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renamed reticulated apps, bump deps
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‎.github/workflows/deploy.yml

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./flask-restx/
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./flask-sentiment-analysis-api/
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./flask-sentiment-analysis-app/
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./image-classifier/
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./jupyter-interactive-visualization/
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./jupyter-static-visualization/
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./jupyter-voila/
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./quarto-lightbox/
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./reticulated-image-classifier/
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./reticulated-sentiment-analysis-api/
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./reticulated-sentiment-analysis-app/
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./rmarkdown-notebook/
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./rmarkdown-static-visualization/
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./shiny-income-share/
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./sentiment-analysis/
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./sentiment-analysis-app/
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./streamlit-income-share/
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require-vanity-path: true
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access-type: all

‎README.md

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# RStudio Connect & Python
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# Posit Connect & Python
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RStudio Connect is a publishing platform for the work your team creates in R and Python.
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Posit Connect is a publishing platform for the work your team creates in R and Python.
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This repository contains examples of Python content you can deploy to Connect, including:
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## Interactive apps
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- [Streamlit](./streamlit-income-share/README.md)
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- [Dash](dash-app/README.md)
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- [Flask](flask-sentiment-analysis-app/README.md)
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- [Voila](./jupyter-voila/README.md)
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### Web APIs
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### Interactive apps
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- [Serving Sentiment Analysis with Plumber and spaCy](./sentiment-analysis/README.md)
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- [Image Classification with PyTorch and Shiny](./image-classifier/README.md)
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- [Serving Sentiment Analysis with Plumber and spaCy](./reticulatd-sentiment-analysis-api/README.md)
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- [Image Classification with PyTorch and Shiny](./reticulated-image-classifier/README.md)
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### Documents
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- [Visualizing pandas dataframes with ggplot2](./rmarkdown-notebook/README.md)
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## Getting Started
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You can deploy examples from this repo to your Connect server [via git-backed deployment](https://docs.rstudio.com/connect/user/git-backed/), or clone the repository and deploy examples from their manifests with the [`rsconnect` CLI](https://docs.rstudio.com/rsconnect-python/).
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You can deploy examples from this repo to your Connect server [via git-backed deployment](https://docs.posit.co/connect/user/git-backed/), or clone the repository and deploy examples from their manifests with the [`rsconnect` CLI](https://docs.posit.co/rsconnect-python/).
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If you want to explore an example more closely before deploying it:
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* Create and activate a virtual environment
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* Run the examples locally
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* Acquire an [API key](https://docs.rstudio.com/connect/user/api-keys/)
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* Acquire an [API key](https://docs.posit.co/connect/user/api-keys/)
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* Publish the examples with the [rsconnect cli](https://github.com/rstudio/rsconnect-python)
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* Save the environment and deployment details for future git-backed publishing
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‎dash-app/README.md

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## Resources
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[RStudio Connect User Guide - Dash](https://docs.rstudio.com/connect/user/dash/)
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[Posit Connect User Guide - Dash](https://docs.posit.co/connect/user/dash/)

‎dash-bikeshare/README.md

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```
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## Resources
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[RStudio Connect User Guide - Dash](https://docs.rstudio.com/connect/user/dash/)
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[Posit Connect User Guide - Dash](https://docs.posit.co/connect/user/dash/)

‎fastapi-stock/README.md

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```
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## Resources
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[RStudio Connect User Guide - FastAPI](https://docs.rstudio.com/connect/user/fastapi/)
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[Posit Connect User Guide - FastAPI](https://docs.posit.co/connect/user/fastapi/)

‎flask-getting-started-rsc/README.md

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## Getting Started with Flask and RStudio Connect
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## Getting Started with Flask and Posit Connect
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This application structure and set-up follows the steps outlined in the links below.
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#### Resources
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- [RStudio Connect User Guide - Flask](https://docs.rstudio.com/connect/user/flask/)
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- [Getting Started with Flask and RStudio Connect](https://support.rstudio.com/hc/en-us/articles/360044700234)
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- [Deploying Flask Applications to RStudio Connect with Git and rsconnect-python](https://support.rstudio.com/hc/en-us/articles/360045224233)
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- [Using Templates and Static Assets with Flask Applications on RStudio Connect](https://support.rstudio.com/hc/en-us/articles/360045279313)
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- [Posit Connect User Guide - Flask](https://docs.posit.co/connect/user/flask/)
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- [Getting Started with Flask and Posit Connect](https://support.rstudio.com/hc/en-us/articles/360044700234)
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- [Deploying Flask Applications to Posit Connect with Git and rsconnect-python](https://support.rstudio.com/hc/en-us/articles/360045224233)
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- [Using Templates and Static Assets with Flask Applications on Posit Connect](https://support.rstudio.com/hc/en-us/articles/360045279313)

‎flask-getting-started-sqlalchemy/README.md

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## Using Flask-SQLAlchemy with Flask Applications on RStudio Connect
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## Using Flask-SQLAlchemy with Flask Applications on Posit Connect
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This application structure and set-up follows the steps outlined in
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[Using Flask-SQLAlchemy with Flask Applications on RStudio Connect](https://support.rstudio.com/hc/en-us/articles/360045926213):
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[Using Flask-SQLAlchemy with Flask Applications on Posit Connect](https://support.rstudio.com/hc/en-us/articles/360045926213):
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- Creating a minimal application based on the Flask-SQLAlchemy quickstart guide
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- Define the database model to use
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- Initialize a SQLite database
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- Commit data to the database
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- Deploy the application to RStudio Connect with rsconnect-python
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- Deploy the application to Posit Connect with rsconnect-python
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And, optionally:
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- Switch to a PostgreSQL database server
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- Add `pyscopg2` dependency to the Python environment
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- Add the database server connection string as an environment variable in RStudio Connect
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- Add the database server connection string as an environment variable in Posit Connect
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- Redeploy the application
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---
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### Additional Resources
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- [Getting Started with Flask and RStudio Connect](https://support.rstudio.com/hc/en-us/articles/360044700234)
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- [Deploying Flask Applications to RStudio Connect with Git and rsconnect-python](https://support.rstudio.com/hc/en-us/articles/360045224233)
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- [Using Templates and Static Assets with Flask Applications on RStudio Connect](https://support.rstudio.com/hc/en-us/articles/360045279313)
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- [Getting Started with Flask and Posit Connect](https://support.rstudio.com/hc/en-us/articles/360044700234)
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- [Deploying Flask Applications to Posit Connect with Git and rsconnect-python](https://support.rstudio.com/hc/en-us/articles/360045224233)
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- [Using Templates and Static Assets with Flask Applications on Posit Connect](https://support.rstudio.com/hc/en-us/articles/360045279313)

‎flask-getting-started-sqlalchemy/templates/index.html

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<body class="pa">
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<div class="ba">
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{% for user in users %}
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Hello, {{ user.username }} from RStudio Connect! <br />
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Hello, {{ user.username }} from Posit Connect! <br />
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{% endfor %}
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</div>
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</body>

‎flask-sentiment-analysis-api/README.md

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## Resources
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[RStudio Connect User Guide - Flask](https://docs.rstudio.com/connect/user/flask/)
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[Posit Connect User Guide - Flask](https://docs.posit.co/connect/user/flask/)

‎flask-sentiment-analysis-app/README.md

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## Resources
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[RStudio Connect User Guide - Flask](https://docs.rstudio.com/connect/user/flask/)
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[Posit Connect User Guide - Flask](https://docs.posit.co/connect/user/flask/)

‎flask-sentiment-analysis-app/templates/app.html

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<meta name="description" content="">
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<meta name="author" content="">
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<title>Sentiment Analysis with RStudio Connect</title>
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<title>Sentiment Analysis with Posit Connect</title>
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<link href="vendor/bootstrap/css/bootstrap.min.css" rel="stylesheet">
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<div class="row">
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<div class="col-xl-9 mx-auto">
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<h1 class="mb-5">Sentiment Analysis <br /> with spaCy and Flask</h1>
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<h3>Powered by RStudio Connect</h3> <br /><br />
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<h3>Powered by Posit Connect</h3> <br /><br />
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</div>
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<div class="col-md-10 col-lg-8 col-xl-7 mx-auto">
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<form action="{{ url_for('index') }}sentiment" method="POST">
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</li>
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<li class="list-inline-item">&sdot;</li>
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<li class="list-inline-item">
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<a href="https://docs.rstudio.com/">Documentation</a>
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<a href="https://docs.posit.co/">Documentation</a>
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</li>
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<li class="list-inline-item">&sdot;</li>
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<li class="list-inline-item">

‎flask-sentiment-analysis-app/templates/result.html

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<meta name="description" content="">
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<title>Sentiment Analysis with RStudio Connect</title>
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<title>Sentiment Analysis with Posit Connect</title>
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<link href="vendor/bootstrap/css/bootstrap.min.css" rel="stylesheet">
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<div class="row">
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<h1 class="mb-5">Sentiment Analysis <br /> with spaCy and Flask</h1>
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<h3>Powered by RStudio Connect</h3> <br /><br />
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<h3>Powered by Posit Connect</h3> <br /><br />
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</div>
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<div class="col-md-10 col-lg-8 col-xl-7 mx-auto">
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<form action="{{ url_for('index') }}/sentiment" method="POST">
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<li class="list-inline-item">&sdot;</li>
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<li class="list-inline-item">
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<a href="https://docs.rstudio.com/">Documentation</a>
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<a href="https://docs.posit.co/">Documentation</a>
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<li class="list-inline-item">

‎jupyter-interactive-visualization/README.md

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## Resources
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[RStudio Connect User Guide - Jupyter](https://docs.rstudio.com/connect/user/jupyter-notebook/)
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[Posit Connect User Guide - Jupyter](https://docs.posit.co/connect/user/jupyter-notebook/)

‎jupyter-interactive-visualization/manifest.json

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"entrypoint": "jupyter-interactive-visualization.ipynb"
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},
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"python": {
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"version": "3.8.6",
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"version": "3.10.0",
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"package_manager": {
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"name": "pip",
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"version": "22.2.2",
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"version": "23.0.1",
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"package_file": "requirements.txt"
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}
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},
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"checksum": "20b7f819b6b3f4fff5df28e05d6dd924"
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},
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"requirements.txt": {
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"checksum": "09e927986f6cf3951b7fdd638177542b"
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"checksum": "9cf304c5a2680b5a0325e961c17db93f"
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}
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}
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}

‎jupyter-interactive-visualization/requirements.txt

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--index-url https://packagemanager.rstudio.com/pypi/2022-09-13/simple
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jupyter
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numpy
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bokeh
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plotly
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pandas
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anyio==3.6.2
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appnope==0.1.3
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argon2-cffi==21.3.0
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argon2-cffi-bindings==21.2.0
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arrow==1.2.3
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asttokens==2.2.1
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attrs==22.2.0
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backcall==0.2.0
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beautifulsoup4==4.12.0
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bleach==6.0.0
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bokeh==3.1.0
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cffi==1.15.1
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comm==0.1.2
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contourpy==1.0.7
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debugpy==1.6.6
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decorator==5.1.1
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defusedxml==0.7.1
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executing==1.2.0
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fastjsonschema==2.16.3
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fqdn==1.5.1
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idna==3.4
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ipykernel==6.22.0
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ipython==8.11.0
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ipython-genutils==0.2.0
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ipywidgets==8.0.5
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isoduration==20.11.0
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jedi==0.18.2
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Jinja2==3.1.2
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jsonpointer==2.3
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jsonschema==4.17.3
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jupyter==1.0.0
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jupyter-console==6.6.3
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jupyter-events==0.6.3
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jupyter_client==8.1.0
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jupyter_core==5.3.0
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jupyter_server==2.5.0
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jupyter_server_terminals==0.4.4
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jupyterlab-pygments==0.2.2
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jupyterlab-widgets==3.0.6
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MarkupSafe==2.1.2
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matplotlib-inline==0.1.6
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mistune==2.0.5
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nbclassic==0.5.3
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nbclient==0.7.2
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nbconvert==7.2.10
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nbformat==5.8.0
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nest-asyncio==1.5.6
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notebook==6.5.3
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notebook_shim==0.2.2
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numpy==1.24.2
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packaging==23.0
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pandas==1.5.3
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pandocfilters==1.5.0
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parso==0.8.3
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pexpect==4.8.0
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pickleshare==0.7.5
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Pillow==9.4.0
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platformdirs==3.1.1
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plotly==5.13.1
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prometheus-client==0.16.0
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prompt-toolkit==3.0.38
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psutil==5.9.4
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ptyprocess==0.7.0
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pure-eval==0.2.2
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pycparser==2.21
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Pygments==2.14.0
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pyrsistent==0.19.3
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python-dateutil==2.8.2
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python-json-logger==2.0.7
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pytz==2022.7.1
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PyYAML==6.0
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pyzmq==25.0.2
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qtconsole==5.4.1
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QtPy==2.3.0
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rfc3339-validator==0.1.4
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rfc3986-validator==0.1.1
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Send2Trash==1.8.0
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six==1.16.0
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sniffio==1.3.0
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soupsieve==2.4
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stack-data==0.6.2
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tenacity==8.2.2
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terminado==0.17.1
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tinycss2==1.2.1
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tornado==6.2
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traitlets==5.9.0
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uri-template==1.2.0
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wcwidth==0.2.6
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webcolors==1.12
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webencodings==0.5.1
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websocket-client==1.5.1
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widgetsnbextension==4.0.6
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xyzservices==2023.2.0

‎jupyter-static-visualization/README.md

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