{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyzing Taxi Time Series Data with STUMPY\n", "\n", "This example utilizes the main takeways from the research papers: [Matrix Profile I](http://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf) & [Matrix Profile II](http://www.cs.ucr.edu/~eamonn/STOMP_GPU_final_submission_camera_ready.pdf).\n", "\n", "We will be looking at data from taxi passengers in NYC and will be seeing if we can find any patterns or similar subsequences within the time series that we can utilize to determine patterns and outliers." ] }, { "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": [ "import pandas as pd\n", "import stumpy\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as dates\n", "import datetime as dt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Loading Some Data\n", "\n", "First, we'll download historical data that represents the half-hourly average of the number of NYC taxi passengers over 75 days in the Fall of 2014.\n", "\n", "\n", "We extract that data and insert it into a pandas dataframe, making sure the timestamps are stored as *datetime* objects and the values are of type *float64*." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " timestamp value\n", "0 2014-10-01 00:00:00 12751.0\n", "1 2014-10-01 00:30:00 8767.0\n", "2 2014-10-01 01:00:00 7005.0\n", "3 2014-10-01 01:30:00 5257.0\n", "4 2014-10-01 02:00:00 4189.0" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"https://raw.githubusercontent.com/stanford-futuredata/ASAP/master/Taxi.csv\", sep=',')\n", "df['value'] = df['value'].astype(np.float64)\n", "df['timestamp'] = pd.to_datetime(df['timestamp'])\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The python functions below are going to be used throughout this example to automatically resize and create the plots that are displayed using the Matplotlib python plotting package." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array(['Oct 01', ' ', 'Oct 08', ' ', 'Oct 15', ' ', 'Oct 22', ' ',\n", " 'Oct 29', ' ', 'Nov 05', ' ', 'Nov 12', ' ', 'Nov 19', ' ',\n", " 'Nov 26', ' ', 'Dec 03', ' ', 'Dec 10', ' '], dtype=object), 7)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def change_plot_size(width, height, plt):\n", " fig_size = plt.rcParams[\"figure.figsize\"]\n", " fig_size[0] = width\n", " fig_size[1] = height\n", " plt.rcParams[\"figure.figsize\"] = fig_size\n", " \n", "def create_plot(plot_title, x_axis_title, y_axis_title, data, plt):\n", " plt.suptitle(plot_title[0], fontsize = plot_title[1])\n", " plt.xlabel(x_axis_title[0], fontsize = x_axis_title[1])\n", " plt.ylabel(y_axis_title[0], fontsize = y_axis_title[1])\n", " plt.plot(data)\n", " \n", "\n", "# This code is used to control the font used in the plots\n", "plt.rcParams['font.sans-serif'] = \"Trebuchet MS\"\n", "plt.rcParams['font.family'] = \"sans-serif\"\n", "\n", "plt.rcParams['xtick.direction'] = 'out'\n", "\n", "# This code is going to be utilized to control the axis labeling cof the plots\n", "DAY_MULTIPLIER = 7 # Specify for the amount of days you want between each labeled x-axis tick\n", "\n", "x_axis_labels = df[(df.timestamp.dt.hour==0)]['timestamp'].dt.strftime('%b %d').values[::DAY_MULTIPLIER]\n", "x_axis_labels[1::2] = \" \"\n", "\n", "x_axis_labels, DAY_MULTIPLIER" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are going to plot the raw time series, and see if there are any patterns or outliers we can see by just looking at the plotted time series." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "change_plot_size(18,8, plt)\n", "create_plot(('Taxi Passenger Raw Data','48'),\n", " ('Window Start Date','24'), \n", " ('Half-Hourly Average Number of Taxi Passengers','24'),\n", " df['value'].values, plt)\n", "\n", "plt.xticks(np.arange(0,len(df['value'].values),(48*DAY_MULTIPLIER)/2),x_axis_labels)\n", "plt.xticks(rotation=75)\n", "plt.minorticks_on()\n", "plt.margins(x=0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It seems as if there is a general periodicity between spans of 1-day and 7-days, which can likely be explained by the fact that more people use taxis throughout the day than through the night and that it is reasonable to say most weeks have similar taxi-rider patterns. Also, maybe there is an outlier just to the right of the window starting near the end of October, but other than that there isn't anything you can conclude from just looking at the raw data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Generating the Matrix Profile\n", "\n", "The Matrix Profile is a new data mining tool that searches for exact subsequence matches. In plain language, it allows you to quickly identify the closest match to any pattern in the time series AND it allows you to quickly identify outliers as well! Isn't that awesome?\n", "\n", "Now we are going to generate a matrix profile and then utilize our package's code to generate a matrix profile and then plot it to see if we can extract any patterns from the data.\n", "\n", "First, you will need to declare a window size,`m`, to use as the subsequence length (i.e., a sequence of values from our time series that is a subset of the entire time series). Defining the subsequence length usually requires some level of domain knowledge that allow you to determine an adequate window size. Since this data was taken half-hourly, we chose a value `m = 48` to represent the span of exactly one day.\n", "\n", "Note that in this notebook, we will use m, window size, and subsequence length interchangeably." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "m = 48" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now if only we had an algorithm that we could use to locate patterns and outliers within the time series. Oh wait...we do! it's called *STOMP*. We've implemented a Numba JIT-compiled version of the popular STOMP algorithm that we've appropriately called *STUMP* that is capable of parallel computation. \n", "\n", "*STUMP* performs an ordered search for patterns and outliers within a specified time series (numpy array), and takes advantage of the locality of some calculations to minimize the runtime.\n", "\n", "We now have everything we need to run our dataset through the *STUMP*, let's do just that and plot the results." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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mpinxleftright
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" ], "text/plain": [ " mp inx left right\n", "0 0.462536 1680 -1 1680\n", "1 0.465413 1681 -1 1681\n", "2 0.467104 1682 -1 1682\n", "3 0.473099 1683 -1 1683\n", "4 0.478382 1684 -1 1684" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stump_results = stumpy.stump(df['value'].values, m=m)\n", "out_df = pd.DataFrame(stump_results, columns=['mp', 'inx', 'left', 'right'])\n", "out_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For clarity, we store the output inside a pandas dataframe\n", "\n", "The dataframe output contains an index along with four columns of data and \n", "this is how each can be interpreted:\n", "\n", "The leftmost column represents the index of the time series where the window begins that we are looking at\n", "\n", "**mp**: This is the matrix profile value and represents the euclidian distance between the specified index's window and it's closest correspinding subsequence\n", "\n", "**inx**: This represents the index of the closest matching window, so the euclidian distance between the dataframe indexed window and the **inx** window is the value located in the same row under the **mp** column\n", "\n", "For now, you can ignore the **left** & **right** columns. If you are curious, they are explained throughout [Matrix Profile VII](http://www.cs.ucr.edu/~eamonn/chains_ICDM.pdf)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting the Matrix Profile\n", "\n", "We are going to need to extract just the Matrix Profile values if we are looking to plot it, which has been done below" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "MP = [item[0] for item in stump_results] # Extracting only the Matrix Profile values from the STUMP results \n", "\n", "\n", "create_plot(('1-Day STUMP','48'),\n", " ('Window Start Date','24'), \n", " ('Euclidian distance to closest subsequence','24'),\n", " MP, plt)\n", "\n", "plt.minorticks_on()\n", "plt.margins(x=0)\n", "plt.xticks(np.arange(0,len(MP),(m*DAY_MULTIPLIER)/2),x_axis_labels)\n", "plt.xticks(rotation=75)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Matrix Profile Analysis through STUMP\n", "\n", "Let's understand what we're looking at.\n", "\n", "### Lowest Values\n", "\n", "The lowest values in this graph are considered the *best motifs* , as they represent that corresponding subsequence window (specified by the x-axis) has a closest subsequence with the distance *j* (specified by the y-axis). In this example, we can see that the 2 lowest values are located at `x=27` and `x=363`, those points in the graph have been highlighted with open triangles below.\n", "\n", "It happens to be that the 2 lowest data points are *exactly* 7 days apart, suggesting that in this dataset, there might be a periodicity of seven days, in addition to the more obvious periodicity of one day (*Taxi Example, Part III*).\n", "\n", "### Highest Values\n", "\n", "So what about the highest values? The indices that have the highest values on the graph represent the uniqueness of their corresponding subsequence. Meaning that there is not an existing subsequence that is relatively close to the specified subsequence (in terms of euclidian distance). We found that the top 3 peaks in the graph happened to correspond exactly with the timing of Columbus Day, Daylight Saving Time, and Thanksgiving, respectively. The specified peaks are highlighted by downward-pointing triangles in the graph below." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "create_plot(('1-Day STUMP','48'),\n", " ('Window Start Date','24'), \n", " ('Euclidian distance to closest subsequence','24'),\n", " MP, plt)\n", "\n", "plt.plot(575,1.7, marker=\"v\", markersize=15, color='b')\n", "plt.plot(1535,3.65, marker=\"v\", markersize=15, color='b')\n", "plt.plot(2700,3.1, marker=\"v\", markersize=15, color='b')\n", "plt.plot(30,.2, marker=\"^\", markersize=15, color='b', fillstyle='none')\n", "plt.plot(363,.2, marker=\"^\", markersize=15, color='b', fillstyle='none') \n", "plt.xticks(np.arange(0,3553,(m*DAY_MULTIPLIER)/2),x_axis_labels)\n", "plt.xticks(rotation=75)\n", "plt.minorticks_on()\n", "plt.margins(x=0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Different Window Sizes\n", "\n", "Manipulating the window size can have little impact on your resulting Matrix Profile. For example, the code below runs STUMP with windows of the corresponding lengths in the dictionary." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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7-Days336
\n", "
" ], "text/plain": [ " m\n", "Half-Day 24\n", "1-Day 48\n", "2-Days 96\n", "5-Days 240\n", "7-Days 336" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "days_dict ={\n", " \"Half-Day\": 24,\n", " \"1-Day\": 48,\n", " \"2-Days\": 96,\n", " \"5-Days\": 240,\n", " \"7-Days\": 336,\n", "}\n", "\n", "dataframe = pd.DataFrame.from_dict(days_dict, orient='index', columns=['m'])\n", "\n", "dataframe.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We purposely chose spans of corresponding day-lengths that we thought would be reasonable to digest." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Adjusting sizing for output\n", "change_plot_size(18,8, plt)\n", "\n", "plt.figure(1)\n", "plt.suptitle('STUMP With Changing Window Sizes', fontsize='48')\n", "index=1 # Keeps track of in-order index of dictionary (need for call to plt.subplot)\n", "\n", "for k,i in days_dict.items():\n", " \n", " plt.rcParams['xtick.direction'] = 'in'\n", " figure = plt.subplot(len(days_dict), 1, index)\n", " temp = stumpy.stump(df['value'].values, days_dict[k])\n", " MP = [item[0] for item in temp] # Extracting only the MP values from the STUMP results\n", " figure.set_title('m='+ str(days_dict[k]) + ' (' + k + ')', fontsize=16, y=.5)\n", " plt.ylim(0,10)\n", " plt.xlim(0,3600)\n", " if k == list(days_dict.keys())[-1]: # Last key in dictionary\n", " plt.xticks(np.arange(0,len(MP),(m*DAY_MULTIPLIER)/2),x_axis_labels)\n", " plt.xticks(rotation=75)\n", " plt.ylabel('Euclidian Distance to Closest Subsequence',horizontalalignment='left', fontsize='18')\n", " plt.xlabel('Window Start Date', fontsize='28')\n", " else:\n", " figure.set_xticklabels([])\n", " plt.subplots_adjust(left=None, bottom=None, right=None, top=None, wspace=None, hspace=0)\n", " plt.plot(MP)\n", " index = index + 1\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that even with varying subsequence lengths, our peaks stay prominent. But it looks as if all the non-peak values are converging towards each other. This is why having a knowledge of the data-context is important prior to running STUMP, as it is helpful to have a window size that may that may caputre a repeating pattern, or outlier, within the dataset." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# STUMPED - Distributed STUMP\n", "\n", "When you have more than a few thousand data points and no access to GPUs, then STUMP may not be sufficient for your needs. Instead, you can try STUMPED, a (experimental) distributed parallel implementation that depends on Dask distributed:\n", "\n", "```\n", "from dask.distributed import Client\n", "dask_client = Client()\n", "\n", "stumped_results = stumpy.stumped(dask_client, df['value'].values, m=m) # Note that a dask client is needed\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary\n", "\n", "And that's it! You have now loaded in a dataset, ran it through STUMP using our package, and were able to extract multiple conclusions of existing patterns and outliers within the time series. 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 I](http://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf)\n", "\n", "[Matrix Profile II](http://www.cs.ucr.edu/~eamonn/STOMP_GPU_final_submission_camera_ready.pdf)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }