https://github.com/dotnet/interactive
.NET Interactive combines the power of .NET with many other languages to create notebooks, REPLs, and embedded coding experiences. Share code, explore data, write, and learn across your apps in ways you couldn't before.
Science Score: 36.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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○Academic publication links
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✓Committers with academic emails
1 of 127 committers (0.8%) from academic institutions -
○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (11.9%) to scientific vocabulary
Keywords
Keywords from Contributors
Repository
.NET Interactive combines the power of .NET with many other languages to create notebooks, REPLs, and embedded coding experiences. Share code, explore data, write, and learn across your apps in ways you couldn't before.
Basic Info
Statistics
- Stars: 3,117
- Watchers: 60
- Forks: 406
- Open Issues: 618
- Releases: 29
Topics
Metadata Files
README.md
.NET Interactive
What is .NET Interactive?
.NET Interactive is an engine and API for running and editing code interactively, including:
- Running code and getting its results.
- Evaluating code to provide language services such as completions and diagnostics.
- Sharing data and variables between multiple languages and across remote machines.
While typically associated with notebook technologies such as Jupyter and the Polyglot Notebooks extension for Visual Studio Code, .NET Interactive has other uses as well, such as building REPLs and embedded script engines.
The following languages are supported by Polyglot Notebooks and .NET Interactive:
| Language | Variable sharing |
|-------------------------------|------------------|
| C# | ✅ |
| F# | ✅ |
| PowerShell | ✅ |
| JavaScript | ✅ |
| SQL | ✅ |
| KQL (Kusto Query Language) | ✅ |
| Python | ✅ |
| R | ✅ |
| HTML | ⛔ |
| HTTP | ✅ |
| Mermaid | ⛔ |
Polyglot Notebooks
Since .NET Interactive is capable of running as a kernel for notebooks, it enables a polyglot (multi-language) notebook experience. When using the .NET Interactive kernel, you can use different languages from one cell to the next, share variables between languages, and dynamically connect new languages and remote kernels within a notebook. There's no need to install different Jupyter kernels, use wrapper libraries, or install different tools to get the best experience for the language of your choice. You can always use the best language for the job and seamlessly transition between different stages of your workflow, all within one notebook.
For the best experience when working with multi-language notebooks, we recommend installing the Polyglot Notebooks extension for Visual Studio Code. While the full .NET Interactive feature set is available in Jupyter, many features are only usable via code, whereas the Polyglot Notebooks extension provides additional features including a language/kernel picker for each cell, enhanced language services, a multi-kernel variable viewer, and more.
Jupyter
The most popular notebook platform is Jupyter, and .NET Interactive is a fully supported Jupyter kernel that you can use with Jupyter Notebook, JupyterLab, nteract, and other Jupyter frontends. You can read more about using .NET Interactive as a Jupyter kernel here.
REPLs
.NET Interactive can be used as the execution engine for REPLs as well. The experimental .NET REPL is one example of a command line REPL built on .NET Interactive. In addition, .NET REPL can be used for automated command line execution of notebooks.
Small factor devices
.NET Interactive supports running on devices like Raspberry Pi and pi-top [4]. You can find instructions here.
FAQ
For more information, please refer to our FAQ.
Acknowledgements
The multi-language experience of .NET Interactive is truly a collaborative effort among different teams at Microsoft and in the community. We'd like to thank the following teams for contributing their time and expertise to helping bring support for other languages:
- PowerShell Team: PowerShell support
- Azure Data Team: SQL and KQL support
- Azure Notebooks Team: Python, R, and Jupyter subkernel support
Telemetry
Telemetry is collected when the dotnet-interactive tool is started. (If you are using the .NET Interactive libraries directly, they do not emit telemetry.) Once dotnet-interactive is running, it emits the names of packages imported into the notebook and the languages used to run individual cells. This data is hashed, allowing us to count unique values, but the pre-hashed values cannot be obtained from the telemetry. We do not collect any additional code or clear text from cells. All telemetry is anonymous. In addition, dotnet-interactive reports the usage for a specific subset of the verbs in the .NET Interactive CLI. Those verbs are:
dotnet interactive jupyterdotnet interactive jupyter installdotnet interactive stdio
How to opt out
The .NET Interactive telemetry feature is enabled by default. To opt out of the telemetry feature, set the DOTNET_INTERACTIVE_CLI_TELEMETRY_OPTOUT environment variable to 1 or true.
Disclosure
The .NET Interactive tool displays text similar to the following when you first run one of the .NET Interactive CLI commands (for example, dotnet interactive jupyter install). Text may vary slightly depending on the version of the tool you're running. This "first run" experience is how Microsoft notifies you about data collection.
```console
Telemetry
The .NET Core tools collect usage data in order to help us improve your experience.The data is anonymous and doesn't include command-line arguments. The data is collected by Microsoft and shared with the community. You can opt-out of telemetry by setting the DOTNETINTERACTIVECLITELEMETRYOPTOUT environment variable to '1' or 'true' using your favorite shell. ```
To disable this message and the .NET Core welcome message, set the DOTNET_INTERACTIVE_SKIP_FIRST_TIME_EXPERIENCE environment variable to true. Note that this variable has no effect on telemetry opt out.
Contribution Guidelines
You can contribute to .NET Interactive with issues and pull requests. Simply filing issues for problems you encounter is a great way to contribute. Contributing code improvements is greatly appreciated. You can read more about our contribution guidelines here.
Trademarks
This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines. Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship. Any use of third-party trademarks or logos are subject to those third-party’s policies.
Owner
- Name: .NET Platform
- Login: dotnet
- Kind: organization
- Email: contact@dotnetfoundation.org
- Website: https://dot.net
- Twitter: dotnetfdn
- Repositories: 228
- Profile: https://github.com/dotnet
Home of the open source .NET platform
GitHub Events
Total
- Create event: 90
- Release event: 2
- Issues event: 201
- Watch event: 226
- Delete event: 66
- Issue comment event: 476
- Push event: 144
- Pull request review event: 257
- Pull request review comment event: 145
- Pull request event: 301
- Fork event: 33
Last Year
- Create event: 90
- Release event: 2
- Issues event: 201
- Watch event: 226
- Delete event: 66
- Issue comment event: 476
- Push event: 144
- Pull request review event: 257
- Pull request review comment event: 145
- Pull request event: 301
- Fork event: 33
Committers
Last synced: 9 months ago
Top Committers
| Name | Commits | |
|---|---|---|
| Diego Colombo | d****b@m****m | 2,263 |
| Jon Sequeira | j****a@g****m | 839 |
| Brett V. Forsgren | b****o@m****m | 599 |
| dotnet-maestro[bot] | d****] | 169 |
| KevinRansom | c****r@h****m | 98 |
| Shyam Namboodiripad | g****o@m****m | 87 |
| Akshita | a****w@m****m | 70 |
| Tyler Leonhardt | t****6@g****m | 58 |
| LadyNaggaga | m****a@l****a | 57 |
| TIHan | l****n@g****m | 55 |
| Dongbo Wang | d****w@m****m | 53 |
| Ravi Chande | r****e@m****m | 51 |
| Osvaldo Calles | o****s@m****m | 48 |
| Justin Chen | t****u@m****m | 46 |
| chgagnon | c****n@m****m | 38 |
| shibanib | s****b@m****m | 36 |
| Don Syme | d****e@m****m | 29 |
| Cory Rivera | c****a@m****m | 24 |
| dependabot[bot] | 4****] | 24 |
| WhiteBlackGoose | w****g@a****g | 24 |
| bleaphar | 3****r | 22 |
| dotnet bot | d****t@d****g | 20 |
| Phillip Carter | p****t@m****m | 15 |
| Abhitej John Bandi (from Dev Box) | a****n@m****m | 15 |
| Justin M | 6****t | 11 |
| Ian Griffiths | I****s@e****m | 11 |
| Eric Erhardt | e****t@m****m | 9 |
| Prashanth Govindarajan | p****i@m****m | 9 |
| Don Jayamanne | d****e@y****m | 5 |
| Osvaldo Calles | 5****p | 5 |
| and 97 more... | ||
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 532
- Total pull requests: 855
- Average time to close issues: 6 months
- Average time to close pull requests: 4 days
- Total issue authors: 304
- Total pull request authors: 38
- Average comments per issue: 2.39
- Average comments per pull request: 0.3
- Merged pull requests: 665
- Bot issues: 0
- Bot pull requests: 136
Past Year
- Issues: 147
- Pull requests: 334
- Average time to close issues: 15 days
- Average time to close pull requests: 4 days
- Issue authors: 100
- Pull request authors: 21
- Average comments per issue: 0.97
- Average comments per pull request: 0.34
- Merged pull requests: 222
- Bot issues: 0
- Bot pull requests: 60
Top Authors
Issue Authors
- jonsequitur (58)
- AbhitejJohn (23)
- v-hozha1 (21)
- sharoncxu (15)
- shyamnamboodiripad (14)
- colombod (13)
- marckruzik (12)
- IntegerMan (10)
- eosfor (7)
- claudiaregio (5)
- pshelton-skype (5)
- v-huanli1 (5)
- GF-Huang (3)
- MvanderBoom (3)
- ShalokShalom (3)
Pull Request Authors
- jonsequitur (237)
- colombod (143)
- dotnet-maestro[bot] (92)
- dotnet-bot (70)
- ocallesp (64)
- shyamnamboodiripad (56)
- bleaphar (46)
- dependabot[bot] (44)
- AbhitejJohn (26)
- eosfor (10)
- shibbas (7)
- phenning (6)
- ShalokShalom (4)
- asmirnov82 (4)
- NikiforovAll (4)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 34
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Total downloads:
- nuget 34,926,982 total
-
Total dependent packages: 0
(may contain duplicates) -
Total dependent repositories: 0
(may contain duplicates) - Total versions: 1,619
- Total maintainers: 3
proxy.golang.org: github.com/dotnet/interactive
- Documentation: https://pkg.go.dev/github.com/dotnet/interactive#section-documentation
- License: mit
-
Latest release: v1.0.6160011
published 12 months ago
Rankings
nuget.org: microsoft.dotnet-interactive
Command line tool for interactive programming with C#, F#, and PowerShell, including support for Jupyter Notebooks.
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.632301
published 8 months ago
Rankings
Maintainers (2)
nuget.org: microsoft.dotnet.interactive.fsharp
Microsoft.DotNet.Interactive.Kernel implementation for F#
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.sqlserver
Microsoft SQL Server support for .NET Interactive
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.postgresql
PostgreSQL support for .NET Interactive
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: runtime.win-x86.native.microsoft.sqltoolsservice
SQL Tools Service runtime components for win-x86
- Homepage: https://github.com/dotnet/interactive
- License: mit
-
Latest release: 3.0.0-release.53
published about 5 years ago
Rankings
nuget.org: runtime.win10-arm.native.microsoft.sqltoolsservice
SQL Tools Service runtime components for win10-arm
- Homepage: https://github.com/dotnet/interactive
- License: mit
-
Latest release: 3.0.0-release.53
published about 5 years ago
Rankings
nuget.org: microsoft.dotnet.interactive.httprequest
Microsoft.DotNet.Interactive.Kernel for making HTTP request using a common syntax.
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.23461.4
published over 2 years ago
Rankings
nuget.org: microsoft.dotnet.interactive.duckdb
Microsoft.DotNet.Interactive.Kernel implementation for DuckDB
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.fsharp.internal
Microsoft.DotNet.Interactive.Kernel implementation for F#
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.20553.2
published about 126 years ago
Rankings
nuget.org: microsoft.dotnet.interactive.aiutilities
Utilities for AI workload in .NET Interactive and Polyglot Notebooks
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.24229.4
published almost 2 years ago
Rankings
nuget.org: runtime.rhel-x64.native.microsoft.sqltoolsservice
SQL Tools Service runtime components for rhel-x64
- Homepage: https://github.com/dotnet/interactive
- License: mit
-
Latest release: 3.0.0-release.53
published about 5 years ago
Rankings
nuget.org: microsoft.dotnet.interactive.mermaid
Mermaid support for dotnet-interactive
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.extensionlab
Experimental kernel extensions for dotnet-interactive
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.kql
Support for dotnet-interactive
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.browser
Support for dotnet-interactive
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.csharp
Microsoft.DotNet.Interactive.Kernel implementation for C#
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive
Core types for building applications providing interactive programming for .NET.
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.powershell
Microsoft.DotNet.Interactive.Kernel implementation for PowerShell
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.http
Microsoft.DotNet.Interactive.Kernel for making HTTP request using a common syntax.
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.journey
Journey is a learning experience where teachers can design a step-by-step path for students.
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.namedpipeconnector
Extension that allows connecting via namedpaipes
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.aspnetcore
Run an ASP.NET Core playground in a .NET Interactive notebook.
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.ai
Support for AI experimentation in notebooks
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.23620.4
published about 2 years ago
Rankings
nuget.org: runtime.win10-arm64.native.microsoft.sqltoolsservice
SQL Tools Service runtime components for win10-arm64
- Homepage: https://github.com/dotnet/interactive
- License: mit
-
Latest release: 3.0.0-release.53
published about 5 years ago
Rankings
nuget.org: microsoft.dotnet.interactive.netstandard20
Core types for building applications providing interactive programming for .NET. for the desktop
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.21580.3
published about 126 years ago
Rankings
nuget.org: microsoft.dotnet.interactive.sqlite
Microsoft SQLite support for .NET Interactive
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.jupyter
Enables connection to Jupyter kernels as .NET Interactive subkernels
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.documents
Provides APIs for reading and writing .ipynb and other file formats for .NET Interactive
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.formatting
Convention-based and highly configurable .NET object formatting for interactive programming, including support for mime types suitable for building visualizations for Jupyter Notebooks and web browsers.
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.packagemanagement
Core types for adding Nuget support when using interactive programming for .NET.
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.25323.1
published 8 months ago
Rankings
nuget.org: microsoft.dotnet.interactive.httprequestparser
A parser for parsing HTTP request syntax.
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.0-beta.23403.1
published about 126 years ago
Rankings
conda-forge.org: dotnet-interactive
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 1.0.2309030
published over 4 years ago
Rankings
nuget.org: i574n.dotnet-interactive-i574n
Command line tool for interactive programming with C#, F#, and PowerShell, including support for Jupyter Notebooks.
- Homepage: https://github.com/dotnet/interactive
- License: MIT
-
Latest release: 0.1.3
published about 1 year ago
Rankings
Maintainers (1)
Dependencies
- mcr.microsoft.com/vscode/devcontainers/dotnet 0-${VARIANT} build
- Microsoft.Guardian.Cli 0.109.0
- BenchmarkDotNet 0.13.2
- Newtonsoft.Json $(NewtonsoftJsonVersion)
- Microsoft.DotNet.Interactive.CSharp 1.0.0-beta.23403.1
- microsoft.dotnet.interactive 1.0.0-beta.22606.2
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- Newtonsoft.Json $(NewtonsoftJsonVersion)
- Microsoft.AspNetCore.SignalR.Client 7.0.0
- FluentAssertions 6.8.0
- HtmlAgilityPack 1.11.30
- Humanizer 2.14.1
- Humanizer.Core 2.14.1
- Microsoft.DeepDev.TokenizerLib 1.3.2
- System.Reactive $(SystemReactiveVersion)
- FluentAssertions 6.8.0
- Microsoft.CodeAnalysis $(MicrosoftCodeAnalysisCommonVersion)
- Pocket.Disposable 1.1.0 development
- PocketLogger 0.8.2 development
- PocketLogger.Subscribe 0.8.0 development
- FluentAssertions 6.8.0