{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Finding Conserved Patterns Across Two Time Series\n",
"\n",
"[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/TDAmeritrade/stumpy/main?filepath=notebooks/Tutorial_AB_Joins.ipynb)\n",
"\n",
"## AB-Joins\n",
"\n",
"This tutorial is adapted from the [Matrix Profile I](https://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf) paper and replicates Figures 9 and 10.\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 single 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. However, what do you do if you have two time series, $T_{A}$ and $T_{B}$, and you want to know if there are any subsequences in $T_{A}$ that can also be found in $T_{B}$? By extension, a motif discovery process involving two time series is often referred to as an \"AB-join\" since all of the subsequences within time series $T_{A}$ are compared to all of the subsequences in $T_{B}$. \n",
"\n",
"It turns out that \"self-joins\" can be trivially generalized to \"AB-joins\" and the resulting matrix profile, which annotates every subsequence in $T_{A}$ with its nearest subsequence neighbor in $T_{B}$, can be used to identify similar (or unique) subsequences across any two time series. Additionally, as long as $T_{A}$ and $T_{B}$ both have lengths that are greater than or equal to the subsequence length, $m$, there is no requirement that the two time series must be the same length. \n",
"\n",
"In this short tutorial we will demonstrate how to find a conserved pattern across two independent time series using STUMPY.\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": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import stumpy\n",
"import pandas as pd\n",
"import numpy as np\n",
"from IPython.display import IFrame\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Finding Similarities in Music Using STUMPY\n",
"\n",
"In this tutorial we are going to analyze two songs, “Under Pressure” by Queen and David Bowie as well as “Ice Ice Baby” by Vanilla Ice. For those who are unfamiliar, in 1990, Vanilla Ice was alleged to have sampled the bass line from \"Under Pressure\" without crediting the original creators and the copyright claim was later settled out of court. Have a look at this short video and see if you can hear the similarities between the two songs:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" VIDEO"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IFrame(width=\"560\", height=\"315\", src=\"https://www.youtube.com/embed/HAA__AW3I1M\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The two songs certainly share some similarities! But, before we move forward, imagine if you were the judge presiding over this court case. What analysis result would you need to see in order to be convinced, beyond a shadow of a doubt, that there was wrongdoing?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading the Music Data\n",
"\n",
"To make things easier, instead of using the raw music audio from each song, we're only going to use audio that has been pre-converted to a single frequency channel (i.e., the 2nd MFCC channel sampled at 100Hz)."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Length of Queen dataset : 24289\n",
"Length of Vanilla ice dataset : 23095\n"
]
}
],
"source": [
"queen_df = pd.read_csv(\"https://zenodo.org/record/4294912/files/queen.csv?download=1\")\n",
"vanilla_ice_df = pd.read_csv(\"https://zenodo.org/record/4294912/files/vanilla_ice.csv?download=1\")\n",
"\n",
"print(\"Length of Queen dataset : \" , queen_df.size)\n",
"print(\"Length of Vanilla ice dataset : \" , vanilla_ice_df.size)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizing the Audio Frequencies\n",
"\n",
"It was very clear in the earlier video that there are strong similarities between the two songs. However, even with this prior knowledge, it's incredibly difficult to spot the similarities (below) due to the sheer volume of the data: "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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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('Can You Spot The Pattern?', fontsize='30')\n",
"\n",
"axs[0].set_title('Under Pressure', fontsize=20, y=0.8)\n",
"axs[1].set_title('Ice Ice Baby', fontsize=20, y=0)\n",
"\n",
"axs[1].set_xlabel('Time')\n",
"\n",
"axs[0].set_ylabel('Frequency')\n",
"axs[1].set_ylabel('Frequency')\n",
"\n",
"ylim_lower = -25\n",
"ylim_upper = 25\n",
"axs[0].set_ylim(ylim_lower, ylim_upper)\n",
"axs[1].set_ylim(ylim_lower, ylim_upper)\n",
"\n",
"axs[0].plot(queen_df['under_pressure'])\n",
"axs[1].plot(vanilla_ice_df['ice_ice_baby'], c='orange')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Performing an AB-Join with STUMPY\n",
"\n",
"Fortunately, using the `stumpy.stump` function, we can quickly compute the matrix profile by performing an AB-join and this will help us easily identify and locate the similar subsequence(s) between these two songs:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"m = 500\n",
"queen_mp = stumpy.stump(T_A = queen_df['under_pressure'], \n",
" m = m,\n",
" T_B = vanilla_ice_df['ice_ice_baby'],\n",
" ignore_trivial = False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Above, we call `stumpy.stump` by specifying our two time series `T_A = queen_df['under_pressure']` and `T_B = vanilla_ice_df['ice_ice_baby']`. Following the original published work, we use a subsequence window length of `m = 500` and, since this is not a self-join, we set `ignore_trivial = False`. The resulting matrix profile, `queen_mp`, essentially serves as an annotation for `T_A` so, for every subsequence in `T_A`, we find its closest subsequence in `T_B`. \n",
"\n",
"As a brief reminder of the matrix profile data structure, each row of `queen_mp` corresponds to each subsequence within `T_A`, the first column in `queen_mp` records the matrix profile value for each subsequence in `T_A` (i.e., the distance to its nearest neighbor in `T_B`), and the second column in `queen_mp` keeps track of the index location of the nearest neighbor subsequence in `T_B`. \n",
"\n",
"One additional side note is that AB-joins are not symmetrical in general. That is, unlike a self-join, the order of the input time series matter. So, an AB-join will produce a different matrix profile than a BA-join (i.e., for every subsequence in `T_B`, we find its closest subsequence in `T_A`).\n",
"\n",
"## Visualizing the Matrix Profile\n",
"\n",
"Just as we've done [in the past](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html), we can now look at the matrix profile, `queen_mp`, computed from our AB-join:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"queen_motif_index = queen_mp[:, 0].argmin()\n",
"\n",
"plt.xlabel('Subsequence')\n",
"plt.ylabel('Matrix Profile')\n",
"\n",
"plt.scatter(queen_motif_index, \n",
" queen_mp[queen_motif_index, 0],\n",
" c='red',\n",
" s=100)\n",
"\n",
"plt.plot(queen_mp[:,0])\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, to discover the global motif (i.e., the most conserved pattern), `queen_motif_index`, all we need to do is identify the index location of the lowest distance value in the `queen_mp` matrix profile (see red circle above)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The motif is located at index 904 of \"Under Pressure\"\n"
]
}
],
"source": [
"queen_motif_index = queen_mp[:, 0].argmin()\n",
"print(f'The motif is located at index {queen_motif_index} of \"Under Pressure\"')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In fact, the index location of its nearest neighbor in \"Ice Ice Baby\" is stored in `queen_mp[queen_motif_index, 1]`:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The motif is located at index 288 of \"Ice Ice Baby\"\n"
]
}
],
"source": [
"vanilla_ice_motif_index = queen_mp[queen_motif_index, 1]\n",
"print(f'The motif is located at index {vanilla_ice_motif_index} of \"Ice Ice Baby\"')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Overlaying The Best Matching Motif\n",
"\n",
"After identifying the motif and retrieving the index location from each song, let's overlay both of these subsequences and see how similar they are to each other: "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(queen_df.iloc[queen_motif_index : queen_motif_index + m].values, label='Under Pressure')\n",
"plt.plot(vanilla_ice_df.iloc[vanilla_ice_motif_index:vanilla_ice_motif_index+m].values, label='Ice Ice Baby')\n",
"\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Frequency')\n",
"\n",
"plt.legend()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wow, the resulting overlay shows really strong correlation between the two subsequences! Are you convinced?\n",
"\n",
"## Summary\n",
"\n",
"And that's it! In just a few lines of code, you learned how to compute a matrix profile for two time series using STUMPY and identified the top-most conserved behavior between them. While this tutorial has focused on audio data, there are many further applications such as detecting imminent mechanical issues in sensor data by comparing to known experimental or historical failure datasets or finding matching movements in commodities or stock prices, just to name a few.\n",
"\n",
"You can now import this package and use it in your own projects. Happy coding!\n",
"\n",
"## Resources\n",
"\n",
"[Matrix Profile I](https://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.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
}