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"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Multidimensional Motif Discovery\n",
"\n",
"## Finding a Motif in Multidimensional Time Series Data with MSTUMP\n",
"\n",
"This tutorial utilizes the main takeaways from the [Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf) research paper and requires STUMPY v1.6.1 or newer. Also, the word “dimensionality” is overloaded for multi-dimensional time series since it is often used to refer to both the number of time series and to the number of data points in a subsequence. For clarity, we restrict our use of \"dimensions\" to refer only to the number of time series and not to the number of data points.\n",
"\n",
"Previously, we had introduced a concept called [time series motifs](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html), which are conserved patterns found within a 1-dimensional time series, $T$, that can be discovered by computing its [matrix profile](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html) using STUMPY. This process of computing a matrix profile with one time series is commonly known as a \"self-join\" since the subsequences within time series $T$ are only being compared with itself. Since the first 1-dimensional motif discovery algorithm was introduced in 2002, a lot of effort has been made to generalize motif-finding to the multi-dimensional case but producing multi-dimensional matrix profiles are computationally expensive and so extra care must be taken to minimize the added time complexity. Also, while it may be tempting to find motifs in all available dimensions (i.e., a motif must exist in all dimensions and occur simultaneously), it has been shown that this rarely produces meaningful motifs except in the most contrived situations. Instead, given a set of time series dimensions, we should filter them down to a subset of \"useful\" dimensions before assigning a subsequence as a motif. For example, take a look at this motion capture of a boxer throwing some punches:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import IFrame\n",
"\n",
"IFrame(width=\"560\", height=\"315\", src=\"https://www.youtube.com/embed/2CQttFf2OhU\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we strictly focus on the boxer’s right arm in both cases, the two punches are almost identical. The position of the right shoulder, right elbow, and right hand (a three dimensional time series) are virtually the indistinguishable. So, identifying this punching motif is relatively straightforward when we limit ourselves to only a subset of all of the available body movement dimensions. However, if we incorporate the full set of motion capture markers from all of the limbs (i.e., increasing the number of dimensions from three), the differences captured by the left arm and the subtle noise in the footwork actually drowns out the the similarity of the right arm motions, making the previous punching motif impossible to find. This example demonstrates how classic multidimensional motif discovery algorithms are likely to fail since they try to use all of the available dimensions. So, not only do we need an efficient algorithm for computing the multi-dimensional matrix profile but we also need to establish an informed approach to guide us in selecting the relevant subset of dimensions that are to be used in identifying multi-dimensional motifs.\n",
"\n",
"In this tutorial, we will explain precisely what a multi-dimensional matrix profile is and then we'll learn how to compute it using the `mstump` function (i.e., \"multi-dimensional STUMP\") by exploring a simple toy dataset. To conclude, we'll see if we can identify a meaningful sub-dimensional motif (i.e., that only uses a subset of dimensions) in this multi-dimensional time series data.\n",
"\n",
"## 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": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"import stumpy\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.rcParams[\"figure.figsize\"] = [20, 6] # width, height\n",
"plt.rcParams['xtick.direction'] = 'out'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading and Visualizing the Toy Data\n",
"\n",
"In this example data, we have a 3-dimensional time series labeled `T1`, `T2`, and `T3`. Can you spot where the motif is? Does that motif exist in one, two, or all three dimensions?"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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" T1 T2 T3\n",
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"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(\"https://zenodo.org/record/4328047/files/toy.csv?download=1\")\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(df.shape[1], sharex=True, gridspec_kw={'hspace': 0})\n",
"plt.suptitle('Can You Spot The Multi-dimensional Motif?', fontsize='30')\n",
"\n",
"for i in range(df.shape[1]):\n",
" axs[i].set_ylabel(f'T{i + 1}', fontsize='20')\n",
" axs[i].set_xlabel('Time', fontsize ='20')\n",
" axs[i].plot(df[f'T{i + 1}'])\n",
" \n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## A Quick 1-Dimensional Exploration\n",
"\n",
"Before diving into a multi-dimensional matrix profile analysis, let's take a naive approach and simply run the classic 1-dimensional motif discovery algorithm, `stumpy.stump`, on each of the dimensions independently (using a window size of `m = 30`) and extract 1-dimensional motif pairs:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The motif pair matrix profile value in T1 is 1.1\n",
"The motif pair matrix profile value in T2 is 1.0\n",
"The motif pair matrix profile value in T3 is 1.1\n"
]
}
],
"source": [
"m = 30\n",
"mps = {} # Store the 1-dimensional matrix profiles\n",
"motifs_idx = {} # Store the index locations for each pair of 1-dimensional motifs (i.e., the index location of two smallest matrix profile values within each dimension)\n",
"for dim_name in df.columns:\n",
" mps[dim_name] = stumpy.stump(df[dim_name], m)\n",
" motif_distance = np.round(mps[dim_name][:, 0].min(), 1)\n",
" print(f\"The motif pair matrix profile value in {dim_name} is {motif_distance}\")\n",
" motifs_idx[dim_name] = np.argsort(mps[dim_name][:, 0])[:2]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And when we plot the raw times series again (below) along with their independently discovered motifs (thick red lines), we can correctly match the visually obvious motif pairs in `T1` and `T2` starting near locations `150` and `350` (dotted vertical lines). Notice that these two motifs aren't perfectly aligned in time (i.e., they aren't occurring simultaneously) but they are reasonably close to each and their motif pair values are `1.1` and `1.0`, respectively. This is a great start!"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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(len(mps), sharex=True, gridspec_kw={'hspace': 0})\n",
"\n",
"for i, dim_name in enumerate(list(mps.keys())):\n",
" axs[i].set_ylabel(dim_name, fontsize='20')\n",
" axs[i].plot(df[dim_name])\n",
" axs[i].set_xlabel('Time', fontsize ='20')\n",
" for idx in motifs_idx[dim_name]:\n",
" axs[i].plot(df[dim_name].iloc[idx:idx+m], c='red', linewidth=4)\n",
" axs[i].axvline(x=idx, linestyle=\"dashed\", c='black')\n",
" \n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"However, when we examine `T3`, its motif pair are overlapping each other starting near position `50` (dotted vertical lines) and they are relatively far away from the motifs discovered in `T1` and `T2`. Oh, no!\n",
"\n",
"In fact, `T3` is actually a \"random walk\" time series that was purposely included in this set as a decoy and, unlike `T1` and `T2`, `T3` does not contain any conserved behavior whatsoever despite the fact that the distance between its motif pair is `1.1`, a red herring. This illustrates a few important points:\n",
"\n",
"1. if there are additional irrelevant dimensions (i.e., `T3`), you will do about as well as random chance at discovering multi-dimensional motifs if you don't ignore/dismiss those distracting dimensions\n",
"2. if you suspect that there are motifs in only a subset of the time series, how do you know which dimensions are involved, or how do you even know how many dimensions are relevant?\n",
"3. doing motif search on all dimensions is almost always guaranteed to produce meaningless results, even if a subset of dimensions has clear and unambiguous motifs (like our example above)\n",
"\n",
"A quick survey of all current multi-dimensional motif discovery algorithms in the literature (see Section II in [Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf)) reveals that they are slow, approximate, and brittle to irrelevant dimensions. In contrast, what we need is an algorithm that is fast, exact, and robust to hundreds of irrelevant dimensions and to spurious data. And this is where `stumpy.mstump` can help!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multi-dimensional Matrix Profiles\n",
"\n",
"There is no substitution for the multi-dimensional matrix profile definitions provided in the [Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf) paper (see Section III and Section IV) and so we refer the reader to this quintessential resource for a detailed walkthrough. However, to develop some basic intuition, we'll share an oversimplified description for computing a multi-dimensional matrix profile but know that the `stumpy.mstump` function provides a highly efficient, accurate, and scalable variant to the naive explanation provided here.\n",
"\n",
"First and foremost, we must start by dispelling a common misconception regarding multi-dimensional matrix profiles: \n",
"\n",
"> Multi-dimensional matrix profiles are not 1-dimensional matrix profiles stacked one on top of each other!\n",
"\n",
"So, what is a multi-dimensional matrix profile? To answer this question, let's step away from our toy data example for a minute and suppose that we have a \"multi-dimensional time series\", $T = [T1, T2, T3, T4]$, which has $d = 4$ dimensions and length $n = 7$ (i.e., there are seven data points or \"positions\" within each dimension). Then, $T$ simply has shape $d\\times n$ (or $4\\times 7$). If we choose a window size, $m = 3$, then we can define the $i^{th}$ \"multi-dimensional subsequence\" as a continuous subset of the values from $T$ of length $m$ starting from position $i$ that has an overall shape of $d\\times m$ (or $4\\times 3$). You can think of each multi-dimensional subsequence as a rectangular slice of $T$ and $T$ can only have exactly $l = n - m + 1$ multi-dimensional subsequences. In our example, $T$ has exactly $l = 5$ multi-dimensional subsequences (i.e., we can incrementally slide a $4\\times 3$-shaped rectangle across the length of $T$ only $5$ times before we reach the end of $T$) and, for the $i^{th}$ multi-dimensional subsequence, we can iterate over each of its dimensions independently and compute an aggregated \"multi-dimensional distance profile\" (i.e., three [1-dimensional distance profiles](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html#Distance-Profile---Pairwise-Euclidean-Distances) stacked one on top of each other). Essentially, the $i^{th}$ multi-dimensional distance profile has shape $d\\times l$ (or $3\\times 5$) and gives you the pairwise distances between the $i^{th}$ multi-dimensional subsequence and all other possible multi-dimensional subsequences within $T$. \n",
"\n",
"Recall that our ultimate goal is to output something called the \"multi-dimensional matrix profile\" (and its corresponding \"multi-dimensional matrix profile indices\"), which has an overall shape of $d\\times l$ (i.e., one set of $d$ values for each of the $l$ multi-dimensional subsequences). As it turns out, the values in the $i^{th}$ column of the multi-dimensional matrix profile is directly derived from the $i^{th}$ multi-dimensional distance profile. Continuing with our example, let's illustrate this process using the fictitious array below to represent a typical multi-dimensional distance profile for the $i^{th}$ multi-dimensional subsequence:\n",
"\n",
"```\n",
"ith_distance_profile = np.ndarray([[0.4, 0.2, 0.6, 0.5, 0.2, 0.1, 0.9],\n",
" [0.7, 0.0, 0.2, 0.6, 0.1, 0.2, 0.9],\n",
" [0.6, 0.7, 0.1, 0.5, 0.8, 0.3, 0.4],\n",
" [0.7, 0.4, 0.3, 0.1, 0.2, 0.1, 0.7]])\n",
"```\n",
"\n",
"With this, we can now identify the set of $d$ values that form the $i^{th}$ column vector of the multi-dimensional matrix profile with shape $d\\times 1$ (or $4\\times 1$). The value for the first dimension is found by extracting the smallest value in each column of the `ith_distance_profile` and then returning the minimum value in the reduced set. Then, the value for the second dimension is found by extracting the two smallest values in each column of the `ith_distance_profile`, averaging these two values, and then returning the minimum averaged value in the reduced set. Finally, the value for the $k^{th}$ out of $d$ dimensions is found by extracting the $k$ smallest values in each column of the `ith_distance_profile`, averaging these $k$ values, and then returning the minimum averaged value in the reduced set. A naive algorithm might look something like this:\n",
"\n",
"```\n",
"ith_matrix_profile = np.full(d, np.inf)\n",
"ith_indices = np.full(d, -1, dtype=np.int64)\n",
"\n",
"for k in range(1, d + 1):\n",
" smallest_k = np.partition(ith_distance_profile, k, axis=0)[:k] # retrieves the smallest k values in each column\n",
" averaged_smallest_k = smallest_k.mean(axis=0)\n",
" min_val = averaged_smallest_k.min()\n",
" if min_val < ith_matrix_profile[k - 1]:\n",
" ith_matrix_profile[k - 1] = min_val\n",
" ith_indices[k - 1] = averaged_smallest_k.argmin()\n",
"```\n",
"\n",
"Therefore, by simply advancing the $i^{th}$ multi-dimensional subsequence along the entire length of $T$ and then computing its corresponding $i^{th}$ multi-dimensional matrix profile (and indices), we can easily populate the full multi-dimensional matrix profile and multi-dimensional matrix profile indices. And, hopefully, you'd agree with our initial statement that:\n",
"\n",
"> multi-dimensional matrix profiles are not 1-dimensional matrix profiles stacked one on top of each other!\n",
"\n",
"But then what exactly does each dimension of the multi-dimensional matrix profile tell us? Essentially, the $k^{th}$ dimension (or row) of the multi-dimensional matrix profile stores the distance between each subsequence and its nearest neighbor (the distance is computed using a $k$-dimensional distance function as we saw above). We should point out that, for the $k^{th}$ dimension of the multi-dimensional matrix profile, only a subset of time series dimensions (i.e., $k$ out of $d$ dimensions) are selected and this subset of chosen dimensions can change as you vary either the $i^{th}$ multi-dimensional subsequence and/or $k$. \n",
"\n",
"Now that we have a better understanding of what a multi-dimensional matrix profile is, let's go ahead and compute it by simply calling the `stumpy.mstump` function on our original toy dataset:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"mps, indices = stumpy.mstump(df, m)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Consequently, the \"$k$-dimensional motif\" can be found by locating the two lowest values in the correspond $k$-dimensional matrix profile, `mps`, (these two lowest values must be a tie)."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"motifs_idx = np.argsort(mps, axis=1)[:, :2]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we can plot the $k$-dimensional matrix profile (orange lines) for all possible values of $k$ (i.e., `P1`, `P2`, and `P3`) alongside the original time series data (blue lines):"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(mps.shape[0] * 2, sharex=True, gridspec_kw={'hspace': 0})\n",
"\n",
"for k, dim_name in enumerate(df.columns):\n",
" axs[k].set_ylabel(dim_name, fontsize='20')\n",
" axs[k].plot(df[dim_name])\n",
" axs[k].set_xlabel('Time', fontsize ='20')\n",
"\n",
" axs[k + mps.shape[0]].set_ylabel(dim_name.replace('T', 'P'), fontsize='20')\n",
" axs[k + mps.shape[0]].plot(mps[k], c='orange')\n",
" axs[k + mps.shape[0]].set_xlabel('Time', fontsize ='20')\n",
"\n",
" axs[k].axvline(x=motifs_idx[1, 0], linestyle=\"dashed\", c='black')\n",
" axs[k].axvline(x=motifs_idx[1, 1], linestyle=\"dashed\", c='black')\n",
" axs[k + mps.shape[0]].axvline(x=motifs_idx[1, 0], linestyle=\"dashed\", c='black')\n",
" axs[k + mps.shape[0]].axvline(x=motifs_idx[1, 1], linestyle=\"dashed\", c='black')\n",
" \n",
" if dim_name != 'T3':\n",
" axs[k].plot(range(motifs_idx[k, 0], motifs_idx[k, 0] + m), df[dim_name].iloc[motifs_idx[k, 0] : motifs_idx[k, 0] + m], c='red', linewidth=4)\n",
" axs[k].plot(range(motifs_idx[k, 1], motifs_idx[k, 1] + m), df[dim_name].iloc[motifs_idx[k, 1] : motifs_idx[k, 1] + m], c='red', linewidth=4)\n",
" axs[k + mps.shape[0]].plot(motifs_idx[k, 0], mps[k, motifs_idx[k, 0]] + 1, marker=\"v\", markersize=10, color='red')\n",
" axs[k + mps.shape[0]].plot(motifs_idx[k, 1], mps[k, motifs_idx[k, 1]] + 1, marker=\"v\", markersize=10, color='red')\n",
" else:\n",
" axs[k + mps.shape[0]].plot(motifs_idx[k, 0], mps[k, motifs_idx[k, 0]] + 1, marker=\"v\", markersize=10, color='black')\n",
" axs[k + mps.shape[0]].plot(motifs_idx[k, 1], mps[k, motifs_idx[k, 1]] + 1, marker=\"v\", markersize=10, color='black')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice that the (implanted) semantically meaningful motif (thick red lines) can be spotted visually by inspecting the locations of the lowest points (red arrowheads) in either the `P1` or `P2` matrix profiles but the `P3` case has identified the motif (black arrowheads) in an effectively random location, which further reinforces the point that we had made earlier:\n",
"\n",
"> if there are additional irrelevant dimensions (i.e., `T3`), you will do about as well as random chance at discovering multi-dimensional motifs if you don't ignore/dismiss those distracting dimensions\n",
"\n",
"Additionally, it may seem counterintuitive, but as demonstrated above, the lower dimensional motif(s) may or may not necessarily be a subset of the higher dimensional motif, since the lower dimensional motif pair could be closer than any subset of dimensions in the higher dimensional motif pair. In general, this is a subtle but important point to keep in mind.\n",
"\n",
"So then how do we choose the \"right\" $k$? One straightforward approach is to turn this into a classic elbow/knee finding problem by plotting the minimum matrix profile value in each dimension against $k$ and then you look for the \"turning point\" (i.e., the point of maximum curvature):"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(mps[range(mps.shape[0]), motifs_idx[:, 0]], c='red', linewidth='4')\n",
"plt.xlabel('k (zero-based)', fontsize='20')\n",
"plt.ylabel('Matrix Profile Value', fontsize='20')\n",
"plt.xticks(range(mps.shape[0]))\n",
"plt.plot(1, 1.3, marker=\"v\", markersize=10, color='red')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice that the thick red line curves up sharply right after $k = 1$ (red arrowhead) like a \"hockey stick\" and so, naturally, we should choose $P2$ and its motif as the best motif out of all possible $k$-dimensional motifs.\n",
"\n",
"To really drive home this point, let's add a few more random walk decoys to our toy data set and compare the smallest $k$-dimensional matrix profile values again: "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for i in range(4, 11):\n",
" df[f'T{i}'] = np.random.uniform(0.1, -0.1, size=df.shape[0]).cumsum()\n",
"\n",
"fig, axs = plt.subplots(df.shape[1], sharex=True, gridspec_kw={'hspace': 0})\n",
"plt.suptitle('Can You Still Spot The Multi-dimensional Motif?', fontsize='30')\n",
"\n",
"for i in range(df.shape[1]):\n",
" axs[i].set_ylabel(f'T{i + 1}', fontsize='20')\n",
" axs[i].set_xlabel('Time', fontsize ='20')\n",
" axs[i].plot(df[f'T{i + 1}'])\n",
" \n",
"plt.show()"
]
},
{
"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": [
"mps, indices = stumpy.mstump(df, m)\n",
"motifs_idx = np.argsort(mps, axis=1)[:, :2]\n",
"plt.plot(mps[range(mps.shape[0]), motifs_idx[:, 0]], c='red', linewidth='4')\n",
"plt.xlabel('k (zero-based)', fontsize='20')\n",
"plt.ylabel('Matrix Profile Value', fontsize='20')\n",
"plt.xticks(range(mps.shape[0]))\n",
"plt.plot(1, 1.3, marker=\"v\", markersize=10, color='red')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Again, the \"point of maximum curvature\" occurs right after $k = 1$ (red arrowhead) and so we should continue to choose $P2$ and its motif as the best motif out of all possible $k$-dimensional motifs. While this might seem like a rather manual task, we recommend automating this turning point selection process using the [kneed Python package](https://kneed.readthedocs.io/en/stable/).\n",
"\n",
"The astute reader may have also recognized that the $k$-dimensional matrix profile really only reveals the location of a motif in time but it fails to disclose which $k$ out of the $d$ time series dimensions contains the desired motif pair. To recover this information, we must compute something called the \"$k$-dimensional matrix profile subspace\". Luckily, the STUMPY convenience function, `stumpy.subspace`, can help us with this!\n",
"\n",
"## Matrix Profile Subspace\n",
"\n",
"To use `stumpy.subspace`, we simply pass in:\n",
"\n",
"1. the multi-dimensional time series, `df`, used to compute the multi-dimensional matrix profile\n",
"2. the window size, `m`, used to compute the multi-dimensional matrix profile\n",
"3. the indices for the $k^{th}$-dimensional motif pair, `motifs_idx[k][0]` and `indices[k][motifs_idx[k][0]]`\n",
"4. the desired (zero-based) dimension, `k`"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"For k = 1, the 2-dimensional subspace includes subsequences from ['T2' 'T1']\n"
]
}
],
"source": [
"k = 1\n",
"S = stumpy.subspace(df, m, motifs_idx[k][0], indices[k][motifs_idx[k][0]], k)\n",
"\n",
"print(f\"For k = {k}, the {k + 1}-dimensional subspace includes subsequences from {df.columns[S].values}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, after computing the multi-dimensional matrix profile using `mstump` and selecting the second dimension (i.e., $k = 1$), according to the $k$-dimensional subspace, the motif should be extracted from `T2` and `T1` out of all of the possible time series dimensions."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bonus Section\n",
"\n",
"### MSTUMPED - Distributed MSTUMP\n",
"\n",
"Dependent upon the total number of dimensions and the length of your time series dat, it may be computationally expensive to produce the multi-dimensional matrix profile. Thus, you can overcome this by trying `mstumped`, a distributed and parallel implementation of `mstump` that depends on [Dask distributed](https://distributed.dask.org/en/latest/):\n",
"\n",
"\n",
"```\n",
"import stumpy\n",
"from dask.distributed import Client\n",
"\n",
"dask_client = Client()\n",
"\n",
"mps, indices = stumpy.mstumped(dask_client, df, m) # Note that a dask client is needed\n",
"```\n",
"\n",
"### Constrained Search\n",
"\n",
"There may be situations where you want to find the best motif on $k$ dimensions but you want to explicitly \"include\" or \"exclude\" a given subset of dimensions. In the trivial exclusion case, one just needs to omit the undesired time series dimensions before calling `mstump`:\n",
"\n",
"```\n",
"mps, indices = stumpy.mstump(df[df.columns.difference(['T3'])], m) # This excludes the `T3` dimension\n",
"```\n",
"\n",
"However, in the case of inclusion, the user may have specific time series dimensions that they'd always want to be included or prioritized in the multi-dimensional matrix profile output and so you can provide a list of (zero-based) dimensions as an parameter:\n",
"\n",
"```\n",
"mps, indices = stumpy.mstump(df, m, include=[0, 1])\n",
"```\n",
"\n",
"So, in this example where we've instructed `mstump` to `include=[0, 1]` (i.e., `T1` and `T2`), when $k\\ge 1$, the $k^{th}$ dimensional matrix profile subspace will always include `T1` and `T2`. Similarly, $k\\lt 1$ will include either `T1` or `T2`.\n",
"\n",
"Finally, instead of searching for motifs, it is also possible to have `mstump` search for discords by simply passing in the `discords=True` parameter:\n",
"\n",
"```\n",
"mps, indices = stumpy.mstump(df, m, discords=True)\n",
"```\n",
"\n",
"Instead of returning the smallest average distance, this returns the largest average distance across $k$ dimensions. This ability to return discords is unique to STUMPY and was not published in the original paper. Also note that it is possible to include specific dimensions and search for discords at the same time:\n",
"\n",
"\n",
"```\n",
"mps, indices = stumpy.mstump(df, m, include=[0, 1], discords=True)\n",
"```\n",
"\n",
"In this case, the dimensions listed in `include` are honored first and then all subsequent dimensions are sorted by their largest average distance across $k$ dimensions."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Summary\n",
"\n",
"And that's it! You've just learned the basics of how to analyze multi-dimensional time series data using `stumpy.mstump` (or `stumpy.mstumped`). Happy coding!\n",
"\n",
"## Resources\n",
"\n",
"[Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.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": {
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