email_IF.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"email_IF.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"source":["# Email Content: Isolation Forest based Anomaly Detection\n","\n","**Attention: **\n","\n","Because of the limitation of Colab, we cannot call the customized Spark backend. Therefore, this notebook can not run successfully yet."],"cell_type":"markdown","metadata":{}},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]},{"cell_type":"code","metadata":{"id":"HfnsF4QHvBCi"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"F1hVXQiwZzrA","executionInfo":{"status":"ok","timestamp":1619768773331,"user_tz":300,"elapsed":186463,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"16c59bea-3ef8-4c6d-863f-e157cfc9437f"},"source":["!apt update\n","!apt install openjdk-8-jdk-headless\n","!wget -q https://www-us.apache.org/dist/spark/spark-2.4.7/spark-2.4.7-bin-hadoop2.7.tgz\n","!tar xf spark-2.4.7-bin-hadoop2.7.tgz\n","\n","!pip install -q findspark\n","import os\n","os.environ[\"JAVA_HOME\"] = \"/usr/lib/jvm/java-8-openjdk-amd64\"\n","os.environ[\"SPARK_HOME\"] = \"/content/spark-2.4.7-bin-hadoop2.7\"\n","!update-alternatives --config java\n","#select openjdk1.8  enter\n","\n","import findspark\n","findspark.init()\n","from pyspark.sql import SparkSession\n","spark = SparkSession.builder.master(\"local[*]\").getOrCreate()"],"execution_count":18,"outputs":[{"output_type":"stream","text":["\u001b[33m\r0% [Working]\u001b[0m\r            \rHit:1 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease\n","\u001b[33m\r0% [Connecting to archive.ubuntu.com (91.189.88.152)] [Waiting for headers] [Wa\u001b[0m\u001b[33m\r0% [1 InRelease gpgv 3,626 B] [Connecting to archive.ubuntu.com (91.189.88.152)\u001b[0m\r                                                                               \rIgn:2 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  InRelease\n","\u001b[33m\r0% [1 InRelease gpgv 3,626 B] [Waiting for headers] [Waiting for headers] [Wait\u001b[0m\r                                                                               \rHit:3 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease\n","\u001b[33m\r0% [1 InRelease gpgv 3,626 B] [Waiting for headers] [Waiting for headers] [Conn\u001b[0m\r                                                                               \rGet:4 http://security.ubuntu.com/ubuntu bionic-security InRelease [88.7 kB]\n","\u001b[33m\r0% [1 InRelease gpgv 3,626 B] [Waiting for headers] [4 InRelease 14.2 kB/88.7 k\u001b[0m\r                                                                               \rIgn:5 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  InRelease\n","\u001b[33m\r0% [1 InRelease gpgv 3,626 B] [Waiting for headers] [4 InRelease 14.2 kB/88.7 k\u001b[0m\r                                                                               \rHit:6 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64  Release\n","\u001b[33m\r0% [1 InRelease gpgv 3,626 B] [Waiting for headers] [4 InRelease 14.2 kB/88.7 k\u001b[0m\r                                                                               \rHit:7 http://archive.ubuntu.com/ubuntu bionic InRelease\n","Hit:8 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64  Release\n","Get:9 http://archive.ubuntu.com/ubuntu bionic-updates InRelease [88.7 kB]\n","Hit:10 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n","Hit:11 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease\n","Get:12 http://archive.ubuntu.com/ubuntu bionic-backports InRelease [74.6 kB]\n","Hit:13 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n","Get:16 http://archive.ubuntu.com/ubuntu bionic-updates/main amd64 Packages [2,546 kB]\n","Get:17 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 Packages [2,182 kB]\n","Fetched 4,980 kB in 3s (1,674 kB/s)\n","Reading package lists... Done\n","Building dependency tree       \n","Reading state information... Done\n","45 packages can be upgraded. Run 'apt list --upgradable' to see them.\n","Reading package lists... Done\n","Building dependency tree       \n","Reading state information... Done\n","openjdk-8-jdk-headless is already the newest version (8u292-b10-0ubuntu1~18.04).\n","The following package was automatically installed and is no longer required:\n","  libnvidia-common-460\n","Use 'apt autoremove' to remove it.\n","0 upgraded, 0 newly installed, 0 to remove and 45 not upgraded.\n","There are 2 choices for the alternative java (providing /usr/bin/java).\n","\n","  Selection    Path                                            Priority   Status\n","------------------------------------------------------------\n","  0            /usr/lib/jvm/java-11-openjdk-amd64/bin/java      1111      auto mode\n","  1            /usr/lib/jvm/java-11-openjdk-amd64/bin/java      1111      manual mode\n","* 2            /usr/lib/jvm/java-8-openjdk-amd64/jre/bin/java   1081      manual mode\n","\n","Press <enter> to keep the current choice[*], or type selection number: 2\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3aBfZgdNHpVa","executionInfo":{"status":"ok","timestamp":1619769065046,"user_tz":300,"elapsed":474,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"da13e9eb-31db-4f66-c37f-8691606c44b8"},"source":["cd /content/drive/MyDrive/Insider-Risk-in-PySpark/spark-iforest/"],"execution_count":19,"outputs":[{"output_type":"stream","text":["/content/drive/MyDrive/insider-risk-in-spark/spark-iforest\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kuJJF-jEHFYS","executionInfo":{"status":"ok","timestamp":1619763596306,"user_tz":300,"elapsed":99446,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"d5b1ff22-2977-4c3a-8d6d-5050ea8c28be"},"source":["!apt-get install maven\n","!mvn clean package -DskipTests"],"execution_count":11,"outputs":[{"output_type":"stream","text":["Reading package lists... Done\n","Building dependency tree       \n","Reading state information... Done\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","  libaopalliance-java libapache-pom-java libatinject-jsr330-api-java\n","  libcdi-api-java libcommons-cli-java libcommons-io-java libcommons-lang3-java\n","  libcommons-parent-java libgeronimo-annotation-1.3-spec-java\n","  libgeronimo-interceptor-3.0-spec-java libguava-java libguice-java\n","  libhawtjni-runtime-java libjansi-java libjansi-native-java libjsr305-java\n","  libmaven-parent-java libmaven-resolver-java libmaven-shared-utils-java\n","  libmaven3-core-java libplexus-cipher-java libplexus-classworlds-java\n","  libplexus-component-annotations-java libplexus-interpolation-java\n","  libplexus-sec-dispatcher-java libplexus-utils2-java libsisu-inject-java\n","  libsisu-plexus-java libslf4j-java libwagon-file-java\n","  libwagon-http-shaded-java libwagon-provider-api-java\n","Suggested packages:\n","  libaopalliance-java-doc libatinject-jsr330-api-java-doc libservlet3.1-java\n","  libcommons-io-java-doc libcommons-lang3-java-doc libasm-java libcglib-java\n","  libjsr305-java-doc libmaven-shared-utils-java-doc liblogback-java\n","  libplexus-cipher-java-doc libplexus-classworlds-java-doc\n","  libplexus-interpolation-java-doc libplexus-sec-dispatcher-java-doc\n","  libplexus-utils2-java-doc junit4 testng libcommons-logging-java\n","  liblog4j1.2-java\n","The following NEW packages will be installed:\n","  libaopalliance-java libapache-pom-java libatinject-jsr330-api-java\n","  libcdi-api-java libcommons-cli-java libcommons-io-java libcommons-lang3-java\n","  libcommons-parent-java libgeronimo-annotation-1.3-spec-java\n","  libgeronimo-interceptor-3.0-spec-java libguava-java libguice-java\n","  libhawtjni-runtime-java libjansi-java libjansi-native-java libjsr305-java\n","  libmaven-parent-java libmaven-resolver-java libmaven-shared-utils-java\n","  libmaven3-core-java libplexus-cipher-java libplexus-classworlds-java\n","  libplexus-component-annotations-java libplexus-interpolation-java\n","  libplexus-sec-dispatcher-java libplexus-utils2-java libsisu-inject-java\n","  libsisu-plexus-java libslf4j-java libwagon-file-java\n","  libwagon-http-shaded-java libwagon-provider-api-java maven\n","0 upgraded, 33 newly installed, 0 to remove and 45 not upgraded.\n","Need to get 8,916 kB of archives.\n","After this operation, 11.8 MB of additional disk space will be used.\n","Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libapache-pom-java all 18-1 [4,720 B]\n","Get:2 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libatinject-jsr330-api-java all 1.0+ds1-5 [5,348 B]\n","Get:3 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libgeronimo-interceptor-3.0-spec-java all 1.0.1-4fakesync [8,616 B]\n","Get:4 http://archive.ubuntu.com/ubuntu bionic/universe amd64 libcdi-api-java all 1.2-2 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Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["import os \n","os.environ[\"SPARK_HOME\"] = \"/content/spark-2.4.7-bin-hadoop2.7\"\n","\n","!cp target/spark-iforest-2.4.0.jar $SPARK_HOME/jars/"],"execution_count":20,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"T4ryRI3pPT6g","executionInfo":{"status":"ok","timestamp":1619769078170,"user_tz":300,"elapsed":243,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"3c2fb49a-b8ff-4665-c60a-2713deb49829"},"source":["cd /content/drive/MyDrive/Insider-Risk-in-PySpark/spark-iforest/python/"],"execution_count":21,"outputs":[{"output_type":"stream","text":["/content/drive/MyDrive/insider-risk-in-spark/spark-iforest/python\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":906},"id":"yiu6xE-DHMsS","executionInfo":{"status":"ok","timestamp":1619769084227,"user_tz":300,"elapsed":5573,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"7d322011-25b8-4f75-fccd-be2de0064d0b"},"source":["!python setup.py sdist\n","!pip install dist/pyspark-iforest-2.4.0.tar.gz"],"execution_count":22,"outputs":[{"output_type":"stream","text":["running sdist\n","running egg_info\n","writing pyspark_iforest.egg-info/PKG-INFO\n","writing dependency_links to pyspark_iforest.egg-info/dependency_links.txt\n","writing requirements to pyspark_iforest.egg-info/requires.txt\n","writing top-level names to pyspark_iforest.egg-info/top_level.txt\n","adding license file 'LICENSE' (matched pattern 'LICEN[CS]E*')\n","reading manifest file 'pyspark_iforest.egg-info/SOURCES.txt'\n","writing manifest file 'pyspark_iforest.egg-info/SOURCES.txt'\n","running check\n","creating pyspark-iforest-2.4.0\n","creating pyspark-iforest-2.4.0/pyspark_iforest\n","creating pyspark-iforest-2.4.0/pyspark_iforest.egg-info\n","creating pyspark-iforest-2.4.0/pyspark_iforest/example\n","creating pyspark-iforest-2.4.0/pyspark_iforest/ml\n","copying files to pyspark-iforest-2.4.0...\n","copying LICENSE -> pyspark-iforest-2.4.0\n","copying README.md -> pyspark-iforest-2.4.0\n","copying setup.py -> pyspark-iforest-2.4.0\n","copying pyspark_iforest/__init__.py -> pyspark-iforest-2.4.0/pyspark_iforest\n","copying pyspark_iforest.egg-info/PKG-INFO -> pyspark-iforest-2.4.0/pyspark_iforest.egg-info\n","copying pyspark_iforest.egg-info/SOURCES.txt -> pyspark-iforest-2.4.0/pyspark_iforest.egg-info\n","copying pyspark_iforest.egg-info/dependency_links.txt -> pyspark-iforest-2.4.0/pyspark_iforest.egg-info\n","copying pyspark_iforest.egg-info/requires.txt -> pyspark-iforest-2.4.0/pyspark_iforest.egg-info\n","copying pyspark_iforest.egg-info/top_level.txt -> pyspark-iforest-2.4.0/pyspark_iforest.egg-info\n","copying pyspark_iforest.egg-info/zip-safe -> pyspark-iforest-2.4.0/pyspark_iforest.egg-info\n","copying pyspark_iforest/example/__init__.py -> pyspark-iforest-2.4.0/pyspark_iforest/example\n","copying pyspark_iforest/example/iforest_example.py -> pyspark-iforest-2.4.0/pyspark_iforest/example\n","copying pyspark_iforest/ml/__init__.py -> pyspark-iforest-2.4.0/pyspark_iforest/ml\n","copying pyspark_iforest/ml/iforest.py -> pyspark-iforest-2.4.0/pyspark_iforest/ml\n","copying pyspark_iforest/ml/util.py -> pyspark-iforest-2.4.0/pyspark_iforest/ml\n","Writing pyspark-iforest-2.4.0/setup.cfg\n","Creating tar archive\n","removing 'pyspark-iforest-2.4.0' (and everything under it)\n","Processing ./dist/pyspark-iforest-2.4.0.tar.gz\n","Requirement already satisfied: pyspark==2.4.0 in /usr/local/lib/python3.7/dist-packages (from pyspark-iforest==2.4.0) (2.4.0)\n","Requirement already satisfied: py4j==0.10.7 in /usr/local/lib/python3.7/dist-packages (from pyspark==2.4.0->pyspark-iforest==2.4.0) (0.10.7)\n","Building wheels for collected packages: pyspark-iforest\n","  Building wheel for pyspark-iforest (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for pyspark-iforest: filename=pyspark_iforest-2.4.0-cp37-none-any.whl size=11514 sha256=3ada168401f9e923fdf5715c9008eacae8e051194e955638be564ad2dd3a83f7\n","  Stored in directory: /root/.cache/pip/wheels/d0/d1/63/fc8c598ad5482ab595ba78c636d876a3263e48981d2a60903b\n","Successfully built pyspark-iforest\n","Installing collected packages: pyspark-iforest\n","  Found existing installation: pyspark-iforest 2.4.0\n","    Uninstalling pyspark-iforest-2.4.0:\n","      Successfully uninstalled pyspark-iforest-2.4.0\n","Successfully installed pyspark-iforest-2.4.0\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["pyspark_iforest"]}}},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"8hqvg85FPiFE","executionInfo":{"status":"ok","timestamp":1619769084227,"user_tz":300,"elapsed":3332,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"66ecda0d-5357-4d66-d92d-688309d40e2c"},"source":["cd /content/drive/MyDrive/Insider-Risk-in-PySpark/"],"execution_count":23,"outputs":[{"output_type":"stream","text":["/content/drive/MyDrive/insider-risk-in-spark\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"GpuMnlGbsSVl","executionInfo":{"status":"ok","timestamp":1619773183535,"user_tz":300,"elapsed":362,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"af3d8d1e-4add-4c36-b082-0817fc3000cc"},"source":["ls /content/spark-2.4.7-bin-hadoop2.7/jars/spark-iforest-2.4.0.jar"],"execution_count":35,"outputs":[{"output_type":"stream","text":["/content/spark-2.4.7-bin-hadoop2.7/jars/spark-iforest-2.4.0.jar\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Q48i6AsXs6Vn"},"source":[],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"FfmXII5-s6ZN","executionInfo":{"status":"ok","timestamp":1619773120486,"user_tz":300,"elapsed":243,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["import findspark\n","findspark.init('/content/spark-2.4.7-bin-hadoop2.7')"],"execution_count":28,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Nbt_DrYFP0YY","executionInfo":{"status":"ok","timestamp":1619774693964,"user_tz":300,"elapsed":359,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"4adc12fd-f524-4000-fd06-01a88ec2a991"},"source":["ls"],"execution_count":58,"outputs":[{"output_type":"stream","text":["accumulators.py     _globals.py      \u001b[0m\u001b[01;34mpython\u001b[0m/            \u001b[01;34mstreaming\u001b[0m/\n","\u001b[01;34mbin\u001b[0m/                heapq3.py        rdd.py             taskcontext.py\n","broadcast.py        __init__.py      rddsampler.py      test_broadcast.py\n","cloudpickle.py      \u001b[01;34mjars\u001b[0m/            resultiterable.py  test_serializers.py\n","conf.py             java_gateway.py  serializers.py     tests.py\n","context.py          join.py          shell.py           traceback_utils.py\n","daemon.py           \u001b[01;34mlicenses\u001b[0m/        shuffle.py         util.py\n","\u001b[01;34mdata\u001b[0m/               \u001b[01;34mml\u001b[0m/              \u001b[01;34msql\u001b[0m/               version.py\n","\u001b[01;34mexamples\u001b[0m/           \u001b[01;34mmllib\u001b[0m/           statcounter.py     worker.py\n","files.py            profiler.py      status.py\n","find_spark_home.py  \u001b[01;34m__pycache__\u001b[0m/     storagelevel.py\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"9KVtBPRqKzpl"},"source":[],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"RPismTdmKzsE","executionInfo":{"status":"ok","timestamp":1619776120790,"user_tz":300,"elapsed":256,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["from pyspark import SparkContext, SparkConf\n","\n","conf = SparkConf()\n","conf.set('spark.jars', '/content/drive/MyDrive/Insider-Risk-in-PySpark/spark-iforest/target/spark-iforest-2.4.0.jar')\n","spark_session = SparkSession.builder.config(conf=conf).appName('IForest').getOrCreate()"],"execution_count":64,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vBPsyqK5LgK2","executionInfo":{"status":"ok","timestamp":1619776209325,"user_tz":300,"elapsed":248,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"b4388260-8ba0-4c52-a4a1-f19090981f5f"},"source":["cd /content/drive/MyDrive/Insider-Risk-in-PySpark/spark-iforest/python/"],"execution_count":74,"outputs":[{"output_type":"stream","text":["/content/drive/MyDrive/insider-risk-in-spark/spark-iforest/python\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"V-LxFz60Lwms","executionInfo":{"status":"ok","timestamp":1619776220724,"user_tz":300,"elapsed":5094,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"eabb4c95-3a67-4821-e256-8dfc9221fc9a"},"source":["!pip install -e .   "],"execution_count":76,"outputs":[{"output_type":"stream","text":["Obtaining file:///content/drive/MyDrive/insider-risk-in-spark/spark-iforest/python\n","Requirement already satisfied: pyspark==2.4.0 in /usr/local/lib/python3.7/dist-packages (from pyspark-iforest==2.4.0) (2.4.0)\n","Requirement already satisfied: py4j==0.10.7 in /usr/local/lib/python3.7/dist-packages (from pyspark==2.4.0->pyspark-iforest==2.4.0) (0.10.7)\n","Installing collected packages: pyspark-iforest\n","  Found existing installation: pyspark-iforest 2.4.0\n","    Uninstalling pyspark-iforest-2.4.0:\n","      Successfully uninstalled pyspark-iforest-2.4.0\n","  Running setup.py develop for pyspark-iforest\n","Successfully installed pyspark-iforest\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"No20JAgeOWR3","executionInfo":{"status":"ok","timestamp":1619776940881,"user_tz":300,"elapsed":1270,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"420e0c4e-316b-4caa-c9af-8cf589492dbf"},"source":["!spark-submit --jars /content/spark-2.4.7-bin-hadoop2.7/jars/spark-iforest-2.4.0.jar ..."],"execution_count":84,"outputs":[{"output_type":"stream","text":["Exception in thread \"main\" org.apache.spark.SparkException: Cannot load main class from JAR file:/content/drive/My%20Drive/insider-risk-in-spark/spark-iforest/python/...\n","\tat org.apache.spark.deploy.SparkSubmitArguments.error(SparkSubmitArguments.scala:657)\n","\tat org.apache.spark.deploy.SparkSubmitArguments.loadEnvironmentArguments(SparkSubmitArguments.scala:221)\n","\tat org.apache.spark.deploy.SparkSubmitArguments.<init>(SparkSubmitArguments.scala:116)\n","\tat org.apache.spark.deploy.SparkSubmit$$anon$2$$anon$1.<init>(SparkSubmit.scala:907)\n","\tat org.apache.spark.deploy.SparkSubmit$$anon$2.parseArguments(SparkSubmit.scala:907)\n","\tat org.apache.spark.deploy.SparkSubmit.doSubmit(SparkSubmit.scala:81)\n","\tat org.apache.spark.deploy.SparkSubmit$$anon$2.doSubmit(SparkSubmit.scala:920)\n","\tat org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:929)\n","\tat org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"PRab37QgP0iW","executionInfo":{"status":"ok","timestamp":1619764003869,"user_tz":300,"elapsed":253,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":[],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"id":"5IphrgWeZL6x","executionInfo":{"status":"ok","timestamp":1619775673787,"user_tz":300,"elapsed":295,"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_if').config(\"spark.jars\", \"/content/spark-2.4.7-bin-hadoop2.7/jars/spark-iforest-2.4.0.jar\").getOrCreate()"],"execution_count":59,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":379},"id":"YG4iMlHwdVyA","executionInfo":{"status":"error","timestamp":1619776347427,"user_tz":300,"elapsed":248,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"1fc43f8e-0d37-42c1-c257-01fc8350ea0c"},"source":["from pyspark_iforest.ml.iforest import *\n","\n","# Init an IForest Object\n","iforest = IForest(contamination=0.3, maxDepth=2)\n","\n","# Fit on a given data frame\n","model = iforest.fit(df)\n","\n","# Check if the model has summary or not, the newly trained model has the summary info\n","model.hasSummary"],"execution_count":80,"outputs":[{"output_type":"error","ename":"TypeError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m<ipython-input-80-d5f384ad3622>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;31m# Init an IForest Object\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0miforest\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mIForest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcontamination\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmaxDepth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;31m# Fit on a given data frame\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pyspark/__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    108\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Method %s forces keyword arguments.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    109\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_input_kwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 110\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    111\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    112\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pyspark_iforest/ml/iforest.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, featuresCol, predictionCol, anomalyScore, numTrees, maxSamples, maxFeatures, maxDepth, contamination, bootstrap, approxQuantileRelativeError)\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pyspark/ml/wrapper.py\u001b[0m in \u001b[0;36m_new_java_obj\u001b[0;34m(java_class, *args)\u001b[0m\n\u001b[1;32m     65\u001b[0m             \u001b[0mjava_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjava_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     66\u001b[0m         \u001b[0mjava_args\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0m_py2java\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marg\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0marg\u001b[0m \u001b[0;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mjava_obj\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0mjava_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     68\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mTypeError\u001b[0m: 'JavaPackage' object is not callable"]}]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]},{"cell_type":"code","metadata":{"id":"G-WhgXtMbtgl","executionInfo":{"status":"ok","timestamp":1619763453953,"user_tz":300,"elapsed":491,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["import matplotlib.pyplot as plt\n","import numpy as np\n","import pandas as pd\n","\n","from pyspark.ml.feature import Tokenizer, StopWordsRemover, NGram, CountVectorizer, StandardScaler\n"],"execution_count":8,"outputs":[]},{"cell_type":"code","metadata":{"id":"xA84kWBVZTK5","executionInfo":{"status":"ok","timestamp":1619763483690,"user_tz":300,"elapsed":29226,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["email = spark.read.csv( './data/email.csv',inferSchema=True,header=True)"],"execution_count":9,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oe-cGUVshBoB","executionInfo":{"status":"ok","timestamp":1619754354206,"user_tz":300,"elapsed":20239,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"42509c86-cda0-4a51-e4a1-fda63bebc139"},"source":["email.printSchema()\n","email.show(5)"],"execution_count":50,"outputs":[{"output_type":"stream","text":["root\n"," |-- id: string (nullable = true)\n"," |-- date: string (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","\n","+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+\n","|                  id|               date|   user|     pc|                  to|                  cc|                 bcc|                from| size|attachments|             content|\n","+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+\n","|{R3I7-S4TX96FG-82...|01/02/2010 07:11:45|LAP0338|PC-5758|Dean.Flynn.Hines@...|Nathaniel.Hunter....|                null|Lynn.Adena.Pratt@...|25830|          0|middle f2 systems...|\n","|{R0R9-E4GL59IK-29...|01/02/2010 07:12:16|MOH0273|PC-6699|Odonnell-Gage@bel...|                null|                null| MOH68@optonline.net|29942|          0|the breaking call...|\n","|{G2B2-A8XY58CP-28...|01/02/2010 07:13:00|LAP0338|PC-5758|Penelope_Colon@ne...|                null|                null|Lynn_A_Pratt@eart...|28780|          0|slowly this uncin...|\n","|{A3A9-F4TH89AA-83...|01/02/2010 07:13:17|LAP0338|PC-5758|Judith_Hayden@com...|                null|                null|Lynn_A_Pratt@eart...|21907|          0|400 other difficu...|\n","|{E8B7-C8FZ88UF-29...|01/02/2010 07:13:28|MOH0273|PC-6699|Bond-Raymond@veri...|                null|Odonnell-Gage@bel...| MOH68@optonline.net|17319|          0|this kmh october ...|\n","+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+\n","only showing top 5 rows\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"JHeUDUVr8YXz","executionInfo":{"status":"ok","timestamp":1619754354206,"user_tz":300,"elapsed":19771,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":[],"execution_count":50,"outputs":[]},{"cell_type":"code","metadata":{"id":"RCSZsvvIAlcT","executionInfo":{"status":"ok","timestamp":1619754354903,"user_tz":300,"elapsed":19898,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["tokenizer = Tokenizer(inputCol=\"content\", outputCol=\"words\")\n","wordsData = tokenizer.transform(email)\n","\n","remover = StopWordsRemover(inputCol=\"words\", outputCol=\"clean_words\")\n","wordsData = remover.transform(wordsData)"],"execution_count":51,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MrgovzpVAlfM","executionInfo":{"status":"ok","timestamp":1619754356046,"user_tz":300,"elapsed":20495,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"2c306bde-3e86-46bd-8161-95f6fae0766e"},"source":["wordsData.show()"],"execution_count":52,"outputs":[{"output_type":"stream","text":["+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+--------------------+--------------------+\n","|                  id|               date|   user|     pc|                  to|                  cc|                 bcc|                from| size|attachments|             content|               words|         clean_words|\n","+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+--------------------+--------------------+\n","|{R3I7-S4TX96FG-82...|01/02/2010 07:11:45|LAP0338|PC-5758|Dean.Flynn.Hines@...|Nathaniel.Hunter....|                null|Lynn.Adena.Pratt@...|25830|          0|middle f2 systems...|[middle, f2, syst...|[middle, f2, syst...|\n","|{R0R9-E4GL59IK-29...|01/02/2010 07:12:16|MOH0273|PC-6699|Odonnell-Gage@bel...|                null|                null| MOH68@optonline.net|29942|          0|the breaking call...|[the, breaking, c...|[breaking, called...|\n","|{G2B2-A8XY58CP-28...|01/02/2010 07:13:00|LAP0338|PC-5758|Penelope_Colon@ne...|                null|                null|Lynn_A_Pratt@eart...|28780|          0|slowly this uncin...|[slowly, this, un...|[slowly, uncinus,...|\n","|{A3A9-F4TH89AA-83...|01/02/2010 07:13:17|LAP0338|PC-5758|Judith_Hayden@com...|                null|                null|Lynn_A_Pratt@eart...|21907|          0|400 other difficu...|[400, other, diff...|[400, difficult, ...|\n","|{E8B7-C8FZ88UF-29...|01/02/2010 07:13:28|MOH0273|PC-6699|Bond-Raymond@veri...|                null|Odonnell-Gage@bel...| MOH68@optonline.net|17319|          0|this kmh october ...|[this, kmh, octob...|[kmh, october, ho...|\n","|{X8T7-A6BT54FP-72...|01/02/2010 07:36:03|HVB0037|PC-7979|Gaines-Joseph@msn...|Hollee_Becker@hot...|                null|Hollee_Becker@hot...|44345|          0|little equal k is...|[little, equal, k...|[little, equal, k...|\n","|{H5J6-G2RS59KI-83...|01/02/2010 07:52:20|NWK0215|PC-8370|Heidi_Wilson@msn....|Noelani.W.Kennedy...|                null|Noelani.W.Kennedy...|35328|          0|stroke menacing 1...|[stroke, menacing...|[stroke, menacing...|\n","|{D9T8-M1HJ89XP-63...|01/02/2010 07:54:12|LRR0148|PC-4275|Eve.Isadora.Mcken...|                null|                null|Libby.Rosalyn.Ric...|25255|          1|leading companys ...|[leading, company...|[leading, company...|\n","|{V3L7-L2RB92RV-91...|01/02/2010 07:54:49|LRR0148|PC-4275|Cedric.Herrod.Gil...|                null|                null|Libby.Rosalyn.Ric...|33967|          0|reception website...|[reception, websi...|[reception, websi...|\n","|{D5K9-P0IJ71WK-63...|01/02/2010 07:54:58|LRR0148|PC-4275|Gay.Ria.Cantu@dta...|Zenia.Freya.Macia...|                null|Libby.Rosalyn.Ric...|19456|          1|smaller weather r...|[smaller, weather...|[smaller, weather...|\n","|{R0A5-U4YQ17EA-34...|01/02/2010 07:55:16|LRR0148|PC-4275|August_Holt@boein...|                null|                null|Libby.Rosalyn.Ric...|23687|          0|do potentially 2 ...|[do, potentially,...|[potentially, 2, ...|\n","|{Y8Z6-X5HU72BM-73...|01/02/2010 07:55:51|NWK0215|PC-8370|Tasha_Sanchez@opt...|Ulric-Knapp@earth...|Noelani.W.Kennedy...|Noelani.W.Kennedy...|28960|          0|villepin five sha...|[villepin, five, ...|[villepin, five, ...|\n","|{K3B8-S0RJ27BU-68...|01/02/2010 07:56:09|AJR0319|PC-4736|Ulric.Ferdinand.K...|Meghan.Brianna.Je...|Arthur.Jacob.Raym...|Arthur.Jacob.Raym...|23116|          1|he instill prehis...|[he, instill, pre...|[instill, prehist...|\n","|{J7Y1-G7KD78BQ-41...|01/02/2010 07:56:49|LRR0148|PC-4275|Gay.Ria.Cantu@dta...|Sasha.Rina.Huffma...|                null|Libby.Rosalyn.Ric...|53349|          1|went could jackso...|[went, could, jac...|[went, jackson, a...|\n","|{D7P4-Z0PP26KM-17...|01/02/2010 07:57:10|AJR0319|PC-4736|Meredith.Ainsley....|Arthur.Jacob.Raym...|                null|Arthur.Jacob.Raym...|26284|          0|connections progr...|[connections, pro...|[connections, pro...|\n","|{P6J4-Y0XJ63II-57...|01/02/2010 07:58:04|AJR0319|PC-4736|Connor.Phelan.Gue...|Arthur.Jacob.Raym...|                null|Arthur.Jacob.Raym...|25317|          0|rested considered...|[rested, consider...|[rested, consider...|\n","|{K7Y5-V5IP47OA-83...|01/02/2010 07:58:07|LRR0148|PC-4275|Bevis.Brady.Shepp...|Gay.Ria.Cantu@dta...|                null|Libby.Rosalyn.Ric...|16168|          2|additional funera...|[additional, fune...|[additional, fune...|\n","|{R9V2-W5OA43XS-14...|01/02/2010 07:58:13|LRR0148|PC-4275|Thomas.Vladimir.S...|                null|                null|Libby.Rosalyn.Ric...|52290|          0|need there did co...|[need, there, did...|[need, comes, nam...|\n","|{X4R4-F1BP75UA-02...|01/02/2010 07:58:15|LRR0148|PC-4275|Sasha.Rina.Huffma...|                null|                null|Libby.Rosalyn.Ric...|18333|          0|since data englis...|[since, data, eng...|[since, data, eng...|\n","|{N4L7-S2MN81EJ-50...|01/02/2010 07:58:25|LRR0148|PC-4275|Nissim.Gil.French...|                null|                null|Libby.Rosalyn.Ric...|35956|          3|orphan treatment ...|[orphan, treatmen...|[orphan, treatmen...|\n","+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+--------------------+--------------------+\n","only showing top 20 rows\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"iVMXOKuPd4JE","executionInfo":{"status":"ok","timestamp":1619754586073,"user_tz":300,"elapsed":167764,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["cv = CountVectorizer(inputCol=\"clean_words\", outputCol=\"features\", vocabSize=1000, minDF=2.0)\n","\n","model = cv.fit(wordsData)\n","\n","wordsCV = model.transform(wordsData)\n"],"execution_count":53,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"M1-krZLLpmsn","executionInfo":{"status":"ok","timestamp":1619754586548,"user_tz":300,"elapsed":161363,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"0dd8d315-5102-4838-9f06-dd19ed555b50"},"source":["wordsCV.show()"],"execution_count":54,"outputs":[{"output_type":"stream","text":["+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+--------------------+--------------------+--------------------+\n","|                  id|               date|   user|     pc|                  to|                  cc|                 bcc|                from| size|attachments|             content|               words|         clean_words|            features|\n","+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+--------------------+--------------------+--------------------+\n","|{R3I7-S4TX96FG-82...|01/02/2010 07:11:45|LAP0338|PC-5758|Dean.Flynn.Hines@...|Nathaniel.Hunter....|                null|Lynn.Adena.Pratt@...|25830|          0|middle f2 systems...|[middle, f2, syst...|[middle, f2, syst...|(1000,[28,59,105,...|\n","|{R0R9-E4GL59IK-29...|01/02/2010 07:12:16|MOH0273|PC-6699|Odonnell-Gage@bel...|                null|                null| MOH68@optonline.net|29942|          0|the breaking call...|[the, breaking, c...|[breaking, called...|(1000,[5,10,22,29...|\n","|{G2B2-A8XY58CP-28...|01/02/2010 07:13:00|LAP0338|PC-5758|Penelope_Colon@ne...|                null|                null|Lynn_A_Pratt@eart...|28780|          0|slowly this uncin...|[slowly, this, un...|[slowly, uncinus,...|(1000,[5,16,63,14...|\n","|{A3A9-F4TH89AA-83...|01/02/2010 07:13:17|LAP0338|PC-5758|Judith_Hayden@com...|                null|                null|Lynn_A_Pratt@eart...|21907|          0|400 other difficu...|[400, other, diff...|[400, difficult, ...|(1000,[5,36,38,80...|\n","|{E8B7-C8FZ88UF-29...|01/02/2010 07:13:28|MOH0273|PC-6699|Bond-Raymond@veri...|                null|Odonnell-Gage@bel...| MOH68@optonline.net|17319|          0|this kmh october ...|[this, kmh, octob...|[kmh, october, ho...|(1000,[9,14,56,72...|\n","|{X8T7-A6BT54FP-72...|01/02/2010 07:36:03|HVB0037|PC-7979|Gaines-Joseph@msn...|Hollee_Becker@hot...|                null|Hollee_Becker@hot...|44345|          0|little equal k is...|[little, equal, k...|[little, equal, k...|(1000,[28,40,54,5...|\n","|{H5J6-G2RS59KI-83...|01/02/2010 07:52:20|NWK0215|PC-8370|Heidi_Wilson@msn....|Noelani.W.Kennedy...|                null|Noelani.W.Kennedy...|35328|          0|stroke menacing 1...|[stroke, menacing...|[stroke, menacing...|(1000,[12,38,71,7...|\n","|{D9T8-M1HJ89XP-63...|01/02/2010 07:54:12|LRR0148|PC-4275|Eve.Isadora.Mcken...|                null|                null|Libby.Rosalyn.Ric...|25255|          1|leading companys ...|[leading, company...|[leading, company...|(1000,[9,10,24,11...|\n","|{V3L7-L2RB92RV-91...|01/02/2010 07:54:49|LRR0148|PC-4275|Cedric.Herrod.Gil...|                null|                null|Libby.Rosalyn.Ric...|33967|          0|reception website...|[reception, websi...|[reception, websi...|(1000,[28,40,41,4...|\n","|{D5K9-P0IJ71WK-63...|01/02/2010 07:54:58|LRR0148|PC-4275|Gay.Ria.Cantu@dta...|Zenia.Freya.Macia...|                null|Libby.Rosalyn.Ric...|19456|          1|smaller weather r...|[smaller, weather...|[smaller, weather...|(1000,[16,25,38,9...|\n","|{R0A5-U4YQ17EA-34...|01/02/2010 07:55:16|LRR0148|PC-4275|August_Holt@boein...|                null|                null|Libby.Rosalyn.Ric...|23687|          0|do potentially 2 ...|[do, potentially,...|[potentially, 2, ...|(1000,[7,29,122,1...|\n","|{Y8Z6-X5HU72BM-73...|01/02/2010 07:55:51|NWK0215|PC-8370|Tasha_Sanchez@opt...|Ulric-Knapp@earth...|Noelani.W.Kennedy...|Noelani.W.Kennedy...|28960|          0|villepin five sha...|[villepin, five, ...|[villepin, five, ...|(1000,[10,29,78,1...|\n","|{K3B8-S0RJ27BU-68...|01/02/2010 07:56:09|AJR0319|PC-4736|Ulric.Ferdinand.K...|Meghan.Brianna.Je...|Arthur.Jacob.Raym...|Arthur.Jacob.Raym...|23116|          1|he instill prehis...|[he, instill, pre...|[instill, prehist...|(1000,[3,115,126,...|\n","|{J7Y1-G7KD78BQ-41...|01/02/2010 07:56:49|LRR0148|PC-4275|Gay.Ria.Cantu@dta...|Sasha.Rina.Huffma...|                null|Libby.Rosalyn.Ric...|53349|          1|went could jackso...|[went, could, jac...|[went, jackson, a...|(1000,[33,43,45,4...|\n","|{D7P4-Z0PP26KM-17...|01/02/2010 07:57:10|AJR0319|PC-4736|Meredith.Ainsley....|Arthur.Jacob.Raym...|                null|Arthur.Jacob.Raym...|26284|          0|connections progr...|[connections, pro...|[connections, pro...|(1000,[35,52,128,...|\n","|{P6J4-Y0XJ63II-57...|01/02/2010 07:58:04|AJR0319|PC-4736|Connor.Phelan.Gue...|Arthur.Jacob.Raym...|                null|Arthur.Jacob.Raym...|25317|          0|rested considered...|[rested, consider...|[rested, consider...|(1000,[4,10,38,10...|\n","|{K7Y5-V5IP47OA-83...|01/02/2010 07:58:07|LRR0148|PC-4275|Bevis.Brady.Shepp...|Gay.Ria.Cantu@dta...|                null|Libby.Rosalyn.Ric...|16168|          2|additional funera...|[additional, fune...|[additional, fune...|(1000,[23,65,74,1...|\n","|{R9V2-W5OA43XS-14...|01/02/2010 07:58:13|LRR0148|PC-4275|Thomas.Vladimir.S...|                null|                null|Libby.Rosalyn.Ric...|52290|          0|need there did co...|[need, there, did...|[need, comes, nam...|(1000,[9,65,80,11...|\n","|{X4R4-F1BP75UA-02...|01/02/2010 07:58:15|LRR0148|PC-4275|Sasha.Rina.Huffma...|                null|                null|Libby.Rosalyn.Ric...|18333|          0|since data englis...|[since, data, eng...|[since, data, eng...|(1000,[4,23,24,33...|\n","|{N4L7-S2MN81EJ-50...|01/02/2010 07:58:25|LRR0148|PC-4275|Nissim.Gil.French...|                null|                null|Libby.Rosalyn.Ric...|35956|          3|orphan treatment ...|[orphan, treatmen...|[orphan, treatmen...|(1000,[47,77,96,1...|\n","+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+--------------------+--------------------+--------------------+\n","only showing top 20 rows\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"0LpOao1O2A0j","executionInfo":{"status":"ok","timestamp":1619754715576,"user_tz":300,"elapsed":548,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["from pyspark.ml.feature import MinHashLSH\n","\n","\n","mh = MinHashLSH(inputCol=\"features\", outputCol=\"hashes\", numHashTables=50)\n","model = mh.fit(wordsCV)\n","wordsHash = model.transform(wordsCV)\n"],"execution_count":56,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Pnw9UWBN55P9","executionInfo":{"status":"ok","timestamp":1619754725282,"user_tz":300,"elapsed":720,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"4c445749-8bad-4ea2-9f96-b635d5c173b4"},"source":["wordsHash.show()"],"execution_count":57,"outputs":[{"output_type":"stream","text":["+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+--------------------+--------------------+--------------------+--------------------+\n","|                  id|               date|   user|     pc|                  to|                  cc|                 bcc|                from| size|attachments|             content|               words|         clean_words|            features|              hashes|\n","+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+--------------------+--------------------+--------------------+--------------------+\n","|{R3I7-S4TX96FG-82...|01/02/2010 07:11:45|LAP0338|PC-5758|Dean.Flynn.Hines@...|Nathaniel.Hunter....|                null|Lynn.Adena.Pratt@...|25830|          0|middle f2 systems...|[middle, f2, syst...|[middle, f2, syst...|(1000,[28,59,105,...|[[2.26851327E8], ...|\n","|{R0R9-E4GL59IK-29...|01/02/2010 07:12:16|MOH0273|PC-6699|Odonnell-Gage@bel...|                null|                null| MOH68@optonline.net|29942|          0|the breaking call...|[the, breaking, c...|[breaking, called...|(1000,[5,10,22,29...|[[7.5974E7], [1.1...|\n","|{G2B2-A8XY58CP-28...|01/02/2010 07:13:00|LAP0338|PC-5758|Penelope_Colon@ne...|                null|                null|Lynn_A_Pratt@eart...|28780|          0|slowly this uncin...|[slowly, this, un...|[slowly, uncinus,...|(1000,[5,16,63,14...|[[1.42451717E8], ...|\n","|{A3A9-F4TH89AA-83...|01/02/2010 07:13:17|LAP0338|PC-5758|Judith_Hayden@com...|                null|                null|Lynn_A_Pratt@eart...|21907|          0|400 other difficu...|[400, other, diff...|[400, difficult, ...|(1000,[5,36,38,80...|[[5.10397547E8], ...|\n","|{E8B7-C8FZ88UF-29...|01/02/2010 07:13:28|MOH0273|PC-6699|Bond-Raymond@veri...|                null|Odonnell-Gage@bel...| MOH68@optonline.net|17319|          0|this kmh october ...|[this, kmh, octob...|[kmh, october, ho...|(1000,[9,14,56,72...|[[2.13338272E8], ...|\n","|{X8T7-A6BT54FP-72...|01/02/2010 07:36:03|HVB0037|PC-7979|Gaines-Joseph@msn...|Hollee_Becker@hot...|                null|Hollee_Becker@hot...|44345|          0|little equal k is...|[little, equal, k...|[little, equal, k...|(1000,[28,40,54,5...|[[4.1217772E7], [...|\n","|{H5J6-G2RS59KI-83...|01/02/2010 07:52:20|NWK0215|PC-8370|Heidi_Wilson@msn....|Noelani.W.Kennedy...|                null|Noelani.W.Kennedy...|35328|          0|stroke menacing 1...|[stroke, menacing...|[stroke, menacing...|(1000,[12,38,71,7...|[[1.10730228E8], ...|\n","|{D9T8-M1HJ89XP-63...|01/02/2010 07:54:12|LRR0148|PC-4275|Eve.Isadora.Mcken...|                null|                null|Libby.Rosalyn.Ric...|25255|          1|leading companys ...|[leading, company...|[leading, company...|(1000,[9,10,24,11...|[[1.24243283E8], ...|\n","|{V3L7-L2RB92RV-91...|01/02/2010 07:54:49|LRR0148|PC-4275|Cedric.Herrod.Gil...|                null|                null|Libby.Rosalyn.Ric...|33967|          0|reception website...|[reception, websi...|[reception, websi...|(1000,[28,40,41,4...|[[6.5495684E7], [...|\n","|{D5K9-P0IJ71WK-63...|01/02/2010 07:54:58|LRR0148|PC-4275|Gay.Ria.Cantu@dta...|Zenia.Freya.Macia...|                null|Libby.Rosalyn.Ric...|19456|          1|smaller weather r...|[smaller, weather...|[smaller, weather...|(1000,[16,25,38,9...|[[6.3835044E7], [...|\n","|{R0A5-U4YQ17EA-34...|01/02/2010 07:55:16|LRR0148|PC-4275|August_Holt@boein...|                null|                null|Libby.Rosalyn.Ric...|23687|          0|do potentially 2 ...|[do, potentially,...|[potentially, 2, ...|(1000,[7,29,122,1...|[[1.87686261E8], ...|\n","|{Y8Z6-X5HU72BM-73...|01/02/2010 07:55:51|NWK0215|PC-8370|Tasha_Sanchez@opt...|Ulric-Knapp@earth...|Noelani.W.Kennedy...|Noelani.W.Kennedy...|28960|          0|villepin five sha...|[villepin, five, ...|[villepin, five, ...|(1000,[10,29,78,1...|[[3.09876838E8], ...|\n","|{K3B8-S0RJ27BU-68...|01/02/2010 07:56:09|AJR0319|PC-4736|Ulric.Ferdinand.K...|Meghan.Brianna.Je...|Arthur.Jacob.Raym...|Arthur.Jacob.Raym...|23116|          1|he instill prehis...|[he, instill, pre...|[instill, prehist...|(1000,[3,115,126,...|[[2.61607555E8], ...|\n","|{J7Y1-G7KD78BQ-41...|01/02/2010 07:56:49|LRR0148|PC-4275|Gay.Ria.Cantu@dta...|Sasha.Rina.Huffma...|                null|Libby.Rosalyn.Ric...|53349|          1|went could jackso...|[went, could, jac...|[went, jackson, a...|(1000,[33,43,45,4...|[[2.49468599E8], ...|\n","|{D7P4-Z0PP26KM-17...|01/02/2010 07:57:10|AJR0319|PC-4736|Meredith.Ainsley....|Arthur.Jacob.Raym...|                null|Arthur.Jacob.Raym...|26284|          0|connections progr...|[connections, pro...|[connections, pro...|(1000,[35,52,128,...|[[5.0321989E7], [...|\n","|{P6J4-Y0XJ63II-57...|01/02/2010 07:58:04|AJR0319|PC-4736|Connor.Phelan.Gue...|Arthur.Jacob.Raym...|                null|Arthur.Jacob.Raym...|25317|          0|rested considered...|[rested, consider...|[rested, consider...|(1000,[4,10,38,10...|[[8.6452316E7], [...|\n","|{K7Y5-V5IP47OA-83...|01/02/2010 07:58:07|LRR0148|PC-4275|Bevis.Brady.Shepp...|Gay.Ria.Cantu@dta...|                null|Libby.Rosalyn.Ric...|16168|          2|additional funera...|[additional, fune...|[additional, fune...|(1000,[23,65,74,1...|[[6.8530423E7], [...|\n","|{R9V2-W5OA43XS-14...|01/02/2010 07:58:13|LRR0148|PC-4275|Thomas.Vladimir.S...|                null|                null|Libby.Rosalyn.Ric...|52290|          0|need there did co...|[need, there, did...|[need, comes, nam...|(1000,[9,65,80,11...|[[8122184.0], [5....|\n","|{X4R4-F1BP75UA-02...|01/02/2010 07:58:15|LRR0148|PC-4275|Sasha.Rina.Huffma...|                null|                null|Libby.Rosalyn.Ric...|18333|          0|since data englis...|[since, data, eng...|[since, data, eng...|(1000,[4,23,24,33...|[[6.8530423E7], [...|\n","|{N4L7-S2MN81EJ-50...|01/02/2010 07:58:25|LRR0148|PC-4275|Nissim.Gil.French...|                null|                null|Libby.Rosalyn.Ric...|35956|          3|orphan treatment ...|[orphan, treatmen...|[orphan, treatmen...|(1000,[47,77,96,1...|[[1.30312761E8], ...|\n","+--------------------+-------------------+-------+-------+--------------------+--------------------+--------------------+--------------------+-----+-----------+--------------------+--------------------+--------------------+--------------------+--------------------+\n","only showing top 20 rows\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"cR1xS_O65_rB","executionInfo":{"status":"ok","timestamp":1619759285633,"user_tz":300,"elapsed":250,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}}},"source":["from pyspark.sql.functions import udf\n","\n","\n","id_hash = wordsHash.select('id','hashes')\n"],"execution_count":95,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5lULoLIALwjO","executionInfo":{"status":"ok","timestamp":1619759415531,"user_tz":300,"elapsed":5832,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"131b0fe0-39cf-4ba2-fc0d-f21f0dffd61a"},"source":["id_hash.count()"],"execution_count":102,"outputs":[{"output_type":"execute_result","data":{"text/plain":["2629979"]},"metadata":{"tags":[]},"execution_count":102}]},{"cell_type":"code","metadata":{"id":"gySrI9rvXt-G"},"source":["import pyspark.sql.functions as F\n","import pyspark.sql.types as T\n","\n","to_array = F.udf(lambda v: v.toArray().tolist(), T.ArrayType(T.FloatType()))"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"80CjJ2s7S2LU","executionInfo":{"status":"ok","timestamp":1619762364692,"user_tz":300,"elapsed":2365,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"1d6855aa-3ce5-46d2-afe6-8c9e067ae988"},"source":["sc = spark.sparkContext\n","\n","\n","numAttrs = 50\n","attrs = sc.parallelize([\"hash_\" + str(i) for i in range(numAttrs)]).zipWithIndex().collect()\n","for name, index in attrs:\n","    id_hash = id_hash.withColumn(name, id_hash['hashes'].getItem(index))\n","id_hash.show()"],"execution_count":128,"outputs":[{"output_type":"stream","text":["+--------------------+--------------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+\n","|                  id|              hashes|        hash_0|        hash_1|        hash_2|        hash_3|        hash_4|        hash_5|        hash_6|        hash_7|        hash_8|        hash_9|       hash_10|       hash_11|       hash_12|       hash_13|       hash_14|       hash_15|       hash_16|       hash_17|       hash_18|       hash_19|       hash_20|       hash_21|       hash_22|       hash_23|       hash_24|       hash_25|       hash_26|       hash_27|       hash_28|       hash_29|       hash_30|       hash_31|       hash_32|       hash_33|       hash_34|       hash_35|       hash_36|       hash_37|       hash_38|       hash_39|       hash_40|       hash_41|       hash_42|       hash_43|       hash_44|       hash_45|       hash_46|       hash_47|       hash_48|       hash_49|\n","+--------------------+--------------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+--------------+\n","|{R3I7-S4TX96FG-82...|[[2.26851327E8], ...|[2.26851327E8]|   [9165640.0]|[1.04254652E8]| [5.1684106E7]| [2.3531578E7]| [9.7738272E7]|[1.82732379E8]| [8.7645642E7]| [1.7848604E8]| [1.1915428E7]| [1.4771039E7]|[4.31549604E8]|   [3911444.0]| [2.0282941E7]| [8.2063745E7]|[1.91832596E8]| [2.6629019E7]| [3.0056425E7]|[1.23643097E8]| [3.2825298E7]| [6.7394723E7]| [1.3859855E7]|[1.06305736E8]|   [2331316.0]| [3.8654927E7]|  [5.729757E7]| [8.4493334E7]| [8.1757051E7]| [1.1834842E7]| [8.5011795E7]| [3.9371781E7]| [5.2023116E7]| [8.7166582E7]| [2.5994221E7]| [3.2690537E7]|   [8307600.0]|[2.01413062E8]| [3.4529384E7]| [6.9453554E7]|[1.69078605E8]| [3.3598589E7]| [2.0668384E7]| [6.6879131E7]| [7.4452787E7]| [2.6279941E7]| [1.9148805E7]|  [8.567271E7]| [8.3324702E7]| [8.6778271E7]| [1.1060759E7]|\n","|{R0R9-E4GL59IK-29...|[[7.5974E7], [1.1...|    [7.5974E7]|[1.19820201E8]| [3.6163865E7]| [9.3188779E7]|[1.98440656E8]| [4.3099023E7]| [3.2731528E7]|[3.84624577E8]|   [6102994.0]|[1.68342875E8]|[1.27286681E8]|[4.08800463E8]| [1.3928689E8]|[1.81004106E8]|   [4861411.0]| [1.4177271E8]| [1.1913611E7]| [9.6147706E7]| [1.5529318E7]| [2.4483922E7]|   [1900128.0]| [2.8290194E7]| [1.9695332E7]|   [7493708.0]| [8.3992499E7]| [9.5207847E7]|[1.85796483E8]|   [6707088.0]| [3.4132424E8]|  [7.842033E7]|[1.41418245E8]|   [5637754.0]| [6.0717016E7]|   [9935819.0]| [5.5724929E7]| [2.7538322E7]|[1.02276863E8]| [3.3657181E7]| [4.3986061E7]| [7.0929086E7]| [4.0770917E7]|[1.10292799E8]|[1.50307831E8]|[3.08844975E8]|[1.23593479E8]| [3.7412769E7]| [5.3262478E7]| [9.8200004E7]|[2.54847784E8]|[7.71378368E8]|\n","|{G2B2-A8XY58CP-28...|[[1.42451717E8], ...|[1.42451717E8]|[1.81514138E8]| [1.1843604E8]| [4.7169266E7]|[1.10986117E8]|[2.60949889E8]| [3.2731528E7]| [6.8949142E7]|[1.45937124E8]|[1.25046514E8]|[1.90184022E8]|  [1.713944E7]| [1.0033044E7]| [2.0282941E7]|[1.32351397E8]|[1.62977847E8]| [1.9755343E8]| [4.5570967E7]|[1.23643097E8]| [2.4483922E7]| [2.7304433E7]| [6.5900826E7]| [6.0270285E7]| [3.8759459E7]| [3.8654927E7]|[1.08725046E8]|[1.14102315E8]| [8.1757051E7]| [2.3746422E7]|[1.88243798E8]|[2.79499654E8]| [8.6307366E7]|[3.18593732E8]|[2.62542344E8]| [3.2690537E7]| [2.7115443E7]|[1.12645866E8]| [3.9928871E8]| [9.2596477E7]|[1.43657891E8]| [1.6746366E7]| [9.8527717E7]|  [4.843612E7]|[1.84056273E8]| [2.6279941E7]| [7.5242517E7]| [9.1213051E7]|[1.87616803E8]|  [2.418439E8]|[5.40294631E8]|\n","|{A3A9-F4TH89AA-83...|[[5.10397547E8], ...|[5.10397547E8]| [1.5285718E7]| [1.2517038E7]| [2.3723953E7]|[1.03500222E8]| [6.7430209E7]| [3.2731528E7]| [6.8949142E7]| [2.3983863E7]| [1.1915428E7]|[1.44549433E8]| [7.3569389E7]|  [6.067742E7]|[1.90760754E8]|[1.44037882E8]| [1.6622995E7]|[2.06231605E8]| [1.8369026E7]| [7.2640214E7]| [2.4483922E7]| [7.2740095E7]|   [7185416.0]| [6.0270285E7]| [3.0918738E7]|[2.49292041E8]|   [2244801.0]| [8.9614346E7]|  [3.814869E7]|[1.37546748E8]| [4.9417884E7]| [3.0441865E7]|[3.14222812E8]| [1.4436828E7]| [4.5445392E7]| [2.6931939E7]| [4.9729197E7]| [2.3458223E7]| [1.9460483E8]| [4.6078174E7]|[3.34068034E8]| [3.3598589E7]|[1.34516113E8]|[1.94058639E8]| [4.7878659E7]| [7.6374754E7]|  [7.350355E7]|[1.40686923E8]| [1.6220856E7]| [1.7418791E8]| [5.3639056E7]|\n","|{E8B7-C8FZ88UF-29...|[[2.13338272E8], ...|[2.13338272E8]| [7.3426459E7]|[3.12326605E8]| [6.0713786E7]|   [3450094.0]| [3.1004043E7]| [7.5588914E7]| [8.2036692E7]|[1.28056255E8]|[3.31404913E8]| [2.6722175E7]| [9.0705062E7]|[3.36228459E8]|[1.10609935E8]| [1.6547896E7]|[1.02024776E8]| [9.5489297E7]|[2.42500439E8]|[4.55235488E8]|  [1.177678E7]|[1.39557245E8]| [2.1922725E8]| [7.6651779E7]|[1.01193828E8]|[3.95521856E8]| [3.7738216E7]| [2.9279293E7]|[2.74349835E8]| [7.4390972E7]| [1.3115205E8]|[1.68523274E8]|    [590039.0]| [3.7576922E7]|[1.16852585E8]|[1.71089717E8]|[2.86841046E8]|[4.27499979E8]|   [3918225.0]|[1.15042029E8]| [8.8105347E7]| [7.9373706E7]| [4.6390445E7]| [5.2509036E7]|[3.01252367E8]|[1.18799999E8]| [9.6984415E7]|[1.57750563E8]|   [8948192.0]|[1.75010549E8]|  [2.856222E8]|\n","|{X8T7-A6BT54FP-72...|[[4.1217772E7], [...| [4.1217772E7]| [5.8126264E7]|  [7.399208E7]|[1.55366151E8]|[1.15917165E8]| [7.9525189E7]| [2.7968063E8]| [1.6658025E7]| 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rows\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"m0afwc-zS2Nx","executionInfo":{"status":"ok","timestamp":1619761451837,"user_tz":300,"elapsed":977,"user":{"displayName":"Zekun Wang","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gh140SMb0c80XwwVdi_E7-Lh2XNkXKVWOakF5qL=s64","userId":"05904147758498762863"}},"outputId":"47bec1c4-9828-41c9-bbb0-cd00f3797dd4"},"source":["id_hash.head(1)"],"execution_count":116,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[Row(id='{R3I7-S4TX96FG-8219JWFF}', hashes=[DenseVector([226851327.0]), DenseVector([9165640.0]), DenseVector([104254652.0]), DenseVector([51684106.0]), DenseVector([23531578.0]), DenseVector([97738272.0]), DenseVector([182732379.0]), DenseVector([87645642.0]), DenseVector([178486040.0]), DenseVector([11915428.0]), DenseVector([14771039.0]), DenseVector([431549604.0]), DenseVector([3911444.0]), DenseVector([20282941.0]), 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hash_28=DenseVector([11834842.0]), hash_29=DenseVector([85011795.0]), hash_30=DenseVector([39371781.0]), hash_31=DenseVector([52023116.0]), hash_32=DenseVector([87166582.0]), hash_33=DenseVector([25994221.0]), hash_34=DenseVector([32690537.0]), hash_35=DenseVector([8307600.0]), hash_36=DenseVector([201413062.0]), hash_37=DenseVector([34529384.0]), hash_38=DenseVector([69453554.0]), hash_39=DenseVector([169078605.0]), hash_40=DenseVector([33598589.0]), hash_41=DenseVector([20668384.0]), hash_42=DenseVector([66879131.0]), hash_43=DenseVector([74452787.0]), hash_44=DenseVector([26279941.0]), hash_45=DenseVector([19148805.0]), hash_46=DenseVector([85672710.0]), hash_47=DenseVector([83324702.0]), hash_48=DenseVector([86778271.0]), hash_49=DenseVector([11060759.0]))]"]},"metadata":{"tags":[]},"execution_count":116}]},{"cell_type":"code","metadata":{"id":"E0eMTwMIS2QY"},"source":[],"execution_count":null,"outputs":[]}]}