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{ "case_studies": [ { "id": "amazon-deforestation", "title": "Amazon Rainforest Deforestation Monitoring", "location": { "name": "Amazon Rainforest, Brazil", "latitude": -3.4653, "longitude": -62.2159 }, "radius_km": 50, "date_range": { "start": "2020-01-01", "end": "2024-01-01" }, "analyses": ["ndvi", "change_detection", "land_cover"], "description": "Monitor deforestation patterns in the Amazon rainforest over a 4-year period. Detect areas of forest loss and track vegetation health changes.", "key_findings": [ "12.3% decrease in dense forest coverage", "Significant deforestation along river boundaries", "Urban expansion detected in 3 hotspots" ], "impact": "Environmental monitoring, climate research" }, { "id": "dubai-urban-growth", "title": "Dubai Urban Expansion Analysis", "location": { "name": "Dubai, UAE", "latitude": 25.2048, "longitude": 55.2708 }, "radius_km": 30, "date_range": { "start": "2018-01-01", "end": "2024-01-01" }, "analyses": ["ndbi", "change_detection", "land_cover"], "description": "Track rapid urban development and construction in Dubai metropolitan area. Monitor infrastructure growth and land use changes.", "key_findings": [ "45% increase in built-up area", "New artificial islands detected", "Expansion of industrial zones" ], "impact": "Urban planning, real estate, infrastructure" }, { "id": "california-wildfires", "title": "California Wildfire Impact Assessment", "location": { "name": "Northern California, USA", "latitude": 38.5816, "longitude": -121.4944 }, "radius_km": 40, "date_range": { "start": "2023-06-01", "end": "2023-10-01" }, "analyses": ["ndvi", "change_detection"], "description": "Assess wildfire damage and recovery in Northern California. Before and after analysis of vegetation health.", "key_findings": [ "23,000 hectares of burn scar detected", "85% reduction in NDVI in affected areas", "Early signs of vegetation recovery" ], "impact": "Disaster response, environmental recovery" }, { "id": "bangladesh-flooding", "title": "Bangladesh Monsoon Flood Mapping", "location": { "name": "Bangladesh", "latitude": 23.6850, "longitude": 90.3563 }, "radius_km": 60, "date_range": { "start": "2023-07-01", "end": "2023-09-30" }, "analyses": ["ndwi", "change_detection"], "description": "Map flood extent during monsoon season using water index analysis. Track flood progression and recession.", "key_findings": [ "Maximum flood extent: 15,000 km²", "Peak flooding observed in August", "Affected agricultural areas identified" ], "impact": "Disaster response, humanitarian aid" }, { "id": "india-agriculture", "title": "Punjab Agricultural Monitoring", "location": { "name": "Punjab, India", "latitude": 31.1471, "longitude": 75.3412 }, "radius_km": 50, "date_range": { "start": "2024-01-01", "end": "2024-06-01" }, "analyses": ["ndvi", "land_cover"], "description": "Monitor crop health and agricultural productivity in Punjab's wheat belt. Track seasonal vegetation patterns.", "key_findings": [ "Healthy crop conditions detected", "92% of agricultural land under cultivation", "Water stress indicators in eastern regions" ], "impact": "Food security, agricultural planning" }, { "id": "solar-farm-detection", "title": "Rajasthan Solar Farm Detection", "location": { "name": "Rajasthan, India", "latitude": 26.9124, "longitude": 70.9120 }, "radius_km": 25, "date_range": { "start": "2024-01-01", "end": "2024-03-01" }, "analyses": ["object_detection", "land_cover"], "description": "Detect and map solar panel installations in Rajasthan's desert region. Monitor renewable energy infrastructure growth.", "key_findings": [ "47 solar installations detected", "Total area: 2,300 hectares", "15% growth from previous year" ], "impact": "Renewable energy, infrastructure monitoring" } ], "demo_queries": [ "Show me vegetation health in the Amazon rainforest", "Detect urban expansion in Dubai between 2020 and 2024", "Map flood extent in Bangladesh during monsoon season", "Analyze crop health in Punjab, India", "Find solar farms in Rajasthan desert", "Compare before and after wildfire images in California", "Generate an environmental report for Mumbai metropolitan area", "Detect ships in Mumbai harbor", "Track deforestation in Borneo over the last 5 years", "Analyze water levels in Lake Mead, Nevada" ] }

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