{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Detect Events\n", "\n", "## Outline\n", "\n", "### Questions\n", "- How do I find the events (change points) in a signal?\n", "- What is the event detection algorithm generally recommended in **dupin**?\n", "\n", "### Objectives\n", "- Demonstrate using a linear cost function with **ruptures** for event detection.\n", "- Show how to use the `SweepDetector` class to find the events and correct number of change points.\n", "\n", "## Import" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import ruptures as rpt\n", "\n", "import dupin as du\n", "\n", "FILENAME = \"lj-filtered-data.h5\"\n", "plt.style.use(\"seaborn-v0_8-bright\")\n", "mpl.rcParams.update(\n", " {\n", " \"lines.linewidth\": 2.0,\n", " \"axes.labelsize\": 20.0,\n", " \"axes.titlesize\": 20.0,\n", " }\n", ")\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define Plotting Functions\n", "\n", "These functions are not general purpose but used to show the detection at the end of the tutorial." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [], "source": [ "def plot_costs(detector, fig):\n", " ax = fig.add_subplot()\n", " ax.plot(sweep_detector.costs_)\n", " ax.axvline(sweep_detector.opt_n_change_points_, color=\"k\", linestyle=\"--\")\n", " ax.set_xlabel(\"$N_{CP}$\")\n", " ax.set_ylabel(\"Cost\")\n", "\n", "\n", "def plot_signal(data, detector, fig):\n", " end_with_strs = [\"2}$\", \"4}$\", \"6}$\", \"8}$\", \"10}$\"]\n", " n_rows = 2\n", " n_cols = 3\n", " gridspec = mpl.gridspec.GridSpec(\n", " n_rows,\n", " n_cols,\n", " )\n", " for i, end_str in enumerate(end_with_strs):\n", " ax = fig.add_subplot(gridspec[i // n_cols, i % n_cols])\n", " df = data.filter(\n", " [c for c in data.columns if c.endswith(end_str)], axis=\"columns\"\n", " )\n", " df.plot(\n", " ax=ax, legend=False, title=\"_\".join(df.columns[0].split(\"_\")[-2:])\n", " )\n", " ax.title.set_size(20)\n", " for cp in sweep_detector.opt_change_points_:\n", " ax.axvline(cp, linestyle=\"--\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load Data\n", "\n", "We load the data from the previous section." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [], "source": [ "data = pd.read_hdf(FILENAME, \"data\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Linear Cost Function\n", "\n", "For general event detection we recommend the `dupin.detect.CostLinearFit` cost function for use in a [ruptures](https://centre-borelli.github.io/ruptures-docs/) detector.\n", "The linear cost function scales each feature to the unit square and then fits a line over the subset of the signal for each feature independently.\n", "The badness of fit then serves as the cost function, by default the Mean Squared Error.\n", "Below we create a `ruptures.Dynp` detector using our cost function.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lin_regress_cost = du.detect.CostLinearFit()\n", "dynp = rpt.Dynp(custom_cost=lin_regress_cost)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sweep Detector\n", "\n", "**rupture** detectors require either a cost cap or a number of change points to detect events.\n", "This means that we either *a priori* need to know the number of change points or an appropriate penalty.\n", "Generally, we don't know this, so we use `dupin.detect.SweepDetector` to detect the best $N$ change points for $N \\in \\{1, 2, ..., N_{max}\\}$ for some max number of change points.\n", "Then we detect the elbow in the costs over number of change points.\n", "This then is the number of detected change points.\n", "Below we use `SweepDetector` to detect the events in the signal." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimal change points: [15]\n" ] } ], "source": [ "sweep_detector = du.detect.SweepDetector(dynp, max_change_points=6)\n", "change_points = sweep_detector.fit(data)\n", "print(f\"Optimal change points: {change_points}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot Data\n", "\n", "We have now detected our first event!\n", "Below we plot the cost over number of change points and the signal with the change point shown. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig = plt.Figure(figsize=(5, 5))\n", "plot_costs(sweep_detector, fig)\n", "fig" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig = plt.Figure(figsize=(10, 7))\n", "plot_signal(data, sweep_detector, fig)\n", "fig.tight_layout()\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial is now complete.\n", "See the API documentation for further questions." ] }, { "cell_type": "markdown", "metadata": { "nbsphinx": "hidden", "tags": [] }, "source": [ "[Previous section](04-feature-selection.ipynb)" ] } ], "metadata": { "kernelspec": { "display_name": "Python (dupin)", "language": "python", "name": "dupin" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 4 }