{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reliability diagram" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reliability Diagram is a tool to visualize the calibration of a model given a set of data. It groups the data into bins and plots the accuracy of each bin against the average predicted value for that bin. The reliability diagram can be plotted for top-class prediction only or for a given class. The calzone package provides a function to calculate and plot the reliability diagram." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "### Import the necessary libraries and load the data\n", "import numpy as np\n", "from calzone.utils import reliability_diagram,data_loader\n", "from calzone.vis import plot_reliability_diagram\n", "### loading the data\n", "wellcal_dataloader = data_loader(data_path=\"../../../example_data/simulated_welldata.csv\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Create and plot the top-class well calibrated data\n", "reliability,confindence,bin_edges,bin_counts = reliability_diagram(wellcal_dataloader.labels, wellcal_dataloader.probs, num_bins=15,class_to_plot=None) #clasto plot is None mean calcuate for top-class\n", "# Plot the reliability diagram\n", "plot_reliability_diagram(reliability,confindence,bin_counts,error_bar=True,title='Top class reliability diagram for well calibrated data')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The error bar in the reliability diagram is the 95% confidence interval calculated using wilson score interval which assume that samples in a bin is a series of Bernoulli trials with the success probability equal to the mean predicted probability. The confidence interval is only for reference and might not be exact.\n", "\n", "Since we have a binary classification problem, The mean predicted probability will not go below 0.5 for the top-class reliability diagram. We will proceed to plot the class 1 reliability diagram." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Create and plot the class 1 well calibrated data\n", "reliability,confindence,bin_edges,bin_counts = reliability_diagram(wellcal_dataloader.labels, wellcal_dataloader.probs, num_bins=15,class_to_plot=1) \n", "# Plot the reliability diagram\n", "plot_reliability_diagram(reliability,confindence,bin_counts,error_bar=True,title='Class 1 reliability diagram for well calibrated data')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Class-by-class reliability diagrams reveal more information about the model's calibration. The top-class reliability diagram could be misleading as it could shows reasonable calibration for the top-class, but the model could be overconfident for the other classes. We can demonstrate in the following example." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "### We will artificially drop the prevalence of class 1\n", "# The top-class reliability diagram will still look good\n", "# But the class-1 reliability diagram will be very bad\n", "from calzone.utils import softmax_to_logits\n", "from scipy.special import softmax\n", "import numpy as np\n", "\n", "test_dataloader = data_loader(data_path=\"../../../example_data/simulated_welldata.csv\")\n", "class_1_index = (test_dataloader.labels==1)\n", "\n", "# We will drop 50% of class 1 samples\n", "class_1_samples = np.where(class_1_index)[0]\n", "drop_indices = np.random.choice(class_1_samples, size=int(len(class_1_samples)/2), replace=False)\n", "\n", "mask = np.ones(len(test_dataloader.labels), dtype=bool)\n", "mask[drop_indices] = False\n", "\n", "test_dataloader.labels = test_dataloader.labels[mask]\n", "test_dataloader.probs = test_dataloader.probs[mask]\n", "test_dataloader.data = test_dataloader.data[mask]\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Create and plot the top-class reliability diagram\n", "reliability,confindence,bin_edges,bin_counts = reliability_diagram(test_dataloader.labels, test_dataloader.probs, num_bins=15,class_to_plot=None) \n", "plot_reliability_diagram(reliability,confindence,bin_counts,error_bar=True,title='Top class reliability diagram for mis calibrated data')\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Create and plot the class-by-class reliability diagram\n", "reliability_0,confindence_0,bin_edges,bin_counts_0 = reliability_diagram(test_dataloader.labels, test_dataloader.probs, num_bins=15,class_to_plot=0) \n", "reliability_1,confindence_1,bin_edges,bin_counts_1 = reliability_diagram(test_dataloader.labels, test_dataloader.probs, num_bins=15,class_to_plot=1)\n", "reliability = np.vstack((reliability_0,reliability_1))\n", "confindence = np.vstack((confindence_0,confindence_1))\n", "bin_counts = np.vstack((bin_counts_0,bin_counts_1))\n", "plot_reliability_diagram(reliability,confindence,bin_counts,error_bar=True,title='class-by-class reliability diagram for mis calibrated data',custom_colors=['blue','red'])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The example shows us that the prevalence shift in the testing data could lead to mis-calibration in a posterior sense. Calzone provides a method to calibrate it. The prevalence is not related to the model and the model could still have the correct likelihood ratio. See more discussion in the prevalence adjustment section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "Bröcker, J., & Smith, L. A. (2007). Increasing the Reliability of Reliability Diagrams. Weather and Forecasting, 22(3), 651–661. https://doi.org/10.1175/WAF993.1\n" ] } ], "metadata": { "kernelspec": { "display_name": "uq", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 2 }