[DOCS] Correct spelling for geo terms (#76028)

Changes:
* Use "geopoint" when not referring to the literal field type
* Use "geoshape" when not referring to the literal field type or query type
* Use "GeoJSON" consistently

Author: jrodewig

docs/reference/aggregations/bucket/geodistance-aggregation.asciidoc

@@ -88,7 +88,7 @@ The specified field must be of type `geo_point` (which can only be set explicitl
 
 * Object format: `{ "lat" : 52.3760, "lon" : 4.894 }` - this is the safest format as it is the most explicit about the `lat` & `lon` values
 * String format: `"52.3760, 4.894"` - where the first number is the `lat` and the second is the `lon`
-* Array format: `[4.894, 52.3760]` - which is based on the `GeoJson` standard and where the first number is the `lon` and the second one is the `lat`
+* Array format: `[4.894, 52.3760]` - which is based on the GeoJSON standard where the first number is the `lon` and the second one is the `lat`
 
 By default, the distance unit is `m` (meters) but it can also accept: `mi` (miles), `in` (inches), `yd` (yards), `km` (kilometers), `cm` (centimeters), `mm` (millimeters).
 

docs/reference/aggregations/metrics/geocentroid-aggregation.asciidoc

@@ -153,7 +153,7 @@ The response for the above aggregation:
 [[geocentroid-aggregation-geo-shape]]
 ==== Geo Centroid Aggregation on `geo_shape` fields
 
-The centroid metric for geo-shapes is more nuanced than for points. The centroid of a specific aggregation bucket
+The centroid metric for geoshapes is more nuanced than for points. The centroid of a specific aggregation bucket
 containing shapes is the centroid of the highest-dimensionality shape type in the bucket. For example, if a bucket contains
 shapes comprising of polygons and lines, then the lines do not contribute to the centroid metric. Each type of shape's
 centroid is calculated differently. Envelopes and circles ingested via the <<ingest-circle-processor>> are treated
@@ -233,12 +233,12 @@ POST /places/_search?size=0
 .Using `geo_centroid` as a sub-aggregation of `geohash_grid`
 ====
 The <<search-aggregations-bucket-geohashgrid-aggregation,`geohash_grid`>>
-aggregation places documents, not individual geo-points, into buckets. If a
+aggregation places documents, not individual geopoints, into buckets. If a
 document's `geo_point` field contains <<array,multiple values>>, the document
-could be assigned to multiple buckets, even if one or more of its geo-points are
+could be assigned to multiple buckets, even if one or more of its geopoints are
 outside the bucket boundaries.
 
 If a `geocentroid` sub-aggregation is also used, each centroid is calculated
-using all geo-points in a bucket, including those outside the bucket boundaries.
+using all geopoints in a bucket, including those outside the bucket boundaries.
 This can result in centroids outside of bucket boundaries.
 ====

docs/reference/indices/index-mgmt.asciidoc

@@ -144,7 +144,7 @@ image::images/index-mgmt/management_index_component_template.png[Component templ
 section blank.
 
 . Define a mapping that contains an <<object,object>> field named `geo` with a
-child <<geo-point,geo-point>> field named `coordinates`:
+child <<geo-point,`geo_point`>> field named `coordinates`:
 +
 [role="screenshot"]
 image::images/index-mgmt/management-index-templates-mappings.png[Mapped fields page]

docs/reference/ingest/geo-match-enrich-policy-type-ex.asciidoc

@@ -82,13 +82,13 @@ pipeline. In the pipeline, add an <<enrich-processor,enrich processor>> that
 includes:
 
 * Your enrich policy.
-* The `field` of incoming documents used to match the geo_shape of documents
+* The `field` of incoming documents used to match the geoshape of documents
   from the enrich index.
 * The `target_field` used to store appended enrich data for incoming documents.
   This field contains the `match_field` and `enrich_fields` specified in your
   enrich policy.
-* The `shape_relation`, which indicates how the processor matches geo_shapes in
-  incoming documents to geo_shapes in documents from the enrich index. See
+* The `shape_relation`, which indicates how the processor matches geoshapes in
+  incoming documents to geoshapes in documents from the enrich index. See
   <<_spatial_relations>> for valid options and more information.
 
 [source,console]

docs/reference/ingest/processors/enrich.asciidoc

@@ -20,7 +20,7 @@ See <<ingest-enriching-data,enrich data>> section for more information about how
 | `ignore_missing`   | no        | false                | If `true` and `field` does not exist, the processor quietly exits without modifying the document
 | `override`         | no        | true                 | If processor will update fields with pre-existing non-null-valued field. When set to `false`, such fields will not be touched.
 | `max_matches`      | no        | 1                    | The maximum number of matched documents to include under the configured target field. The `target_field` will be turned into a json array if `max_matches` is higher than 1, otherwise `target_field` will become a json object. In order to avoid documents getting too large, the maximum allowed value is 128.
-| `shape_relation`   | no        | `INTERSECTS`         | A spatial relation operator used to match the <<geo-shape,geo_shape>> of incoming documents to documents in the enrich index. This option is only used for `geo_match` enrich policy types. See <<_spatial_relations>> for operators and more information.
+| `shape_relation`   | no        | `INTERSECTS`         | A spatial relation operator used to match the <<geo-shape,geoshape>> of incoming documents to documents in the enrich index. This option is only used for `geo_match` enrich policy types. See <<_spatial_relations>> for operators and more information.
 
 include::common-options.asciidoc[]
 |======

docs/reference/mapping/types/geo-point.asciidoc

@@ -1,20 +1,20 @@
 [[geo-point]]
-=== Geo-point field type
+=== Geopoint field type
 ++++
-<titleabbrev>Geo-point</titleabbrev>
+<titleabbrev>Geopoint</titleabbrev>
 ++++
 
 Fields of type `geo_point` accept latitude-longitude pairs, which can be used:
 
-* to find geo-points within a <<query-dsl-geo-bounding-box-query,bounding box>>,
+* to find geopoints within a <<query-dsl-geo-bounding-box-query,bounding box>>,
   within a certain <<query-dsl-geo-distance-query,distance>> of a central point,
-  or within a <<query-dsl-geo-polygon-query,polygon>> or within a <<query-dsl-geo-shape-query,geo_shape query>>.
+  or within a <<query-dsl-geo-polygon-query,polygon>> or within a <<query-dsl-geo-shape-query,`geo_shape` query>>.
 * to aggregate documents <<search-aggregations-bucket-geohashgrid-aggregation,geographically>>
   or by <<search-aggregations-bucket-geodistance-aggregation,distance>> from a central point.
 * to integrate distance into a document's <<query-dsl-function-score-query,relevance score>>.
 * to <<geo-sorting,sort>> documents by distance.
 
-There are five ways that a geo-point may be specified, as demonstrated below:
+There are five ways that a geopoint may be specified, as demonstrated below:
 
 [source,console]
 --------------------------------------------------
@@ -31,7 +31,7 @@ PUT my-index-000001
 
 PUT my-index-000001/_doc/1
 {
-  "text": "Geo-point as an object",
+  "text": "Geopoint as an object",
   "location": { <1>
     "lat": 41.12,
     "lon": -71.34
@@ -40,25 +40,25 @@ PUT my-index-000001/_doc/1
 
 PUT my-index-000001/_doc/2
 {
-  "text": "Geo-point as a string",
+  "text": "Geopoint as a string",
   "location": "41.12,-71.34" <2>
 }
 
 PUT my-index-000001/_doc/3
 {
-  "text": "Geo-point as a geohash",
+  "text": "Geopoint as a geohash",
   "location": "drm3btev3e86" <3>
 }
 
 PUT my-index-000001/_doc/4
 {
-  "text": "Geo-point as an array",
+  "text": "Geopoint as an array",
   "location": [ -71.34, 41.12 ] <4>
 }
 
 PUT my-index-000001/_doc/5
 {
-  "text": "Geo-point as a WKT POINT primitive",
+  "text": "Geopoint as a WKT POINT primitive",
   "location" : "POINT (-71.34 41.12)" <5>
 }
 
@@ -81,20 +81,20 @@ GET my-index-000001/_search
 }
 --------------------------------------------------
 
-<1> Geo-point expressed as an object, with `lat` and `lon` keys.
-<2> Geo-point expressed as a string with the format: `"lat,lon"`.
-<3> Geo-point expressed as a geohash.
-<4> Geo-point expressed as an array with the format: [ `lon`, `lat`]
-<5> Geo-point expressed as a https://docs.opengeospatial.org/is/12-063r5/12-063r5.html[Well-Known Text]
+<1> Geopoint expressed as an object, with `lat` and `lon` keys.
+<2> Geopoint expressed as a string with the format: `"lat,lon"`.
+<3> Geopoint expressed as a geohash.
+<4> Geopoint expressed as an array with the format: [ `lon`, `lat`]
+<5> Geopoint expressed as a https://docs.opengeospatial.org/is/12-063r5/12-063r5.html[Well-Known Text]
 POINT with the format: `"POINT(lon lat)"`
-<6> A geo-bounding box query which finds all geo-points that fall inside the box.
+<6> A geo-bounding box query which finds all geopoints that fall inside the box.
 
 [IMPORTANT]
-.Geo-points expressed as an array or string
+.Geopoints expressed as an array or string
 ==================================================
 
-Please note that string geo-points are ordered as `lat,lon`, while array
-geo-points are ordered as the reverse: `lon,lat`.
+Please note that string geopoints are ordered as `lat,lon`, while array
+geopoints are ordered as the reverse: `lon,lat`.
 
 Originally, `lat,lon` was used for both array and string, but the array
 format was changed early on to conform to the format used by GeoJSON.
@@ -121,17 +121,17 @@ The following parameters are accepted by `geo_point` fields:
 
 <<ignore-malformed,`ignore_malformed`>>::
 
-    If `true`, malformed geo-points are ignored. If `false` (default),
-    malformed geo-points throw an exception and reject the whole document.
-    A geo-point is considered malformed if its latitude is outside the range
+    If `true`, malformed geopoints are ignored. If `false` (default),
+    malformed geopoints throw an exception and reject the whole document.
+    A geopoint is considered malformed if its latitude is outside the range
     -90 <= latitude <= 90, or if its longitude is outside the range -180 <= longitude <= 180.
     Note that this cannot be set if the `script` parameter is used.
 
 `ignore_z_value`::
 
     If `true` (default) three dimension points will be accepted (stored in source)
     but only latitude and longitude values will be indexed; the third dimension is
-    ignored. If `false`, geo-points containing any more than latitude and longitude
+    ignored. If `false`, geopoints containing any more than latitude and longitude
     (two dimensions) values throw an exception and reject the whole document. Note
     that this cannot be set if the `script` parameter is used.
 
@@ -165,9 +165,9 @@ The following parameters are accepted by `geo_point` fields:
     <<runtime-mapping-fields,runtime equivalent>>, and should emit points
     as a pair of (lat, lon) double values.
 
-==== Using geo-points in scripts
+==== Using geopoints in scripts
 
-When accessing the value of a geo-point in a script, the value is returned as
+When accessing the value of a geopoint in a script, the value is returned as
 a `GeoPoint` object, which allows access to the `.lat` and `.lon` values
 respectively:
 

docs/reference/mapping/types/geo-shape.asciidoc

@@ -1,7 +1,7 @@
 [[geo-shape]]
-=== Geo-shape field type
+=== Geoshape field type
 ++++
-<titleabbrev>Geo-shape</titleabbrev>
+<titleabbrev>Geoshape</titleabbrev>
 ++++
 
 The `geo_shape` data type facilitates the indexing of and searching
@@ -10,14 +10,14 @@ used when either the data being indexed or the queries being executed
 contain shapes other than just points.
 
 You can query documents using this type using
-<<query-dsl-geo-shape-query,geo_shape Query>>.
+a <<query-dsl-geo-shape-query,`geo_shape` query>>.
 
 [[geo-shape-mapping-options]]
 [discrete]
 ==== Mapping Options
 
-The geo_shape mapping maps geo_json geometry objects to the geo_shape
-type. To enable it, users must explicitly map fields to the geo_shape
+The `geo_shape` mapping maps GeoJSON geometry objects to the `geo_shape`
+type. To enable it, users must explicitly map fields to the `geo_shape`
 type.
 
 [cols="<,<,<",options="header",]
@@ -58,7 +58,7 @@ entire document.
 
 |`ignore_z_value` |If `true` (default) three dimension points will be accepted (stored in source)
 but only latitude and longitude values will be indexed; the third dimension is ignored. If `false`,
-geo-points containing any more than latitude and longitude (two dimensions) values throw an exception
+geopoints containing any more than latitude and longitude (two dimensions) values throw an exception
 and reject the whole document.
 | `true`
 
@@ -291,8 +291,8 @@ POST /example/_doc
 --------------------------------------------------
 // TEST[catch:/mapper_parsing_exception/]
 
-An `orientation` parameter can be defined when setting the geo_shape mapping (see <<geo-shape-mapping-options>>). This will define vertex
-order for the coordinate list on the mapped geo_shape field. It can also be overridden on each document. The following is an example for
+An `orientation` parameter can be defined when setting the `geo_shape` mapping (see <<geo-shape-mapping-options>>). This will define vertex
+order for the coordinate list on the mapped `geo_shape` field. It can also be overridden on each document. The following is an example for
 overriding the orientation on a document:
 
 [source,console]
@@ -313,7 +313,7 @@ POST /example/_doc
 [[geo-multipoint]]
 ===== http://geojson.org/geojson-spec.html#id5[MultiPoint]
 
-The following is an example of a list of geojson points:
+The following is an example of a list of GeoJSON points:
 
 [source,console]
 --------------------------------------------------
@@ -342,7 +342,7 @@ POST /example/_doc
 [[geo-multilinestring]]
 ===== http://geojson.org/geojson-spec.html#id6[MultiLineString]
 
-The following is an example of a list of geojson linestrings:
+The following is an example of a list of GeoJSON linestrings:
 
 [source,console]
 --------------------------------------------------
@@ -373,7 +373,7 @@ POST /example/_doc
 [[geo-multipolygon]]
 ===== http://geojson.org/geojson-spec.html#id7[MultiPolygon]
 
-The following is an example of a list of geojson polygons (second polygon contains a hole):
+The following is an example of a list of GeoJSON polygons (second polygon contains a hole):
 
 [source,console]
 --------------------------------------------------
@@ -404,7 +404,7 @@ POST /example/_doc
 [[geo-geometry_collection]]
 ===== http://geojson.org/geojson-spec.html#geometrycollection[Geometry Collection]
 
-The following is an example of a collection of geojson geometry objects:
+The following is an example of a collection of GeoJSON geometry objects:
 
 [source,console]
 --------------------------------------------------
@@ -479,5 +479,5 @@ a <<geo-polygon,`polygon`>>.
 
 Due to the complex input structure and index representation of shapes,
 it is not currently possible to sort shapes or retrieve their fields
-directly. The geo_shape value is only retrievable through the `_source`
+directly. The `geo_shape` value is only retrievable through the `_source`
 field.

docs/reference/mapping/types/shape.asciidoc

@@ -18,7 +18,7 @@ You can query documents using this type using
 [discrete]
 ==== Mapping Options
 
-Like the <<geo-shape, geo_shape>> field type, the `shape` field mapping maps
+Like the <<geo-shape,`geo_shape`>> field type, the `shape` field mapping maps
 http://geojson.org[GeoJSON] or https://docs.opengeospatial.org/is/12-063r5/12-063r5.html[Well-Known Text]
 (WKT) geometry objects to the shape type. To enable it, users must explicitly map
 fields to the shape type.
@@ -34,8 +34,8 @@ different ways. 1. Right-hand rule: `right`, `ccw`, `counterclockwise`,
 2. Left-hand rule: `left`, `cw`, `clockwise`. The default orientation
 (`counterclockwise`) complies with the OGC standard which defines
 outer ring vertices in counterclockwise order with inner ring(s) vertices (holes)
-in clockwise order. Setting this parameter in the geo_shape mapping explicitly
-sets vertex order for the coordinate list of a geo_shape field but can be
+in clockwise order. Setting this parameter in the `geo_shape` mapping explicitly
+sets vertex order for the coordinate list of a `geo_shape` field but can be
 overridden in each individual GeoJSON or WKT document.
 | `ccw`
 
@@ -46,7 +46,7 @@ entire document.
 
 |`ignore_z_value` |If `true` (default) three dimension points will be accepted (stored in source)
 but only latitude and longitude values will be indexed; the third dimension is ignored. If `false`,
-geo-points containing any more than latitude and longitude (two dimensions) values throw an exception
+geopoints containing any more than latitude and longitude (two dimensions) values throw an exception
 and reject the whole document.
 | `true`
 
@@ -279,7 +279,7 @@ POST /example/_doc
 [[multipoint]]
 ===== http://geojson.org/geojson-spec.html#id5[MultiPoint]
 
-The following is an example of a list of geojson points:
+The following is an example of a list of GeoJSON points:
 
 [source,console]
 --------------------------------------------------
@@ -308,7 +308,7 @@ POST /example/_doc
 [[multilinestring]]
 ===== http://geojson.org/geojson-spec.html#id6[MultiLineString]
 
-The following is an example of a list of geojson linestrings:
+The following is an example of a list of GeoJSON linestrings:
 
 [source,console]
 --------------------------------------------------
@@ -339,7 +339,7 @@ POST /example/_doc
 [[multipolygon]]
 ===== http://geojson.org/geojson-spec.html#id7[MultiPolygon]
 
-The following is an example of a list of geojson polygons (second polygon contains a hole):
+The following is an example of a list of GeoJSON polygons (second polygon contains a hole):
 
 [source,console]
 --------------------------------------------------
@@ -370,7 +370,7 @@ POST /example/_doc
 [[geometry_collection]]
 ===== http://geojson.org/geojson-spec.html#geometrycollection[Geometry Collection]
 
-The following is an example of a collection of geojson geometry objects:
+The following is an example of a collection of GeoJSON geometry objects:
 
 [source,console]
 --------------------------------------------------

docs/reference/ml/anomaly-detection/functions/ml-geo-functions.asciidoc

@@ -70,7 +70,7 @@ For example, JSON data might contain the following transaction coordinates:
 // NOTCONSOLE
 
 In {es}, location data is likely to be stored in `geo_point` fields. For more
-information, see {ref}/geo-point.html[Geo-point data type]. This data type is
+information, see {ref}/geo-point.html[`geo_point` data type]. This data type is
 supported natively in {ml-features}. Specifically, {dfeed} when pulling data from
 a `geo_point` field, will transform the data into the appropriate `lat,lon` string
 format before sending to the {anomaly-job}.

docs/reference/ml/anomaly-detection/ml-configuring-transform.asciidoc

@@ -421,7 +421,7 @@ The preview {dfeed} API returns the following results, which show that
 
 
 [[ml-configuring-transform8]]
-.Example 8: Transforming geo_point data
+.Example 8: Transforming geopoint data
 
 [source,console]
 --------------------------------------------------