{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot MatrixProfile Discords - Anomalies\n", "\n", "While we provide some default plotting functionality through visualize, it may not suite your needs. This example shows you how to create various plots displaying anomalies." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matrixprofile as mp\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "dataset = mp.datasets.load('motifs-discords-small')\n", "window_size = 32" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "profile = mp.compute(dataset['data'], window_size)\n", "profile = mp.discover.discords(profile)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot with Stars\n", "\n", "This example shows how you can plot discords on the matrix profile with red stars." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We have to adjust the matrix profile to match the dimensions of the original\n", "# time series\n", "mp_adjusted = np.append(profile['mp'], np.zeros(profile['w'] - 1) + np.nan)\n", "\n", "# Create a plot with three subplots\n", "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(20,7))\n", "axes[0].plot(np.arange(len(profile['data']['ts'])), profile['data']['ts'])\n", "axes[0].set_title('Raw Data', size=22)\n", "\n", "#Plot the Matrix Profile\n", "axes[1].plot(np.arange(len(mp_adjusted)), mp_adjusted)\n", "axes[1].set_title('Matrix Profile', size=22)\n", "\n", "for discord in profile['discords']:\n", " x = discord\n", " y = profile['mp'][discord]\n", " \n", " axes[1].plot(x, y, marker='*', markersize=10, c='r')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot with Color\n", "\n", "This example shows how you can plot on top of the original time series." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We have to adjust the matrix profile to match the dimensions of the original\n", "# time series\n", "mp_adjusted = np.append(profile['mp'], np.zeros(profile['w'] - 1) + np.nan)\n", "\n", "# Create a plot with three subplots\n", "fig, ax = plt.subplots(1, 1, sharex=True, figsize=(20,7))\n", "ax.plot(np.arange(len(profile['data']['ts'])), profile['data']['ts'])\n", "ax.set_title('Raw Data', size=22)\n", "\n", "for discord in profile['discords']:\n", " x = np.arange(discord, discord + profile['w'])\n", " y = profile['data']['ts'][discord:discord + profile['w']]\n", " \n", " ax.plot(x, y, c='r')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot with Heatmap\n", "\n", "Display a colored heatmap over the original time series." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We have to adjust the matrix profile to match the dimensions of the original\n", "# time series\n", "mp_adjusted = np.append(profile['mp'], np.zeros(profile['w'] - 1) + np.nan)\n", "\n", "fig, axes = plt.subplots(2, 1, sharex=True, figsize=(20, 7), gridspec_kw={'height_ratios': [3, 25]})\n", "pos = axes[0].imshow([mp_adjusted,], aspect='auto', cmap='coolwarm')\n", "axes[0].set_yticks([])\n", "\n", "axes[1].plot(np.arange(len(profile['data']['ts'])), profile['data']['ts'])\n", "axes[1].set_title('Raw Data', size=22)\n", "\n", "cbar_ax = fig.add_axes([0.92, 0.36, 0.01, 0.5])\n", "fig.colorbar(pos, orientation='vertical', cax=cbar_ax, use_gridspec=True)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }