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guide/15-working-with-geometries/part4_spatial_filters.ipynb

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"Previously, <a href=\"./part3-spatial-operations-on-geometries\">Part 3</a> of this guide series to `arcgis.geometry` module, you have been introduced to two ways of conducting spatial operations such as `union` and `intersection`, with `ArcGIS API for Python` - the OOP style vs calling tools off `arcgis.geometry.functions`. Now in Part 4 let us continue to explore how the spatial filtering can be applied within the `arcgis.geometry.filters` sub-module. This module includes functions to filter query results using a spatial relationship with another geometry. It is used when querying feature layers and imagery layers. The spatial filtering is even more powerful, when integrated with `geoenrichment`.\n",
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"Previously, [Part 3](../part3-spatial-operations-on-geometries) of this guide series to `arcgis.geometry` module, you have been introduced to two ways of conducting spatial operations such as `union` and `intersection`, with `ArcGIS API for Python` - the OOP style vs calling tools off `arcgis.geometry.functions`. Now in Part 4 let us continue to explore how the spatial filtering can be applied within the `arcgis.geometry.filters` sub-module. This module includes functions to filter query results using a spatial relationship with another geometry. It is used when querying feature layers and imagery layers. The spatial filtering is even more powerful, when integrated with `geoenrichment`.\n",
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"## Use Case\n",
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"To learn more about GeoEnrichment, refer to the guide on this module [here](https://developers.arcgis.com/python/guide/performing-geoenrichment/)."
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"To learn more about GeoEnrichment, refer to the guide on this module [here](../part1-introduction-to-geoenrichment/)."
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"The choice to make between various spatial relations for spatial queries depends on what is known prior to executing the query and the type of results needed. If the goal of the query is to find features that satisfy a spatial relationship with a single geometry (or a collection of geometries), use a spatial filter. \n",
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"What's not mentioned here but still important for improving efficiencies and precisons of queries, is that users should consider `spatial caching` and `tolerance` when executing spatial queries. If multiple spatial queries are going to be executed within a common extent, the use of spatial caching can significantly increase performance by reducing round trips to the data source. A feature class x,y tolerance can have an effect on the results of a spatial query and should be considered when executing spatial queries, particularly with feature classes that have unusually large x,y tolerances. For more information, please check out <a href=\"http://resources.esri.com/help/9.3/arcgisengine/dotnet/7b4b8987-a3f0-4954-980f-720e61965449.htm\">Resouces on ArcGIS engine</a>."
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"What's not mentioned here but still important for improving efficiencies and precisons of queries, is that users should consider `spatial caching` and `tolerance` when executing spatial queries. If multiple spatial queries are going to be executed within a common extent, the use of spatial caching can significantly increase performance by reducing round trips to the data source. A feature class x,y tolerance can have an effect on the results of a spatial query and should be considered when executing spatial queries, particularly with feature classes that have unusually large x,y tolerances. For more information, please check out [Introduction to geometry analysis](/documentation/spatial-analysis-services/geometry-analysis/introduction/)."
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