. . . . "" . "Earth observation" . . . "https://annefou.github.io/jupytergis-showcases/lab/index.html?path=Wetland_Annotation.jGIS" . . "2025-12-21 16:29:01.808092+00:00" . "2025-12-21 16:29:02.435279+00:00" . "Interactive map with expert annotations for model corrections" . "text/html" . . "JupyterGIS Annotation Document" . "2025-12-21 16:29:01.808092+00:00" . . . . . "https://github.com/EOPF-Sample-Service/eopf-sample-notebooks" . . "2025-12-21 16:28:57.399750+00:00" . "2025-12-21 16:28:58.038982+00:00" . "ESA Earth Observation Processing Framework for Sentinel-1, 2 and 3 data access" . . "EOPF Sample Service" . "2025-12-21 16:28:57.399750+00:00" . . . . . "https://github.com/annefou/jupytergis-showcases" . . "2025-12-21 16:29:33.240998+00:00" . "2025-12-21 16:29:33.849049+00:00" . "Source repository for this demo" . . "GitHub Repository" . "2025-12-21 16:29:33.240998+00:00" . . . . . "https://github.com/geojupyter/jupytergis" . . "2025-12-21 16:28:53.494405+00:00" . "2025-12-21 16:28:54.119033+00:00" . "Collaborative GIS environment for Jupyter - required to open .jGIS files" . . "JupyterGIS" . "2025-12-21 16:28:53.494405+00:00" . . . . "Simula Research Laboratory" . "annef@simula.no" . "Anne Fouilloux" . . . "0000-0002-1784-2920" . . "https://raw.githubusercontent.com/annefou/jupytergis-showcases/refs/heads/main/content/../requirements.txt" . . "2025-12-21 16:28:55.442396+00:00" . "2025-12-21 16:28:56.067960+00:00" . "Conda environment specification with all Python dependencies" . "text/plain" . . "Conda Environment" . "2025-12-21 16:28:55.442396+00:00" . . . . . "https://raw.githubusercontent.com/annefou/jupytergis-showcases/refs/heads/main/content/Wetland_ML_Demo_EOPF.ipynb" . . "2025-12-21 16:28:59.461288+00:00" . "2025-12-21 16:29:00.096604+00:00" . "Main Jupyter notebook implementing the wetland classification workflow" . . "Wetland ML Demo Notebook" . "2025-12-21 16:28:59.461288+00:00" . . . . . . . "https://raw.githubusercontent.com/annefou/jupytergis-showcases/refs/heads/main/content/Wetland_ML_ROhub.ipynb" . . "2025-12-21 16:41:18.541514+00:00" . "2025-12-21 16:41:19.390117+00:00" . "Jupyter notebook to create a RO-Crate in ROHub" . . "Wetland_ML_ROhub" . "2025-12-21 16:41:18.541514+00:00" . . . . . "https://raw.githubusercontent.com/annefou/jupytergis-showcases/refs/heads/main/content/wetland_outputs/corrections.geojson" . . "2025-12-21 16:29:08.929182+00:00" . "2025-12-21 16:29:13.322705+00:00" . "Expert corrections extracted from JupyterGIS annotations" . . "Expert Corrections (GeoJSON)" . "2025-12-21 16:29:08.929182+00:00" . . . . . . . "https://raw.githubusercontent.com/annefou/jupytergis-showcases/refs/heads/main/content/wetland_outputs/sentinel2_rgb.tif" . . "2025-12-21 16:29:04.078500+00:00" . "2025-12-21 16:54:53.937124+00:00" . "Cloud Optimized GeoTIFF - RGB composite from Sentinel-2 L2A" . "image/tiff" . . "Sentinel-2 RGB Composite (COG)" . "2025-12-21 16:29:04.078500+00:00" . . . . . "https://raw.githubusercontent.com/annefou/jupytergis-showcases/refs/heads/main/content/wetland_outputs/wetland_model_v2.joblib" . . "2025-12-21 16:29:27.413086+00:00" . "2025-12-21 16:29:31.950449+00:00" . "Serialized Random Forest model retrained with expert corrections" . . "Trained Model v2 (joblib)" . "2025-12-21 16:29:27.413086+00:00" . . . . . "https://raw.githubusercontent.com/annefou/jupytergis-showcases/refs/heads/main/content/wetland_outputs/wetland_prediction_v1.tif" . . "2025-12-21 16:29:06.069310+00:00" . "2025-12-21 16:29:06.645893+00:00" . "Initial Random Forest classification - before expert corrections" . "image/tiff" . . "Wetland Prediction v1" . "2025-12-21 16:29:06.069310+00:00" . . . . . . . "https://raw.githubusercontent.com/annefou/jupytergis-showcases/refs/heads/main/content/wetland_outputs/wetland_prediction_v2_corrected.tif" . . "2025-12-21 16:29:16.556974+00:00" . "2025-12-21 16:29:23.003791+00:00" . "Improved classification after retraining with expert corrections" . "image/tiff" . . "Wetland Prediction v2 (Corrected)" . "2025-12-21 16:29:16.556974+00:00" . . . . . . . . . "0"^^ . "https://api.rohub.org/api/ros/10dc322d-eedd-43ff-a4af-7adb6281cb6e/crate/download/" . . "2025-12-21 16:28:47.782517+00:00" . "2026-01-18 01:54:23.074994+00:00" . "2025-12-21 16:28:47.782517+00:00" . "Human-in-the-loop machine learning workflow for wetland classification \n using Sentinel-2 data from ESA EOPF. Demonstrates collaborative annotation \n using JupyterGIS, model retraining with expert corrections, and FAIR \n research practices." . "application/ld+json" . . . . . "https://w3id.org/ro-id/10dc322d-eedd-43ff-a4af-7adb6281cb6e" . . "JupyterGIS Wetland ML Classification Demo - ESA EOPF" . "MANUAL" . . . . . "https://w3id.org/ro/terms/earth-science#ExecutableResearchObjectTemplate" . "Fouilloux, Anne. \"JupyterGIS Wetland ML Classification Demo - ESA EOPF.\" ROHub. Dec 21 ,2025. https://w3id.org/ro-id/10dc322d-eedd-43ff-a4af-7adb6281cb6e." . . "biblio" . . . . . . . . "tool" . . . . "input" . . . . . . . . "output" . . . . . . . "2026-03-03T15:05:54.398+01:00"^^ . . . . "JupyterGIS Wetland ML Classification Demo - ESA EOPF" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . 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