From 54ac7a156e7df973b7e670d3c24d1979375a1848 Mon Sep 17 00:00:00 2001 From: Jeroen Dries Date: Thu, 2 Nov 2023 13:33:06 +0100 Subject: [PATCH] flesh out openeo stac metadata page --- tutorial/_toc.yml | 2 + tutorial/figures/openeo-stac-metadata.png | Bin 0 -> 232553 bytes tutorial/part2/advanced_workflows.md | 4 - tutorial/part2/agenda_and_links.md | 9 +- tutorial/part2/stac_metadata.md | 448 ++++++++++++++++++++++ 5 files changed, 452 insertions(+), 11 deletions(-) create mode 100644 tutorial/figures/openeo-stac-metadata.png create mode 100644 tutorial/part2/stac_metadata.md diff --git a/tutorial/_toc.yml b/tutorial/_toc.yml index c96f9b3..c7085e2 100644 --- a/tutorial/_toc.yml +++ b/tutorial/_toc.yml @@ -33,6 +33,8 @@ parts: title: Agenda - file: part2/advanced_workflows title: Advanced workflows + - file: part2/stac_metadata + title: STAC metadata generation - caption: Part 3 chapters: diff --git a/tutorial/figures/openeo-stac-metadata.png 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-111,7 +111,3 @@ While these costs are often relatively small compared to the time savings, it is Here we explain how to do exactly that. https://docs.openeo.cloud/federation/accounting.html - -## FAIR metadata generation - -A short demo on STAC metadata that is generated by these examples. \ No newline at end of file diff --git a/tutorial/part2/agenda_and_links.md b/tutorial/part2/agenda_and_links.md index 4610f2d..438a8f5 100644 --- a/tutorial/part2/agenda_and_links.md +++ b/tutorial/part2/agenda_and_links.md @@ -27,15 +27,10 @@ Valentina/Sean (EODC) ## 11:45 Integrate custom code into your workflow using User Defined Functions Jeroen (VITO) - -- Take over logged-in people showing them workflow creation and custom code introduction into their workflow + - complex workflows with predefined functions (worldwater, rank composites) +- Short note on accounting - FAIR metadata generation -- Short note on costs: https://docs.openeo.cloud/federation/accounting.html#platform-credit-rates -- Storing results and loading them again with load_stac - -This will be in part 3: -- complex workflows with UDF, machine learning or what FuseTS does with running Python libraries such as Whittaker algorithm ## 12:15 Feedback Block diff --git a/tutorial/part2/stac_metadata.md b/tutorial/part2/stac_metadata.md new file mode 100644 index 0000000..dac1020 --- /dev/null +++ b/tutorial/part2/stac_metadata.md @@ -0,0 +1,448 @@ + +## FAIR metadata generation + +[FAIR principles](https://www.go-fair.org/fair-principles/) provide some guidelines when producing and sharing datasets. + +An openEO backend can make it easier to comply with these principles, by incorporating these principles in the implementation, so that +users are automatically a step closer to generating FAIR-compliant open data. + +These are a few examples that you want to look for as a user, or that a backend provider may want to implement: + +- *[F2 Rich metadata](https://www.go-fair.org/fair-principles/f2-data-described-rich-metadata/)* openEO backends generate STAC metadata, + backends are encouraged to make it rich by including processing info, complete raster metadata, band information, etcetera. +- *[R1.2 Detailed provenance](https://www.go-fair.org/fair-principles/r1-2-metadata-associated-detailed-provenance/)* In result metadata [derived-from](https://github.com/radiantearth/stac-spec/blob/master/item-spec/item-spec.md#derived_from) + links can link back to all input products to provide provenance. +- *[R1.3 use of domain relevant metadata standard](https://www.go-fair.org/fair-principles/r1-3-metadata-meet-domain-relevant-community-standards/)* openEO generates STAC metadata, so this one is included by default. + +As openEO backends do not automatically publish the data you generate, there's also a number of principles that still require some attention, +but still, with data and metadata generated by openEO, you should get a headstart! + + +This is an example of how openEO generated metadata looks like in STAC browser: + +![openEO metadata in STAC browser](../figures/openeo-stac-metadata.png) + +This is the STAC collection metadata as raw STAC JSON: + +```json +{ + "assets": { + "openEO_2021-10-14Z.tif": { + "eo:bands": [ + { + "name": "classification" + }, + { + "name": "confidence" + } + ], + "file:nodata": [ + 255 + ], + "file:size": 6217374, + "href": "https://openeo.vito.be/openeo/1.1/jobs/j-2310271419f040e1af6000397f82d225/results/assets/ZGZhNjc4Y2I5YWIxN2Y2NWQ0ZjAyNWUzMGZhYzVlMGQ5MDExNjE3NmU0NGZkMTdkNzAzNDE5MzIyNzQ3Y2JiZEBlZ2kuZXU%3D/ff1b8d19ac0f7da5ec0de65469687ef6/openEO_2021-10-14Z.tif?expires=1699532026", + "proj:bbox": [ + 7.4805357, + 53.8670476, + 12.615119, + 57.6290476 + ], + "proj:epsg": 4326, + "proj:shape": [ + 61615, + 45144 + ], + "raster:bands": [ + { + "name": "classification", + "statistics": { + "maximum": 254, + "mean": 254, + "minimum": 254, + "stddev": 0, + "valid_percent": 0.1222 + } + }, + { + "name": "confidence", + "statistics": { + "maximum": 254, + "mean": 254, + "minimum": 254, + "stddev": 0, + "valid_percent": 0.1222 + } + } + ], + "roles": [ + "data" + ], + "title": "openEO_2021-10-14Z.tif", + "type": "image/tiff; application=geotiff" + }, + "openEO_2021-11-01Z.tif": { + "eo:bands": [ + { + "name": "classification" + }, + { + "name": "confidence" + } + ], + "file:nodata": [ + 255 + ], + "file:size": 67310450, + "href": "https://openeo.vito.be/openeo/1.1/jobs/j-2310271419f040e1af6000397f82d225/results/assets/ZGZhNjc4Y2I5YWIxN2Y2NWQ0ZjAyNWUzMGZhYzVlMGQ5MDExNjE3NmU0NGZkMTdkNzAzNDE5MzIyNzQ3Y2JiZEBlZ2kuZXU%3D/d99a1d12a8ad8f4baee20f477a6a60a9/openEO_2021-11-01Z.tif?expires=1699532026", + "proj:bbox": [ + 7.4805357, + 53.8670476, + 12.615119, + 57.6290476 + ], + "proj:epsg": 4326, + "proj:shape": [ + 61615, + 45144 + ], + "raster:bands": [ + { + "name": "classification", + "statistics": { + "maximum": 254, + "mean": 213.73997589491, + "minimum": 0, + "stddev": 91.77160764761, + "valid_percent": 40.9 + } + }, + { + "name": "confidence", + "statistics": { + "maximum": 254, + "mean": 227.9460494272, + "minimum": 1, + "stddev": 59.206365744221, + "valid_percent": 40.9 + } + } + ], + "roles": [ + "data" + ], + "title": "openEO_2021-11-01Z.tif", + "type": "image/tiff; application=geotiff" + }, + "openEO_2021-11-06Z.tif": { + "eo:bands": [ + { + "name": "classification" + }, + { + "name": "confidence" + } + ], + "file:nodata": [ + 255 + ], + "file:size": 138751594, + "href": "https://openeo.vito.be/openeo/1.1/jobs/j-2310271419f040e1af6000397f82d225/results/assets/ZGZhNjc4Y2I5YWIxN2Y2NWQ0ZjAyNWUzMGZhYzVlMGQ5MDExNjE3NmU0NGZkMTdkNzAzNDE5MzIyNzQ3Y2JiZEBlZ2kuZXU%3D/17af096d82f07bab97a8adea5fc97161/openEO_2021-11-06Z.tif?expires=1699532026", + "proj:bbox": [ + 7.4805357, + 53.8670476, + 12.615119, + 57.6290476 + ], + "proj:epsg": 4326, + "proj:shape": [ + 61615, + 45144 + ], + "raster:bands": [ + { + "name": "classification", + "statistics": { + "maximum": 254, + "mean": 204.83501624158, + "minimum": 0, + "stddev": 97.851898853376, + "valid_percent": 65.92 + } + }, + { + "name": "confidence", + "statistics": { + "maximum": 254, + "mean": 220.89470191516, + "minimum": 1, + "stddev": 65.302942822965, + "valid_percent": 65.92 + } + } + ], + "roles": [ + "data" + ], + "title": "openEO_2021-11-06Z.tif", + "type": "image/tiff; application=geotiff" + } + }, + "description": "Results for batch job j-2310271419f040e1af6000397f82d225", + "extent": { + "spatial": { + "bbox": [ + [ + 7.480602792076421, + 53.86710561799978, + 12.615055888579983, + 57.628974589891726 + ] + ] + }, + "temporal": { + "interval": [ + [ + "2020-09-12T00:00:00Z", + "2021-12-20T00:00:00Z" + ] + ] + } + }, + "id": "j-2310271419f040e1af6000397f82d225", + "license": "proprietary", + "links": [ + { + "href": "urn:eop:VITO:ESA_WORLDCEREAL_MAIZE_V1:22190_tc-maize-main_maize_2021", + "rel": "derived_from", + "title": "Derived from urn:eop:VITO:ESA_WORLDCEREAL_MAIZE_V1:22190_tc-maize-main_maize_2021", + "type": "application/json" + }, + { + "href": "urn:eop:VITO:ESA_WORLDCEREAL_MAIZE_V1:37175_tc-maize-main_maize_2021", + "rel": "derived_from", + "title": "Derived from urn:eop:VITO:ESA_WORLDCEREAL_MAIZE_V1:37175_tc-maize-main_maize_2021", + "type": "application/json" + }, + { + "href": "urn:eop:VITO:ESA_WORLDCEREAL_MAIZE_V1:46172_tc-maize-main_maize_2021", + "rel": "derived_from", + "title": "Derived from urn:eop:VITO:ESA_WORLDCEREAL_MAIZE_V1:46172_tc-maize-main_maize_2021", + "type": "application/json" + }, + { + "href": "https://openeo.vito.be/openeo/1.1/jobs/j-2310271419f040e1af6000397f82d225/results", + "rel": "self", + "type": "application/json" + }, + { + "href": "https://openeo.vito.be/openeo/1.1/jobs/j-2310271419f040e1af6000397f82d225/results/ZGZhNjc4Y2I5YWIxN2Y2NWQ0ZjAyNWUzMGZhYzVlMGQ5MDExNjE3NmU0NGZkMTdkNzAzNDE5MzIyNzQ3Y2JiZEBlZ2kuZXU%3D/f26e1c25ab773060ca5e3a33ab327eff?expires=1699532026", + "rel": "canonical", + "type": "application/json" + }, + { + "href": "https://openeo.vito.be/openeo/1.1/jobs/j-2310271419f040e1af6000397f82d225/results/items/ZGZhNjc4Y2I5YWIxN2Y2NWQ0ZjAyNWUzMGZhYzVlMGQ5MDExNjE3NmU0NGZkMTdkNzAzNDE5MzIyNzQ3Y2JiZEBlZ2kuZXU%3D/ff1b8d19ac0f7da5ec0de65469687ef6/openEO_2021-10-14Z.tif?expires=1699532026", + "rel": "item", + "type": "application/geo+json" + }, + { + "href": "https://openeo.vito.be/openeo/1.1/jobs/j-2310271419f040e1af6000397f82d225/results/items/ZGZhNjc4Y2I5YWIxN2Y2NWQ0ZjAyNWUzMGZhYzVlMGQ5MDExNjE3NmU0NGZkMTdkNzAzNDE5MzIyNzQ3Y2JiZEBlZ2kuZXU%3D/d99a1d12a8ad8f4baee20f477a6a60a9/openEO_2021-11-01Z.tif?expires=1699532026", + "rel": "item", + "type": "application/geo+json" + }, + { + "href": "https://openeo.vito.be/openeo/1.1/jobs/j-2310271419f040e1af6000397f82d225/results/items/ZGZhNjc4Y2I5YWIxN2Y2NWQ0ZjAyNWUzMGZhYzVlMGQ5MDExNjE3NmU0NGZkMTdkNzAzNDE5MzIyNzQ3Y2JiZEBlZ2kuZXU%3D/17af096d82f07bab97a8adea5fc97161/openEO_2021-11-06Z.tif?expires=1699532026", + "rel": "item", + "type": "application/geo+json" + } + ], + "openeo:status": "finished", + "providers": [ + { + "description": "This data was processed on an openEO backend maintained by VITO.", + "name": "VITO", + "processing:expression": [ + { + "expression": { + "loadco1": { + "arguments": { + "id": "ESA_WORLDCEREAL_MAIZE", + "spatial_extent": { + "east": 12.615055888579983, + "north": 57.628974589891726, + "south": 53.86710561799978, + "west": 7.480602792076421 + }, + "temporal_extent": [ + "2020-09-12T00:00:00Z", + "2021-12-20T00:00:00Z" + ] + }, + "process_id": "load_collection" + }, + "savere1": { + "arguments": { + "data": { + "from_node": "loadco1" + }, + "format": "GTIFF" + }, + "process_id": "save_result", + "result": true + } + }, + "format": "openeo" + } + ], + "processing:facility": "openEO Geotrellis backend", + "processing:software": { + "Geotrellis backend": "0.18.0a1" + }, + "roles": [ + "processor" + ] + } + ], + "stac_extensions": [ + "https://stac-extensions.github.io/eo/v1.1.0/schema.json", + "https://stac-extensions.github.io/file/v2.1.0/schema.json", + "https://stac-extensions.github.io/processing/v1.1.0/schema.json", + "https://stac-extensions.github.io/projection/v1.1.0/schema.json" + ], + "stac_version": "1.0.0", + "summaries": { }, + "title": "test worldcereal", + "type": "Collection" +} + +``` + +openEO item metadata example: +```json +{ + "bbox": [ + 7.480535713535801, + 53.86704763287789, + 12.615119046848596, + 57.62904763286284 + ], + "collection": "j-2310271419f040e1af6000397f82d225", + "epsg": 4326, + "geometry": { + "coordinates": [ + [ + [ + 7.480535713535801, + 53.86704763287789 + ], + [ + 7.480535713535801, + 57.62904763286284 + ], + [ + 12.615119046848596, + 57.62904763286284 + ], + [ + 12.615119046848596, + 53.86704763287789 + ], + [ + 7.480535713535801, + 53.86704763287789 + ] + ] + ], + "type": "Polygon" + }, + "id": "openEO_2021-11-01Z.tif", + "links": [ + { + "href": "https://openeo.vito.be/openeo/1.1/jobs/j-xxx/results/items/openEO_2021-11-01Z.tif", + "rel": "self", + "type": "application/geo+json" + }, + { + "href": "https://openeo.vito.be/openeo/1.1/jobs/j-xxx/results", + "rel": "collection", + "type": "application/json" + } + ], + "properties": { + "datetime": "2021-11-01T00:00:00Z", + "proj:bbox": [ + 7.4805357, + 53.8670476, + 12.615119, + 57.6290476 + ], + "proj:shape": [ + 61615, + 45144 + ] + }, + "assets": { + "openEO_2021-11-01Z.tif": { + "eo:bands": [ + { + "name": "classification" + }, + { + "name": "confidence" + } + ], + "file:nodata": [ + 255 + ], + "file:size": 67310450, + "href": "https://openeo.vito.be/.../openEO_2021-11-01Z.tif?expires=1699532067", + "proj:bbox": [ + 7.4805357, + 53.8670476, + 12.615119, + 57.6290476 + ], + "proj:epsg": 4326, + "proj:shape": [ + 61615, + 45144 + ], + "raster:bands": [ + { + "name": "classification", + "statistics": { + "maximum": 254, + "mean": 213.73997589491, + "minimum": 0, + "stddev": 91.77160764761, + "valid_percent": 40.9 + } + }, + { + "name": "confidence", + "statistics": { + "maximum": 254, + "mean": 227.9460494272, + "minimum": 1, + "stddev": 59.206365744221, + "valid_percent": 40.9 + } + } + ], + "roles": [ + "data" + ], + "title": "openEO_2021-11-01Z.tif", + "type": "image/tiff; application=geotiff" + } + }, + "stac_extensions": [ + "https://stac-extensions.github.io/eo/v1.1.0/schema.json", + "https://stac-extensions.github.io/file/v2.1.0/schema.json", + "https://stac-extensions.github.io/projection/v1.1.0/schema.json", + "https://stac-extensions.github.io/raster/v1.1.0/schema.json" + ], + "stac_version": "0.9.0", + "type": "Feature" +} + +``` \ No newline at end of file