Fixed readme and docs. Added redirect

Author: lucasimi

README.md

@@ -45,9 +45,9 @@ and in the
 
 - **Interactive app**
 
-    Provides an interactive web-based interface (via Streamlit) for dynamic
-    exploration of Mapper graph structures, offering real-time adjustments to
-    parameters and visualizations.
+    Provides an interactive web-based interface for dynamic exploration of
+    Mapper graph structures, offering real-time adjustments to parameters and
+    visualizations.
 
 ## Background
 
@@ -138,21 +138,20 @@ More examples can be found in the
 
 ## Interactive App
 
-Use our Streamlit app to visualize and explore your data without writing code.
-You can run a live demo directly on
-[Streamlit Cloud](https://tda-mapper-app.streamlit.app/),
+Use our app to visualize and explore your data without writing code. You can
+use it directly on
+[Our Demo App](https://tda-mapper-app.up.railway.app/),
 or locally on your machine. The first time you run the app locally, you may
-need to install the required dependencies from the `requirements.txt` file by
-running 
+need to install the required dependencies by running 
 
 ```bash
-pip install -r app/requirements.txt
+pip install tda-mapper[app]
 ```
 
 then run the app locally with 
 
 ```bash
-streamlit run app/streamlit_app.py
+tda-mapper-app
 ```
 
 ![tda-mapper-app](https://github.com/lucasimi/tda-mapper-python/raw/main/resources/tda-mapper-app.png)

app/streamlit_app.py

@@ -959,4 +959,14 @@ def main():
     st.markdown(FOOTER)
 
 
-main()
+def redirect():
+    st.markdown(
+        """
+        ## 🚨 Notice: This app is no longer not maintained and will be removed soon.
+
+        ### 👉 To continue using the service, please switch to the [new, updated version](https://tda-mapper-app.up.railway.app/).
+        """
+    )
+
+
+redirect()

docs/source/index.rst

@@ -14,8 +14,6 @@
    :target: https://codecov.io/github/lucasimi/tda-mapper-python
 .. |DOI| image:: https://img.shields.io/badge/DOI-10.5281/zenodo.10642381-blue?logo=doi&logoColor=silver
    :target: https://doi.org/10.5281/zenodo.10642381
-.. |Streamlit App| image:: https://img.shields.io/badge/Streamlit-App-blue?logo=streamlit&logoColor=silver
-   :target: https://tda-mapper-app.streamlit.app/
 .. |Step 1| image:: https://github.com/lucasimi/tda-mapper-python/raw/main/resources/mapper_1.png
 .. |Step 2| image:: https://github.com/lucasimi/tda-mapper-python/raw/main/resources/mapper_2.png
 .. |Step 3| image:: https://github.com/lucasimi/tda-mapper-python/raw/main/resources/mapper_3.png
@@ -68,9 +66,9 @@ Core features
 
 - **Interactive app**
 
-   Provides an interactive web-based interface (via Streamlit) for dynamic
-   exploration of Mapper graph structures, offering real-time adjustments to
-   parameters and visualizations.
+   Provides an interactive web-based interface for dynamic exploration of
+   Mapper graph structures, offering real-time adjustments to parameters and
+   visualizations.
 
 
 Background

docs/source/quickstart.rst

@@ -92,27 +92,21 @@ More examples can be found in the
 Interactive App
 ---------------
 
-Use our Streamlit app to visualize and explore your data without writing code.
-You can run a live demo directly on
-`Streamlit Cloud <https://tda-mapper-app.streamlit.app/>`__,
-or locally on your machine using the following:
-
-Use our Streamlit app to visualize and explore your data without writing code.
-You can run a live demo directly on
-`Streamlit Cloud <https://tda-mapper-app.streamlit.app/>`__,
+Use our app to visualize and explore your data without writing code. You can
+use it directly on
+`Our Demo App <https://tda-mapper-app.up.railway.app/>`__,
 or locally on your machine. The first time you run the app locally, you may
-need to install the required dependencies from the `requirements.txt` file by
-running
+need to install the required dependencies by running 
 
 .. code:: bash
 
-   pip install -r app/requirements.txt
+   pip install tda-mapper[app]
 
 then run the app locally with 
 
 .. code:: bash
 
-   streamlit run app/streamlit_app.py
+   tda-mapper-app
 
 |Interactive App|