{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Consensus Motif Search\n", "\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/TDAmeritrade/stumpy/main?filepath=notebooks/Tutorial_Consensus_Motif.ipynb)\n", "\n", "This tutorial utilizes the main takeaways from the [Matrix Profile XV paper](https://www.cs.ucr.edu/~eamonn/consensus_Motif_ICDM_Long_version.pdf).\n", "\n", "[Matrix profiles](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html) can be used to [find conserved patterns within a single time series](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html) (self-join) and [across two time series](https://stumpy.readthedocs.io/en/latest/Tutorial_AB_Joins.html) (AB-join). In both cases these conserved patterns are often called \"motifs\". And, when considering a set of three or more time series, one common trick for identifying a conserved motif across the entire set is to: \n", "\n", "1. Append a `np.nan` to the end of each time series. This is used to identify the boundary between neighboring time series and ensures that any identified motif will not straddle multiple time series.\n", "2. Concatenate all of the time series into a single long time series\n", "3. Compute the matrix profile (self-join) on the aforementioned concatenated time series\n", "\n", "However, this is not guaranteed to find patterns that are conserved across *all* of the time series within the set. This idea of a finding a conserved motif that is common to all of the time series in a set is referred to as a \"consensus motif\". In this tutorial we will introduce the \"Ostinato\" algorithm, which is an efficient way to find the consensus motif amongst a set of time series." ] }, { "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": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import stumpy\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from matplotlib.patches import Rectangle\n", "from scipy.cluster.hierarchy import linkage, dendrogram\n", "\n", "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the Eye-tracking (EOG) Dataset\n", "\n", "In the following dataset, a volunteer was asked to \"spell\" out different Japanese sentences by performing eye movements that represented writing strokes of individual Japanese characters. Their eye movements were recorded by an electrooculograph (EOG) and they were given one second to \"visually trace\" each Japanese character. For our purposes we're only using the vertical eye positions and, conceptually, this basic example reproduced Figure 1 and Figure 2 of the [Matrix Profile XV](https://www.cs.ucr.edu/~eamonn/consensus_Motif_ICDM_Long_version.pdf) paper." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "Ts = []\n", "for i in [6, 7, 9, 10, 16, 24]:\n", " Ts.append(pd.read_csv(f'https://zenodo.org/record/4288978/files/EOG_001_01_{i:03d}.csv?download=1').iloc[:, 0].values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the EOG Dataset\n", "\n", "Below, we plotted six time series that each represent the vertical eye position while a person \"wrote\" Japanese sentences using their eyes. As you can see, some of the Japanese sentences are longer and contain more words while others are shorter. However, there is one common Japanese word (i.e., a \"common motif\") that is contained in all six examples. Can you spot the one second long pattern that is common across these six time series?" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_vertical_eog(): \n", " fig, ax = plt.subplots(len(Ts), sharex=True, sharey=True)\n", " colors = plt.rcParams[\"axes.prop_cycle\"]()\n", " for i, T in enumerate(Ts):\n", " ax[i].plot(T, color=next(colors)[\"color\"])\n", " ax[i].set_ylim((-330, 1900))\n", " plt.subplots_adjust(hspace=0)\n", " plt.xlabel('Time')\n", " return ax\n", "\n", "plot_vertical_eog()\n", "plt.suptitle('Vertical Eye Position While Writing Different Japanese Sentences', fontsize=14)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Consensus Motif Search\n", "\n", "To find out, we can use the `stumpy.ostinato` function to help us discover the \"consensus motif\" by passing in the list of time series, `Ts`, along with the subsequence window size, `m`:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found Best Radius 0.87 in time series 4 starting at subsequence index location 1271.\n" ] } ], "source": [ "m = 50 # Chosen since the eog signal was downsampled to 50 Hz\n", "radius, Ts_idx, subseq_idx = stumpy.ostinato(Ts, m)\n", "print(f'Found Best Radius {np.round(radius, 2)} in time series {Ts_idx} starting at subsequence index location {subseq_idx}.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, Let's plot the individual subsequences from each time series that correspond to the matching consensus motif:" ] }, { "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": [ "consensus_motif = Ts[Ts_idx][subseq_idx : subseq_idx + m]\n", "nn_idx = []\n", "for i, T in enumerate(Ts):\n", " nn_idx.append(np.argmin(stumpy.core.mass(consensus_motif, T)))\n", " lw = 1\n", " label = None\n", " if i == Ts_idx:\n", " lw = 4\n", " label = 'Consensus Motif'\n", " plt.plot(stumpy.core.z_norm(T[nn_idx[i] : nn_idx[i]+m]), lw=lw, label=label)\n", "\n", "plt.title('The Consensus Motif (Z-normalized)')\n", "plt.xlabel('Time (s)')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a striking similarity between the subsequences. The most central \"consensus motif\" is plotted with a thicker purple line.\n", "\n", "When we highlight the above subsequences in their original context (light blue boxes below), we can see that they occur at different times: " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = plot_vertical_eog()\n", "ymin, ymax = ax[i].get_ylim()\n", "for i in range(len(Ts)):\n", " r = Rectangle((nn_idx[i], ymin), m, ymax-ymin, alpha=0.3)\n", " ax[i].add_patch(r)\n", "plt.suptitle('Vertical Eye Position While Writing Different Japanese Sentences', fontsize=14)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The discovered conserved motif (light blue boxes) correspond to writing the Japanese character `ア`, which occurs at different times in the different example sentences." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Phylogeny Using Mitochondrial DNA (mtDNA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this next example, we'll reproduce Figure 9 from the [Matrix Profile XV](https://www.cs.ucr.edu/~eamonn/consensus_Motif_ICDM_Long_version.pdf) paper.\n", "\n", "[Mitochondrial DNA (mtDNA)](https://en.wikipedia.org/wiki/Mitochondrial_DNA) has been successfully used to determine evolutionary relationships between organisms (phylogeny). Since DNAs are essentially ordered sequences of letters, we can loosely treat them as time series and use all of the available time series tools. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the mtDNA Dataset" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "animals = ['python', 'hippo', 'red_flying_fox', 'alpaca']\n", "dna_seqs = {}\n", "truncate = 15000\n", "for animal in animals:\n", " dna_seqs[animal] = pd.read_csv(f\"https://zenodo.org/record/4289120/files/{animal}.csv?download=1\").iloc[:truncate, 0].values\n", " \n", "colors = {'python': 'tab:blue', 'hippo': 'tab:green', 'red_flying_fox': 'tab:purple', 'alpaca': 'tab:red'}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clustering Using Large mtDNA Sequences\n", "\n", "Naively, using `scipy.cluster.hierarchy` we can cluster the mtDNAs based on the majority of the sequences. A correct clustering would place the two \"artiodactyla\", hippo and alpaca, closest and, together with the red flying fox, we would expect them to form a cluster of \"mammals\". Finally, the python, a \"reptile\", should be furthest away from all of the \"mammals\"." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2)\n", "\n", "# Left\n", "for animal, dna_seq in dna_seqs.items():\n", " ax[0].plot(dna_seq, label=animal, color=colors[animal])\n", "ax[0].legend()\n", "ax[0].set_xlabel('Number of mtDNA Base Pairs')\n", "ax[0].set_title('mtDNA Sequences')\n", "\n", "# Right\n", "pairwise_dists = []\n", "for i, animal_1 in enumerate(animals):\n", " for animal_2 in animals[i+1:]:\n", " pairwise_dists.append(stumpy.core.mass(dna_seqs[animal_1], dna_seqs[animal_2]).item())\n", "Z = linkage(pairwise_dists, optimal_ordering=True)\n", "dendrogram(Z, labels=animals, ax=ax[1])\n", "ax[1].set_ylabel('Z-normalized Euclidean Distance')\n", "ax[1].set_title('Clustering')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Uh oh, the clustering is clearly wrong! Amongst other problems, the alpaca (a mammal) should not be most closely related to the python (a reptile).\n", "\n", "## Consensus Motif Search\n", "\n", "In order to obtain the correct relationships, we need to identify and then compare the parts of the mtDNA that is the most conserved across the mtDNA sequences. In other words, we need to cluster based on their consensus motif. Let's limit the subsequence window size to 1,000 base pairs and identify the consensus motif again using the `stumpy.ostinato` function:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found best radius 2.73 in time series 1 starting at subsequence index location 602.\n" ] } ], "source": [ "m = 1000\n", "radius, Ts_idx, subseq_idx = stumpy.ostinato(list(dna_seqs.values()), m)\n", "print(f'Found best radius {np.round(radius, 2)} in time series {Ts_idx} starting at subsequence index location {subseq_idx}.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clustering Using the Consensus mtDNA Motif" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's perform the clustering again but, this time, using the consensus motif:" ] }, { "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": [ "consensus_motif = list(dna_seqs.values())[Ts_idx][subseq_idx : subseq_idx + m]\n", "\n", "# Extract Animal DNA Subsequence Closest to the Consensus Motif\n", "dna_subseqs = {}\n", "for animal in animals:\n", " idx = np.argmin(stumpy.core.mass(consensus_motif, dna_seqs[animal]))\n", " dna_subseqs[animal] = stumpy.core.z_norm(dna_seqs[animal][idx : idx + m])\n", " \n", "fig, ax = plt.subplots(ncols=2)\n", "\n", "# Left\n", "for animal, dna_subseq in dna_subseqs.items():\n", " ax[0].plot(dna_subseq, label=animal, color=colors[animal])\n", "ax[0].legend()\n", "ax[0].set_title('Consensus mtDNA Subsequences (Z-normalized)')\n", "ax[0].set_xlabel('Number of mtDNA Base Pairs')\n", "\n", "# Right\n", "pairwise_dists = []\n", "for i, animal_1 in enumerate(animals):\n", " for animal_2 in animals[i+1:]:\n", " pairwise_dists.append(stumpy.core.mass(dna_subseqs[animal_1], dna_subseqs[animal_2]).item())\n", "Z = linkage(pairwise_dists, optimal_ordering=True)\n", "dendrogram(Z, labels=animals, ax=ax[1])\n", "ax[1].set_title('Clustering Using the Consensus mtDNA Subsequences')\n", "ax[1].set_ylabel('Z-normalized Euclidean Distance')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now this looks much better! Hierarchically, the python is \"far away\" from the other mammals and, amongst the mammalia, the red flying fox (a bat) is less related to both the alpaca and the hippo which are the closest evolutionary relatives in this set of animals." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "And that’s it! You have now learned how to search for a consensus motif amongst a set of times series using the awesome `stumpy.ostinato` function. 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 XV](https://www.cs.ucr.edu/~eamonn/consensus_Motif_ICDM_Long_version.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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }