481500", + variable_obs = "do_mean", + plot_preds = c("base", "metab_dense"), + preds_colors = c("#1b9e77", "#d95f02"), + breaks_x = seq(4,16,3), + breaks_y = seq(4,16,3), + point_size = 0.7, + point_alpha = 0.3, + plot_legend = FALSE) + +# combine the timeseries and the scatterplot in one plot +p3_preds_plot_combined <- p3_preds_timeseries + + p3_preds_scatterplot + + plot_layout(ncol = 2, widths = c(2, 1)) + +# save the combined plot showing model predictions vs. observations +ggsave(filename = "3_visualize/out/model_preds_vs_obs.png", + plot = p3_preds_plot_combined, + width = 12, height = 4.5, units = c("in"), + dpi = 300) + + + + + +