{ "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": 1, "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 itertools import cycle, combinations\n", "from matplotlib.patches import Rectangle\n", "from scipy.cluster.hierarchy import linkage, dendrogram\n", "from scipy.special import comb\n", "\n", "plt.style.use('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": 2, "metadata": {}, "outputs": [], "source": [ "sentence_idx = [6, 7, 9, 10, 16, 24]\n", "Ts = [None] * len(sentence_idx)\n", "fs = 50 # eog signal was downsampled to 50 Hz\n", " \n", "for i, s in enumerate(sentence_idx):\n", " Ts[i] = pd.read_csv(f'https://zenodo.org/record/4288978/files/EOG_001_01_{s:03d}.csv?download=1').iloc[:, 0].values\n", " \n", "# the literal sentences\n", "sentences = pd.read_csv(f'https://zenodo.org/record/4288978/files/test_sent.jp.csv?download=1', index_col=0)" ] }, { "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": 3, "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(6, sharex=True, sharey=True)\n", " prop_cycle = plt.rcParams['axes.prop_cycle']\n", " colors = cycle(prop_cycle.by_key()['color'])\n", " for i, e in enumerate(Ts):\n", " ax[i].plot(np.arange(0, len(e)) / fs, e, color=next(colors))\n", " ax[i].set_ylim((-330, 1900))\n", " plt.subplots_adjust(hspace=0)\n", " plt.xlabel('Time (s)')\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": 4, "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 = fs\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": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "seed_motif = Ts[Ts_idx][subseq_idx : subseq_idx + m]\n", "x = np.linspace(0,1,50)\n", "nn = np.zeros(len(Ts), dtype=np.int64)\n", "nn[Ts_idx] = subseq_idx\n", "for i, e in enumerate(Ts):\n", " if i != Ts_idx:\n", " nn[i] = np.argmin(stumpy.core.mass(seed_motif, e))\n", " lw = 1\n", " label = None\n", " else:\n", " lw = 4\n", " label = 'Seed Motif'\n", " plt.plot(x, e[nn[i]:nn[i]+m], lw=lw, label=label)\n", "plt.title('The Consensus Motif')\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 \"seed 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": 6, "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", "for i in range(len(Ts)):\n", " y = ax[i].get_ylim()\n", " r = Rectangle((nn[i] / fs, y[0]), 1, y[1]-y[0], 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": 7, "metadata": {}, "outputs": [], "source": [ "animals = ['python', 'hippo', 'red_flying_fox', 'alpaca']\n", "data = {}\n", "for animal in animals:\n", " data[animal] = pd.read_csv(f\"https://zenodo.org/record/4289120/files/{animal}.csv?download=1\").iloc[:,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": 8, "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", "# sequences in Fig 9 left\n", "truncate = 15000\n", "for k, v in data.items():\n", " ax[0].plot(v[:truncate], label=k, color=colors[k])\n", "ax[0].legend()\n", "ax[0].set_xlabel('Number of mtDNA Base Pairs')\n", "ax[0].set_title('mtDNA Sequences')\n", "\n", "# clustering in Fig 9 left\n", "truncate = 16000\n", "dp = np.zeros(int(comb(4, 2)))\n", "for i, a_c in enumerate(combinations(data.keys(), 2)):\n", " dp[i] = stumpy.core.mass(data[a_c[0]][:truncate], data[a_c[1]][:truncate])\n", "Z = linkage(dp, optimal_ordering=True)\n", "dendrogram(Z, labels=[k for k in data.keys()], 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": 9, "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", "bsf_radius, bsf_Ts_idx, bsf_subseq_idx = stumpy.ostinato(list(data.values()), m)\n", "print(f'Found best radius {np.round(bsf_radius, 2)} in time series {bsf_Ts_idx} starting at subsequence index location {bsf_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": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "consensus_motifs = {}\n", "best_motif = list(data.items())[bsf_Ts_idx][1][bsf_subseq_idx : bsf_subseq_idx + m]\n", "for i, (k, v) in enumerate(data.items()):\n", " if i == bsf_Ts_idx:\n", " consensus_motifs[k] = best_motif\n", " else:\n", " idx = np.argmin(stumpy.core.mass(best_motif, v))\n", " consensus_motifs[k] = v[idx : idx + m]\n", " \n", "fig, ax = plt.subplots(ncols=2)\n", "# plot the consensus motifs\n", "for animal, motif in consensus_motifs.items():\n", " ax[0].plot(motif, label=animal, color=colors[animal])\n", "ax[0].legend()\n", "# cluster consensus motifs\n", "dp = np.zeros(int(comb(4, 2)))\n", "for i, motif in enumerate(combinations(list(consensus_motifs.values()), 2)):\n", " dp[i] = stumpy.core.mass(motif[0], motif[1])\n", "Z = linkage(dp, optimal_ordering=True)\n", "dendrogram(Z, labels=[k for k in consensus_motifs.keys()])\n", "\n", "ax[0].set_title('Consensus mtDNA Motifs')\n", "ax[0].set_xlabel('Number of mtDNA Base Pairs')\n", "ax[1].set_title('Clustering Using the Consensus Motifs')\n", "ax[1].set_ylabel('Z-normalized Euclidean Distance')\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": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 4 }