{ "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": [ "
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Hemoglobin ConcentrationSensor Acceleration
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" ], "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", 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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('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", 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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", "\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", 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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('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", 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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('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": [ "
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Electric Potential
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" ], "text/plain": [ " Electric Potential\n", "0 -0.980\n", "1 2.941\n", "2 2.941\n", "3 2.941\n", "4 2.941" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('https://zenodo.org/record/5045252/files/eog.csv?download=1')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 15, "id": "3bf4e60c-dab7-4f70-8548-86e6ce896614", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(df['Electric Potential'])\n", "plt.xlabel('Time', fontsize=\"20\")\n", "plt.ylabel('Voltage', fontsize=\"20\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "03d7690c-74cc-4294-abef-7b48adbcc96c", "metadata": {}, "source": [ "You should notice that some points in the plot have flat tops or bottoms. Medically, this is not reflecting reality. The flat tops and bottoms are simply clipping regions, since the measured value exceeded the measurement range of a floating point number. Nonetheless, we can blindly compute the matrix profile and locate the best motif:" ] }, { "cell_type": "code", "execution_count": 16, "id": "a50c3c46-989e-4930-aee5-a6a6f9049b36", "metadata": {}, "outputs": [], "source": [ "m = 450\n", "mp = stumpy.stump(df['Electric Potential'], m)\n", "motif_idx = np.argmin(mp[:, 0])\n", "nn_idx = mp[motif_idx, 1]" ] }, { "cell_type": "markdown", "id": "f8663831-312d-4fad-83e8-b59d691653b0", "metadata": {}, "source": [ "and visualize the results:" ] }, { "cell_type": "code", "execution_count": 17, "id": "e3b32467-d943-4105-bbe1-2a11f8aac3ff", "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['Electric Potential'])\n", "axs[0].set_ylabel('Voltage', fontsize='20')\n", "rect = Rectangle((motif_idx, -150), m, 300, facecolor='lightgrey')\n", "axs[0].add_patch(rect)\n", "rect = Rectangle((nn_idx, -150), m, 300, 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": "1e7b2d37-7ef2-4ca1-b45d-4681618ed71e", "metadata": {}, "source": [ "Unsurprisingly, the motif/nearest-neighbor pair contain the biggest flat top of the time series. This makes sense, since the distance between two flat tops is very low.\n", "\n", "Of course, because the flat tops or bottoms are areas where the actual value of the electric potential is unclear, we want to make this a less desirable motif. But the difference between the previous hemoglobin example and this current one, is that we don't want to completely dismiss these clipping regions. Rather, we want to penalize them only slightly. We do this by constructing an annotation vector that is real-valued, as opposed to the previous example where it was restricted to only be either 0 or 1. So, for every subsequence, we count the number of values that are equal to the global minimum or maximum. The higher the count is, the lower we set the annotation vector value for that subsequence, and vice versa:" ] }, { "cell_type": "code", "execution_count": 18, "id": "95bf9652-acd8-4aea-a2ef-2f89fd176cec", "metadata": {}, "outputs": [], "source": [ "global_min = df[\"Electric Potential\"].min()\n", "global_max = df[\"Electric Potential\"].max()\n", "count_minmax = lambda x: np.count_nonzero(x == global_max) + np.count_nonzero(x == global_min)\n", "annotation_vector = df[\"Electric Potential\"].rolling(m).apply(count_minmax).dropna().values\n", "annotation_vector = 1 - (annotation_vector - np.min(annotation_vector)) / np.max(annotation_vector)" ] }, { "cell_type": "code", "execution_count": 19, "id": "940030de-9432-43dd-a0aa-7f45586640c6", "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", "axs[0].plot(df[\"Electric Potential\"])\n", "axs[0].set_ylabel(\"Voltage\", fontsize=\"20\")\n", "axs[1].plot(annotation_vector)\n", "axs[1].set_ylabel(\"Annotation\\nValue\", fontsize=\"20\")\n", "axs[1].set_xlabel('Time', fontsize=\"20\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d4e9529d-7f23-4115-8152-1ef0dbec4cc9", "metadata": {}, "source": [ "Now we have an annotation vector that is lower at subsequences that contain flat tops or bottoms, and higher where there are no flat tops or bottoms. In contrast to the annotation vector generated for the hemoglobin concentrations example, this annotation vector can take any real-valued number between 0 and 1. We can now proceed as before and use this annotation vector to generate the corrected matrix profile:" ] }, { "cell_type": "code", "execution_count": 20, "id": "68965fb2-601a-4960-ac24-faea95d62158", "metadata": {}, "outputs": [], "source": [ "corrected_mp = mp[:, 0] + ((1 - annotation_vector) * np.max(mp[:, 0]))" ] }, { "cell_type": "code", "execution_count": 21, "id": "e3b8fd92-f555-4d57-af43-3d65567e86a9", "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": "d6ece6b1-e04b-48a1-a228-62cc6444f5a4", "metadata": {}, "source": [ "When we compare the original unaltered matrix profile (dashed line) and the corrected matrix profile (orange line), we clearly see that the subsequences with the lowest matrix profile value has changed. Now we are ready to compute the best motif again using the corrected matrix profile:" ] }, { "cell_type": "code", "execution_count": 22, "id": "11a78a56-9233-4ccb-ad0a-ffc7aca03037", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "motif_idx = np.argmin(corrected_mp)\n", "nn_idx = mp[motif_idx, 1]\n", "\n", "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['Electric Potential'])\n", "axs[0].set_ylabel('Voltage', fontsize='20')\n", "rect = Rectangle((motif_idx, -150), m, 300, facecolor='lightgrey')\n", "axs[0].add_patch(rect)\n", "rect = Rectangle((nn_idx, -150), m, 300, 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(corrected_mp)\n", "plt.show()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "863d6622-6a90-4eb1-9fdf-26d07ea4cb93", "metadata": {}, "source": [ "As we can see, the new motifs (grey) are no longer at flat top or flat bottom regions and, once again, we've successfully guided our motif search to find the more interesting motifs." ] }, { "cell_type": "markdown", "id": "6538ffd0-75ae-437a-a8f2-62865cd22474", "metadata": {}, "source": [ "## Summary\n", "\n", "And that's it! You've now learned the basics of guided motif search with annotation vectors and you can now leverage this simple approach and use it in your own projects. Happy coding!" ] }, { "cell_type": "markdown", "id": "e9a0dced-c70c-49a5-9d53-b2f200690971", "metadata": {}, "source": [ "## Resources\n", "\n", "[Matrix Profile I](https://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf)\n", "\n", "[STUMPY Basics](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html)\n", "\n", "[Matrix Profile V](https://www.cs.ucr.edu/~eamonn/guided-motif-KDD17-new-format-10-pages-v005.pdf)" ] } ], "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": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 5 }