diff --git a/examples/visualisation/plotting_distances.ipynb b/examples/visualisation/plotting_distances.ipynb new file mode 100644 index 0000000000..fe3a880739 --- /dev/null +++ b/examples/visualisation/plotting_distances.ipynb @@ -0,0 +1,161 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Distances Plotting\n", + "\n", + "This is a simple notebook displaying some of the visualisation functionalities for plotting time series available in `aeon`.\n", + "\n", + "This is in-progress, and does not contain detailed descriptions and documentation yet." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from aeon.datasets import load_gunpoint" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pairwise Distance Matrix\n", + "\n", + "A pairwise distance matrix is a 2D array where each cell `(i, j)` represents the distance between the `i-th` element of time series `a` and the `j-th` element of time series `b`." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from aeon.distances import euclidean_pairwise_distance\n", + "from aeon.visualisation import plot_pairwise_distance_matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "X, y = load_gunpoint(split=\"train\")\n", + "\n", + "# Subsets of the time series\n", + "a = X[0:5] # First 5 time series\n", + "b = X[10:15] # Next 5 time series" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Shape of a: (5, 150)\n", + "Shape of b: (5, 150)\n" + ] + } + ], + "source": [ + "# Squeeze the arrays to remove extra dimensions\n", + "a = a.squeeze()\n", + "b = b.squeeze()\n", + "\n", + "# Display the shapes of a and b\n", + "print(\"Shape of a:\", a.shape)\n", + "print(\"Shape of b:\", b.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Compute the pairwise distance matrix between the time series\n", + "# in `a` and `b` using Euclidean pairwise distance\n", + "\n", + "distance_matrix = euclidean_pairwise_distance(a, b)\n", + "\n", + "path = [(i, i) for i in range(len(a))]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the pairwise distance matrix\n", + "plot_pairwise_distance_matrix(distance_matrix, a, b, path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation of the above Plot\n", + "\n", + "- **Heatmap**: The central heatmap shows the pairwise distances between the time series in `a` and `b`. Darker colors represent smaller distances, while lighter colors represent larger distances.\n", + "\n", + "- **Blue Plot (Left)**: This shows the time series `a` vertically. Each line corresponds to one of the time series in `a`.\n", + "\n", + "- **Orange Plot (Bottom)**: This shows the time series `b` horizontally. Each line corresponds to one of the time series in `b`.\n", + "\n", + "- **Red Path**: The red path highlights the alignment between the time series. In this case, it is a diagonal path for demonstration purposes." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "myaeon", + "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": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}