From 32f4729b0a3ec1be1ce34c00171a64fbd7e72779 Mon Sep 17 00:00:00 2001 From: Kaushal Gautam Date: Sun, 10 Jun 2018 17:22:48 +0530 Subject: [PATCH] Using plotly to see the graph of the data. Using descriptive statistics only for the purpose of guessing what method will work best --- .ipynb_checkpoints/Untitled-checkpoint.ipynb | 272 +++ Untitled.ipynb | 272 +++ .../A1Benchmark/.json | 2 + .../A1Benchmark/real_1.csv | 1421 ++++++++++++++ .../A1Benchmark/real_10.csv | 1440 ++++++++++++++ .../A1Benchmark/real_11.csv | 1440 ++++++++++++++ .../A1Benchmark/real_12.csv | 1440 ++++++++++++++ .../A1Benchmark/real_13.csv | 1440 ++++++++++++++ .../A1Benchmark/real_14.csv | 1440 ++++++++++++++ .../A1Benchmark/real_15.csv | 1440 ++++++++++++++ .../A1Benchmark/real_16.csv | 1462 ++++++++++++++ .../A1Benchmark/real_17.csv | 1425 ++++++++++++++ .../A1Benchmark/real_18.csv | 1462 ++++++++++++++ .../A1Benchmark/real_19.csv | 1425 ++++++++++++++ .../A1Benchmark/real_2.csv | 1440 ++++++++++++++ .../A1Benchmark/real_20.csv | 1423 ++++++++++++++ .../A1Benchmark/real_21.csv | 1421 ++++++++++++++ .../A1Benchmark/real_22.csv | 1421 ++++++++++++++ .../A1Benchmark/real_23.csv | 1421 ++++++++++++++ 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file mode 100644 index 0000000..6e7fcfc --- /dev/null +++ b/.ipynb_checkpoints/Untitled-checkpoint.ipynb @@ -0,0 +1,272 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# System Anomaly Detection" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Importing necessary libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pylab as plt\n", + "%matplotlib inline\n", + "from matplotlib.pylab import rcParams\n", + "rcParams['figure.figsize'] = 15,6\n", + "import datetime\n", + "import plotly as plotly\n", + "import plotly.plotly as py\n", + "import plotly.graph_objs as go\n", + "\n", + "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", + "plotly.tools.set_credentials_file(username='tumbledore', api_key='o5jeDlUeZfaVihMSQwwu')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To import data from a single file and check the contents:" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " timestamp value is_anomaly\n", + "0 1 6 0\n", + "1 2 1448 0\n", + "2 3 1601 0\n", + "3 4 1585 0\n", + "4 5 1819 0\n", + "\n", + "Data Types: \n", + "timestamp int64\n", + "value int64\n", + "is_anomaly int64\n", + "dtype: object\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = pd.read_csv('Webscope_S5/ydata-labeled-time-series-anomalies-v1_0/A1Benchmark/real_7.csv')\n", + "print(data.head())\n", + "\n", + "print('\\nData Types: ')\n", + "print(data.dtypes)\n", + "\n", + "trace = go.Scatter(\n", + " x = data.timestamp,\n", + " y = data.value,\n", + " line = dict(color = '#7F7F7F'), \n", + " opacity = 0.8\n", + ")\n", + "anomaly = data.loc[data['is_anomaly'] == 1]\n", + "trace2 = go.Scatter(\n", + " x = anomaly.timestamp,\n", + " y = anomaly.value,\n", + " mode = 'markers'\n", + " \n", + ")\n", + "init_notebook_mode(connected=True)\n", + "plotdata = [trace, trace2]\n", + "py.iplot(plotdata)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " value is_anomaly\n", + "timestamp \n", + "1 6 0\n", + "2 1448 0\n", + "3 1601 0\n", + "4 1585 0\n", + "5 1819 0\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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JVLE9D1ANK1Hozp2ZAFrX85euS/81xanet7dndVA5R70o1sSd1zznTjeQf/M1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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "timedata = pd.read_csv('Webscope_S5/ydata-labeled-time-series-anomalies-v1_0/A1Benchmark/real_7.csv', index_col = 'timestamp')\n", + "print(timedata.head())\n", + "\n", + "ts = timedata['value']\n", + "plt.plot(ts)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from statsmodels.tsa.stattools import adfuller\n", + "def test_stationarity(timeseries):\n", + " #Determing rolling statistics\n", + " rolmean = pd.rolling_mean(timeseries, window=12)\n", + " rolstd = pd.rolling_std(timeseries, window=12)\n", + "\n", + " #Plot rolling statistics:\n", + " orig = plt.plot(timeseries, color='blue',label='Original')\n", + " mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n", + " std = plt.plot(rolstd, color='black', label = 'Rolling Std')\n", + " plt.legend(loc='best')\n", + " plt.title('Rolling Mean & Standard Deviation')\n", + " plt.show(block=False)\n", + " \n", + " #Perform Dickey-Fuller test:\n", + " print('Results of Dickey-Fuller Test:')\n", + " dftest = adfuller(timeseries, autolag='AIC')\n", + " dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n", + " for key,value in dftest[4].items():\n", + " dfoutput['Critical Value (%s)'%key] = value\n", + " print(dfoutput)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Kaushal\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: FutureWarning:\n", + "\n", + "pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n", + "\tSeries.rolling(window=12,center=False).mean()\n", + "\n", + "C:\\Users\\Kaushal\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: FutureWarning:\n", + "\n", + "pd.rolling_std is deprecated for Series and will be removed in a future version, replace with \n", + "\tSeries.rolling(window=12,center=False).std()\n", + "\n" + ] + }, + { + "data": { + "image/png": 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nP8s//+pXv8pXv/rV0Ovz5s1jxYoVABx77LEce+yxgOuQefHFFwOuc2bcNRoa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UjirpiAAiXuwjh3K1asYGZmxiWIvbFMv3FB+Fgm5Is7/Zq5WiFocZfNirgTBEEQBGFZ4HTu/mHX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\nr14DaGg4ifr6YgoKYOzYWhZ8G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II=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of Dickey-Fuller Test:\n", + "Test Statistic -2.139155\n", + "p-value 0.229064\n", + "#Lags Used 24.000000\n", + "Number of Observations Used 1398.000000\n", + "Critical Value (1%) -3.435036\n", + "Critical Value (5%) -2.863610\n", + "Critical Value (10%) -2.567872\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "test_stationarity(ts)" + ] + } + ], + "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": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Untitled.ipynb b/Untitled.ipynb new file mode 100644 index 0000000..df8d13a --- /dev/null +++ b/Untitled.ipynb @@ -0,0 +1,272 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# System Anomaly Detection" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Importing necessary libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pylab as plt\n", + "%matplotlib inline\n", + "from matplotlib.pylab import rcParams\n", + "rcParams['figure.figsize'] = 15,6\n", + "import datetime\n", + "import plotly as plotly\n", + "import plotly.plotly as py\n", + "import plotly.graph_objs as go\n", + "\n", + "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n", + "plotly.tools.set_credentials_file(username='tumbledore', api_key='o5jeDlUeZfaVihMSQwwu')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To import data from a single file and check the contents:" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " timestamp value is_anomaly\n", + "0 1 6 0\n", + "1 2 1448 0\n", + "2 3 1601 0\n", + "3 4 1585 0\n", + "4 5 1819 0\n", + "\n", + "Data Types: \n", + "timestamp int64\n", + "value int64\n", + "is_anomaly int64\n", + "dtype: object\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = pd.read_csv('Webscope_S5/ydata-labeled-time-series-anomalies-v1_0/A1Benchmark/real_7.csv')\n", + "print(data.head())\n", + "\n", + "print('\\nData Types: ')\n", + "print(data.dtypes)\n", + "\n", + "trace = go.Scatter(\n", + " x = data.timestamp,\n", + " y = data.value,\n", + " line = dict(color = '#7F7F7F'), \n", + " opacity = 0.8\n", + ")\n", + "anomaly = data.loc[data['is_anomaly'] == 1]\n", + "trace2 = go.Scatter(\n", + " x = anomaly.timestamp,\n", + " y = anomaly.value,\n", + " mode = 'markers'\n", + " \n", + ")\n", + "init_notebook_mode(connected=True)\n", + "plotdata = [trace, trace2]\n", + "py.iplot(plotdata)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " value is_anomaly\n", + "timestamp \n", + "1 6 0\n", + "2 1448 0\n", + "3 1601 0\n", + "4 1585 0\n", + "5 1819 0\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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JVLE9D1ANK1Hozp2ZAFrX85euS/81xanet7dndVA5R70o1sSd1zznTjeQf/M1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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "timedata = pd.read_csv('Webscope_S5/ydata-labeled-time-series-anomalies-v1_0/A1Benchmark/real_7.csv', index_col = 'timestamp')\n", + "print(timedata.head())\n", + "\n", + "ts = timedata['value']\n", + "plt.plot(ts)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from statsmodels.tsa.stattools import adfuller\n", + "def test_stationarity(timeseries):\n", + " #Determing rolling statistics\n", + " rolmean = pd.rolling_mean(timeseries, window=12)\n", + " rolstd = pd.rolling_std(timeseries, window=12)\n", + "\n", + " #Plot rolling statistics:\n", + " orig = plt.plot(timeseries, color='blue',label='Original')\n", + " mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n", + " std = plt.plot(rolstd, color='black', label = 'Rolling Std')\n", + " plt.legend(loc='best')\n", + " plt.title('Rolling Mean & Standard Deviation')\n", + " plt.show(block=False)\n", + " \n", + " #Perform Dickey-Fuller test:\n", + " print('Results of Dickey-Fuller Test:')\n", + " dftest = adfuller(timeseries, autolag='AIC')\n", + " dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n", + " for key,value in dftest[4].items():\n", + " dfoutput['Critical Value (%s)'%key] = value\n", + " print(dfoutput)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Kaushal\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: FutureWarning:\n", + "\n", + "pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n", + "\tSeries.rolling(window=12,center=False).mean()\n", + "\n", + "C:\\Users\\Kaushal\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: FutureWarning:\n", + "\n", + "pd.rolling_std is deprecated for Series and will be removed in a future version, replace with \n", + "\tSeries.rolling(window=12,center=False).std()\n", + "\n" + ] + }, + { + "data": { + "image/png": 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nP8s//+pXv8pXv/rV0Ovz5s1jxYoVABx77LEce+yxgOuQefHFFwOuc2bcNRoa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UjirpiAAiXuwjh3K1asYGZmxiWIvbFMv3FB+Fgm5Is7/Zq5WiFocZfNirgTBEEQBGFZ4HTu/mHX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\nwzAOA/8fw48h8gbVjw8AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of Dickey-Fuller Test:\n", + "Test Statistic -2.139155\n", + "p-value 0.229064\n", + "#Lags Used 24.000000\n", + "Number of Observations Used 1398.000000\n", + "Critical Value (1%) -3.435036\n", + "Critical Value (5%) -2.863610\n", + "Critical Value (10%) -2.567872\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "test_stationarity(ts)" + ] + } + ], + "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": "3.6.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git 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diff --git a/Webscope_S5/ydata-labeled-time-series-anomalies-v1_0/README.txt b/Webscope_S5/ydata-labeled-time-series-anomalies-v1_0/README.txt new file mode 100644 index 0000000..ce15500 --- /dev/null +++ b/Webscope_S5/ydata-labeled-time-series-anomalies-v1_0/README.txt @@ -0,0 +1,77 @@ +Dataset: ydata-labeled-time-series-anomalies-v1_0 + +Yahoo! Synthetic and real time-series with labeled anomalies, version 1.0 + +===================================================================== +This dataset is provided as part of the Yahoo! Webscope program, to be +used for approved non-commercial research purposes by recipients who +have signed a Data Sharing Agreement with Yahoo!. This dataset is not +to be redistributed. No personally identifying information is available +in this dataset. More information about the Yahoo! Webscope program is +available at http://research.yahoo.com + +===================================================================== + +Full description: + +This dataset contains 371 files: + +A1Benchmark/real_(int).csv +A2Benchmark/synthetic_(int).csv +A3Benchmark/A3Benchmark-TS(int).csv +A4Benchmark/A4Benchmark-TS(int).csv + +A1Benchmark is based on the real production traffic to some of the Yahoo! properties. +The other 3 benchmarks are based on synthetic time-series. A2 and A3 Benchmarks include outliers, +while the A4Benchmark includes change-point anomalies. The bechmarks based on real-data have property +and geos removed. Fields in each data file are delimited with (",") characters. + +The content of the six files are as follows: + +===================================================================== +(1) "A[1-2]Benchmark/[real,synthetic]_(int).csv" contains real and synthetic time-series with labeled anomalies. + The synthetic data set contains time-series with random seasonality, trend and noise. The outliers in the + synthetic dataset are inserted at random positions. Note that the timestamps of the A1Benchmark are replaced by + integers with the increment of 1, where each data-point represents 1 hour worth of data. The anomalies in A1Benchmark + are marked by humans and therefore may not be consistent, therefore during benchmarking A1Benchmark is best used to measure + recall. + + The fields are: + + 0 timestamp + 1 value + 2 is_anomaly + + The is_anomaly field is a boolean indicating if the current value at a given timestamp is considered an anomaly. + +Snippet: + 1,83,0 + 2,605,0 + 3,181,0 + 4,37,0 + 5,45,1 + +===================================================================== +(2) "A[3-4]Benchmark/A[3-4]Benchmark-TS(int).csv" contain synthetic time-series. + The A3Benchmark only contains outliers while the A4Benchmark also contains the anomalies + that are marked as change-points. The synthetic time-series have varying noise and trends + with three pre-specified seasonalities. The anomalies in the synthetic time-series are inserted at random positions. + The fields are: + + 0 timestamps: the UNIX timestamp marks every hour (the data is hourly sampled) + 1 value: the value of time series at this timestamp + 2 anomaly: 1 if this stamp is an outlier + 3 changepoint: 1 if this stamp is a change point + 4 trend: the additive trend value for this timestamp + 5 noise: the additive noise value for this timestamp + 6 seasonality1: the 12-hour seasonality value + 7 seasonality2: the daily seasonality value + 8 seasonality3: the weekly seasonality value + +Snippet: + +1422237600,4333.43325915382,0,0,4599,1.81512268926974,-190.958601534458,-128.864580083128,52.4413180821374 +1422241200,4316.14322293657,0,0,4602,-14.6572208523525,-220.5,-105.217489040563,54.5179328294825 +1422244800,4403.20006523115,0,0,4605,7.04036744752875,-190.958601534463,-74.3999999999969,56.5182993180795 +1422248400,4531.20632084718,0,0,4608,13.5289749039305,-110.250000000009,-38.5122739112586,58.4396198545142 +1422252000,4967.50678185938,1,0,4911,-3.7724254388993,-6.91288625182698e-12,-2.33251127952801e-12,60.279207 diff --git a/Webscope_S5/ydata-labeled-time-series-anomalies-v1_0/WebscopeReadMe.txt b/Webscope_S5/ydata-labeled-time-series-anomalies-v1_0/WebscopeReadMe.txt new file mode 100644 index 0000000..32a744c --- /dev/null +++ b/Webscope_S5/ydata-labeled-time-series-anomalies-v1_0/WebscopeReadMe.txt @@ -0,0 +1,20 @@ +================================================================== + +Yahoo! Webscope ReadMe + +The data included herein is provided as part of the Yahoo! Webscope program for use solely under the terms of a signed Yahoo! Data Sharing Agreement. + +Any publication using this data should attribute Yahoo!, ideally in the bibliography of the paper, unless Yahoo! explicitly requests no attribution. Please include the phrase Yahoo! Webscope, the web address http://research.yahoo.com/Academic_Relations and the name of the specific dataset used, including version number if applicable. For example: + +Yahoo! Webscope dataset ydata-labeled-time-series-anomalies-v1_0 +[http://labs.yahoo.com/Academic_Relations] + +Please send a copy of each paper and its full citation information to research-data-requests@yahoo-inc.com upon publication. + +This data may be used only for academic research purposes and may not be used for any commercial purposes, by any commercial entity, or by any party not under a signed Data Sharing Agreement. The data may not be reproduced in whole or in part, may not be posted on the web, on internal networks, or in networked data stores, and may not be archived offsite. The data must be returned to Yahoo! at the end of the research project or in three years, whichever comes first. + +This dataset was produced from Yahoo!'s records and has been reviewed by an internal board to assure that no personally identifiable information is revealed. You may not perform any analysis, reverse engineering or processing of the data or any correlation with other data sources that could be used to determine or infer personally identifiable information. + +Please refer to the Data Sharing Agreement for complete terms. Contact research-data-requests@yahoo-inc.com with questions. + +==================================================================