# Archive: Old Experiments & Docs

This folder contains experimental code, old model files, and supporting documentation from earlier iterations of the harvest detection project. These are kept for reference but **are not part of the current production workflow**.

## Contents

### Notebooks (Early Development)
- `05_lstm_harvest_detection_pytorch.ipynb` - Early LSTM implementation
- `11_data_cleaning_labeling.ipynb` - Data preparation exploration
- `12_model_training_prediction.ipynb` - Initial training experiments

### Old Model Files
- `best_harvest_detection_model_esa.pt` - Earlier model variant
- `best_harvest_model.pt` - Earlier model variant
- `harvest_detection_model_esa_None.pt` - Experimental model
- `harvest_detection_config_esa_None.json` - Config for experimental model
- `harvest_test_metadata_esa_None.csv` - Test set metadata
- `harvest_train_metadata_esa_None.csv` - Train set metadata

### Documentation (Reference Only)
- `ACTION_PLAN.md` - Early planning
- `CI_ONLY_IMPROVEMENTS.md` - Feature exploration
- `DEPLOYMENT_README.md` - Deployment notes
- `EXECUTIVE_SUMMARY.md` - Project overview
- `IMPLEMENTATION_ROADMAP.md` - Development roadmap
- `LSTM_HARVEST_EVALUATION.md` - Evaluation notes
- `README_EVALUATION.md` - Evaluation docs
- `TECHNICAL_IMPROVEMENTS.md` - Technical notes
- `YOUR_FEEDBACK_SUMMARY.md` - Feedback tracking

### Old Data Files
- `lstm_complete_data_dedup.csv` - Deduplicated data variant
- `lstm_test_data_cleaned.csv` - Cleaned test data
- `lstm_train_data_cleaned.csv` - Cleaned train data
- `data_cleaning_metadata.csv` - Cleaning notes
- `trigger_analysis_summary.csv` - Analysis results
- `in_season_predictions_*.csv` - Old prediction results
- `hyperparameter_tuning_results.csv` - Tuning history
- `feature_engineering_config.json` - Feature config variant
- `prepare_lstm_data_from_rds.R` - Old R data prep script
- `IN_SEASON_SIMULATION_README.txt` - Old simulation docs

## Current Active Workflow

For the current production harvest detection system, see:
- **Main folder** (`../`): Clean working directory with current data files
- **experiment_framework/** (`../experiment_framework/`): 
  - Phase 1, 2, 3 implementations
  - Model 307 (current production model)
  - Complete README: `PRODUCTION_WORKFLOW.md`

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_Archive created: December 12, 2025_  
_All files preserved (nothing deleted)_