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Dash App Overview

The OptiScope Dash App is a comprehensive web-based interface for visualizing and analyzing optimization results. It provides an intuitive, interactive environment for exploring multi-dimensional optimization data, managing datasets, and performing advanced analysis.

Key Features

📊 Interactive Visualizations

  • Parallel Coordinates: Visualize high-dimensional data with interactive brushing and filtering
  • Scatter Matrices: Explore relationships between variables and objectives
  • Interactive Scatter Plots: Create custom 2D scatter plots with advanced filtering
  • Optimization History: Track the evolution of variables, objectives, and constraints over time

💾 Data Management

  • Multiple Data Sources: Upload and manage multiple optimization results simultaneously
  • Flexible Storage: Support for CSV, JSON, SQLite, and DuckDB formats
  • Result Sets: Create and manage custom subsets of optimization points
  • Export Capabilities: Export selected results to database formats

🔍 Analysis Tools

  • Pareto Front Identification: Automatically identify Pareto-optimal solutions
  • Smart Pareto Filtering: Advanced filtering with epsilon-dominance
  • Feasibility Analysis: Identify feasible and infeasible solutions
  • Set Management: Create, edit, and delete custom sets of solutions

🎨 User Experience

  • Responsive Design: Works seamlessly on desktop and tablet devices
  • Dark/Light Themes: Choose your preferred visual theme
  • Real-time Updates: Interactive components update instantly
  • Extensible Architecture: Easy to add custom pages and visualizations

Application Structure

The app is organized into several categories:

Data Management

  • Data Manager: Upload, connect, and manage optimization results
  • Data Viewer: Browse and explore your optimization data in table format
  • Sets Manager: Create and manage custom sets of solutions

Visualization

  • Parallel Coordinates: Multi-dimensional visualization with parallel axes
  • Scatterplot Matrix: Matrix of scatter plots for variable relationships
  • Interactive Scatter: Customizable 2D scatter plots with filtering
  • Optimization History: Time series visualization of optimization progress

Utilities

  • Settings: Configure application preferences
  • Logs: View application logs for debugging
  • Storage Viewer: Inspect the internal storage structure

Getting Started

  1. Start the App: Run python -m optiscope.dash_app.app
  2. Load Data: Navigate to the Data Manager and upload your optimization results
  3. Explore: Use the visualization pages to explore your data
  4. Analyze: Create sets and perform analysis on your results
  5. Export: Export your findings for further use

The app features a sidebar navigation menu that organizes tools by category. Pages marked with a home icon appear on the welcome page for quick access. The navigation is context-aware—pages requiring data will be disabled until you load results.

Next Steps