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Agricultural Management Intelligence
Using Sentinel-2 satellite data (2020-2024) with interactive time series analysis
Management Quality Legend:
Excellent (0.8+)
Good (0.6-0.8)
Fair (0.4-0.6)
Poor (0-0.4)
Dataset Summary
Total Agricultural Parcels:
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Greenhouses (ML Detected):
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Gardens & Nurseries:
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Herbaceous Crops:
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Other Woody Crops:
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Average Management Score:
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New Interactive Features
- Greenhouse Detection: ML-identified greenhouse structures (high confidence ≥0.9)
- Interactive Charts: Click any parcel to view real-time time series
- Zoom & Pan: Mouse wheel to zoom, drag to pan in time series
- Toggle Indices: Click legend items to show/hide different indices
- Monthly Analysis: Box plots showing seasonal patterns
- Export Charts: Save charts as high-quality PNG images
- 9 Agricultural Indices: NDVI, EVI, MSAVI2, NDMI, NDRE, OSAVI, NDWI, MNDWI, BSI
Greenhouses Analysis
ML-detected greenhouse structures (confidence ≥90%)
Total Parcels:
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Score Range:
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Average Score:
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Detection Method:
EVI ≈ MSAVI2 spectral signature
About Greenhouse Detection
- Low Management Scores: Expected - roofs block vegetation readings
- Spectral Signature: Greenhouse roofs create distinctive EVI/MSAVI2 patterns
- High Confidence: Only parcels with ≥90% ML confidence included
- Mixed Parcels: May include both covered and open agricultural areas
- Original Categories: Preserves IGC classification while adding greenhouse detection
Top Performers
Needs Improvement
Horticulture Analysis
Gardens, nurseries & forced crops (excluding ML-detected greenhouses)
Total Parcels:
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Score Range:
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Average Score:
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Top Performers
Needs Improvement
Herbaceous Crops Analysis
Annual crops and field vegetables
Total Parcels:
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Score Range:
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Average Score:
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Top Performers
Needs Improvement
Other Woody Crops Analysis
Fruit trees and permanent crops
Total Parcels:
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Score Range:
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Average Score:
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Top Performers
Needs Improvement
Olive Groves Analysis
Traditional Mediterranean olive cultivation
Total Parcels:
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Score Range:
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Average Score:
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