Improve EOSdash.

Make EOSdash use UI components from MonsterUI to ease further development.

- Add a first menu with some dummy pages and the configuration page.
- Make the configuration scrollable.
- Add markdown component that uses markdown-it-py (same as used by
  the myth-parser for documentation generation).
- Add bokeh (https://docs.bokeh.org/) component for charts
- Added several prediction charts to demo
- Add a footer that displays connection status with EOS server
- Add logo and favicon

Update EOS server:

- Move error message generation to extra module
- Use redirect instead of proxy

Signed-off-by: Bobby Noelte <b0661n0e17e@gmail.com>

docs/_generated/openapi.md

@@ -366,7 +366,7 @@ Returns:
 Fastapi Config Reset Post
 
 ```
-Reset the configuration.
+Reset the configuration to the EOS configuration file.
 
 Returns:
     configuration (ConfigEOS): The current configuration after update.
@@ -674,6 +674,42 @@ Merge the measurement of given key and value into EOS measurements at given date
 
 ---
 
+## GET /v1/prediction/dataframe
+
+**Links**: [local](http://localhost:8503/docs#/default/fastapi_prediction_dataframe_get_v1_prediction_dataframe_get), [eos](https://petstore3.swagger.io/?url=https://raw.githubusercontent.com/Akkudoktor-EOS/EOS/refs/heads/main/openapi.json#/default/fastapi_prediction_dataframe_get_v1_prediction_dataframe_get)
+
+Fastapi Prediction Dataframe Get
+
+```
+Get prediction for given key within given date range as series.
+
+Args:
+    key (str): Prediction key
+    start_datetime (Optional[str]): Starting datetime (inclusive).
+        Defaults to start datetime of latest prediction.
+    end_datetime (Optional[str]: Ending datetime (exclusive).
+
+Defaults to end datetime of latest prediction.
+```
+
+**Parameters**:
+
+- `keys` (query, required): Prediction keys.
+
+- `start_datetime` (query, optional): Starting datetime (inclusive).
+
+- `end_datetime` (query, optional): Ending datetime (exclusive).
+
+- `interval` (query, optional): Time duration for each interval. Defaults to 1 hour.
+
+**Responses**:
+
+- **200**: Successful Response
+
+- **422**: Validation Error
+
+---
+
 ## PUT /v1/prediction/import/{provider_id}
 
 **Links**: [local](http://localhost:8503/docs#/default/fastapi_prediction_import_provider_v1_prediction_import__provider_id__put), [eos](https://petstore3.swagger.io/?url=https://raw.githubusercontent.com/Akkudoktor-EOS/EOS/refs/heads/main/openapi.json#/default/fastapi_prediction_import_provider_v1_prediction_import__provider_id__put)