Add R script to plot 1-year AUC comparisons with ggplot2 (256 vs Delphi and 120 vs Delphi)
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76
plot_model_comparison_1year.R
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76
plot_model_comparison_1year.R
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# Plot AUC comparisons (1-year gap) between models and Delphi using ggplot2
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# Usage:
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# Rscript plot_model_comparison_1year.R [path_to_csv] [output_dir]
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# Defaults:
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# path_to_csv = "model_comparison_auc_1year.csv"
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# output_dir = current working directory (".")
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suppressPackageStartupMessages({
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library(ggplot2)
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})
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args <- commandArgs(trailingOnly = TRUE)
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csv_path <- if (length(args) >= 1) args[1] else "model_comparison_auc_1year.csv"
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out_dir <- if (length(args) >= 2) args[2] else "."
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if (!dir.exists(out_dir)) {
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dir.create(out_dir, recursive = TRUE, showWarnings = FALSE)
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}
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# Read data
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# Expect columns including: auc_delphi, auc_256, auc_120, Colour (hex color), name, etc.
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df <- tryCatch({
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read.csv(csv_path, check.names = FALSE)
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}, error = function(e) {
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stop(sprintf("Failed to read CSV at '%s': %s", csv_path, e$message))
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})
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# Helper to make a scatter plot comparing model vs Delphi AUC
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make_comparison_plot <- function(data, y_col, title_text, y_label) {
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# Use shape 21 (filled circle) to allow white stroke and colored fill
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ggplot(data, aes(x = auc_delphi, y = .data[[y_col]])) +
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geom_abline(slope = 1, intercept = 0, color = "black", linetype = "dashed", linewidth = 0.5) +
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geom_vline(xintercept = 0.5, color = "gray50", linetype = "dashed", linewidth = 0.4) +
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geom_hline(yintercept = 0.5, color = "gray50", linetype = "dashed", linewidth = 0.4) +
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geom_point(aes(fill = Colour), shape = 21, color = "white", stroke = 0.65, size = 2.2, alpha = 0.95, show.legend = FALSE) +
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scale_fill_identity() +
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coord_cartesian(xlim = c(0.3, 1.05), ylim = c(0.3, 1.05)) +
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coord_fixed(ratio = 1) +
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labs(title = title_text, x = "AUC_Delphi", y = y_label) +
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theme_minimal(base_size = 10) +
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theme(
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plot.title = element_text(hjust = 0.5),
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panel.grid.minor = element_blank()
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)
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}
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# Plot: AUC_256 vs AUC_Delphi (1 year gap)
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if (!all(c("auc_delphi", "auc_256") %in% names(df))) {
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stop("Input CSV must contain columns 'auc_delphi' and 'auc_256'.")
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}
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p256 <- make_comparison_plot(
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data = df,
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y_col = "auc_256",
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title_text = "AUC_256 vs AUC_Delphi 1 year gap",
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y_label = "AUC_256"
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)
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out_256 <- file.path(out_dir, "model_comparison_auc_256_vs_delphi_1year.png")
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ggsave(filename = out_256, plot = p256, width = 7, height = 4, dpi = 600, bg = "white")
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cat(sprintf("Saved: %s\n", out_256))
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# Plot: AUC_120 vs AUC_Delphi (1 year gap)
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if (!"auc_120" %in% names(df)) {
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warning("Column 'auc_120' not found in CSV; skipping AUC_120 vs AUC_Delphi plot.")
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} else {
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p120 <- make_comparison_plot(
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data = df,
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y_col = "auc_120",
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title_text = "AUC_120 vs AUC_Delphi 1 year gap",
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y_label = "AUC_120"
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)
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out_120 <- file.path(out_dir, "fig_auc_120_vs_delphi_1year.png")
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ggsave(filename = out_120, plot = p120, width = 7, height = 4, dpi = 600, bg = "white")
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cat(sprintf("Saved: %s\n", out_120))
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}
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