{
"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": [
"
"
]
},
"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": {
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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",
"text/plain": [
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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": [
"
"
]
},
"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",
"text/plain": [
"
"
]
},
"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": {
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