{ "dataset_name": "lanternfly_research_dataset", "version": "1.0.0", "description": "Human-verified spotted lanternfly sightings with geolocation data for ecological research", "created_by": "Lantern Fly Tracker App", "total_sightings": 0, "last_updated": "2024-01-01T00:00:00Z", "data_schema": { "image": { "type": "file", "description": "High-quality photo of verified spotted lanternfly", "format": "JPEG" }, "metadata": { "type": "json", "fields": { "username": "string - Username of person who verified the sighting", "sighting_date": "ISO datetime - When the photo was taken", "upload_date": "ISO datetime - When uploaded to dataset", "latitude": "string - GPS latitude coordinate", "longitude": "string - GPS longitude coordinate", "location_name": "string - Human-readable location description", "confidence_score": "string - AI classification confidence (0-1)", "verification_status": "string - Always 'human_verified'", "dataset_version": "string - Dataset version", "data_source": "string - Source application", "image_filename": "string - Associated image filename", "image_size_bytes": "number - Image file size in bytes" } } }, "usage_notes": [ "All images are human-verified for accuracy", "GPS coordinates are provided for spatial analysis", "Timestamps enable temporal analysis of spread patterns", "Dataset is automatically updated with new verified sightings" ], "research_applications": [ "Ecological distribution modeling", "Invasive species spread analysis", "Machine learning model training", "Conservation planning", "Citizen science validation" ] }