{
"cells": [
{
"cell_type": "markdown",
"id": "795d9462-7156-4c8f-b9f8-bccb3a29f1b8",
"metadata": {},
"source": [
"# Guided Motif Search With Annotation Vectors\n",
"\n",
"[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/TDAmeritrade/stumpy/main?filepath=notebooks/Tutorial_Annotation_Vectors.ipynb)\n",
"\n",
"This tutorial summarizes the findings of the [Matrix Profile V](https://www.cs.ucr.edu/~eamonn/guided-motif-KDD17-new-format-10-pages-v005.pdf) paper and replicates some of the presented case studies.\n",
"\n",
"Time series motifs, as described in the [STUMPY Basics](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html) tutorial, are approximately repeated subsequences within a time series. While the concept of motif discovery is crucial to many fields, the process of motif discovery isn't usually as clean in the real world as we would like it to be and, in most practical uses of motif discovery, we find some motifs to be more desirable than others. For instance, consider the [Amazon Customer Reviews Dataset](https://www.kaggle.com/bittlingmayer/amazonreviews), which contains several million customer reviews from Amazon's website. If we were to combine all of the textual reviews to reveal the most used words on the platform, unsurprisingly, we would find the word \"Amazon\" to be around the top of the list, probably following a few other more commonly used words such as \"the\", \"and\", and \"is\". While this result is obvious, it is certainly not useful. In order to produce more insightful results, we would need to filter the results to exclude less desirable or \"[stop words](https://en.wikipedia.org/wiki/Stop_word)\" and make way for the more desirable ones.\n",
"\n",
"When it comes to time series motif discovery, we can use a similar approach as described above. While we can't \"filter\" a time series, we can favor or \"guide\" the identification of more interesting motifs and penalize the less interesting ones. This tutorial will provide a brief introduction to **annotation vectors** and explore their roles in **guided motif search**."
]
},
{
"cell_type": "markdown",
"id": "7b4e798e-23ad-4acd-96c7-78840714dcb7",
"metadata": {
"tags": []
},
"source": [
"## What are Annotation Vectors?\n",
"\n",
"An annotation vector contains real-valued numbers between 0.0 and 1.0 (inclusive) and can be used to distinguish between the important/unimportant subsequences within your time series (with 0 indicating an undesirable subsequence and 1 indicating desirable subsequence). Annotation vectors for a time series can be combined with the matrix profile to form the **corrected matrix profile**, which we can use to identify desirable motifs. The corrected matrix profile can be acquired using the following formula:\n",
"\n",
"$$\n",
"\\begin{align*}\n",
"CMP[i] &= MP[i] + (1 - AV[i]) \\times max(MP)\n",
"\\end{align*}\n",
"$$\n",
"\n",
"where $CMP$ is the corrected matrix profile, $MP$ is the original unaltered matrix profile, $AV$ is the annotation vector, and $max(MP)$ is the maximum value of the original matrix profile. Essentially, this formula transforms the original matrix profile by shifting the undesirable distances towards the maximum allowable matrix profile value, $max(MP)$, and thereby eliminating/de-emphasizing those corresponding subsequences as potential motifs."
]
},
{
"cell_type": "markdown",
"id": "30760f22-dc34-4b3e-862f-1278050e909b",
"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,
"id": "8dec9e32-2949-4dbf-a23d-0215c001db2a",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.patches import Rectangle\n",
"import stumpy\n",
"\n",
"plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')"
]
},
{
"cell_type": "markdown",
"id": "652de924-c201-4081-bb7e-fc6aee11dcd0",
"metadata": {},
"source": [
"## Hemoglobin Concentration Dataset\n",
"\n",
"Consider the [fNIRS brain imaging dataset](https://zenodo.org/record/5045218/files/hemoglobin.csv?download=1) produced by the UCLA Medical Center. **fNIRS**, or **functional near-infrared spectroscopy**, is an optical imaging technique that is used to measure hemoglobin concentrations throughout the brain."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "601be397-5ba8-4fc0-83b0-573cc913b4e2",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Hemoglobin Concentration
\n",
"
Sensor Acceleration
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
4578.0
\n",
"
7861.0
\n",
"
\n",
"
\n",
"
1
\n",
"
4579.0
\n",
"
8008.0
\n",
"
\n",
"
\n",
"
2
\n",
"
4580.0
\n",
"
7959.0
\n",
"
\n",
"
\n",
"
3
\n",
"
4581.0
\n",
"
7959.0
\n",
"
\n",
"
\n",
"
4
\n",
"
4582.0
\n",
"
7959.0
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Hemoglobin Concentration Sensor Acceleration\n",
"0 4578.0 7861.0\n",
"1 4579.0 8008.0\n",
"2 4580.0 7959.0\n",
"3 4581.0 7959.0\n",
"4 4582.0 7959.0"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('https://zenodo.org/record/5045218/files/hemoglobin.csv?download=1')\n",
"df = df[6000:14000]\n",
"df = df.reset_index(drop=True)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "bd7f0dc8-250d-4420-b4fe-c111c1abafee",
"metadata": {},
"source": [
"The dataset contains two columns: the hemoglobin concentration and the sensor acceleration data, the latter of which we will get to later. We can visualize the hemoglobin concentration time series first."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "05d0524e-5d6f-4542-b73f-bf4cf005e587",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(df['Hemoglobin Concentration'])\n",
"plt.xlabel('Time', fontsize=\"20\")\n",
"plt.ylabel('Intensity', fontsize=\"20\")\n",
"plt.title('Hemoglobin Concentration', fontsize=\"30\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "191ff397-b874-4cd0-8590-a876f708fb84",
"metadata": {},
"source": [
"We can use the `stumpy.stump` function to compute the matrix profile for this time series and identify its the index location of its nearest neighbor:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0710af15-e31d-42de-955e-974e05d67e66",
"metadata": {},
"outputs": [],
"source": [
"m = 600\n",
"mp = stumpy.stump(df['Hemoglobin Concentration'], m)\n",
"motif_idx = np.argmin(mp[:, 0])\n",
"nn_idx = mp[motif_idx, 1]"
]
},
{
"cell_type": "markdown",
"id": "1e4c5576-f484-439b-b9b1-7867624afcf9",
"metadata": {},
"source": [
"Now that we know the index location of the motif/nearest neighbor pair, we can visualize them together:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "9bafdb7e-7656-44c3-adf9-700b5203cf74",
"metadata": {
"tags": []
},
"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(df['Hemoglobin Concentration'])\n",
"axs[0].set_ylabel('Intensity', fontsize='20')\n",
"rect = Rectangle((motif_idx, 4000), m, 4000, facecolor='lightgrey')\n",
"axs[0].add_patch(rect)\n",
"rect = Rectangle((nn_idx, 4000), m, 4000, 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=nn_idx, linestyle=\"dashed\")\n",
"axs[1].plot(mp[:, 0])\n",
"plt.show()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "61700e1a-64a8-4744-abac-ffdc65facea8",
"metadata": {},
"source": [
"Without further context, the results look exactly like what we want. The two subsequences (gray) identified are, in fact, the closest matches.\n",
"\n",
"However, it turns out that the motif/nearest neighbor pair identified above belong to a section of the time series that has no medical significance. What the brain imaging sensor was picking up during this interval was simply the variation in infrared radiation caused by the physical movement of the test subject and not by the hemoglobin concentrations of the brain. This can be verified by visualizing the accompanying sensor acceleration data, which reveals rapid movement between the 4000 and 7000 time points:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "0227f566-3d40-4232-add6-52ab3f7a1a0b",
"metadata": {
"tags": []
},
"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",
"\n",
"axs[0].plot(df['Hemoglobin Concentration'])\n",
"axs[0].set_ylabel('Intensity', fontsize=\"20\")\n",
"axs[0].set_title('Hemoglobin Concentration', fontsize=\"30\")\n",
"\n",
"axs[1].plot(df['Sensor Acceleration'])\n",
"axs[1].set_ylabel(\"Sensor\\nAcceleration\", fontsize=\"20\")\n",
"axs[1].set_xlabel(\"Time\", fontsize=\"20\")\n",
"rect = Rectangle((3500, 6200), 3750, 3000, facecolor='lightgrey')\n",
"axs[1].add_patch(rect)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d19ca477-73d4-4337-9aad-2011f4861d8e",
"metadata": {},
"source": [
"So, given this data, how do we rule out this undesirable high variance interval (grey)? In other words, how do we produce an annotation vector from this sensor acceleration data so as to keep the desirable regions and remove the undesirable regions?\n",
"\n",
"We can accomplish this by simply computing the sliding variance in the sensor acceleration data:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "0a55b94c-3f6a-40af-bdb9-e7831119e4b1",
"metadata": {},
"outputs": [],
"source": [
"variance = pd.Series(df['Sensor Acceleration']).rolling(m).var().dropna().values"
]
},
{
"cell_type": "markdown",
"id": "f11e154b-011f-4ad5-8fcb-fc72e3995478",
"metadata": {},
"source": [
"and then finding intervals with abnormally high local variance (i.e., due to physical movement of the test subject) and setting our annotation vector to zero in those regions. Similarly, if the local variance is less than say, `10000`, then this indicates a reliable region and so we annotate this to a value of 1.0 in our annotation vector:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "574b397d-b067-4f7a-80ba-6b3305fb4c5b",
"metadata": {},
"outputs": [],
"source": [
"annotation_vector = (variance < 10000).astype(np.float64)"
]
},
{
"cell_type": "markdown",
"id": "65bdce94-287d-48e0-a150-b10c11f3aadc",
"metadata": {},
"source": [
"Note that both the annotation vector and the matrix profile should have the exact same length. Next, let's combine this information and see how it looks: "
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d4a0f3a3-fbfc-4ce2-98e5-12ccc35869f7",
"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(3, sharex=True, gridspec_kw={'hspace': 0})\n",
"plt.suptitle(\"Annotation Vector Generation\", fontsize=\"30\")\n",
"\n",
"axs[0].plot(df[\"Sensor Acceleration\"])\n",
"axs[0].set_ylabel(\"Sensor\\nAcceleration\", fontsize=\"20\")\n",
"axs[1].plot(variance)\n",
"axs[1].set_ylabel(\"Variance\", fontsize=\"20\")\n",
"axs[2].plot(annotation_vector)\n",
"axs[2].set_ylabel(\"Annotation\\nValue\", fontsize=\"20\")\n",
"axs[2].set_xlabel('Time', fontsize=\"20\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "5ed45f08-f764-4e02-8b8e-68a824b674be",
"metadata": {},
"source": [
"Great! Now we have an annotation vector that we can use to rule out the regions of physical movement and we can use the formula introduced earlier to compute the corrected matrix profile:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "e032ad52-6ec7-4035-b53d-dfa82cee90e7",
"metadata": {},
"outputs": [],
"source": [
"corrected_mp = mp[:, 0] + ((1 - annotation_vector) * np.max(mp[:, 0]))"
]
},
{
"cell_type": "markdown",
"id": "a237a877-a3a5-484e-af71-4bf005c3534d",
"metadata": {},
"source": [
"and we can plot the corrected matrix profile to see how the original matrix profile was altered by the annotation vector: "
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "e609a0fa-9e5e-4639-8d88-c3ee88a90702",
"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('Matrix Profile Comparison', fontsize=\"30\")\n",
"\n",
"axs[0].plot(mp[:, 0], linestyle='--')\n",
"axs[0].plot(corrected_mp, color='C1', linewidth=3)\n",
"axs[0].set_ylabel(\"(Corrected)\\nMatrix Profile\", fontsize=\"20\")\n",
"\n",
"axs[1].plot(annotation_vector)\n",
"axs[1].set_xlabel(\"Time\", fontsize=\"20\")\n",
"axs[1].set_ylabel(\"Annotation\\nValue\", fontsize=\"20\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "44a9953d-9b0e-45a8-b031-b9fd19691501",
"metadata": {},
"source": [
"As we can see, the corrected matrix profile (orange line) is elevated around the region of physical movement. Thanks to the penalized region (solid blue line), the lowest point in the original unaltered matrix profile (dashed line) is no longer in the interval where the test subject is physically moving. Now, we can use this corrected matrix profile inplace of our original matrix profile to locate our top motif as we had done before:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "03087b9f-51b1-42e0-949f-0ec3f8b52d7f",
"metadata": {},
"outputs": [],
"source": [
"motif_idx = np.argmin(corrected_mp)\n",
"nn_idx = mp[motif_idx, 1]"
]
},
{
"cell_type": "markdown",
"id": "9e3925b7-b2bd-4d53-9a9c-f6f82e5ebeaa",
"metadata": {},
"source": [
"and plot the results:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "d8ea3929-3dcd-4cdb-8128-fc7137819fc1",
"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(df['Hemoglobin Concentration'])\n",
"axs[0].set_ylabel('Intensity', fontsize='20')\n",
"rect = Rectangle((motif_idx, 4000), m, 4000, facecolor='lightgrey')\n",
"axs[0].add_patch(rect)\n",
"rect = Rectangle((nn_idx, 4000), m, 4000, facecolor='lightgrey')\n",
"axs[0].add_patch(rect)\n",
"axs[1].set_xlabel('Time', fontsize ='20')\n",
"axs[1].set_ylabel('Corrected\\nMatrix Profile', fontsize='20')\n",
"axs[1].axvline(x=motif_idx, linestyle=\"dashed\")\n",
"axs[1].axvline(x=nn_idx, linestyle=\"dashed\")\n",
"axs[1].plot(corrected_mp)\n",
"plt.show()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "685758ee-d346-4576-a1c9-a1cd952fe0d7",
"metadata": {},
"source": [
"As we can see, the motif/nearest neighbor pair (grey) have moved towards the left near the smaller peaks that correspond to more desirable data and, thus, we have successfully excluded the region of physical movement from our motif search!\n",
"\n",
"In the above example, we produced an annotation vector that either completely neglects our undesirable regions. However, there are times when we may not want to completely remove a region from the motif search, but merely to \"discourage/de-emphasize\" it. The next example explores this case."
]
},
{
"cell_type": "markdown",
"id": "3954b50c-1f52-480a-b7af-8dd409a99eb1",
"metadata": {},
"source": [
"## Electrooculography Dataset\n",
"\n",
"Consider the [EOG dataset](https://zenodo.org/record/5045252/files/eog.csv?download=1) containing electric potential data of the left-eye, sampled at 50 Hz. **EOG**, or **Electrooculography**, is a technique used for measuring the potential that exists between the front and back of the human eye. We can download and visualize the data to better understand its trend:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d6d67e07-d10c-4cf9-967c-30c513e3eaa7",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"