scenario-notebooks/AffectedKeyCredentials-CVE-2021-42306.ipynb

{
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  {
   "cell_type": "markdown",
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   "source": [
    "# Detecting vulnerable service principals and applications in AAD\n",
    "\n",
    "This notebook contains logic to detect applications and service principals\n",
    "in Azure Active Directory that are vulnerable to the attack described\n",
    "in [CVE-2021-42306](https://TODO-link).\n",
    "\n",
    "It contains the following sections\n",
    "- Establish a connection to Microsoft Graph\n",
    "- Download and check for vulnerable Application and Service Principal objects\n",
    "- View and filter the vulnerable items\n",
    "- Create a Microsoft Sentinel Watchlist containing the items\n",
    "\n",
    "Creating a Watchlist will allow you to create detections and alerts\n",
    "based on the IDs of the affected Applications and Service Principals in\n",
    "your Azure Active Directory. This will allow you to spot potential\n",
    "abuses of these objects\n",
    "\n",
    "<div style=\"color: Black; background-color: Khaki; padding: 5px; font-size: 15px\">\n",
    "<p>Please run the the code cells in sequence. Skipping cells will result in errors.</p>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialize MSTICPy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
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       "<hr><h4>Starting Notebook initialization...</h4> <br>"
      ],
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       "<IPython.core.display.HTML object>"
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       "msticpy version installed: 1.4.4 latest published: 1.4.5<br>A newer version of msticpy - 1.4.5 is available.<br>Upgrade with pip install --upgrade msticpy<br> <br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     "metadata": {},
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    {
     "data": {
      "text/html": [
       "Processing imports.... <br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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       "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, 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, msticpy.vis.mp_pandas_plot <br>"
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       "<IPython.core.display.HTML object>"
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     "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": [
       "Azure CLI credentials available. <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> <br>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %pip install --upgrade msticpy\n",
    "from msticpy import init_notebook\n",
    "init_notebook(globals());"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using Azure Key Vault to store the client secret for MS Graph\n",
    "\n",
    "<p style=\"border: solid; padding: 5pt; color: white; background-color: DarkOliveGreen\">\n",
    "This is an optional section. \n",
    "</p>\n",
    "\n",
    "To use the MSTICPy Keyvault library you must have your keyvault\n",
    "details configured in `msticpyconfig.yaml`. Please see the following documents for more details.\n",
    "\n",
    "[Key Vault configuration format](https://msticpy.readthedocs.io/en/latest/getting_started/msticpyconfig.html#specifying-secrets-as-key-vault-secrets)\n",
    "\n",
    "[Key Vault settings in the settings editor](https://msticpy.readthedocs.io/en/latest/getting_started/SettingsEditor.html#key-vault-secrets)\n",
    "\n",
    "To store you client secret in Key Vault you can use the following code snippet.\n",
    "```python\n",
    "    kv_client.set_secret(\n",
    "        secret_name=\"[[PLACEHOLDER]]\",\n",
    "        value=\"[[VALUE]]\"\n",
    "    )\n",
    "```\n",
    "\n",
    "You can also configure a secret using the Azure management portal.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from msticpy.common.keyvault_client import BHKeyVaultClient\n",
    "\n",
    "try:\n",
    "    kv_client = BHKeyVaultClient()\n",
    "except:\n",
    "    kv_client = None\n",
    "    print(\"Key Vault did not initialize correctly.\")\n",
    "\n",
    "\n",
    "def get_kv_secret(secret_name):\n",
    "    return kv_client.get_secret(secret_name) if kv_client else \"\"\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Specify Parameters for Connecting to MS Graph\n",
    "\n",
    "Run this cell to display a form for entering\n",
    "details required to connect to Microsoft Graph.\n",
    "\n",
    "<p style=\"border: solid; padding: 5pt; color: white; background-color: DarkOliveGreen\">\n",
    "If you are not storing your client secret in Key Vault, uncheck\n",
    "the <b>Get secret from keyvault</b>\n",
    "box and type the client secret into the <b>Client secret</b> box\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "VBox(children=(HTML(value='<h3>Enter your AAD Tenant ID, Azure Cloud and client ID/Secret.</h3>'), Text(value=Ã¢â‚¬Â¦"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from msticpy.common.azure_auth_core import AzureCloudConfig\n",
    "try:\n",
    "    from msticpy.common.cloud_mappings import _CLOUD_MAPPING as CLOUD_MAPPING\n",
    "except ImportError:\n",
    "    from msticpy.common.cloud_mappings import CLOUD_MAPPING\n",
    "\n",
    "import ipywidgets as widgets\n",
    "\n",
    "WIDGET_DEFAULTS[\"style\"][\"description_width\"] = \"200px\"\n",
    "WIDGET_DEFAULTS[\"layout\"].width = \"80%\"\n",
    "\n",
    "\n",
    "def text_box(desc, val=\"\", **kwargs):\n",
    "    return widgets.Text(description=desc, value=val, **WIDGET_DEFAULTS, **kwargs)\n",
    "\n",
    "\n",
    "azure_cloud = AzureCloudConfig()\n",
    "\n",
    "heading = widgets.HTML(\"<h3>Enter your AAD Tenant ID, Azure Cloud and client ID/Secret.</h3>\")\n",
    "txt_tenant_id = text_box(\"TenantId\", tenant_id)\n",
    "txt_client_id = text_box(\"Client App ID\", client_id)\n",
    "txt_client_sec_name = text_box(\"KV secret name\", client_id)\n",
    "\n",
    "select_cloud = widgets.Select(\n",
    "    description=\"Cloud\",\n",
    "    options=list(CLOUD_MAPPING.keys()),\n",
    "    value=azure_cloud.cloud,\n",
    "    **WIDGET_DEFAULTS,\n",
    ")\n",
    "\n",
    "cb_use_keyvault = widgets.Checkbox(description=\"Get secret from keyvault\", value=True)\n",
    "\n",
    "\n",
    "def switch_secret_desc(change):\n",
    "    del change\n",
    "    txt_client_sec_name.description = (\n",
    "        \"KV secret name\" if cb_use_keyvault.value else \"Client secret\"\n",
    "    )\n",
    "\n",
    "\n",
    "cb_use_keyvault.observe(switch_secret_desc, names=\"value\")\n",
    "\n",
    "\n",
    "display(widgets.VBox([\n",
    "    heading,\n",
    "    txt_tenant_id,\n",
    "    select_cloud,\n",
    "    txt_client_id,\n",
    "    cb_use_keyvault,\n",
    "    txt_client_sec_name\n",
    "]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create the Microsoft Graph data provider\n",
    "\n",
    "Note the current version of the graph provider only supports \n",
    "the global Azure cloud. The code below will adapt it if you have\n",
    "a different sovereign cloud configured in your msticpconfig.yaml.\n",
    "\n",
    "The access token obtained for the Microsoft Graph expires\n",
    "after 1 hour. Please re-run this cell if you see this error:\n",
    "\n",
    "```python\n",
    "\n",
    "    CloudError: Azure Error: ExpiredAuthenticationToken\n",
    "    Message: The access token expiry UTC time '10/28/2021 12:31:15 AM' is earlier than current UTC time '10/28/2021 4:56:43 PM'.\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Attempting to sign-in with Azure CLI credentials...\n",
      "Connected.\n"
     ]
    }
   ],
   "source": [
    "\n",
    "graph_prov = mp.QueryProvider(\"SecurityGraph\")\n",
    "if select_cloud.value != \"global\":\n",
    "    azure_cloud = AzureCloudConfig(select_cloud.value)\n",
    "\n",
    "if azure_cloud.cloud != \"global\":\n",
    "    graph_prov.req_body[\"scope\"] = f\"{azure_cloud.endpoints.microsoft_graph_resource_id}/.default\",\n",
    "    graph_prov.oauth_url = (\n",
    "        f\"https://{azure_cloud.endpoints.active_directory}/\"\n",
    "        \"{{tenantId}}/oauth2/v2.0/token\"\n",
    "    )\n",
    "    graph_prov.api_root = azure_cloud.endpoints.microsoft_graph_resource_id\n",
    "\n",
    "# Create connection string\n",
    "connection_str = (\n",
    "    f\"tenant_id={txt_tenant_id.value};\"\n",
    "    f\"client_id={client_id};\"\n",
    "    f\"client_secret={get_kv_secret(txt_client_sec_name.value)};\"\n",
    ")\n",
    "\n",
    "graph_prov.connect(connection_str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Query MS Graph for Vulnerable AAD objects\n",
    "\n",
    "This cell connects to the Microsoft Graph, queries available\n",
    "Application and ServicePrincipal objects and check for\n",
    "vulnerable configurations.\n",
    "\n",
    "The following cell allows you to browse the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running query for Application....query complete. 0 records found.\n",
      "Running query for ServicePrincipal........query complete. 190 records found.\n",
      "190 records found.\n"
     ]
    }
   ],
   "source": [
    "NEXT_LINK = \"@odata.nextLink\"\n",
    "\n",
    "\n",
    "def _filter_usage_and_type(od_results):\n",
    "    usage_crit = od_results[\"usage\"] != \"Sign\"\n",
    "    type_crit = od_results[\"type\"] == \"AsymmetricX509Cert\"\n",
    "    return od_results[usage_crit & type_crit]\n",
    "\n",
    "\n",
    "def _filter_ext_value(od_results):\n",
    "    if  \"hasExtendedValue\" in od_results.columns:\n",
    "        extval_crit = od_results[\"hasExtendedValue\"] == True\n",
    "    else:\n",
    "        extval_crit = ~od_results.index.isna()\n",
    "    return od_results[extval_crit]\n",
    "\n",
    "\n",
    "def _check_continuation_query(raw_results_df, api_root):\n",
    "    if NEXT_LINK in raw_results_df.columns:\n",
    "        query = raw_results_df.iloc[0][NEXT_LINK]\n",
    "        return query.replace(api_root, \"\")\n",
    "    return None\n",
    "\n",
    "\n",
    "def get_graph_records(graph_prov, object_class, max_query_records=10000):\n",
    "    OD_QUERY =f\"/{object_class}s?$select=displayName, appId, id, keyCredentials&$top=200\"\n",
    "\n",
    "    results_df_list = []\n",
    "    results_count = 0\n",
    "    query = OD_QUERY\n",
    "    api_root = graph_prov._query_provider.api_root\n",
    "\n",
    "    print(f\"Running query for {object_class}...\", end=\"\")\n",
    "    while query and results_count < max_query_records:\n",
    "        # run the query\n",
    "        raw_results_df = graph_prov.exec_query(query)\n",
    "        print(\".\", end=\"\")\n",
    "        # pull \"value\" property out and normalize\n",
    "        od_results = pd.json_normalize(raw_results_df.iloc[0][\"value\"])\n",
    "        # update the records count\n",
    "        results_count += len(od_results)\n",
    "        # filter to only items that have items in the keyCredentials field\n",
    "        od_results = od_results[od_results[\"keyCredentials\"].apply(lambda x: len(x) > 0)]\n",
    "\n",
    "        if od_results.empty:\n",
    "            query = _check_continuation_query(raw_results_df, api_root)\n",
    "            continue\n",
    "\n",
    "        # extract key_cred columns\n",
    "        key_cred_cols_df = (\n",
    "            od_results\n",
    "            .explode(\"keyCredentials\")\n",
    "            .apply(lambda x: pd.Series(x.keyCredentials), result_type=\"expand\", axis=1)\n",
    "            .rename(columns={\"displayName\": \"key_displayName\"})\n",
    "            .drop(columns=[\"0\"], errors=\"ignore\")\n",
    "        )\n",
    "        # remove the keys themselves since we don't want to leave these lying around\n",
    "        od_results = pd.concat([od_results.drop(columns=\"keyCredentials\"), key_cred_cols_df], axis=1)\n",
    "\n",
    "        # check for vulnerable entries\n",
    "        od_results = _filter_usage_and_type(od_results)\n",
    "        od_results = _filter_ext_value(od_results)\n",
    "\n",
    "        results_df_list.append(od_results)\n",
    "        query = _check_continuation_query(raw_results_df, api_root)\n",
    "\n",
    "    print(\"query complete.\", end=\" \")\n",
    "    if len(results_df_list) > 1:\n",
    "        all_results = pd.concat(results_df_list, ignore_index=True).assign(credType=object_class)\n",
    "        print(len(all_results), \"records found.\")\n",
    "        return all_results\n",
    "    print(\"0 records found.\")\n",
    "    return pd.DataFrame(columns=od_results.columns)\n",
    "\n",
    "\n",
    "results_df = pd.concat([\n",
    "    get_graph_records(graph_prov, cred_type, max_query_records=500000)\n",
    "    for cred_type in (\"Application\", \"ServicePrincipal\")\n",
    "])\n",
    "print(len(results_df), \"records found.\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## View and filter vulnerable objects to create a watch list\n",
    "\n",
    "You can view vulnerable objects in the data browser.\n",
    "\n",
    "Using the **Choose columns** and **Filter data** drop-downs you can\n",
    "change the displayed columns and filter the data.\n",
    "\n",
    "\n",
    "<div style=\"color: Black; background-color: Khaki; border: solid; padding: 5pt;\">\n",
    "<b>Warning</b> : the filtered results will be used to create the watchlist content\n",
    "so please hit the <b>Clear all filters</b> button if you want to\n",
    "include all items in the watchlist.\n",
    "</div>\n",
    "\n",
    "\n",
    "<div style=\"border: solid; padding: 5pt\"><b>Note:</b>\n",
    "The rows displayed do not update correctly in VS Code. Row filters will\n",
    "be honored for the watchlist upload.\n",
    "To view the records to be uploaded run:\n",
    "<pre>results_viewer.filtered_data</pre>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
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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(null);\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; 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       "Accordion(children=(VBox(children=(VBox(children=(Text(value='', description='Filter:', style=DescriptionStyleÃ¢â‚¬Â¦"
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    }
   ],
   "source": [
    "WATCHLIST_COLS = [\"displayName\", \"appId\", \"credType\", \"keyId\", \"key_displayName\"]\n",
    "\n",
    "from msticpy.vis.data_viewer import DataViewer\n",
    "results_viewer = DataViewer(\n",
    "    results_df.drop(columns=[\"key\"], errors=\"ignore\"),\n",
    "    selected_cols=WATCHLIST_COLS\n",
    ")\n",
    "\n",
    "def get_watchlist_new_data():\n",
    "    return (\n",
    "        results_df[WATCHLIST_COLS]\n",
    "        .loc[results_viewer.filtered_data.index]\n",
    "        .to_csv(index=False)\n",
    "    )\n",
    "\n",
    "\n",
    "display(results_viewer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Create watchlist in Azure Sentinel\n",
    "\n",
    "### Setup code\n",
    "<p style=\"border: solid; padding: 5pt; color: white; background-color: DarkOliveGreen\">\n",
    "Please run the next cell before continuing; it contains code definitions required later.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from msticpy.data.azure_sentinel import AzureSentinel, _get_api_headers, _azs_api_result_to_df\n",
    "import requests\n",
    "from azure.common.exceptions import CloudError\n",
    "\n",
    "WATCHLIST_PATH = \"/providers/Microsoft.SecurityInsights/watchlists\"\n",
    "\n",
    "REQ_HEADERS = {\n",
    "    \"Content-Type\": \"application/json\",\n",
    "    \"Accept\": \"application/json\",\n",
    "    \"Authorization\": None,\n",
    "}\n",
    "\n",
    "WATCHLIST_BODY = {\n",
    "    \"properties\": {\n",
    "        \"displayName\": \"Apps/ServicePrincipals with exposed credentials\",\n",
    "        \"description\": f\"Applications/Service principals impacted by {CVE_NAME}\",\n",
    "        \"source\": \"Local file\",\n",
    "        \"provider\": \"Microsoft\",\n",
    "        \"numberOfLinesToSkip\": 0,\n",
    "        \"rawContent\": \"\",\n",
    "        \"contentType\": \"text/csv\",\n",
    "        \"itemsSearchKey\": \"appId\",\n",
    "    }\n",
    "}\n",
    "\n",
    "class AzureSentinelExt(AzureSentinel):\n",
    "\n",
    "    def _parse_res_id_params(\n",
    "        self,\n",
    "        watchlist_id: str = None,\n",
    "        res_id: str = None,\n",
    "        sub_id: str = None,\n",
    "        res_grp: str = None,\n",
    "        ws_name: str = None,\n",
    "    ):\n",
    "        res_id = res_id or self._get_default_workspace()\n",
    "        if not res_id:\n",
    "            res_id = self._build_res_id(sub_id, res_grp, ws_name)\n",
    "\n",
    "        url = self._build_paths(res_id, self.base_url)\n",
    "        watchlist_url = (\n",
    "            f\"{url}{WATCHLIST_PATH}/{watchlist_id}\"\n",
    "            if watchlist_id else f\"{url}{WATCHLIST_PATH}\"\n",
    "        )\n",
    "        params = {\"api-version\": \"2021-04-01\"}\n",
    "        return watchlist_url, params\n",
    "\n",
    "\n",
    "    def list_watchlists(\n",
    "        self,\n",
    "        **kwargs\n",
    "    ):\n",
    "        watchlist_url, params = self._parse_res_id_params(**kwargs)\n",
    "        response = requests.get(\n",
    "            watchlist_url, headers=_get_api_headers(self.token), params=params\n",
    "        )\n",
    "        if response.status_code == 200:\n",
    "            return _azs_api_result_to_df(response)\n",
    "        else:\n",
    "            raise CloudError(response=response)\n",
    "\n",
    "\n",
    "    def get_watchlist_items(\n",
    "        self,\n",
    "        watchlist_id: str,\n",
    "        **kwargs\n",
    "    ):\n",
    "        watchlist_url, params = self._parse_res_id_params(watchlist_id, **kwargs)\n",
    "        watchlist_url = f\"{watchlist_url}/watchlistItems\"\n",
    "        data_parts = []\n",
    "        # The items list is return in chunks of 100 items, so we need to\n",
    "        # loop through the items if the response contains a \"nextLink\" property\n",
    "        while watchlist_url:\n",
    "            response = requests.get(\n",
    "                watchlist_url, headers=_get_api_headers(self.token), params=params\n",
    "            )\n",
    "            if response.status_code == 200:\n",
    "                data_parts.append(_azs_api_result_to_df(response))\n",
    "            else:\n",
    "                raise CloudError(response=response)\n",
    "            watchlist_url = response.json().get(\"nextLink\")\n",
    "            if watchlist_url:\n",
    "                params = {}\n",
    "        return pd.concat(data_parts)\n",
    "\n",
    "\n",
    "    def create_watchlist(\n",
    "        self,\n",
    "        watchlist_id: str,\n",
    "        watchlist_data: str,\n",
    "        **kwargs\n",
    "    ):\n",
    "        watchlist_url, params = self._parse_res_id_params(watchlist_id, **kwargs)\n",
    "        wl_data = WATCHLIST_BODY\n",
    "        wl_data[\"properties\"][\"rawContent\"] = watchlist_data\n",
    "        response = requests.put(\n",
    "            watchlist_url,\n",
    "            headers=_get_api_headers(self.token),\n",
    "            params=params,\n",
    "            data=json.dumps(wl_data),\n",
    "        )\n",
    "        if response.status_code == 200:\n",
    "            print(\"Watchlist created/updated.\")\n",
    "            return\n",
    "        if response.status_code == 400:\n",
    "            raise ValueError(\"Watchlist data was malformed.\")\n",
    "        if response.status_code == 490:\n",
    "            raise ValueError(\"Watchlist {watchlist_id} already exists.\")\n",
    "        raise CloudError(response=response)\n",
    "\n",
    "\n",
    "    def delete_watchlist(\n",
    "        self,\n",
    "        watchlist_id: str,\n",
    "        **kwargs\n",
    "    ):\n",
    "        watchlist_url, params = self._parse_res_id_params(watchlist_id, **kwargs)\n",
    "        response = requests.delete(\n",
    "            watchlist_url, headers=_get_api_headers(self.token), params=params\n",
    "        )\n",
    "        if response.status_code == 200:\n",
    "            print(\"Watchlist deleted.\")\n",
    "        if response.status_code == 400:\n",
    "            raise ValueError(\"Watchlist data was malformed.\")\n",
    "        if response.status_code == 490:\n",
    "            raise ValueError(\"Watchlist {watchlist_id} already exists.\")\n",
    "        else:\n",
    "            raise CloudError(response=response)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Enter or confirm the details for the Microsoft Sentinel Workspace\n",
    "\n",
    "Ensure that the details for the watchlist and the target workspace\n",
    "are correct.\n",
    "\n",
    "<div style=\"color: Black; background-color: Khaki; border: solid; padding: 5pt;\">\n",
    "All fields in the form below must be completed.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c11110cd2ed2408bb6fe94642e814869",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HTML(value='<h3>Create/update the watchlist</h3>'), VBox(children=(HTML(value='<h4>Enter targetÃ¢â‚¬Â¦"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from msticpy.common.pkg_config import settings\n",
    "\n",
    "CVE_NAME = \"CVE_2021_42306\"\n",
    "WL_NAME = f\"Vulnerable_{CVE_NAME}\"\n",
    "\n",
    "# def_az_sentinel = settings.get(\"AzureSentinel\", {}).get(\"Workspaces\", {}).get(\"Default\")\n",
    "workspaces = list(settings.get(\"AzureSentinel\", {}).get(\"Workspaces\", {}).keys())\n",
    "workspaces.remove(\"Default\")\n",
    "\n",
    "heading = widgets.HTML(\"<h3>Create/update the watchlist</h3>\")\n",
    "heading_ws = widgets.HTML(\n",
    "    \"<h4>Enter target Workspace details</h4>\"\n",
    "    \"All fields must have a value - you can find the correct values\"\n",
    "    \" in the Microsoft Sentinel Portal under Settings->Workspace settings\"\n",
    ")\n",
    "ws_select = widgets.Combobox(\n",
    "    description=\"Enter/Select Workspace\",\n",
    "    options=workspaces,\n",
    "    **WIDGET_DEFAULTS,\n",
    ")\n",
    "txt_subscription_id = text_box(\"SubscriptionID\")\n",
    "txt_resource_group = text_box(\"ResourceGroup\")\n",
    "txt_workspace_name = text_box(\"Workspace\")\n",
    "txt_watchlist_alias = text_box(\"Watchlist alias\", WL_NAME)\n",
    "txt_watchlist_name = text_box(\n",
    "    \"Watchlist display name\",\n",
    "    f\"Applications/Service principals impacted by {CVE_NAME}\"\n",
    ")\n",
    "cb_append = widgets.Checkbox(\n",
    "    description=\"Append to current watchlist\",\n",
    "    value=True,\n",
    ")\n",
    "html_append = widgets.HTML(\n",
    "    \"If append is checked the current items will be appended \"\n",
    "    \"to an existing watchlist of with specified name. If the watchlist \"\n",
    "    \"does not exist, it will be created.<br>\"\n",
    "    \"If append is uncheck, the existing watchlist (if any) will be \"\n",
    "    \"delete and replace.\"\n",
    ")\n",
    "\n",
    "def update_workspace(change):\n",
    "    print(change)\n",
    "    ws_name = change.get(\"new\")\n",
    "    ws_settings = settings.get(\"AzureSentinel\", {}).get(\"Workspaces\", {}).get(ws_name)\n",
    "    if not ws_settings:\n",
    "        return\n",
    "    txt_subscription_id.value = ws_settings.get(\"SubscriptionId\", \"\")\n",
    "    txt_resource_group.value = ws_settings.get(\"ResourceGroup\", \"\")\n",
    "    txt_workspace_name.value = ws_settings.get(\"WorkspaceName\", ws_name)\n",
    "\n",
    "\n",
    "ws_select.observe(update_workspace, names=\"value\")\n",
    "\n",
    "BOX_LAYOUT = {\n",
    "    \"layout\": widgets.Layout(**{\n",
    "        \"width\": \"90%\",\n",
    "        \"border\": \"solid gray 1px\",\n",
    "        \"margin\": \"1pt\",\n",
    "        \"padding\": \"5pt\",\n",
    "    }),\n",
    "    \"style\": WIDGET_DEFAULTS[\"style\"]\n",
    "}\n",
    "heading_wl = widgets.HTML(\n",
    "    \"<h4>Watchlist details - \"\n",
    "    f\"{len(results_viewer.filtered_data)} records to be uploaded.</h4>\"\n",
    ")\n",
    "wkspc_hbox = widgets.VBox(\n",
    "    [\n",
    "        heading_ws,\n",
    "        ws_select,\n",
    "        txt_subscription_id,\n",
    "        txt_resource_group,\n",
    "        txt_workspace_name,\n",
    "    ],\n",
    "    **BOX_LAYOUT\n",
    ")\n",
    "watchlist_hbox = widgets.VBox(\n",
    "    [\n",
    "        heading_wl,\n",
    "        txt_watchlist_alias,\n",
    "        txt_watchlist_name,\n",
    "        cb_append,\n",
    "        html_append,\n",
    "    ],\n",
    "    **BOX_LAYOUT\n",
    ")\n",
    "\n",
    "def get_ws_params():\n",
    "    return {\n",
    "        \"sub_id\": txt_subscription_id.value,\n",
    "        \"res_grp\": txt_resource_group.value,\n",
    "        \"ws_name\": txt_workspace_name.value\n",
    "    }\n",
    "\n",
    "def get_watchlist_name():\n",
    "    return {\"watchlist_id\": txt_watchlist_alias.value}\n",
    "\n",
    "def get_watchlist_displayname():\n",
    "    return {\"displayName\": txt_watchlist_name.value}\n",
    "\n",
    "\n",
    "display(widgets.VBox([heading, wkspc_hbox, watchlist_hbox]))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Connect to Microsoft Sentinel Workspace API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [],
   "source": [
    "az_sent_api = AzureSentinelExt()\n",
    "az_sent_api.connect()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Upload the watchlist\n",
    "\n",
    "<div style=\"color: Black; background-color: Khaki; border: solid; padding: 5pt;\">\n",
    "<b>Warning: </b>Potentially destructive operation!<br>\n",
    "Executing the next cell will update an existing watchlist. If\n",
    "you deselected the option to <b>Append to current watchlist</b>\n",
    "existing watchlist content will be deleted.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Watchlist created/updated.\n",
      "Watchlist created/updated.\n"
     ]
    }
   ],
   "source": [
    "def verify_fields():\n",
    "    fields_completed = True\n",
    "    for field in (\n",
    "        ws_select,\n",
    "        txt_subscription_id,\n",
    "        txt_resource_group,\n",
    "        txt_workspace_name,\n",
    "        txt_watchlist_alias,\n",
    "        txt_watchlist_name,\n",
    "        ):\n",
    "        if not field.value:\n",
    "            print(f\"Field {field.description} is empty.\")\n",
    "            fields_completed = False\n",
    "    return fields_completed\n",
    "\n",
    "\n",
    "def upload_watchlist(append=True):\n",
    "    if not verify_fields():\n",
    "        print(\"Please check the upload settings fields and retry.\")\n",
    "        return\n",
    "    if not append:\n",
    "        try:\n",
    "            az_sent_api.delete_watchlist(**get_watchlist_name(), **get_ws_params())\n",
    "        except Exception:\n",
    "            pass\n",
    "    try:\n",
    "        az_sent_api.create_watchlist(\n",
    "            **get_watchlist_name(),\n",
    "            watchlist_data=get_watchlist_new_data(),\n",
    "            **get_ws_params()\n",
    "        )\n",
    "    except CloudError as err:\n",
    "        if err.args[0] and err.args[0].endswith(\"does not exist\"):\n",
    "            print(f\"Watchlist {get_watchlist_name()} not found\")\n",
    "        else:\n",
    "            raise\n",
    "\n",
    "\n",
    "upload_watchlist(append=cb_append.value)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Search for vulnerable ServicePrincipals/Apps in Microsoft Sentinel\n",
    "\n",
    "You can optionally search for suspicious activity involving the affected accounts.\n",
    "\n",
    "To use a Sentinel workspace other than your default, set the `workspace_name`\n",
    "variable to the name of the entry in your msticpyconfig.yaml. E.g.\n",
    "```python\n",
    "workspace_name = \"MyMainWorkspace\"\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Connecting... "
     ]
    },
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "            <html><body>\n",
       "            <div style=''>\n",
       "            <a href='file:///e:/src/Azure-Sentinel-Notebooks/kqlmagic/temp_files/391ece3d-df49-4fa4-b1b9-7bbe272a20d3/_8ecf8077-cf51-4820-aadd-14040956f35d_at_loganalytics_schema.html' style='padding: 2px 6px 2px 6px; color: #333333; background-color: #EEEEEE; border-top: 1px solid #CCCCCC; border-right: 1px solid #333333; border-bottom: 1px solid #333333; border-left: 1px solid #CCCCCC' target='_8ecf8077-cf51-4820-aadd-14040956f35d_at_loganalytics_schema'>popup schema 8ecf8077-cf51-4820-aadd-14040956f35d@loganalytics</a>\n",
       "            </div>\n",
       "            </body></html>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "connected\n"
     ]
    }
   ],
   "source": [
    "qry_prov = mp.QueryProvider(\"AzureSentinel\")\n",
    "\n",
    "# Set this to a valid entry in your msticpyconfig.yaml\n",
    "workspace_name = None\n",
    "\n",
    "qry_prov.connect(mp.WorkspaceConfig(workspace=workspace_name))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# Supplementary functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download/Browse current watchlists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "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(null);\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    } 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(null)).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));",
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      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "12214"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "57260af440534a828322a52da2667d76",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Accordion(children=(VBox(children=(VBox(children=(Text(value='', description='Filter:', style=DescriptionStyleÃ¢â‚¬Â¦"
      ]
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "wl_lists = az_sent_api.list_watchlists(**get_ws_params())\n",
    "wl_cols = [\n",
    "    \"name\",\n",
    "    \"properties.displayName\",\n",
    "    \"properties.provider\",\n",
    "    \"properties.createdBy.email\",\n",
    "    \"properties.created\",\n",
    "    \"properties.updated\",\n",
    "    \"properties.watchlistAlias\"\n",
    "]\n",
    "wl_viewer = DataViewer(data=wl_lists, selected_cols=wl_cols)\n",
    "wl_viewer\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download and view the named watchlist\n",
    "\n",
    "By default \"Vulnerable_CVE_2021_42306\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "194 items in watchlist\n"
     ]
    },
    {
     "data": {
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*/\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(null);\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    } 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(null)).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));",
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     "output_type": "display_data"
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   "source": [
    "watchlist_df = None\n",
    "try:\n",
    "    watchlist_df = az_sent_api.get_watchlist_items(**get_watchlist_name(), **get_ws_params())\n",
    "    print(len(watchlist_df), \"items in watchlist\")\n",
    "except CloudError as err:\n",
    "    if err.args[0] and err.args[0].endswith(\"does not exist\"):\n",
    "        print(f\"Watchlist {get_watchlist_name()} not found\")\n",
    "    else:\n",
    "        raise\n",
    "\n",
    "if watchlist_df is not None:\n",
    "    wlview_cols = {\n",
    "        col: col.replace(\"properties.itemsKeyValue.\", \"\")\n",
    "        for col in watchlist_df.columns\n",
    "        if col.startswith(\"properties.itemsKeyValue\")\n",
    "    }\n",
    "    view_cols = [\"name\", *wlview_cols.values()]\n",
    "    watchlist_viewer = DataViewer(watchlist_df.rename(columns=wlview_cols), selected_cols=view_cols)\n",
    "    display(watchlist_viewer)"
   ]
  }
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