fix youtube embeed

final fixes to add top_n. fix presentation of about section. add relative even frequency.

Enhance app.py and openfda_client.py to support configurable limits for adverse events, serious outcomes, and report sources; update data retrieval functions to include total report counts for improved output context.

Add Gradio interface for README content and update tabbed interface to include 'About' section.

Enhance report_source_tool in app.py to return error messages and improve output formatting; update Gradio interface to include Markdown output for better user feedback.

turn force cachce off

Enhance app.py interfaces with caching for examples and update openfda_client.py to aggregate serious outcome data from multiple API queries.

Update app.py to clarify drug name input as generic and enhance openfda_client.py with new outcome and qualification mappings for better data representation.

Refactor result formatting in app.py to return DataFrames and headers; update interface outputs to use DataFrames and Markdown for better presentation.

Add error handling and placeholder charts in app.py; implement create_placeholder_chart in plotting.py

Change output formatting from markdown to string for event results and update interface to use textboxes for raw data display

Handle table as markdown instead of html

Update formatting in app.py to display results as HTML tables and handle errors in serious outcomes tool

Enhance report_source_tool to return a descriptive message when no data is available and update example drug names in the interface.

Fix default values for patient sex and age parameters in top_adverse_events_tool

Add new charting functions and enhance tools for serious outcomes and time-series analysis

Update dependencies, refactor imports, and add plotting functionality