{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# STUMPY Basics\n", "\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/TDAmeritrade/stumpy/main?filepath=notebooks/Tutorial_STUMPY_Basics.ipynb)\n", "\n", "## Analyzing Motifs and Anomalies with STUMP\n", "\n", "This tutorial utilizes the main takeaways from the research papers: [Matrix Profile I](http://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf) & [Matrix Profile II](http://www.cs.ucr.edu/~eamonn/STOMP_GPU_final_submission_camera_ready.pdf).\n", "\n", "To explore the basic concepts, we'll use the workhorse `stump` function to find interesting motifs (patterns) or discords (anomalies/novelties) and demonstrate these concepts with two different time series datasets: \n", "\n", "1. The Steamgen dataset\n", "2. The NYC taxi passengers dataset\n", "\n", "`stump` is Numba JIT-compiled version of the popular STOMP algorithm that is described in detail in the original [Matrix Profile II](http://www.cs.ucr.edu/~eamonn/STOMP_GPU_final_submission_camera_ready.pdf) paper. `stump` is capable of parallel computation and it performs an ordered search for patterns and outliers within a specified time series and takes advantage of the locality of some calculations to minimize the runtime." ] }, { "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." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import stumpy\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as dates\n", "from matplotlib.patches import Rectangle\n", "import datetime as dt\n", "\n", "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What is a Motif?\n", "\n", "Time series motifs are approximately repeated subsequences found within a longer time series. Being able to say that a subsequence is \"approximately repeated\" requires that you be able to compare subsequences to each other. In the case of STUMPY, all subsequences within a time series can be compared by computing the pairwise z-normalized Euclidean distances and then storing only the index to its nearest neighbor. This nearest neighbor distance vector is referred to as the `matrix profile` and the index to each nearest neighbor within the time series is referred to as the `matrix profile index`. Luckily, the `stump` function takes in any time series (with floating point values) and computes the matrix profile along with the matrix profile indices and, in turn, one can immediately find time series motifs. Let's look at an example:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the Steamgen Dataset\n", "\n", "This data was generated using fuzzy models applied to mimic a steam generator at the Abbott Power Plant in Champaign, IL. The data feature that we are interested in is the output steam flow telemetry that has units of kg/s and the data is \"sampled\" every three seconds with a total of 9,600 datapoints. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " drum pressure excess oxygen water level steam flow\n", "0 320.08239 2.506774 0.032701 9.302970\n", "1 321.71099 2.545908 0.284799 9.662621\n", "2 320.91331 2.360562 0.203652 10.990955\n", "3 325.00252 0.027054 0.326187 12.430107\n", "4 326.65276 0.285649 0.753776 13.681666" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "steam_df = pd.read_csv(\"https://zenodo.org/record/4273921/files/STUMPY_Basics_steamgen.csv?download=1\")\n", "steam_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the Steamgen Dataset" ] }, { "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": [ "plt.suptitle('Steamgen Dataset', fontsize='30')\n", "plt.xlabel('Time', fontsize ='20')\n", "plt.ylabel('Steam Flow', fontsize='20')\n", "plt.plot(steam_df['steam flow'].values)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Take a moment and carefully examine the plot above with your naked eye. If you were told that there was a pattern that was approximately repeated, can you spot it? Even for a computer, this can be very challenging. Here's what you should be looking for:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Manually Finding a Motif" ] }, { "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": [ "m = 640\n", "fig, axs = plt.subplots(2)\n", "plt.suptitle('Steamgen Dataset', fontsize='30')\n", "axs[0].set_ylabel(\"Steam Flow\", fontsize='20')\n", "axs[0].plot(steam_df['steam flow'], alpha=0.5, linewidth=1)\n", "axs[0].plot(steam_df['steam flow'].iloc[643:643+m])\n", "axs[0].plot(steam_df['steam flow'].iloc[8724:8724+m])\n", "rect = Rectangle((643, 0), m, 40, facecolor='lightgrey')\n", "axs[0].add_patch(rect)\n", "rect = Rectangle((8724, 0), m, 40, facecolor='lightgrey')\n", "axs[0].add_patch(rect)\n", "axs[1].set_xlabel(\"Time\", fontsize='20')\n", "axs[1].set_ylabel(\"Steam Flow\", fontsize='20')\n", "axs[1].plot(steam_df['steam flow'].values[643:643+m], color='C1')\n", "axs[1].plot(steam_df['steam flow'].values[8724:8724+m], color='C2')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The motif (pattern) that we are looking for is highlighted above and yet it is still very hard to be certain that the orange and green subsequences are a match (upper panel), that is, until we zoom in on them and overlay the subsequences on top each other (lower panel). Now, we can clearly see that the motif is very similar! The fundamental value of computing the matrix profile is that it not only allows you to quickly find motifs but it also identifies the nearest neighbor for all subsequences within your time series. Note that we haven't actually done anything special here to locate the motif except that we grab the locations from the original paper and plotted them. Now, let's take our steamgen data and apply the `stump` function to it:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find a Motif Using STUMP" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "m = 640\n", "mp = stumpy.stump(steam_df['steam flow'], m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`stump` requires two parameters:\n", "\n", "1. A time series\n", "2. A window size, `m`\n", "\n", "In this case, based on some domain expertise, we've chosen `m = 640`, which is roughly equivalent to half-hour windows. And, again, the output of `stump` is an array that contains all of the matrix profile values (i.e., z-normalized Euclidean distance to your nearest neighbor) and matrix profile indices in the first and second columns, respectively (we'll ignore the third and fourth columns for now). To identify the index location of the motif we'll need to find the index location where the matrix profile, `mp[:, 0]`, has the smallest value:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The motif is located at index 643\n" ] } ], "source": [ "motif_idx = np.argsort(mp[:, 0])[0]\n", "\n", "print(f\"The motif is located at index {motif_idx}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this `motif_idx` information, we can also identify the location of its nearest neighbor by cross-referencing the matrix profile indices, `mp[:, 1]`:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The nearest neighbor is located at index 8724\n" ] } ], "source": [ "nearest_neighbor_idx = mp[motif_idx, 1]\n", "\n", "print(f\"The nearest neighbor is located at index {nearest_neighbor_idx}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's put all of this together and plot the matrix profile next to our raw data:" ] }, { "cell_type": "code", "execution_count": 8, "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('Motif (Pattern) Discovery', fontsize='30')\n", "\n", "axs[0].plot(steam_df['steam flow'].values)\n", "axs[0].set_ylabel('Steam Flow', fontsize='20')\n", "rect = Rectangle((motif_idx, 0), m, 40, facecolor='lightgrey')\n", "axs[0].add_patch(rect)\n", "rect = Rectangle((nearest_neighbor_idx, 0), m, 40, facecolor='lightgrey')\n", "axs[0].add_patch(rect)\n", "axs[1].set_xlabel('Time', fontsize ='20')\n", "axs[1].set_ylabel('Matrix Profile', fontsize='20')\n", "axs[1].axvline(x=motif_idx, linestyle=\"dashed\")\n", "axs[1].axvline(x=nearest_neighbor_idx, linestyle=\"dashed\")\n", "axs[1].plot(mp[:, 0])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What we learn is that the global minima (vertical dashed lines) from the matrix profile correspond to the locations of the two subsequences that make up the motif pair! And the exact z-normalized Euclidean distance between these two subsequences is: " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5.491619827769654" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mp[motif_idx, 0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, this distance isn't zero since we saw that the two subsequences aren't an identical match but, relative to the rest of the matrix profile (i.e., compared to either the mean or median matrix profile values), we can understand that this motif is a significantly good match. \n", "\n", "## Find Potential Anomalies (Discords) using STUMP\n", "\n", "Conversely, the index location within our matrix profile that has the largest value (computed from `stump` above) is: " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The discord is located at index 3864\n" ] } ], "source": [ "discord_idx = np.argsort(mp[:, 0])[-1]\n", "\n", "print(f\"The discord is located at index {discord_idx}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the nearest neighbor to this discord has a distance that is quite far away:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The nearest neighbor subsequence to this discord is 23.476168367301987 units away\n" ] } ], "source": [ "nearest_neighbor_distance = mp[discord_idx, 0]\n", "\n", "print(f\"The nearest neighbor subsequence to this discord is {nearest_neighbor_distance} units away\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The subsequence located at this global maximum is also referred to as a discord, novelty, or \"potential anomaly\":" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, sharex=True, gridspec_kw={'hspace': 0})\n", "plt.suptitle('Discord (Anomaly/Novelty) Discovery', fontsize='30')\n", "\n", "axs[0].plot(steam_df['steam flow'].values)\n", "axs[0].set_ylabel('Steam Flow', fontsize='20')\n", "rect = Rectangle((discord_idx, 0), m, 40, facecolor='lightgrey')\n", "axs[0].add_patch(rect)\n", "axs[1].set_xlabel('Time', fontsize ='20')\n", "axs[1].set_ylabel('Matrix Profile', fontsize='20')\n", "axs[1].axvline(x=discord_idx, linestyle=\"dashed\")\n", "axs[1].plot(mp[:, 0])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that you've mastered the STUMPY basics and understand how to discover motifs and anomalies from a time series, we'll leave it up to you to investigate other interesting local minima and local maxima in the steamgen dataset. \n", "\n", "To further develop/reinforce our growing intuition, let's move on and explore another dataset! " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the NYC Taxi Passengers Dataset\n", "\n", "First, we'll download historical data that represents the half-hourly average of the number of NYC taxi passengers over 75 days in the Fall of 2014.\n", "\n", "\n", "We extract that data and insert it into a pandas dataframe, making sure the timestamps are stored as *datetime* objects and the values are of type *float64*. Note that we'll do a little more data cleaning than above just so you can see an example where the timestamp is included. But be aware that `stump` does not actually use or need the timestamp column at all when computing the matrix profile." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timestampvalue
02014-10-01 00:00:0012751.0
12014-10-01 00:30:008767.0
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\n", "
" ], "text/plain": [ " timestamp value\n", "0 2014-10-01 00:00:00 12751.0\n", "1 2014-10-01 00:30:00 8767.0\n", "2 2014-10-01 01:00:00 7005.0\n", "3 2014-10-01 01:30:00 5257.0\n", "4 2014-10-01 02:00:00 4189.0" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "taxi_df = pd.read_csv(\"https://zenodo.org/record/4276428/files/STUMPY_Basics_Taxi.csv?download=1\")\n", "taxi_df['value'] = taxi_df['value'].astype(np.float64)\n", "taxi_df['timestamp'] = pd.to_datetime(taxi_df['timestamp'])\n", "taxi_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the Taxi Dataset" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This code is going to be utilized to control the axis labeling of the plots\n", "DAY_MULTIPLIER = 7 # Specify for the amount of days you want between each labeled x-axis tick\n", "\n", "x_axis_labels = taxi_df[(taxi_df.timestamp.dt.hour==0)]['timestamp'].dt.strftime('%b %d').values[::DAY_MULTIPLIER]\n", "x_axis_labels[1::2] = \" \"\n", "x_axis_labels, DAY_MULTIPLIER\n", "\n", "plt.suptitle('Taxi Passenger Raw Data', fontsize='30')\n", "plt.xlabel('Window Start Date', fontsize ='20')\n", "plt.ylabel('Half-Hourly Average\\nNumber of Taxi Passengers', fontsize='20')\n", "plt.plot(taxi_df['value'])\n", "\n", "plt.xticks(np.arange(0, taxi_df['value'].shape[0], (48*DAY_MULTIPLIER)/2), x_axis_labels)\n", "plt.xticks(rotation=75)\n", "plt.minorticks_on()\n", "plt.margins(x=0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems as if there is a general periodicity between spans of 1-day and 7-days, which can likely be explained by the fact that more people use taxis throughout the day than through the night and that it is reasonable to say most weeks have similar taxi-rider patterns. Also, maybe there is an outlier just to the right of the window starting near the end of October but, other than that, there isn't anything you can conclude from just looking at the raw data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating the Matrix Profile\n", "\n", "Again, defining the window size, `m`, usually requires some level of domain knowledge but we'll demonstrate later on that `stump` is robust to changes in this parameter. Since this data was taken half-hourly, we chose a value `m = 48` to represent the span of exactly one day:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "m = 48\n", "mp = stumpy.stump(taxi_df['value'], m=m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the Matrix Profile" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.suptitle('1-Day STUMP', fontsize='30')\n", "plt.xlabel('Window Start', fontsize ='20')\n", "plt.ylabel('Matrix Profile', fontsize='20')\n", "plt.plot(mp[:, 0])\n", "\n", "plt.plot(575, 1.7, marker=\"v\", markersize=15, color='b')\n", "plt.text(620, 1.6, 'Columbus Day', color=\"black\", fontsize=20)\n", "plt.plot(1535, 3.7, marker=\"v\", markersize=15, color='b')\n", "plt.text(1580, 3.6, 'Daylight Savings', color=\"black\", fontsize=20)\n", "plt.plot(2700, 3.1, marker=\"v\", markersize=15, color='b')\n", "plt.text(2745, 3.0, 'Thanksgiving', color=\"black\", fontsize=20)\n", "plt.plot(30, .2, marker=\"^\", markersize=15, color='b', fillstyle='none')\n", "plt.plot(363, .2, marker=\"^\", markersize=15, color='b', fillstyle='none') \n", "plt.xticks(np.arange(0, 3553, (m*DAY_MULTIPLIER)/2), x_axis_labels)\n", "plt.xticks(rotation=75)\n", "plt.minorticks_on()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Understanding the Matrix Profile\n", "\n", "Let's understand what we're looking at.\n", "\n", "### Lowest Values\n", "\n", "The lowest values (open triangles) are considered a motif since they represent the pair of nearest neighbor subsequences with the smallest z-normalized Euclidean distance. Interestingly, the two lowest data points are *exactly* 7 days apart, which suggests that, in this dataset, there may be a periodicity of seven days in addition to the more obvious periodicity of one day.\n", "\n", "### Highest Values\n", "\n", "So what about the highest matrix profile values (filled triangles)? The subsequences that have the highest (local) values really emphasizes their uniqueness. We found that the top three peaks happened to correspond exactly with the timing of Columbus Day, Daylight Saving Time, and Thanksgiving, respectively." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Different Window Sizes\n", "\n", "As we had mentioned above, `stump` should be robust to the choice of the window size parameter, `m`. Below, we demonstrate how manipulating the window size can have little impact on your resulting matrix profile by running `stump` with varying windows sizes." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " m\n", "Half-Day 24\n", "1-Day 48\n", "2-Days 96\n", "5-Days 240\n", "7-Days 336" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "days_dict ={\n", " \"Half-Day\": 24,\n", " \"1-Day\": 48,\n", " \"2-Days\": 96,\n", " \"5-Days\": 240,\n", " \"7-Days\": 336,\n", "}\n", "\n", "days_df = pd.DataFrame.from_dict(days_dict, orient='index', columns=['m'])\n", "days_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We purposely chose spans of time that correspond to reasonably intuitive day-lengths that could be chosen by a human." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(5, sharex=True, gridspec_kw={'hspace': 0})\n", "fig.text(0.5, -0.1, 'Subsequence Start Date', ha='center', fontsize='20')\n", "fig.text(0.08, 0.5, 'Matrix Profile', va='center', rotation='vertical', fontsize='20')\n", "for i, varying_m in enumerate(days_df['m'].values):\n", " mp = stumpy.stump(taxi_df['value'], varying_m)\n", " axs[i].plot(mp[:, 0])\n", " axs[i].set_ylim(0,9.5)\n", " axs[i].set_xlim(0,3600)\n", " title = f\"m = {varying_m}\"\n", " axs[i].set_title(title, fontsize=20, y=.5)\n", "plt.xticks(np.arange(0, taxi_df.shape[0], (48*DAY_MULTIPLIER)/2), x_axis_labels)\n", "plt.xticks(rotation=75)\n", "plt.suptitle('STUMP with Varying Window Sizes', fontsize='30')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that even with varying window sizes, our peaks stay prominent. But it looks as if all the non-peak values are converging towards each other. This is why having a knowledge of the data-context is important prior to running `stump`, as it is helpful to have a window size that may capture a repeating pattern or anomaly within the dataset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## GPU-STUMP - Faster STUMP Using GPUs\n", "\n", "When you have significantly more than a few thousand data points in your time series, you may need a speed boost to help analyze your data. Luckily, you can try `gpu_stump`, a super fast GPU-powered alternative to `stump` that gives speed of a few hundred CPUs and provides the same output as `stump`: \n", "\n", "```\n", "import stumpy\n", "\n", "mp = stumpy.gpu_stump(df['value'], m=m) # Note that you'll need a properly configured NVIDIA GPU for this\n", "```\n", "\n", "In fact, if you aren't dealing with PII/SII data, then you can try out `gpu_stump` using the [this notebook on Google Colab](https://colab.research.google.com/drive/1FIbHQoD6mJInkhinoMehBDj2E1i7i2j7).\n", "\n", "## STUMPED - Distributed STUMP\n", "\n", "Alternatively, if you only have access to a cluster of CPUs and your data needs to stay behind your firewall, then `stump` and `gpu_stump` may not be sufficient for your needs. Instead, you can try `stumped`, a distributed and parallel implementation of `stump` that depends on [Dask distributed](https://distributed.dask.org/en/latest/):\n", "\n", "```\n", "import stumpy\n", "from dask.distributed import Client\n", "\n", "if __name__ == \"__main__\":\n", " with Client() as dask_client:\n", " mp = stumpy.stumped(dask_client, df['value'], m=m) # Note that a dask client is needed\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bonus Section\n", "\n", "### Understanding the Matrix Profile Columnar Output\n", "\n", "For any 1-D time series, `T`, its matrix profile, `mp`, computed from `stumpy.stump(T, m)` will contain 4 explicit columns, which we'll describe in a moment. Implicitly, the `i`th row of the `mp` array corresponds to the set of (4) nearest neighbor values computed for the specific subsequence `T[i : i + m]`.\n", "\n", "The first column of the `mp` contains the matrix profile (nearest neighbor distance) value, `P` (note that due to zero-based indexing, the \"first column\" has a column index value of zero).\n", "The second column contains the (zero-based) index location, `I`, of where the (above) nearest neighbor is located along `T` (note that any negative index values are \"bad\" values and indicates that a nearest neighbor could not be found).\n", "\n", "So, for the `i`th subsequence `T[i : i + m]`, its nearest neighbor (located somewhere along `T`) has a starting index location of `I = mp[i, 1]` and, assuming that `I >= 0`, this corresponds to the subsequence found at `T[I : I + m]`. And the matrix profile value for the `i`th subsequence, `P = [i, 0]`, is the exact (z-normalized Euclidean) distance between `T[i : i + m]` and `T[I : I + m]`. Note that the nearest neighbor index location, `I`, can be positioned ANYWHERE. That is, dependent upon the `i`th subsequence, its nearest neighbor, `I`, can be located before/to-the-\"left\" of `i` (i.e., `I <= i`) or come after/to-the-\"right\" of `i` (i.e., `I >= i`). In other words, there is no constraint on where a nearest neighbor is located. However, there may be a time when you might like to only know about a nearest neighbor that either comes before/after `i` and this is where columns 3 and 4 of `mp` come into play.\n", "\n", "The third column contains the (zero-based) index location, `IL`, of where the \"left\" nearest neighbor is located along `T`. Here, there is a constraint that `IL < i` or that `IL` must come before/to-the-left of `i`. Thus, the \"left nearest neighbor\" for the `i`th subsequence would be located at `IL = mp[i, 2]` and corresponds to `T[IL : IL + m]`.\n", "The fourth column contains the (zero-based) index location, `IR`, of where the \"right\" nearest neighbor is located along `T`. Here, there is a constraint that `IR > i` or that `IR` must come after/to-the-right of `i`. Thus, the \"right nearest neighbor\" for the `i`th subsequence would be located at `IR = mp[i, 3]` and corresponds to `T[IR : IR + m]`.\n", "\n", "Again, note that any negative index values are \"bad\" values and indicates that a nearest neighbor could not be found.\n", "\n", "To reinforce this more concretely, let's use the following `mp` array as an example:\n", "\n", "```\n", "array([[1.626257115121311, 202, -1, 202],\n", " [1.7138456780667977, 65, 0, 65],\n", " [1.880293454724256, 66, 0, 66],\n", " [1.796922109741226, 67, 0, 67],\n", " [1.4943082939628236, 11, 1, 11],\n", " [1.4504278114808016, 12, 2, 12],\n", " [1.6294354134867932, 19, 0, 19],\n", " [1.5349365731102185, 229, 0, 229],\n", " [1.3930265554289831, 186, 1, 186],\n", " [1.5265881687159586, 187, 2, 187],\n", " [1.8022253384245739, 33, 3, 33],\n", " [1.4943082939628236, 4, 4, 118],\n", " [1.4504278114808016, 5, 5, 137],\n", " [1.680920620705546, 201, 6, 201],\n", " [1.5625058007723722, 237, 8, 237],\n", " [1.2860008417613522, 66, 9, -1]]\n", "```\n", "\n", "Here, the subsequence at `i = 0` would correspond to the `T[0 : 0 + m]` subsequence and the nearest neighbor for this subsequence is located at `I = 202` (i.e., `mp[0, 1]`) and corresponds to the `T[202 : 202 + m]` subsequence. The z-normalized Euclidean distance between `T[0 : 0 + m]` and `T[202 : 202 + m]` is actually `P = 1.626257115121311` (i.e., `mp[0, 0]`). Next, notice that the location of the left nearest neighbor is `IL = -1` (i.e., `mp[0, 2]`) and, since negative indices are \"bad\", this tells us that the left nearest neighbor could not be found. Hopefully, this makes sense since `T[0 : 0 + m]` is the first subsequence in `T` and there are no other subsequences that can possibly exist to the left of `T[0 : 0 + m]`! Conversely, the location of the right nearest neighbor is `IR = 202` (i.e., `mp[0, 3]`) and corresponds to the `T[202 : 202 + m]` subsequence.\n", "\n", "Additionally, the subsequence at `i = 5` would correspond to the `T[5 : 5 + m]` subsequence and the nearest neighbor for this subsequence is located at `I = 12` (i.e., `mp[5, 1]`) and corresponds to the `T[12 : 12 + m]` subsequence. The z-normalized Euclidean distance between `T[5 : 5 + m]` and `T[12 : 12 + m]` is actually `P = 1.4504278114808016` (i.e., `mp[5, 0]`). Next, the location of the left nearest neighbor is `IL = 2` (i.e., `mp[5, 2]`) and corresponds to `T[2 : 2 + m]`. Conversely, the location of the right nearest neighbor is `IR = 12` (i.e., `mp[5, 3]`) and corresponds to the `T[12 : 12 + m]` subsequence.\n", "\n", "Similarly, all other subsequences can be evaluated and interpreted using this approach!\n", "\n", "### Find Top-K Motifs\n", "\n", "Now that you've computed the matrix profile, `mp`, for your time series and identified the best global motif, you may be interested in discovering other motifs within your data. However, you'll immediately learn that doing something like `top_10_motifs_idx = np.argsort(mp[:, 0])[10]` doesn't actually get you what you want and that's because this only returns the index locations that are likely going to be close to the global motif! Instead, after identifying the best motif (i.e., the matrix profile location with the smallest value), you first need to exclude the local area (i.e., an exclusion zone) surrounding the motif pair by setting their matrix profile values to `np.inf` before searching for the next motif. Then, you'll need to repeat the \"exclude-and-search\" process for each subsequent motif. Luckily, STUMPY offers two additional functions, namely, `stumpy.motifs` and `stumpy.match`, that help simplify this process. While it is beyond the scope of this basic tutorial, we encourage you to check them out!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "And that's it! You have now loaded in a dataset, ran it through `stump` using our package, and were able to extract multiple conclusions of existing patterns and anomalies within the two different time series. You can now import this package and use it in your own projects. Happy coding!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resources\n", "\n", "[Matrix Profile I](http://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf)\n", "\n", "[Matrix Profile II](http://www.cs.ucr.edu/~eamonn/STOMP_GPU_final_submission_camera_ready.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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 4 }