Microsoft Sentinel Notebooks

Jupyter notebooks are an interactive development and data analysis environment hosted in a browser. The open API supported by Microsoft Sentinel allows you to use Jupyter notebooks to query, transform, analyze and visualize Microsoft Sentinel data. This makes notebooks a powerful addition to Microsoft Sentinel and is especially well-suited to ad-hoc investigations, hunting or customized workflows.

More information on getting started with Microsoft Sentinel and Azure Notebooks

This repository contains notebooks contributed by Microsoft and the community to assist hunting and investigation tasks in Microsoft Sentinel.

---

Finding a notebook in the repo

Top Level notebooks

There are several notebooks at the top level of the repo - eventually only a few introductory notebooks will reside here. For the moment, notebooks at the top level include all of those used in the Microsoft Sentinel portal.

If you have never used notebooks in Microsoft Sentinel before you should run through the Getting Started Notebook

Other Folders

scenario-notebooks

This contains notebooks designed for use by you in Microsoft Sentinel. Some of these are intended to illustrate specific techniques or investigation approaches

tutorials-and-examples

• example-notebooks Examples of techniques or features
• feature-tutorials MSTICPy feature tutorial notebooks
• how-tos Articles and notebooks illustrating specific techniques
• other-language-kernels Notebooks using alternative kernels
• training-notebooks Notebooks used in training webinars
• deprecated-notebooks Older, deprecated notebooks

There are also support folders - source and utils

---

Full list of notebooks

<style> .nb_table, th, td { border: 1px solid; text-align: left; border-collapse=collapse; margin-left: auto; margin-right: auto; } .width-f { width: 10px !important; } .width-nb { width: 300px !important; } </style>

Notebook	Folder
A Getting Started Guide For Azure Sentinel ML Notebooks.ipynb
A Getting Started Guide For PowerShell AML Notebooks.ipynb
A Tour of Cybersec notebook features.ipynb
ConfiguringNotebookEnvironment.ipynb
Credential Scan on Azure Blob Storage.ipynb
Credential Scan on Azure Data Explorer.ipynb
Credential Scan on Azure Log Analytics.ipynb
Entity Explorer - Account.ipynb
Entity Explorer - Domain and URL.ipynb
Entity Explorer - IP Address.ipynb
Entity Explorer - Linux Host.ipynb
Entity Explorer - Windows Host.ipynb
Guided Hunting - Anomalous Office365 Exchange Sessions.ipynb
Guided Hunting - Azure Resource Explorer.ipynb
Guided Hunting - Base64-Encoded Linux Commands.ipynb
Guided Hunting - Covid-19 Themed Threats.ipynb
Guided Investigation - Anomaly Lookup.ipynb
Guided Investigation - Incident Triage.ipynb
Guided Investigation - Process-Alerts.ipynb
Guided Investigation - Solarwinds Post Compromise Activity.ipynb
Guided Triage - Alerts.ipynb
Hands-on 1. Data Discovery using Azure REST API.ipynb
Hands-on 2. Surfing Data using Azure SDK.ipynb
Machine Learning in Notebooks Examples.ipynb
AffectedKeyCredentials-CVE-2021-42306.ipynb	scenario-notebooks
AutomatedNotebooks-IncidentTriage.ipynb	scenario-notebooks
AutomatedNotebooks-Manager.ipynb	scenario-notebooks
Guided Hunting - Detect potential network beaconing using Apache Spark via Azure Synapse.ipynb	scenario-notebooks
Guided Hunting - Office365-Exploring.ipynb	scenario-notebooks
Guided Investigation - MDE Webshell Alerts.ipynb	scenario-notebooks
Guided Investigation - WAF data.ipynb	scenario-notebooks
Guided Analysis - User Security Metadata.ipynb	scenario-notebooks/UserSecurityMetadata
papermill_test_runner.ipynb	src/Test
Example - Azure Storage VT Hash Lookup.ipynb	tutorials-and-examples/example-notebooks
Example - Guided Hunting - Office365-Exploring.ipynb	tutorials-and-examples/example-notebooks
Example - Guided Investigation - Process-Alerts.ipynb	tutorials-and-examples/example-notebooks
M365 Defender - APIs ep3.ipynb	tutorials-and-examples/example-notebooks
M365 Defender - hunting.ipynb	tutorials-and-examples/example-notebooks
MDE APIs Demo Notebook.ipynb	tutorials-and-examples/example-notebooks
MSTICPy Tour.ipynb	tutorials-and-examples/example-notebooks
Senserva Connections Graph Notebook.ipynb	tutorials-and-examples/example-notebooks
SigmaRuleImporter.ipynb	tutorials-and-examples/example-notebooks
VirusTotal File Behavior Explorer - MS and Sysmon detonation.ipynb	tutorials-and-examples/example-notebooks
msticpy demo.ipynb	tutorials-and-examples/example-notebooks
AnomalousSequence.ipynb	tutorials-and-examples/feature-tutorials
AzureBlobStorage.ipynb	tutorials-and-examples/feature-tutorials
AzureSentinelAPIs.ipynb	tutorials-and-examples/feature-tutorials
Base64Unpack.ipynb	tutorials-and-examples/feature-tutorials
DataObfuscation.ipynb	tutorials-and-examples/feature-tutorials
DataUploader.ipynb	tutorials-and-examples/feature-tutorials
DataViewer.ipynb	tutorials-and-examples/feature-tutorials
Data_Queries.ipynb	tutorials-and-examples/feature-tutorials
EventClustering.ipynb	tutorials-and-examples/feature-tutorials
EventTimeline.ipynb	tutorials-and-examples/feature-tutorials
FoliumMap.ipynb	tutorials-and-examples/feature-tutorials
GeoIPLookups.ipynb	tutorials-and-examples/feature-tutorials
IoCExtract.ipynb	tutorials-and-examples/feature-tutorials
MDATPQuery.ipynb	tutorials-and-examples/feature-tutorials
MPSettingsEditor.ipynb	tutorials-and-examples/feature-tutorials
MordorData.ipynb	tutorials-and-examples/feature-tutorials
NotebookWidgets.ipynb	tutorials-and-examples/feature-tutorials
PivotFunctions-Introduction.ipynb	tutorials-and-examples/feature-tutorials
PivotFunctions.ipynb	tutorials-and-examples/feature-tutorials
ProcessTree.ipynb	tutorials-and-examples/feature-tutorials
ResourceGraphDriver.ipynb	tutorials-and-examples/feature-tutorials
Splunk-DataConnector.ipynb	tutorials-and-examples/feature-tutorials
SqlToKql.ipynb	tutorials-and-examples/feature-tutorials
Sumologic-DataConnector.ipynb	tutorials-and-examples/feature-tutorials
TIProviders.ipynb	tutorials-and-examples/feature-tutorials
TimeSeriesAnomaliesVisualization.ipynb	tutorials-and-examples/feature-tutorials
VTLookupV3.ipynb	tutorials-and-examples/feature-tutorials
VirusTotalLookup.ipynb	tutorials-and-examples/feature-tutorials
Adding Hunting Bookmarks.ipynb	tutorials-and-examples/how-tos
Adding Secrets to Azure Key Vault.ipynb	tutorials-and-examples/how-tos
Automation Gallery - Credential Scan on Azure Blob Storage.ipynb	tutorials-and-examples/how-tos
Automation Setup - Configure Azure Machine Learning Compute Cluster and Managed Identity.ipynb	tutorials-and-examples/how-tos
Automation Setup - Configure Azure Machine Learning Pipelines.ipynb	tutorials-and-examples/how-tos
Azure Sentinel Query Creator.ipynb	tutorials-and-examples/how-tos
Configurate Azure ML and Azure Synapse Analytics.ipynb	tutorials-and-examples/how-tos
Notebook Template.ipynb	tutorials-and-examples/how-tos
Provisioning DSVM.ipynb	tutorials-and-examples/how-tos
TroubleShootingNotebooks.ipynb	tutorials-and-examples/how-tos
A Getting Started Guide For CSharp AML Notebooks.ipynb	tutorials-and-examples/other-language-kernels
A Python Crash Course - Part 1 - Fundamentals.ipynb	tutorials-and-examples/training-notebooks
Training - MSTICPy Training 1221.ipynb	tutorials-and-examples/training-notebooks
Training - MSTICPy Training 3 - 2022-01-13.ipynb	tutorials-and-examples/training-notebooks
generate-nb-toc.ipynb	utils
A Getting Started Guide For Azure Sentinel Notebooks.ipynb	tutorials-and-examples/deprecated-notebooks
Example - Step-by-Step Linux-Windows-Office Investigation.ipynb	tutorials-and-examples/deprecated-notebooks
Get Started.ipynb	tutorials-and-examples/deprecated-notebooks

---

Viewing the notebooks

You can view any of the notebooks directly on GitHub just by clicking on them.

For higher fidelity rendering we'd recommend Jupyter nbviewer.

• Open a notebook here and copy the URL (or copy the a link from the table above)
• Go to https://nbviewer.jupyter.org/ and paste the URL into the location text box.
• Hit the Go! button

---

Find help and troubleshooting articles in the Wiki

Sentinel Notebooks Wiki

---

More Information

• Getting Started notebook.
• Configuring notebook environment notebook.
• Run a demonstration notebook in
• Read more about the use of Jupyter notebooks in Microsoft Sentinel on the Microsoft Sentinel Technical Community blog.
• Read more about the Azure ML Notebooks Service.
• Read more about MSTICPy - the CyberSecurity Python library that powers most of the notebooks

---

Feedback

For questions or feedback, please file an issue or contact asinotebooks@service.microsoft.com

---

Contributing

This project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com.

When you submit a pull request, a CLA bot will automatically determine whether you need to provide a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions provided by the bot. You will only need to do this once across all repos using our CLA.

This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact opencode@microsoft.com with any additional questions or comments.