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CP_Assessment_engine/PROJECT_STRUCTURE.md
laxman a026a4b77c 3k_students_simulation
2026-02-10 12:59:40 +05:30

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Project Structure

Root Directory (Minimal & Clean)

Simulated_Assessment_Engine/
├── README.md                    # Complete documentation (all-in-one)
├── .gitignore                   # Git ignore rules
├── .env                         # API key (create this, not in git)
│
├── main.py                      # Simulation engine (Step 2)
├── config.py                    # Configuration
├── check_api.py                 # API connection test
├── run_complete_pipeline.py    # Master orchestrator (all 3 steps)
│
├── data/                        # Data files
│   ├── AllQuestions.xlsx        # Question mapping (1,297 questions)
│   ├── merged_personas.xlsx    # Merged personas (3,000 students, 79 columns)
│   └── demo_answers/           # Demo output examples
│
├── support/                     # Support files (required for Step 1)
│   ├── 3000-students.xlsx      # Student demographics
│   ├── 3000_students_output.xlsx  # Student CPIDs from database
│   └── fixed_3k_personas.xlsx  # Persona enrichment (22 columns)
│
├── scripts/                     # Utility scripts
│   ├── prepare_data.py          # Step 1: Persona preparation
│   ├── comprehensive_post_processor.py  # Step 3: Post-processing
│   ├── final_production_verification.py  # Production verification
│   └── [other utility scripts]
│
├── services/                    # Core services
│   ├── data_loader.py          # Load personas and questions
│   ├── simulator.py            # LLM simulation engine
│   └── cognition_simulator.py  # Cognition test simulation
│
├── output/                      # Generated output (gitignored)
│   ├── full_run/               # Production output (34 files)
│   └── dry_run/                # Test output (5 students)
│
└── docs/                        # Additional documentation
    ├── README.md               # Documentation index
    ├── DEPLOYMENT_GUIDE.md     # Deployment instructions
    ├── WORKFLOW_GUIDE.md       # Complete workflow guide
    ├── PROJECT_STRUCTURE.md    # This file
    └── [other documentation]

Key Files

Core Scripts

  • main.py - Main simulation engine (processes all students)
  • config.py - Configuration (API keys, settings, paths)
  • run_complete_pipeline.py - Orchestrates all 3 steps
  • check_api.py - Tests API connection

Data Files

  • data/AllQuestions.xlsx - All 1,297 questions with metadata
  • data/merged_personas.xlsx - Unified persona file (79 columns, 3,000 rows)
  • support/3000-students.xlsx - Student demographics
  • support/3000_students_output.xlsx - Student CPIDs from database
  • support/fixed_3k_personas.xlsx - Persona enrichment data

Services

  • services/data_loader.py - Loads personas and questions
  • services/simulator.py - LLM-based response generation
  • services/cognition_simulator.py - Math-based cognition test simulation

Scripts

  • scripts/prepare_data.py - Step 1: Merge personas
  • scripts/comprehensive_post_processor.py - Step 3: Post-processing
  • scripts/final_production_verification.py - Verify standalone status

Documentation

  • README.md - Complete documentation (beginner to expert)
  • docs/ - Additional documentation (deployment, workflow, etc.)

Output

  • output/full_run/ - Production output (34 Excel files)
  • output/dry_run/ - Test output (5 students)

Note: Root directory contains only essential files. All additional documentation is in docs/ folder.