{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Shapelet Discovery\n", "\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/TDAmeritrade/stumpy/main?filepath=notebooks/Tutorial_Shapelet_Discovery.ipynb)\n", "\n", "This tutorial explores the \"Shapelet Discovery\" case study from the research paper: [The Swiss Army Knife of Time Series Data Mining: Ten Useful Things You Can Do with the Matrix Profile and Ten Lines of Code\"](https://www.cs.ucr.edu/~eamonn/Top_Ten_Things_Matrix_Profile.pdf) (see Section 3.7). Also, you may want to refer to the [Matrix Profile I](https://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf) and [Time Series Shapelets: A New Primitive for Data Mining](https://www.cs.ucr.edu/~eamonn/shaplet.pdf) papers for more information and other related examples." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What Is A Shapelet?\n", "\n", "Informally, time series \"shapelets\" are time series subsequences which are, in some sense, maximally representative of a class. For example, imagine if you had a time series that tracked the electricity consumption being used every second by the large appliances within your home for five years. Each time you run your clothes dryer, dishwasher, or air conditioner, your power meter will record the electricity being consumed and just by looking at the time series you'll likely be able to associate an electricity consumption \"signature\" (i.e., shape, duration, maximum energy usage, etc) to each appliance. These patterns may be obvious or subtle and it is their uniquely \"shaped\" time series subsequence that allows you to differentiate between each appliance class. Thus, these so-called shapelets may be useful for classifying unlabeled time series that contain an occurrence of the shapelet. Don't worry if this sounds bit jargon-y as everything will hopefully become clearer through our example below. \n", "\n", "Recent research (see above) suggest that matrix profiles can be used to efficiently identify shapelets of a particular class and so, in this tutorial, we'll build on top of our matrix profile knowledge and demonstrate how we can use STUMPY to easily discover interesting shapelets in only a few lines of additional code." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting Started\n", "\n", "Let's import the packages that we'll need to load, analyze, and plot the data and, later, to build simple decision tree models." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import stumpy\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn import tree\n", "from sklearn import metrics\n", "\n", "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the GunPoint Dataset\n", "\n", "This dataset is a motion capture time series that tracks the movement of an actors' right hand and contains two classes:\n", "\n", "1. `Gun`\n", "2. `Point`\n", "\n", "In the `Gun` class, the actors draw a physical gun from a hip-mounted holster, point the gun at a target for approximately one second, then return the gun to the holster, and relax their hands to their sides. In the `Point` class, the actors leave their gun by their sides and, instead, they point their index fingers toward the target (i.e., without a gun) for approximately one second, and then return their hands to their sides. For both classes, the centroid of the actors' right hand was tracked to represent its motion.\n", "\n", "Below, we'll retrieve the raw data, split them into the `gun_df` and the `point_df`, and then, for each respective class, concatenate all of the individual samples into one long time series. Additionally, we establish a clear boundary for each sample (i.e., where a sample starts and ends) by appending a `NaN` value after each sample. This helps to ensure that all matrix profile computations do not return artificial subsequences that span across multiple samples:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "train_df = pd.read_csv(\"https://zenodo.org/record/4281349/files/gun_point_train_data.csv?download=1\")\n", "\n", "gun_df = train_df[train_df['0'] == 0].iloc[:, 1:].reset_index(drop=True)\n", "gun_df = (gun_df.assign(NaN=np.nan)\n", " .stack(dropna=False).to_frame().reset_index(drop=True)\n", " .rename({0: \"Centroid Location\"}, axis='columns')\n", " )\n", "\n", "point_df = train_df[train_df['0'] == 1].iloc[:, 1:].reset_index(drop=True)\n", "point_df = (point_df.assign(NaN=np.nan)\n", " .stack(dropna=False).to_frame().reset_index(drop=True)\n", " .rename({0: \"Centroid Location\"}, axis='columns')\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the GunPoint Dataset\n", "\n", "Next, let's plot our data and visualize the differences in motion when a gun is absent and when it is physically present:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, sharex=True, gridspec_kw={'hspace': 0})\n", "plt.suptitle('Point vs. Gun', fontsize='30')\n", "plt.xlabel('Time', fontsize ='20')\n", "fig.text(0.09, 0.5, 'Centroid Location', va='center', rotation='vertical', fontsize='20')\n", "\n", "axs[0].plot(point_df, label=\"Point\")\n", "axs[0].legend()\n", "\n", "axs[1].plot(gun_df, color=\"C1\", label=\"Gun\")\n", "axs[1].legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this dataset, you'll see that there are 26 and 24 samples for `Point` and `Gun`, respectively. Both classes contain narrow/wide samples and vertically shifted centroid locations that make it challenging to differentiate between them. Are you able to identify any subtle differences (i.e., shapelets) between `Point` and `Gun` that might help you distinguish between the two classes? \n", "\n", "It turns out that matrix profiles may be able useful in helping us automatically identify potential shapelets!\n", "\n", "## Finding Candidate Shapelets With Matrix Profiles\n", "\n", "Recall from our [Finding Conserved Patterns Across Two Time Series Tutorial](https://stumpy.readthedocs.io/en/latest/Tutorial_AB_Joins.html), that a matrix profile, $P_{AA}$, calculated from a single time series, $T_A$, is called a \"self-join\" and allows you to identify conserved subsequences within $T_A$. However, a matrix profile, $P_{AB}$, computed across two different time series, $T_A$ and $T_B$, is more commonly referred to as an \"AB-join\". Essentially, an AB-join compares all of the subsequences in $T_A$ with all of the subsequences in $T_B$ in order to determine if there are any subsequences in $T_A$ that can also be found in $T_B$. In other words, the resulting matrix profile, $P_{AB}$, annotates every subsequence in $T_A$ with its best matching subsequence in $T_B$. In contrast, if we swap the time series and compute $P_{BA}$ (i.e., a \"BA-join\"), then this annotates every subsequence in $T_B$ with its nearest neighbor subsequence in $T_A$.\n", "\n", "According to Section H of the [Matrix Profile I](https://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf) paper, it is claimed that we can utilize matrix profiles to heuristically \"suggest\" candidate shapelets and the main intuition is that if a discriminative pattern is present in the `Gun` class but not in the `Point` class (or vice versa), then we would expect to see one or more \"bumps\" in their corresponding $P_{Point,Point}$, $P_{Point,Gun}$ (or $P_{Gun, Gun}$, $P_{Gun,Point}$) matrix profiles and any significant differences in the heights may be strong indicators of good candidate shapelets.\n", "\n", "So, first, let's compute the matrix profiles, $P_{Point, Point}$ (self-join) and $P_{Point, Gun}$ (AB-join), and, for simplicity, we use a subsequence length of `m = 38`, which is the length of the best shapelet [reported for this dataset](https://www.cs.ucr.edu/~eamonn/shaplet.pdf):" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "m = 38\n", "P_Point_Point = stumpy.stump(point_df[\"Centroid Location\"], m)[:, 0].astype(float)\n", "P_Point_Gun = stumpy.stump(point_df[\"Centroid Location\"], m, gun_df[\"Centroid Location\"], ignore_trivial=False)[:, 0].astype(float)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we have some `np.nan` values in the our time series, the output of the matrix profiles will contain several `np.inf` values. Thus, we'll adjust this manually by converting them to `np.nan`:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "P_Point_Point[P_Point_Point == np.inf] = np.nan\n", "P_Point_Gun[P_Point_Gun == np.inf] = np.nan" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and now we'll plot them overlaid one on top of the other:" ] }, { "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": [ "plt.plot(P_Point_Point, label=\"$P_{Point,Point}$\")\n", "plt.plot(P_Point_Gun, color=\"C1\", label=\"$P_{Point,Gun}$\")\n", "plt.xlabel(\"Time\", fontsize=\"20\")\n", "plt.ylabel(\"Matrix Profile\", fontsize=\"20\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can highlight the major deviations between the two matrix profiles by plotting the difference between $P_{Point, Point}$ and $P_{Point, Gun}$. Intuitively, $P_{Point, Point}$ will be smaller than $P_{Point, Gun}$ because we would expect subsequences within the same class to be more similar than those of different classes:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "P_diff = P_Point_Gun - P_Point_Point\n", "\n", "idx = np.argpartition(np.nan_to_num(P_diff), -10)[-10:] # get the top 10 peak locations in P_diff\n", "plt.suptitle(\"\", fontsize=\"30\")\n", "plt.xlabel(\"Time\", fontsize=\"20\")\n", "plt.ylabel(\"$P_{diff} = P_{Point,Gun} - P_{Point, Point}$\", fontsize=\"20\")\n", "plt.plot(idx, P_diff[idx], color=\"C1\", marker=\"o\", linewidth=0, markersize=10)\n", "plt.plot(P_diff)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The peak values in $P_{diff}$ (orange circles) are indicators of good shapelet candidates because they suggest patterns that are well conserved in their own class (i.e., $P_{Point,Point}$ self-join) but are also very different from their closest match in the other class (i.e., $P_{Point, Gun}$ AB-join). Armed with this knowledge, let's extract the discovered shapelets and then plot them:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "point_shapelets = []\n", "for i in idx:\n", " shapelet = point_df.iloc[i : i + m, 0]\n", " point_shapelets.append(shapelet)\n", "\n", "plt.xlabel(\"Time\", fontsize=\"20\")\n", "plt.ylabel('Centroid Location', fontsize='20')\n", "plt.plot(point_df, label=\"Point\")\n", "for i, shapelet in zip(idx, point_shapelets):\n", " plt.plot(range(i, i + m), shapelet, color=\"C1\", linewidth=3.0)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on these candidate shapelets (orange), it appears that the major distinguishing factor between the two classes is differentiated in how the actors' hand returns the (imaginary) gun to the holster and then relaxes by the actors' side. According to the original authors, the `Point` class “has a “dip” where the actor put her hand down by her side and it is the inertia that carries her hand a little too far and she is forced to correct for this - a phenomenon that the authors referred to as \"overshooting\"." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building A Simple Classifier\n", "\n", "Now that we've identified 10 candidate shapelets, let's build 10 separate decision tree models based on these shapelets and see how well they can help us distinguish between the `Point` class and the `Gun` class. Luckily, this dataset includes a training set (above) as well as an independent test set that we can use to assess the accuracy of our models: " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "test_df = df = pd.read_csv(\"https://zenodo.org/record/4281349/files/gun_point_test_data.csv?download=1\")\n", "\n", "# Get the train and test targets\n", "y_train = train_df.iloc[:, 0]\n", "y_test = test_df.iloc[:, 0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, for our classification task, each shapelets needs to be evaluated in terms of its predictive power. Thus, we first calculate the distance profile (pairwise Euclidean distance) between a shapelet and every subsequence within each time series or sample. Then, the smallest value is kept to understand if a close match of the shapelet in the time series has been found. The `stumpy.mass` function is perfectly suited for this task:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def distance_to_shapelet(data, shapelet):\n", " \"\"\"\n", " Compute the minimum distance between each data sample and a shapelet of interest\n", " \"\"\"\n", " data = np.asarray(data)\n", " X = np.empty(len(data))\n", " for i in range(len(data)):\n", " D = stumpy.mass(shapelet, data[i])\n", " X[i] = D.min()\n", "\n", " return X.reshape(-1, 1)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy for shapelet 0 = 0.867\n", "Accuracy for shapelet 1 = 0.833\n", "Accuracy for shapelet 2 = 0.807\n", "Accuracy for shapelet 3 = 0.833\n", "Accuracy for shapelet 4 = 0.933\n", "Accuracy for shapelet 5 = 0.873\n", "Accuracy for shapelet 6 = 0.873\n", "Accuracy for shapelet 7 = 0.833\n", "Accuracy for shapelet 8 = 0.86\n", "Accuracy for shapelet 9 = 0.913\n" ] } ], "source": [ "clf = tree.DecisionTreeClassifier()\n", "\n", "for i, shapelet in enumerate(point_shapelets):\n", " X_train = distance_to_shapelet(train_df.iloc[:, 1:], shapelet)\n", " X_test = distance_to_shapelet(test_df.iloc[:, 1:], shapelet)\n", " clf.fit(X_train, y_train)\n", " y_pred = clf.predict(X_test.reshape(-1, 1))\n", " print(f\"Accuracy for shapelet {i} = {round(metrics.accuracy_score(y_test, y_pred), 3)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, all of the shapelets provide some reasonable predictive ability that helps differentiate between the `Point` and `Gun` classes but Shapelet 4 returns the best accuracy of 93.3% and this result exactly reproduces the [published findings](https://www.cs.ucr.edu/~eamonn/Top_Ten_Things_Matrix_Profile.pdf). Great!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bonus Section - Shapelets For The Second Class" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a little extra, we are also going to extract the shapelets from the `Gun` time series to see if they can add any additional predictive power to our model. The procedure is identical to the one that we've explained above except we are focused on shapelets derived from `gun_df`, so we're not going to go into too much detail here:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "m = 38\n", "P_Gun_Gun = stumpy.stump(gun_df[\"Centroid Location\"], m)[:, 0].astype(float)\n", "P_Gun_Point = stumpy.stump(gun_df[\"Centroid Location\"], m, point_df[\"Centroid Location\"], ignore_trivial=False)[:, 0].astype(float)\n", "\n", "P_Gun_Gun[P_Gun_Gun == np.inf] = np.nan\n", "P_Gun_Point[P_Gun_Point == np.inf] = np.nan\n", "\n", "P_diff = P_Gun_Point - P_Gun_Gun\n", "\n", "idx = np.argpartition(np.nan_to_num(P_diff), -10)[-10:] # get the top 10 peak locations in P_diff\n", "plt.suptitle(\"\", fontsize=\"30\")\n", "plt.xlabel(\"Time\", fontsize=\"20\")\n", "plt.ylabel(\"$P_{diff} = P_{Gun, Point} - P_{Gun, Gun}$\", fontsize=\"20\")\n", "plt.plot(idx, P_diff[idx], color=\"C1\", marker=\"o\", linewidth=0, markersize=10)\n", "plt.plot(P_diff)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gun_shapelets = []\n", "for i in idx:\n", " shapelet = gun_df.iloc[i : i + m, 0]\n", " gun_shapelets.append(shapelet)\n", "\n", "plt.xlabel(\"Time\", fontsize=\"20\")\n", "plt.ylabel('Centroid Location', fontsize='20')\n", "plt.plot(gun_df, label=\"Gun\")\n", "for i, shapelet in zip(idx, gun_shapelets):\n", " plt.plot(range(i, i + m), shapelet, color=\"C1\", linewidth=3.0)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that when a physical gun is present, the shapelets discovered at the beginning of the `Gun` drawing action aren't as smooth as the `Point` samples. Similarly, re-holstering the `Gun` also appears to require a bit of fine adjustment.\n", "\n", "Finally, we build our models but, this time, we combine the distance features from both the `Gun` shapelets as well as the `Point` shapelets:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy for shapelet 0 = 0.913\n", "Accuracy for shapelet 1 = 0.853\n", "Accuracy for shapelet 2 = 0.813\n", "Accuracy for shapelet 3 = 0.953\n", "Accuracy for shapelet 4 = 0.933\n", "Accuracy for shapelet 5 = 0.94\n", "Accuracy for shapelet 6 = 0.873\n", "Accuracy for shapelet 7 = 0.867\n", "Accuracy for shapelet 8 = 0.867\n", "Accuracy for shapelet 9 = 0.913\n" ] } ], "source": [ "clf = tree.DecisionTreeClassifier()\n", "\n", "for i, (gun_shapelet, point_shapelet) in enumerate(zip(gun_shapelets, point_shapelets)):\n", " X_train_gun = distance_to_shapelet(train_df.iloc[:, 1:], gun_shapelet)\n", " X_train_point = distance_to_shapelet(train_df.iloc[:, 1:], point_shapelet)\n", " X_train = np.concatenate((X_train_gun, X_train_point), axis=1)\n", " X_test_gun = distance_to_shapelet(test_df.iloc[:, 1:], gun_shapelet)\n", " X_test_point = distance_to_shapelet(test_df.iloc[:, 1:], point_shapelet)\n", " X_test = np.concatenate((X_test_gun, X_test_point), axis=1)\n", " clf.fit(X_train, y_train)\n", " y_pred = clf.predict(X_test)\n", " print(f\"Accuracy for shapelet {i} = {round(metrics.accuracy_score(y_test, y_pred), 3)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that if we include both distances from `Gun` class shapelets and `Point` class shapelets, the classifier reaches 95.3% accuracy (Shapelet 3)! Apparently, adding the distances from the second class as well provides the model with additional useful information. This is a great result as it improves the result by roughly 2%. Again, it is impressive to note that all of this information can be extracted for \"free\" by leveraging matrix profiles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "And that’s it! You’ve just learned how to leverage matrix profiles to find shapelets and use them to build a machine learning classifier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "[The Swiss Army Knife of Time Series Data Mining: Ten Useful Things You Can Do With The Matrix Profile And Ten Lines Of Code](https://www.cs.ucr.edu/~eamonn/Top_Ten_Things_Matrix_Profile.pdf) (see Section 3.7)\n", "\n", "[Time Series Shapelets: A New Primitive for Data Mining](https://www.cs.ucr.edu/~eamonn/shaplet.pdf)\n", "\n", "[STUMPY Documentation](https://stumpy.readthedocs.io/en/latest/)\n", "\n", "[STUMPY Matrix Profile Github Code Repository](https://github.com/TDAmeritrade/stumpy)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 4 }