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jamesfisher-geo committed Nov 24, 2024
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104 changes: 1 addition & 103 deletions README.md
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Authentication is an optional feature that can be enabled through `Route Dependencies` examples can be found and a more detailed explanation in [examples/auth](examples/auth).


## Aggregation

Sfeos supports the STAC API [Aggregation Extension](https://github.com/stac-api-extensions/aggregation). This enables geospatial aggregation of points and geometries, as well as frequency distribution aggregation of any other property including dates. Aggregations can be defined at the root Catalog level (`/aggregations`) and at the Collection level (`/<collection_id>/aggregations`). The `/aggregate` route also fully supports base search and the STAC API [Filter Extension](https://github.com/stac-api-extensions/filter). Any query made with `/search` may also be executed with `/aggregate`, provided that the relevant aggregation fields are available,


A field named `aggregations` should be added to the Collection object for the collection for which the aggregations are available, for example:

```json
"aggregations": [
{
"name": "total_count",
"data_type": "integer"
},
{
"name": "datetime_max",
"data_type": "datetime"
},
{
"name": "datetime_min",
"data_type": "datetime"
},
{
"name": "datetime_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "datetime"
},
{
"name": "sun_elevation_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "numeric"
},
{
"name": "platform_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "string"
},
{
"name": "sun_azimuth_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "numeric"
},
{
"name": "off_nadir_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "numeric"
},
{
"name": "cloud_cover_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "numeric"
},
{
"name": "grid_code_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "string"
},
{
"name": "centroid_geohash_grid_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "string"
},
{
"name": "centroid_geohex_grid_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "string"
},
{
"name": "centroid_geotile_grid_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "string"
},
{
"name": "geometry_geohash_grid_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "numeric"
},
{
"name": "geometry_geotile_grid_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "string"
}
]
```

Available aggregations are:

- total_count (count of total items)
- collection_frequency (Item `collection` field)
- platform_frequency (Item.Properties.platform)
- cloud_cover_frequency (Item.Properties.eo:cloud_cover)
- datetime_frequency (Item.Properties.datetime, monthly interval)
- datetime_min (earliest Item.Properties.datetime)
- datetime_max (latest Item.Properties.datetime)
- sun_elevation_frequency (Item.Properties.view:sun_elevation)
- sun_azimuth_frequency (Item.Properties.view:sun_azimuth)
- off_nadir_frequency (Item.Properties.view:off_nadir)
- grid_code_frequency (Item.Properties.grid:code)
- centroid_geohash_grid_frequency ([geohash grid](https://opensearch.org/docs/latest/aggregations/bucket/geohash-grid/) on Item.Properties.proj:centroid)
- centroid_geohex_grid_frequency ([geohex grid](https://opensearch.org/docs/latest/aggregations/bucket/geohex-grid/) on Item.Properties.proj:centroid)
- centroid_geotile_grid_frequency (geotile on Item.Properties.proj:centroid)
- geometry_geohash_grid_frequency ([geohash grid](https://opensearch.org/docs/latest/aggregations/bucket/geohash-grid/) on Item.geometry)
- geometry_geotile_grid_frequency ([geotile grid](https://opensearch.org/docs/latest/aggregations/bucket/geotile-grid/) on Item.geometry)

Support for additional fields and new aggregations can be added in the associated `database_logic.py` file.
Aggregation of points and geometries, as well as frequency distribution aggregation of any other property including dates is supported in stac-fatsapi-elasticsearch-opensearch. Aggregations can be defined at the root Catalog level (`/aggregations`) and at the Collection level (`/<collection_id>/aggregations`). Details for supported aggregations can be found at [./docs/src/aggregation.md](./docs/src/aggregation.md)

## Rate Limiting

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1 change: 1 addition & 0 deletions docs/mkdocs.yml
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- session: api/stac_fastapi/core/session.md
- utilities: api/stac_fastapi/core/utilities.md
- version: api/stac_fastapi/core/version.md
- Aggregation: "aggregation.md"
- Development - Contributing: "contributing.md"
- Release Notes: "release-notes.md"

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105 changes: 105 additions & 0 deletions docs/src/aggregation.md
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## Aggregation

Stac-fatsapi-elasticsearch-opensearch supports the STAC API [Aggregation Extension](https://github.com/stac-api-extensions/aggregation). This enables aggregation of points and geometries, as well as frequency distribution aggregation of any other property including dates. Aggregations can be defined at the root Catalog level (`/aggregations`) and at the Collection level (`/<collection_id>/aggregations`). The [Filter Extension](https://github.com/stac-api-extensions/filter) is also fully supported, enabling aggregated returns of search queries. Any query made with `/search` may also be executed with `/aggregate`, provided that the relevant aggregation fields are available,

A field named `aggregations` should be added to the Collection object for the collection for which the aggregations are available, for example:

Available aggregations are:

- total_count (count of total items)
- collection_frequency (Item `collection` field)
- platform_frequency (Item.Properties.platform)
- cloud_cover_frequency (Item.Properties.eo:cloud_cover)
- datetime_frequency (Item.Properties.datetime, monthly interval)
- datetime_min (earliest Item.Properties.datetime)
- datetime_max (latest Item.Properties.datetime)
- sun_elevation_frequency (Item.Properties.view:sun_elevation)
- sun_azimuth_frequency (Item.Properties.view:sun_azimuth)
- off_nadir_frequency (Item.Properties.view:off_nadir)
- grid_code_frequency (Item.Properties.grid:code)
- centroid_geohash_grid_frequency ([geohash grid](https://opensearch.org/docs/latest/aggregations/bucket/geohash-grid/) on Item.Properties.proj:centroid)
- centroid_geohex_grid_frequency ([geohex grid](https://opensearch.org/docs/latest/aggregations/bucket/geohex-grid/) on Item.Properties.proj:centroid)
- centroid_geotile_grid_frequency (geotile on Item.Properties.proj:centroid)
- geometry_geohash_grid_frequency ([geohash grid](https://opensearch.org/docs/latest/aggregations/bucket/geohash-grid/) on Item.geometry)
- geometry_geotile_grid_frequency ([geotile grid](https://opensearch.org/docs/latest/aggregations/bucket/geotile-grid/) on Item.geometry)

Support for additional fields and new aggregations can be added in the [OpenSearch database_logic.py](../../stac_fastapi/opensearch/stac_fastapi/opensearch/database_logic.py) and [ElasticSearch database_logic.py](../../stac_fastapi/elasticsearch/stac_fastapi/elasticsearch/database_logic.py) files.

```json
"aggregations": [
{
"name": "total_count",
"data_type": "integer"
},
{
"name": "datetime_max",
"data_type": "datetime"
},
{
"name": "datetime_min",
"data_type": "datetime"
},
{
"name": "datetime_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "datetime"
},
{
"name": "sun_elevation_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "numeric"
},
{
"name": "platform_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "string"
},
{
"name": "sun_azimuth_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "numeric"
},
{
"name": "off_nadir_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "numeric"
},
{
"name": "cloud_cover_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "numeric"
},
{
"name": "grid_code_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "string"
},
{
"name": "centroid_geohash_grid_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "string"
},
{
"name": "centroid_geohex_grid_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "string"
},
{
"name": "centroid_geotile_grid_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "string"
},
{
"name": "geometry_geohash_grid_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "numeric"
},
{
"name": "geometry_geotile_grid_frequency",
"data_type": "frequency_distribution",
"frequency_distribution_data_type": "string"
}
]
```


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