KDE_risk.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"KDE_risk.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"wAzVZQgFtGH4"},"source":["# Time Related: KDE based Anomaly Detection\n","\n","This notebook uses Colab to perform anomaly detection based on Kernel Density Estimation(KDE) algorithms via PySpark. \n","\n","Kernel density estimation (KDE) is a nonparametric estimation algorithm that gives the relative probability density distribution based on a given sample of values. Compared to the common histogram, KDE is able to generate a smooth probability distribution curve. This also means that it can estimate the probability of occurrence of a numerical sample that has not occurred before.\n","Based on the past numerical history, we can use KDE to derive the probability of occurrence of various scenarios. In general, the smaller the probability of a new event occurring compared to a historical situation, the greater the possible risk of that event.\n","\n","This method could be applied to any numerical feature, not only time, but also number of files downloaded, number of emails sended, etc.\n","\n","Data Source: [CERT Dataset](https://kilthub.cmu.edu/articles/dataset/Insider_Threat_Test_Dataset/12841247/1) from Carnegie Mellon University  \n","\n","## Method overview\n","\n","1. Obtain user/overall history.\n","2. Generate probability distribution by kernel density estimation (KDE).\n","3. Calculate probability of new event.\n","4. Convert probability to risk score.\n","\n"]},{"cell_type":"markdown","metadata":{"id":"Q8l1i2W4tbCH"},"source":["## Build environment\n","\n","Since Colab does not have PySpark module installed, we need to install PySpark and configure the related environment first."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"W_8IPcMOZ8SP","executionInfo":{"status":"ok","timestamp":1619925066079,"user_tz":300,"elapsed":62095,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"9fd51dfa-8d90-4c55-f07a-3f98dcd216ba"},"source":["!pip install pyspark \n","!pip install -U -q PyDrive\n","!apt update\n","!apt install openjdk-8-jdk-headless -qq\n","import os\n","os.environ[\"JAVA_HOME\"] = \"/usr/lib/jvm/java-8-openjdk-amd64\""],"execution_count":1,"outputs":[{"output_type":"stream","text":["Collecting pyspark\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/45/b0/9d6860891ab14a39d4bddf80ba26ce51c2f9dc4805e5c6978ac0472c120a/pyspark-3.1.1.tar.gz (212.3MB)\n","\u001b[K     |████████████████████████████████| 212.3MB 70kB/s \n","\u001b[?25hCollecting py4j==0.10.9\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/9e/b6/6a4fb90cd235dc8e265a6a2067f2a2c99f0d91787f06aca4bcf7c23f3f80/py4j-0.10.9-py2.py3-none-any.whl (198kB)\n","\u001b[K     |████████████████████████████████| 204kB 45.6MB/s \n","\u001b[?25hBuilding wheels for collected packages: pyspark\n","  Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for pyspark: filename=pyspark-3.1.1-py2.py3-none-any.whl size=212767604 sha256=75b873b2a71c0ed691246f86df7cf8a8938f96e81f4a5ca1dc63ea4059ee4045\n","  Stored in directory: /root/.cache/pip/wheels/0b/90/c0/01de724414ef122bd05f056541fb6a0ecf47c7ca655f8b3c0f\n","Successfully built pyspark\n","Installing collected packages: py4j, pyspark\n","Successfully installed py4j-0.10.9 pyspark-3.1.1\n","Get:1 http://security.ubuntu.com/ubuntu bionic-security InRelease [88.7 kB]\n","Get:2 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease [3,626 B]\n","Ign:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n","Get:4 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease [15.9 kB]\n","Ign:5 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n","Hit:6 http://archive.ubuntu.com/ubuntu bionic InRelease\n","Get:7 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release [697 B]\n","Hit:8 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n","Get:9 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release.gpg [836 B]\n","Get:10 http://archive.ubuntu.com/ubuntu bionic-updates InRelease [88.7 kB]\n","Get:11 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ Packages [53.1 kB]\n","Hit:12 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n","Hit:13 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease\n","Get:14 http://archive.ubuntu.com/ubuntu bionic-backports InRelease [74.6 kB]\n","Get:15 http://security.ubuntu.com/ubuntu bionic-security/main amd64 Packages [2,116 kB]\n","Hit:16 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n","Get:17 http://security.ubuntu.com/ubuntu bionic-security/multiverse amd64 Packages [24.7 kB]\n","Get:18 http://security.ubuntu.com/ubuntu bionic-security/universe amd64 Packages [1,410 kB]\n","Get:19 http://security.ubuntu.com/ubuntu bionic-security/restricted amd64 Packages [396 kB]\n","Ign:21 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Packages\n","Get:21 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Packages [742 kB]\n","Get:22 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main Sources [1,759 kB]\n","Get:23 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 Packages [2,546 kB]\n","Get:24 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic/main amd64 Packages [900 kB]\n","Get:25 http://archive.ubuntu.com/ubuntu bionic-updates/restricted amd64 Packages [426 kB]\n","Get:26 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 Packages [2,181 kB]\n","Get:27 http://archive.ubuntu.com/ubuntu bionic-updates/multiverse amd64 Packages [31.6 kB]\n","Fetched 12.9 MB in 3s (3,792 kB/s)\n","Reading package lists... 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Run 'apt list --upgradable' to see them.\n","The following package was automatically installed and is no longer required:\n","  libnvidia-common-460\n","Use 'apt autoremove' to remove it.\n","The following additional packages will be installed:\n","  openjdk-8-jre-headless\n","Suggested packages:\n","  openjdk-8-demo openjdk-8-source libnss-mdns fonts-dejavu-extra\n","  fonts-ipafont-gothic fonts-ipafont-mincho fonts-wqy-microhei\n","  fonts-wqy-zenhei fonts-indic\n","The following NEW packages will be installed:\n","  openjdk-8-jdk-headless openjdk-8-jre-headless\n","0 upgraded, 2 newly installed, 0 to remove and 52 not upgraded.\n","Need to get 36.5 MB of archives.\n","After this operation, 143 MB of additional disk space will be used.\n","Selecting previously unselected package openjdk-8-jre-headless:amd64.\n","(Reading database ... 160690 files and directories currently installed.)\n","Preparing to unpack .../openjdk-8-jre-headless_8u292-b10-0ubuntu1~18.04_amd64.deb 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mode\n","update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/bin/wsimport to provide /usr/bin/wsimport (wsimport) in auto mode\n","update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/bin/jsadebugd to provide /usr/bin/jsadebugd (jsadebugd) in auto mode\n","update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/bin/native2ascii to provide /usr/bin/native2ascii (native2ascii) in auto mode\n","update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/bin/javah to provide /usr/bin/javah (javah) in auto mode\n","update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/bin/hsdb to provide /usr/bin/hsdb (hsdb) in auto mode\n","update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/bin/clhsdb to provide /usr/bin/clhsdb (clhsdb) in auto mode\n","update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/bin/extcheck to provide /usr/bin/extcheck (extcheck) in auto mode\n","update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/bin/schemagen to provide /usr/bin/schemagen (schemagen) in auto mode\n","update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/bin/xjc to provide /usr/bin/xjc (xjc) in auto mode\n","update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/bin/jhat to provide /usr/bin/jhat (jhat) in auto mode\n","update-alternatives: using /usr/lib/jvm/java-8-openjdk-amd64/bin/wsgen to provide /usr/bin/wsgen (wsgen) in auto mode\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Jyc6sOmuZFPJ","executionInfo":{"status":"ok","timestamp":1619925085840,"user_tz":300,"elapsed":81843,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"d10d5c3e-0d9a-47d2-993c-64b4d8eeb35a"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"CwDSo-gBvvjI"},"source":["Please locate to the location where this notebook is saved."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yl4sfGbiZHdh","executionInfo":{"status":"ok","timestamp":1619926275626,"user_tz":300,"elapsed":506,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"cf36c22b-972c-45b8-b17e-44920755eee0"},"source":["import os\n","cur_path = \"/content/drive/MyDrive/Insider-Risk-in-PySpark/\"\n","os.chdir(cur_path)\n","!pwd"],"execution_count":3,"outputs":[{"output_type":"stream","text":["/content/drive/MyDrive/insider-risk-in-spark\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"3eOd_mYpvyjH"},"source":["Start Spark session."]},{"cell_type":"code","metadata":{"id":"5IphrgWeZL6x","executionInfo":{"status":"ok","timestamp":1619926284401,"user_tz":300,"elapsed":7504,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["from pyspark.sql import SparkSession\n","spark = SparkSession.builder.appName('proj').getOrCreate()"],"execution_count":4,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"hwqjiWSev1x5"},"source":["Import necessary modules."]},{"cell_type":"code","metadata":{"id":"G-WhgXtMbtgl","executionInfo":{"status":"ok","timestamp":1619926284558,"user_tz":300,"elapsed":4710,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["from pyspark.sql.functions import to_timestamp, hour, minute, second\n","from pyspark.mllib.stat import KernelDensity\n","\n","import matplotlib.pyplot as plt\n","import numpy as np\n","import pandas as pd\n"],"execution_count":5,"outputs":[]},{"cell_type":"code","metadata":{"id":"CJu2Yb5cv7IP","executionInfo":{"status":"ok","timestamp":1619926284559,"user_tz":300,"elapsed":3658,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":[],"execution_count":5,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"dTD2_b6sv56G"},"source":["## Load data"]},{"cell_type":"code","metadata":{"id":"xA84kWBVZTK5","executionInfo":{"status":"ok","timestamp":1619926338591,"user_tz":300,"elapsed":56796,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["device = spark.read.csv( './data/device.csv',inferSchema=True,header=True)\n","email = spark.read.csv( './data/email.csv',inferSchema=True,header=True)\n","file = spark.read.csv( './data/file.csv',inferSchema=True,header=True)\n","logon = spark.read.csv( './data/logon.csv',inferSchema=True,header=True)\n","psychometric = spark.read.csv( './data/psychometric.csv',inferSchema=True,header=True)\n","user_file = spark.read.csv( './data/user_file.csv',inferSchema=True,header=True)"],"execution_count":6,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"poQw9KXb1AsE"},"source":["## Device related behavior"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PQ2VndcHaUSC","executionInfo":{"status":"ok","timestamp":1619927264782,"user_tz":300,"elapsed":931,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"08a16e05-15fb-4267-c367-77366fdc6c5d"},"source":["device = device.withColumn('date', to_timestamp(device.date, 'MM/dd/yyyy HH:mm:ss'))\n","device = device.withColumn('hour', hour('date')+minute('date')/60+second('date')/3600)\n","device.printSchema()\n","device.show(5)"],"execution_count":12,"outputs":[{"output_type":"stream","text":["root\n"," |-- id: string (nullable = true)\n"," |-- date: timestamp (nullable = true)\n"," |-- user: string (nullable = true)\n"," |-- pc: string (nullable = true)\n"," |-- activity: string (nullable = true)\n"," |-- hour: double (nullable = true)\n","\n","+--------------------+-------------------+-------+-------+----------+------------------+\n","|                  id|               date|   user|     pc|  activity|              hour|\n","+--------------------+-------------------+-------+-------+----------+------------------+\n","|{J1S3-L9UU75BQ-77...|2010-01-02 07:21:06|MOH0273|PC-6699|   Connect| 7.351666666666667|\n","|{N7B5-Y7BB27SI-29...|2010-01-02 07:37:41|MOH0273|PC-6699|Disconnect| 7.628055555555556|\n","|{U1V9-Z7XT67KV-56...|2010-01-02 07:59:11|HPH0075|PC-2417|   Connect|7.9863888888888885|\n","|{H0Z7-E6GB57XZ-16...|2010-01-02 07:59:49|IIW0249|PC-0843|   Connect| 7.996944444444445|\n","|{L7P2-G4PX02RX-79...|2010-01-02 08:04:26|IIW0249|PC-0843|Disconnect| 8.073888888888888|\n","+--------------------+-------------------+-------+-------+----------+------------------+\n","only showing top 5 rows\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"j_pOWl2pfeFZ","executionInfo":{"status":"ok","timestamp":1619932584618,"user_tz":300,"elapsed":1768,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"ea733fe4-6398-4e1f-d218-78d21a9e73bf"},"source":["file.count()"],"execution_count":43,"outputs":[{"output_type":"execute_result","data":{"text/plain":["445581"]},"metadata":{"tags":[]},"execution_count":43}]},{"cell_type":"code","metadata":{"id":"z6sT5IugEGHK","executionInfo":{"status":"ok","timestamp":1619927264905,"user_tz":300,"elapsed":207,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["def get_kde_graph(prob, new_hour, new_prob):\n","    prob_max = max(prob)\n","    prob_min = min(prob)\n","    all24hour = list(np.arange(0,24,0.1))\n","\n","    plt.plot(all24hour,prob)\n","    plt.xlim(0, 24)\n","    plt.hlines(new_prob, 0, 24, colors = \"red\", alpha = 0.5)\n","    plt.vlines(new_hour, 0, prob_max, colors = \"red\", alpha = 0.5)\n","    plt.title(\"History KDE Curve\")\n","    plt.show()\n","\n","def get_score(new_hour, prob, kd):\n","    prob_max = max(prob)\n","    prob_min = min(prob)\n","    new_prob = kd.estimate([float(new_hour)])\n","\n","    get_kde_graph(prob, new_hour, new_prob)\n","\n","    risk_score = (prob_max-new_prob)/(prob_max - prob_min)\n","    return risk_score[0]\n"],"execution_count":13,"outputs":[]},{"cell_type":"code","metadata":{"id":"dyiD2XsosUcp","executionInfo":{"status":"ok","timestamp":1619927265530,"user_tz":300,"elapsed":178,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["user = 'IIW0249'\n","new_hour = 12"],"execution_count":14,"outputs":[]},{"cell_type":"code","metadata":{"id":"OjnYup_B1aqP","executionInfo":{"status":"ok","timestamp":1619927273744,"user_tz":300,"elapsed":7419,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["all_device_connect_hour = device.where(\"activity == 'Connect'\").select('hour')\n","kd_all_device = KernelDensity()\n","kd_all_device.setSample(all_device_connect_hour.rdd.map(lambda x: x[0]))\n","\n","all24hour = list(np.arange(0,24,0.1))\n","prob_all_device = kd_all_device.estimate(all24hour)"],"execution_count":15,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":298},"id":"FkL5zyNJETZM","executionInfo":{"status":"ok","timestamp":1619927276031,"user_tz":300,"elapsed":8925,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"1371fca3-f6c7-4880-cfd8-d22684be31b9"},"source":["get_score(new_hour, prob_all_device, kd_all_device)  "],"execution_count":16,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"execute_result","data":{"text/plain":["0.15492519216702494"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":298},"id":"Tf7_cYIBpg7V","executionInfo":{"status":"ok","timestamp":1619927278200,"user_tz":300,"elapsed":10272,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"6082a788-9bf2-49fb-d007-47b01a8a12f0"},"source":["personal_device_connect_hour = device.where(\"activity == 'Connect'\").where(\"user == '\"+ user +\"'\").select('hour')\n","kd_personal_device = KernelDensity()\n","kd_personal_device.setSample(personal_device_connect_hour.rdd.map(lambda x: x[0]))\n","\n","all24hour = list(np.arange(0,24,0.1))\n","prob_personal_device = kd_personal_device.estimate(all24hour)\n","\n","get_score(new_hour, prob_personal_device, kd_personal_device)  "],"execution_count":17,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"execute_result","data":{"text/plain":["0.018223924062195616"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"id":"A0ERna4bpg-0","executionInfo":{"status":"ok","timestamp":1619927278203,"user_tz":300,"elapsed":8570,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":[],"execution_count":17,"outputs":[]},{"cell_type":"code","metadata":{"id":"NBWl47G8phD4","executionInfo":{"status":"ok","timestamp":1619927278205,"user_tz":300,"elapsed":7214,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":[],"execution_count":17,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"-BYGpgQ61RN4"},"source":["## Email related behavior"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oe-cGUVshBoB","executionInfo":{"status":"ok","timestamp":1619927333121,"user_tz":300,"elapsed":556,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"31e635e4-446c-4b90-d56f-5958967e79fd"},"source":["email = email.withColumn('date', to_timestamp(email.date, 'MM/dd/yyyy HH:mm:ss'))\n","email = email.withColumn('hour', hour('date')+minute('date')/60+second('date')/3600)\n","\n","email.printSchema()\n","email.show(5)"],"execution_count":22,"outputs":[{"output_type":"stream","text":["root\n"," |-- id: string (nullable = true)\n"," |-- date: timestamp (nullable = true)\n"," |-- user: string (nullable = true)\n"," |-- pc: string (nullable = true)\n"," |-- to: string (nullable = true)\n"," |-- cc: string (nullable = true)\n"," |-- bcc: string (nullable = true)\n"," |-- from: string (nullable = true)\n"," |-- size: integer (nullable = true)\n"," |-- attachments: integer (nullable = true)\n"," |-- content: string (nullable = true)\n"," |-- hour: double (nullable = true)\n","\n","+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+-----------------+\n","|                  id|               date|   user|     pc|                  to|                  cc|                 bcc|                from| size|attachments|             content|             hour|\n","+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+-----------------+\n","|{R3I7-S4TX96FG-82...|2010-01-02 07:11:45|LAP0338|PC-5758|Dean.Flynn.Hines@...|Nathaniel.Hunter....|                null|Lynn.Adena.Pratt@...|25830|          0|middle f2 systems...|7.195833333333334|\n","|{R0R9-E4GL59IK-29...|2010-01-02 07:12:16|MOH0273|PC-6699|Odonnell-Gage@bel...|                null|                null| MOH68@optonline.net|29942|          0|the breaking call...|7.204444444444444|\n","|{G2B2-A8XY58CP-28...|2010-01-02 07:13:00|LAP0338|PC-5758|Penelope_Colon@ne...|                null|                null|Lynn_A_Pratt@eart...|28780|          0|slowly this uncin...|7.216666666666667|\n","|{A3A9-F4TH89AA-83...|2010-01-02 07:13:17|LAP0338|PC-5758|Judith_Hayden@com...|                null|                null|Lynn_A_Pratt@eart...|21907|          0|400 other difficu...|7.221388888888889|\n","|{E8B7-C8FZ88UF-29...|2010-01-02 07:13:28|MOH0273|PC-6699|Bond-Raymond@veri...|                null|Odonnell-Gage@bel...| MOH68@optonline.net|17319|          0|this kmh october ...|7.224444444444445|\n","+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+-----------------+\n","only showing top 5 rows\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"q7Z8pVR0Lt-h","executionInfo":{"status":"ok","timestamp":1619927483039,"user_tz":300,"elapsed":290,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["user = 'IIW0249'\n","new_hour = 12"],"execution_count":27,"outputs":[]},{"cell_type":"code","metadata":{"id":"to76JZQ4Lt-r","executionInfo":{"status":"ok","timestamp":1619927530720,"user_tz":300,"elapsed":47567,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["all_email_hour = email.select('hour')\n","kd_all_email = KernelDensity()\n","kd_all_email.setSample(all_email_hour.rdd.map(lambda x: x[0]))\n","\n","all24hour = list(np.arange(0,24,0.1))\n","prob_all_email = kd_all_email.estimate(all24hour)"],"execution_count":28,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":298},"id":"QzZBjU5MLt-r","executionInfo":{"status":"ok","timestamp":1619927561792,"user_tz":300,"elapsed":77301,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"b409821d-ea8a-4b29-f18a-97b2c3464322"},"source":["get_score(new_hour, prob_all_email, kd_all_email)  "],"execution_count":29,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"execute_result","data":{"text/plain":["0.06735199145780646"]},"metadata":{"tags":[]},"execution_count":29}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":298},"id":"EtxHkJxlLt-s","executionInfo":{"status":"ok","timestamp":1619927588703,"user_tz":300,"elapsed":103419,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"af7f2177-8c67-437a-ffc1-4f494cb8e43a"},"source":["personal_email_hour = email.where(\"user == '\"+ user +\"'\").select('hour')\n","kd_personal_email = KernelDensity()\n","kd_personal_email.setSample(personal_email_hour.rdd.map(lambda x: x[0]))\n","\n","all24hour = list(np.arange(0,24,0.1))\n","prob_personal_email = kd_personal_email.estimate(all24hour)\n","\n","get_score(new_hour, prob_personal_email, kd_personal_email)  "],"execution_count":30,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"execute_result","data":{"text/plain":["0.0012470606405618463"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"code","metadata":{"id":"-hXD6jqOMZ_H"},"source":[],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Uh-96d8B1TZg"},"source":["## File related behavior"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"j3DBw9IuhBsg","executionInfo":{"status":"ok","timestamp":1619927688507,"user_tz":300,"elapsed":700,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"7c2ff25b-22ee-4a6b-b410-2ed4ac5d2de0"},"source":["file = file.withColumn('date', to_timestamp(file.date, 'MM/dd/yyyy HH:mm:ss'))\n","file = file.withColumn('hour', hour('date')+minute('date')/60+second('date')/3600)\n","\n","file.printSchema()\n","file.show(5)"],"execution_count":31,"outputs":[{"output_type":"stream","text":["root\n"," |-- id: string (nullable = true)\n"," |-- date: timestamp (nullable = true)\n"," |-- user: string (nullable = true)\n"," |-- pc: string (nullable = true)\n"," |-- filename: string (nullable = true)\n"," |-- content: string (nullable = true)\n"," |-- hour: double (nullable = true)\n","\n","+--------------------+-------------------+-------+-------+------------+--------------------+-----------------+\n","|                  id|               date|   user|     pc|    filename|             content|             hour|\n","+--------------------+-------------------+-------+-------+------------+--------------------+-----------------+\n","|{L9G8-J9QE34VM-28...|2010-01-02 07:23:14|MOH0273|PC-6699|EYPC9Y08.doc|D0-CF-11-E0-A1-B1...|7.387222222222222|\n","|{H0W6-L4FG38XG-98...|2010-01-02 07:26:19|MOH0273|PC-6699|N3LTSU3O.pdf|25-50-44-46-2D ca...|7.438611111111111|\n","|{M3Z0-O2KK89OX-57...|2010-01-02 08:12:03|HPH0075|PC-2417|D3D3WC9W.doc|D0-CF-11-E0-A1-B1...|8.200833333333332|\n","|{E1I4-S4QS61TG-36...|2010-01-02 08:17:00|HPH0075|PC-2417|QCSW62YS.doc|D0-CF-11-E0-A1-B1...|8.283333333333333|\n","|{D4R7-E7JL45UX-00...|2010-01-02 08:24:57|HSB0196|PC-8001|AU75JV6U.jpg|               FF-D8|8.415833333333333|\n","+--------------------+-------------------+-------+-------+------------+--------------------+-----------------+\n","only showing top 5 rows\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"BZfYH92INjBf","executionInfo":{"status":"ok","timestamp":1619927688853,"user_tz":300,"elapsed":190,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["user = 'IIW0249'\n","new_hour = 12"],"execution_count":32,"outputs":[]},{"cell_type":"code","metadata":{"id":"GHcH93DVNjBg","executionInfo":{"status":"ok","timestamp":1619927698760,"user_tz":300,"elapsed":9278,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["all_file_hour = file.select('hour')\n","kd_all_file = KernelDensity()\n","kd_all_file.setSample(all_file_hour.rdd.map(lambda x: x[0]))\n","\n","all24hour = list(np.arange(0,24,0.1))\n","prob_all_file = kd_all_file.estimate(all24hour)"],"execution_count":33,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":298},"id":"NSj3DJk5NjBg","executionInfo":{"status":"ok","timestamp":1619927703599,"user_tz":300,"elapsed":10604,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"ef0e2668-a576-4886-87aa-9f56501e821a"},"source":["get_score(new_hour, prob_all_file, kd_all_file)  "],"execution_count":34,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"execute_result","data":{"text/plain":["0.16931022905502685"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":298},"id":"9Hc00ijXNjBg","executionInfo":{"status":"ok","timestamp":1619927718756,"user_tz":300,"elapsed":4738,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"dcdd2856-998f-4bde-9fa4-ab90969fdfec"},"source":["personal_file_hour = file.where(\"user == '\"+ user +\"'\").select('hour')\n","kd_personal_file = KernelDensity()\n","kd_personal_file.setSample(personal_file_hour.rdd.map(lambda x: x[0]))\n","\n","all24hour = list(np.arange(0,24,0.1))\n","prob_personal_file = kd_personal_file.estimate(all24hour)\n","\n","get_score(new_hour, prob_personal_file, kd_personal_file)  "],"execution_count":35,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"execute_result","data":{"text/plain":["0.04065193121340499"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"code","metadata":{"id":"J8gaK5lEN5sb"},"source":[],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"lauZqD1w1VUi"},"source":["## Logon related behavior"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zbas0vjqhBwo","executionInfo":{"status":"ok","timestamp":1619927816531,"user_tz":300,"elapsed":501,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"badf9825-6b90-45aa-a508-ac5301780619"},"source":["logon = logon.withColumn('date', to_timestamp(logon.date, 'MM/dd/yyyy HH:mm:ss'))\n","logon = logon.withColumn('hour', hour('date')+minute('date')/60+second('date')/3600)\n","\n","logon.printSchema()\n","logon.show(5)"],"execution_count":36,"outputs":[{"output_type":"stream","text":["root\n"," |-- id: string (nullable = true)\n"," |-- date: timestamp (nullable = true)\n"," |-- user: string (nullable = true)\n"," |-- pc: string (nullable = true)\n"," |-- activity: string (nullable = true)\n"," |-- hour: double (nullable = true)\n","\n","+--------------------+-------------------+-------+-------+--------+-----------------+\n","|                  id|               date|   user|     pc|activity|             hour|\n","+--------------------+-------------------+-------+-------+--------+-----------------+\n","|{X1D9-S0ES98JV-53...|2010-01-02 06:49:00|NGF0157|PC-6056|   Logon|6.816666666666666|\n","|{G2B3-L6EJ61GT-22...|2010-01-02 06:50:00|LRR0148|PC-4275|   Logon|6.833333333333333|\n","|{U6Q3-U0WE70UA-37...|2010-01-02 06:53:04|LRR0148|PC-4124|   Logon|6.884444444444444|\n","|{I0N5-R7NA26TG-62...|2010-01-02 07:00:00|IRM0931|PC-7188|   Logon|              7.0|\n","|{D1S0-N6FH62BT-53...|2010-01-02 07:00:00|MOH0273|PC-6699|   Logon|              7.0|\n","+--------------------+-------------------+-------+-------+--------+-----------------+\n","only showing top 5 rows\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Bt7l2mPbOHMO","executionInfo":{"status":"ok","timestamp":1619927816532,"user_tz":300,"elapsed":287,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["user = 'IIW0249'\n","new_hour = 12"],"execution_count":37,"outputs":[]},{"cell_type":"code","metadata":{"id":"yAYvZ3JyOHMP","executionInfo":{"status":"ok","timestamp":1619927829008,"user_tz":300,"elapsed":12508,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["all_logon_hour = logon.select('hour')\n","kd_all_logon = KernelDensity()\n","kd_all_logon.setSample(all_logon_hour.rdd.map(lambda x: x[0]))\n","\n","all24hour = list(np.arange(0,24,0.1))\n","prob_all_logon = kd_all_logon.estimate(all24hour)"],"execution_count":38,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":298},"id":"yn__MhslOHMP","executionInfo":{"status":"ok","timestamp":1619927833203,"user_tz":300,"elapsed":14734,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"231d0429-59b3-40e1-d63f-81e7cafec38c"},"source":["get_score(new_hour, prob_all_logon, kd_all_logon)  "],"execution_count":39,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"execute_result","data":{"text/plain":["0.8134727121506795"]},"metadata":{"tags":[]},"execution_count":39}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":298},"id":"RubpUJpQOHMP","executionInfo":{"status":"ok","timestamp":1619927840889,"user_tz":300,"elapsed":3093,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"a1c96c85-1414-41cd-9d95-89dacce3a4f0"},"source":["personal_logon_hour = logon.where(\"user == '\"+ user +\"'\").select('hour')\n","kd_personal_logon = KernelDensity()\n","kd_personal_logon.setSample(personal_logon_hour.rdd.map(lambda x: x[0]))\n","\n","all24hour = list(np.arange(0,24,0.1))\n","prob_personal_logon = kd_personal_logon.estimate(all24hour)\n","\n","get_score(new_hour, prob_personal_logon, kd_personal_logon)  "],"execution_count":40,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"execute_result","data":{"text/plain":["0.9965215934362192"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"markdown","metadata":{"id":"kCHAf8TL1YlI"},"source":["## Psychometric related behavior"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-lbL3ktLhB0R","executionInfo":{"status":"ok","timestamp":1618708058363,"user_tz":300,"elapsed":492,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"b68aee73-9bb8-4fe7-d5de-17ea0458e4c7"},"source":["psychometric.printSchema()\n","psychometric.show(5)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["root\n"," |-- employee_name: string (nullable = true)\n"," |-- user_id: string (nullable = true)\n"," |-- O: integer (nullable = true)\n"," |-- C: integer (nullable = true)\n"," |-- E: integer (nullable = true)\n"," |-- A: integer (nullable = true)\n"," |-- N: integer (nullable = true)\n","\n","+--------------------+-------+---+---+---+---+---+\n","|       employee_name|user_id|  O|  C|  E|  A|  N|\n","+--------------------+-------+---+---+---+---+---+\n","|    Calvin Edan Love|CEL0561| 40| 39| 36| 19| 40|\n","|Christine Reagan ...|CRD0624| 26| 22| 17| 39| 32|\n","|Jade Felicia Cald...|JFC0557| 22| 16| 23| 40| 33|\n","|Aquila Stewart De...|ASD0577| 40| 48| 36| 14| 37|\n","|   Micah Abdul Rojas|MAR0955| 36| 44| 23| 44| 25|\n","+--------------------+-------+---+---+---+---+---+\n","only showing top 5 rows\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Sc-gNKxJhB4I"},"source":[],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"fqXKE4EpaY4X"},"source":[],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"Zesu5nd1jYDa"},"source":[],"execution_count":null,"outputs":[]}]}