From 2b262a01c5a4ee219bc4a0b66f504ebaf8145776 Mon Sep 17 00:00:00 2001 From: jevanilla Date: Wed, 2 Oct 2024 14:42:10 -0700 Subject: [PATCH] Added metric function to package for analysis of experimental predictions; updated README metrics --- NAMESPACE | 1 + R/forecast_metrics.R | 46 ++++ README.Rmd | 223 +----------------- README.md | 86 +++---- README_files/figure-gfm/cm23-1.png | Bin 35401 -> 35718 bytes README_files/figure-gfm/scatter23-1.png | Bin 27829 -> 27858 bytes .../figure-gfm/unnamed-chunk-12-1.png | Bin 0 -> 40757 bytes .../figure-gfm/unnamed-chunk-16-1.png | Bin 51939 -> 29597 bytes .../figure-gfm/unnamed-chunk-17-1.png | Bin 0 -> 62540 bytes .../figure-gfm/unnamed-chunk-18-1.png | Bin 29597 -> 59419 bytes inst/notes.txt | 9 + inst/scripts/find_cl_metrics.R | 42 ---- man/forecast_metrics.Rd | 22 ++ 13 files changed, 114 insertions(+), 315 deletions(-) create mode 100644 R/forecast_metrics.R create mode 100644 README_files/figure-gfm/unnamed-chunk-12-1.png create mode 100644 README_files/figure-gfm/unnamed-chunk-17-1.png create mode 100644 inst/notes.txt delete mode 100644 inst/scripts/find_cl_metrics.R create mode 100644 man/forecast_metrics.Rd diff --git a/NAMESPACE b/NAMESPACE index dc8ab29..a0b95cf 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -2,6 +2,7 @@ export(add_forecast_results) export(find_closures) +export(forecast_metrics) export(format_probs) export(format_webpage_table) export(get_recent_year) diff --git a/R/forecast_metrics.R b/R/forecast_metrics.R new file mode 100644 index 0000000..342ec40 --- /dev/null +++ b/R/forecast_metrics.R @@ -0,0 +1,46 @@ +#' Finds metrics from a table of forecast predictions +#' @param fc tibble of predictions +#' @param predicted_col character string of predicted classification column name +#' @param measured_col character string of measured classification column +#' @export +forecast_metrics <- function(fc, + predicted_col = "predicted_class", + measured_col = "actual_class") { + correct <- fc |> + dplyr::filter(.data[[predicted_col]] == .data[[measured_col]]) |> + nrow() + tn <- fc |> + dplyr::filter(.data[[predicted_col]] != 3 & .data[[measured_col]] != 3) |> + nrow() + tp <- fc |> + dplyr::filter(.data[[predicted_col]] == 3 & .data[[measured_col]] == 3) |> + nrow() + fp <- fc |> + dplyr::filter(.data[[predicted_col]] == 3 & .data[[measured_col]] != 3) |> + nrow() + fn <- fc |> + dplyr::filter(.data[[predicted_col]] != 3 & .data[[measured_col]] == 3) |> + nrow() + + precision <- tp/(tp+fp) + recall <- tp/(tp+fn) + sensitivity <- tp/(tp+fn) + specificity <- tn/(tn+fp) + + f_1 <- (2)*(precision*recall)/(precision+recall) + cl_accuracy <- (tn+tp)/nrow(fc) + accuracy <- correct/nrow(fc) + + metrics_c3 <- dplyr::tibble(tp = tp, + fp = fp, + tn = tn, + fn = fn, + accuracy = accuracy, + cl_accuracy = cl_accuracy, + f_1=f_1, + precision = precision, + sensitivity = sensitivity, + specificity = specificity) + + return(metrics_c3) +} \ No newline at end of file diff --git a/README.Rmd b/README.Rmd index 0386d77..384827d 100644 --- a/README.Rmd +++ b/README.Rmd @@ -137,70 +137,20 @@ p3_v_tox_24 ### Metrics -#### Season Accuracy: - - -```{r echo=FALSE} -correct <- pred_w_results |> - filter(predicted_class == class) |> - nrow() - -metrics <- tibble(accuracy = correct/nrow(pred_w_results)) - -metrics -``` - -#### Closure-level (Class 3) Predictions - + tp - The model predicted class 3 and the following week's measurement was class 3 + fp - The model predicted class 3 and the following week's measurement was not class 3 + tn - The model predicted class 0,1,2 and the following week's measurement was in class 0,1,2 + fn - The model predicted class 0,1,2 and the following week's measurement was class 3 + + accuracy - Measure of how many correct classifications were predicted + + cl_accuracy - Considering predictions are those that correctly predicted toxicity above or below the closure limit or not + precision - TP/(TP+FP) + sensitivity - TP/(TP+FN) + specificity - TN/(TN+FP) + + f_1 ```{r echo=FALSE} -tn <- pred_w_results |> - filter(predicted_class != 3 & class != 3) |> - nrow() - -tp <- pred_w_results |> - dplyr::filter(.data$predicted_class == 3 & .data$class == 3) |> - nrow() - -fp <- pred_w_results |> - dplyr::filter(.data$predicted_class == 3 & .data$class != 3) |> - nrow() - -precision = tp/(tp+fp) - -fn = pred_w_results |> - dplyr::filter(.data$predicted_class != 3 & .data$class == 3) |> - nrow() - -recall = tp/(tp+fn) - -f_1 = (2)*(precision*recall)/(precision+recall) - -sensitivity = tp/(tp+fn) - -specificity = tn/(tn+fp) - -cl_accuracy = (tn+tp)/nrow(pred_w_results) - -metrics_c3 <- tibble(tp = tp, - fp = fp, - tn = tn, - fn = fn, - cl_accuracy = cl_accuracy, - precision = precision, - #recall = recall, - sensitivity = sensitivity, - specificity = specificity) - -metrics_c3 +forecast_metrics(pred_w_results, measured_col = "class") ``` @@ -265,61 +215,8 @@ p3_v_tox_23 ### Metrics -#### Season Accuracy: - - ```{r echo=FALSE} -correct <- pred_w_results |> - filter(predicted_class == class) |> - nrow() - -metrics <- tibble(accuracy = correct/nrow(pred_w_results)) - -metrics -``` - -#### Closure-level (Class 3) Predictions - -```{r echo=FALSE} -tn <- pred_w_results |> - filter(predicted_class != 3 & class != 3) |> - nrow() - -tp <- pred_w_results |> - dplyr::filter(.data$predicted_class == 3 & .data$class == 3) |> - nrow() - -fp <- pred_w_results |> - dplyr::filter(.data$predicted_class == 3 & .data$class != 3) |> - nrow() - -precision = tp/(tp+fp) - -fn = pred_w_results |> - dplyr::filter(.data$predicted_class != 3 & .data$class == 3) |> - nrow() - -recall = tp/(tp+fn) - -f_1 = (2)*(precision*recall)/(precision+recall) - -sensitivity = tp/(tp+fn) - -specificity = tn/(tn+fp) - -cl_accuracy = (tn+tp)/nrow(pred_w_results) - -metrics_c3 <- tibble(tp = tp, - fp = fp, - tn = tn, - fn = fn, - cl_accuracy = cl_accuracy, - precision = precision, - #recall = recall, - sensitivity = sensitivity, - specificity = specificity) - -metrics_c3 +forecast_metrics(pred_w_results, measured_col = "class") ``` @@ -382,61 +279,8 @@ p3_v_tox_22 ### Metrics -#### Season Accuracy: - -```{r acc22, echo=FALSE} - -correct <- pred_w_results |> - filter(predicted_class == class) |> - nrow() - -metrics <- tibble(accuracy = correct/nrow(pred_w_results)) - -metrics -``` - -#### Closure-level (Class 3) Predictions - ```{r metrics22, echo=FALSE} -tn <- pred_w_results |> - filter(predicted_class != 3 & class != 3) |> - nrow() - -tp <- pred_w_results |> - dplyr::filter(.data$predicted_class == 3 & .data$class == 3) |> - nrow() - -fp <- pred_w_results |> - dplyr::filter(.data$predicted_class == 3 & .data$class != 3) |> - nrow() - -precision = tp/(tp+fp) - -fn = pred_w_results |> - dplyr::filter(.data$predicted_class != 3 & .data$class == 3) |> - nrow() - -recall = tp/(tp+fn) - -f_1 = (2)*(precision*recall)/(precision+recall) - -sensitivity = tp/(tp+fn) - -specificity = tn/(tn+fp) - -cl_accuracy = (tn+tp)/nrow(pred_w_results) - -metrics_c3 <- tibble(tp = tp, - fp = fp, - tn = tn, - fn = fn, - cl_accuracy = cl_accuracy, - precision = precision, - #recall = recall, - sensitivity = sensitivity, - specificity = specificity) - -metrics_c3 +forecast_metrics(pred_w_results, measured_col = "class") ``` @@ -515,61 +359,8 @@ p3_v_tox_21 ### Metrics -#### Season Accuracy: - -```{r acc21, echo=FALSE} - -correct <- pred_w_results |> - filter(predicted_class == class) |> - nrow() - -metrics <- tibble(accuracy = correct/nrow(pred_w_results)) - -metrics -``` - -#### Closure-level (Class 3) Predictions - ```{r metrics21, echo=FALSE} -tn <- pred_w_results |> - filter(predicted_class != 3 & class != 3) |> - nrow() - -tp <- pred_w_results |> - dplyr::filter(.data$predicted_class == 3 & .data$class == 3) |> - nrow() - -fp <- pred_w_results |> - dplyr::filter(.data$predicted_class == 3 & .data$class != 3) |> - nrow() - -precision = tp/(tp+fp) - -fn = pred_w_results |> - dplyr::filter(.data$predicted_class != 3 & .data$class == 3) |> - nrow() - -recall = tp/(tp+fn) - -f_1 = (2)*(precision*recall)/(precision+recall) - -sensitivity = tp/(tp+fn) - -specificity = tn/(tn+fp) - -cl_accuracy = (tn+tp)/nrow(pred_w_results) - -metrics_c3 <- tibble(tp = tp, - fp = fp, - tn = tn, - fn = fn, - cl_accuracy = cl_accuracy, - precision = precision, - #recall = recall, - sensitivity = sensitivity, - specificity = specificity) - -metrics_c3 +forecast_metrics(pred_w_results, measured_col = "class") ``` diff --git a/README.md b/README.md index 32bec06..41e6a9d 100644 --- a/README.md +++ b/README.md @@ -102,15 +102,6 @@ glimpse(predictions) ### Metrics -#### Season Accuracy: - - ## # A tibble: 1 × 1 - ## accuracy - ## - ## 1 0.717 - -#### Closure-level (Class 3) Predictions - - tp - The model predicted class 3 and the following week’s measurement was class 3 - fp - The model predicted class 3 and the following week’s measurement @@ -119,16 +110,21 @@ glimpse(predictions) measurement was in class 0,1,2 - fn - The model predicted class 0,1,2 and the following week’s measurement was class 3 +- accuracy - Measure of how many correct classifications were predicted +- cl_accuracy - Considering predictions are those that correctly + predicted toxicity above or below the closure limit or not - precision - TP/(TP+FP) - sensitivity - TP/(TP+FN) - specificity - TN/(TN+FP) +- f_1 - ## # A tibble: 1 × 8 - ## tp fp tn fn cl_accuracy precision sensitivity specificity - ## - ## 1 2 4 397 7 0.973 0.333 0.222 0.990 + ## # A tibble: 1 × 10 + ## tp fp tn fn accuracy cl_accuracy f_1 precision sensitivity + ## + ## 1 2 4 397 7 0.717 0.973 0.267 0.333 0.222 + ## # ℹ 1 more variable: specificity ## 2023 Season Results @@ -146,19 +142,11 @@ predictions <- read_forecast(year = "2023") ### Metrics -#### Season Accuracy: - - ## # A tibble: 1 × 1 - ## accuracy - ## - ## 1 0.993 - -#### Closure-level (Class 3) Predictions - - ## # A tibble: 1 × 8 - ## tp fp tn fn cl_accuracy precision sensitivity specificity - ## - ## 1 0 0 554 0 1 NaN NaN 1 + ## # A tibble: 1 × 10 + ## tp fp tn fn accuracy cl_accuracy f_1 precision sensitivity + ## + ## 1 0 0 550 0 0.993 1 NaN NaN NaN + ## # ℹ 1 more variable: specificity ## 2022 Season Results @@ -172,23 +160,15 @@ predictions <- read_forecast(year = "2023") ### Metrics -#### Season Accuracy: - - ## # A tibble: 1 × 1 - ## accuracy - ## - ## 1 0.799 - -#### Closure-level (Class 3) Predictions - - ## # A tibble: 1 × 8 - ## tp fp tn fn cl_accuracy precision sensitivity specificity - ## - ## 1 16 20 603 12 0.951 0.444 0.571 0.968 + ## # A tibble: 1 × 10 + ## tp fp tn fn accuracy cl_accuracy f_1 precision sensitivity + ## + ## 1 16 20 603 12 0.799 0.951 0.5 0.444 0.571 + ## # ℹ 1 more variable: specificity ### Timing of initial closure-level predictions -![](README_files/figure-gfm/unnamed-chunk-14-1.png) +![](README_files/figure-gfm/unnamed-chunk-12-1.png) ## 2021 Season Results @@ -202,32 +182,24 @@ predictions <- read_forecast(year = "2023") ### Metrics -#### Season Accuracy: - - ## # A tibble: 1 × 1 - ## accuracy - ## - ## 1 0.938 - -#### Closure-level (Class 3) Predictions - - ## # A tibble: 1 × 8 - ## tp fp tn fn cl_accuracy precision sensitivity specificity - ## - ## 1 2 3 463 0 0.994 0.4 1 0.994 + ## # A tibble: 1 × 10 + ## tp fp tn fn accuracy cl_accuracy f_1 precision sensitivity + ## + ## 1 2 3 463 0 0.938 0.994 0.571 0.4 1 + ## # ℹ 1 more variable: specificity ### Closure-level accuracy ### Timing of initial closure-level predictions -![](README_files/figure-gfm/unnamed-chunk-18-1.png) +![](README_files/figure-gfm/unnamed-chunk-16-1.png) ### Possible manuscript plot(s) -![](README_files/figure-gfm/unnamed-chunk-19-1.png) +![](README_files/figure-gfm/unnamed-chunk-17-1.png) -![](README_files/figure-gfm/unnamed-chunk-20-1.png) +![](README_files/figure-gfm/unnamed-chunk-18-1.png) ### Last Updated - 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zd@k@R8Q?zawP@!Rw^xUrTO6^aVpXZ6YqM$Wb5%(TrmEc|EULnyGUTpK z;-$cMsP>$q?}D&<6^kuaThiI{8_t&CVK(aCCn$n4lI9Z^Nz1n|GvHj-*pPM2sqIce zlOA~c01xI^)L`W&RjPh#xqG<%)w>4UcQP+_YA<54S}B5xE19Ak^ZmgDWuUGLc= z>{^F8xK>+uY;R$np3T0zx3#+woI5* ze46jAnqPg&aqA)V(<}L? diff --git a/inst/notes.txt b/inst/notes.txt new file mode 100644 index 0000000..f9ef5be --- /dev/null +++ b/inst/notes.txt @@ -0,0 +1,9 @@ +pspforecast Notes + +2 October 2024 + +Added forecast_metrics() for finding all metrics of experimental predictions + +11 September 2024 + +Updated results tables to indicate correctness of both categorical and closure level decisions \ No newline at end of file diff --git a/inst/scripts/find_cl_metrics.R b/inst/scripts/find_cl_metrics.R deleted file mode 100644 index ba14487..0000000 --- a/inst/scripts/find_cl_metrics.R +++ /dev/null @@ -1,42 +0,0 @@ - - -find_cl_metrics <- function() { - tn <- pred_w_results |> - dplyr::filter(predicted_class != 3 & class != 3) |> - nrow() - - tp <- pred_w_results |> - dplyr::filter(.data$predicted_class == 3 & .data$class == 3) |> - nrow() - - fp <- pred_w_results |> - dplyr::filter(.data$predicted_class == 3 & .data$class != 3) |> - nrow() - - precision = tp/(tp+fp) - - fn = pred_w_results |> - dplyr::filter(.data$predicted_class != 3 & .data$class == 3) |> - nrow() - - recall = tp/(tp+fn) - - f_1 = (2)*(precision*recall)/(precision+recall) - - sensitivity = tp/(tp+fn) - - specificity = tn/(tn+fp) - - cl_accuracy = (tn+tp)/nrow(pred_w_results) - - metrics_c3 <- tibble(tp = tp, - fp = fp, - tn = tn, - fn = fn, - cl_accuracy = cl_accuracy, - precision = precision, - sensitivity = sensitivity, - specificity = specificity) - - return(metrics_c3) -} \ No newline at end of file diff --git a/man/forecast_metrics.Rd b/man/forecast_metrics.Rd new file mode 100644 index 0000000..2d0f537 --- /dev/null +++ b/man/forecast_metrics.Rd @@ -0,0 +1,22 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/forecast_metrics.R +\name{forecast_metrics} +\alias{forecast_metrics} +\title{Finds metrics from a table of forecast predictions} +\usage{ +forecast_metrics( + fc, + predicted_col = "predicted_class", + measured_col = "actual_class" +) +} +\arguments{ +\item{fc}{tibble of predictions} + +\item{predicted_col}{character string of predicted classification column name} + +\item{measured_col}{character string of measured classification column} +} +\description{ +Finds metrics from a table of forecast predictions +}