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@harshit078 harshit078 commented Mar 20, 2025


Big 4 Financial Risk Analysis App

Description of Changes

This PR introduces a new Preswald app for analyzing the "Big-4-financial-risk-insights-2020-2025" dataset from Kaggle. The app provides comprehensive visualization and analysis capabilities for exploring financial risk metrics across the Big 4 accounting firms.

Added

  • Uses Preswald's built-in components for interactive visualization
  • Implements error handling for robust operation with various dataset structures
  • Dynamically adapts visualizations based on available columns
  • Provides clear user feedback throughout the analysis process
  • Company selection, year filtering, and risk threshold controls
  • Time series analysis of risk trends
  • Distribution analysis of financial metrics
  • Correlation analysis between metrics and risk scores
  • Heatmaps for identifying relationships between variables

Type of Change

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • Documentation update
  • New example
  • Test improvement

Checklist

  • My code follows the style guidelines of this project
  • I have performed a self-review of my own code
  • I have commented my code, particularly in hard-to-understand areas
  • I have made corresponding changes to the documentation
  • My changes generate no new warnings
  • I have run my code against examples and ensured no errors
  • Any dependent changes have been merged and published in downstream modules

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