Enhanced Crowd Monitoring with Real-Time Analytics, Density Calculation, and Predictive Features

[Elmaqoo]

Summary

What is the nature of this pull request?

• [x] New feature
• [x] Enhancement to an existing feature
• [ ] Bug fix
• [ ] Configuration update
• [ ] Dependency update

Description of change

This PR introduces several new features and enhancements to the Crowd Monitoring System.

Nicholas's contributions include:

• Density Calculation: Logic to calculate and display density (people per 100 square meters).
• Occupancy Rate: Calculation of the live occupancy rate based on current crowd size and display in the dashboard.
• Future Prediction: Implemented predictive analytics to forecast future crowd sizes based on current trends.
• Rolling Average: Integrated rolling average to smooth out fluctuations and show more consistent trends over time.

My contributions include:

• Real-time People Count: Integrated the backend system to fetch and display the live people count in the dashboard.
• Last Hour Data Visualization: Added functionality to display people count over the last hour, using 15-minute intervals.
• Last 30 Minutes Data Visualization: Implemented the visualization of people count for the last 30 minutes with 1-minute intervals.
• Live Video Feed: Embedded a live video feed into the dashboard to monitor the crowd in real-time.
• Frontend Enhancements: Refined the dashboard UI, including the charts for displaying historical data, and ensured responsiveness.

These changes significantly improve the system's ability to provide real-time crowd analytics and predictions, enhancing both data visualization and predictive capabilities.

Planner card link

https://github.com/Elmaqoo/redback-orion-web-cm

Readiness

• [x] The application runs successfully with my change.
• [x] I have included code comments where appropriate.
• [x] Where I have copied and pasted code from other sources, I have included a comment with a link to the original source.
• [x] I have read and followed the principles and guidelines about submitting code.
• [x] I have added unit tests for new components and/or functionality.
• [x] All existing and new unit tests pass (including updating tests for any necessary breaking changes).

[doubleedesign]

Thank you for the detailed description! Unfortunately this is in the wrong place though - please raise this PR in the relevant project repository, not the template.