{
"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",
" \n",
" "
],
"text/plain": [
""
]
},
"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",
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