various updates/fixes

Author: tomkralidis

workshop/content/docs/introduction.md

@@ -54,7 +54,7 @@ The core design principles are as follows:
 - long term sustainability
 - modularity
 - extensibility
-- building on a large ecosystem of Free Open Source and OSGeo components such as GDAL, rasterio, Shapely, Pandas, Elasticsearch, PostGIS and many others
+- building on a large ecosystem of Free Open Source and OSGeo components such as GDAL, Rasterio, Shapely, Pandas, Elasticsearch, PostGIS and many others
 
 The project was initiated by [Tom Kralidis](https://github.com/tomkralidis). Within weeks, several talented
 developers joined the project, which led to the formation of a core team and [Project Steering Committee (PSC)](https://pygeoapi.io/community/psc). Contributions continued

workshop/content/docs/publishing/first.md

@@ -126,7 +126,7 @@ and `lat` in the CSV file. Notice the `storage_crs` parameter, which indicates t
 !!! Tip
 
     To learn more about the pygeoapi configuration syntax and conventions see
-    the [relevant chapter in the documentation](https://docs.pygeoapi.io/en/latest/configuration.html).
+    the [relevant section in the documentation](https://docs.pygeoapi.io/en/latest/configuration.html).
 
 !!! Tip
 

workshop/content/docs/publishing/ogcapi-coverages.md

@@ -11,7 +11,7 @@ data (grids, remote sensing data, multidimensional data cubes):
 
 ## pygeoapi support
 
-pygeoapi supports the OGC API - Coverages draft specification, with [rasterio](https://rasterio.readthedocs.io) and [xarray](https://docs.xarray.dev) as core backends
+pygeoapi supports the OGC API - Coverages draft specification, with [Rasterio](https://rasterio.readthedocs.io) and [xarray](https://docs.xarray.dev) as core backends
 as well as [CoverageJSON](https://covjson.org) and native output.
 
 !!! note
@@ -21,7 +21,7 @@ as well as [CoverageJSON](https://covjson.org) and native output.
 
 ## Publish a raster dataset
 
-In the previous exercises we have demonstrated the steps involved to publish vector data and update the pygeoapi configuration. In this section we are going to publish a raster file in GeoTIFF format, from a [rasterio](https://rasterio.readthedocs.io) source provider.
+In the previous exercises we have demonstrated the steps involved to publish vector data and update the pygeoapi configuration. In this section we are going to publish a raster file in GeoTIFF format, from a [Rasterio](https://rasterio.readthedocs.io) source provider.
 
 
 !!! question "Update the pygeoapi configuration"
@@ -58,7 +58,7 @@ In the previous exercises we have demonstrated the steps involved to publish vec
 
 !!! tip
 
-    The rasterio provider `format.name` directive **requires** a valid [GDAL raster driver short name](https://gdal.org/drivers/raster/index.html)
+    The Rasterio provider `format.name` directive **requires** a valid [GDAL raster driver short name](https://gdal.org/drivers/raster/index.html)
 
 Save the configuration and restart Docker Compose. Navigate to <http://localhost:5000/collections> to evaluate whether the new dataset has been published.
 

workshop/content/docs/publishing/ogcapi-edr.md

@@ -66,7 +66,9 @@ Let's try publishing some ICOADS data via the EDR xarray plugin. The sample ICOA
 Save the configuration and restart Docker Compose. Navigate to <http://localhost:5000/collections> to evaluate whether the new dataset has been published.
 
 At first glance, the `icoads-sst` collection appears as a normal OGC API - Coverages collection. Look a bit closer at the collection description, and notice
-that there is a `parameter_names' key that describes EDR parameter names for the collection queries.
+that there is a `parameter_names` key that describes EDR parameter names for the collection queries.
+
+Try visualizing the following EDR position query in a web browser: <http://localhost:5000/collections/icoads-sst/position?coords=POINT(174.7645%20-36.8509)>
 
 ### OWSLib - Advanced
 
@@ -107,9 +109,9 @@ that there is a `parameter_names' key that describes EDR parameter names for the
         >>> len(collections['collections'])
         13
         >>> icoads_sst = w.collection('icoads-sst')
-        >>> icoads_sst['parameter-names'].keys()
+        >>> icoads_sst['parameter_names'].keys()
         dict_keys(['SST', 'AIRT', 'UWND', 'VWND'])
-        >>> data = w.query_data('icoads_sst', 'position', coords='POINT(-75 45)', parameter_names=['SST', 'AIRT'])
+        >>> data = w.query_data('icoads-sst', 'position', coords='POINT(174.7645 -36.8509)', parameter_names=['SST', 'AIRT'])
         >>> data  # CoverageJSON data
         ```
         </div>
@@ -127,9 +129,9 @@ that there is a `parameter_names' key that describes EDR parameter names for the
         >>> len(collections['collections'])
         13
         >>> icoads_sst = w.collection('icoads-sst')
-        >>> icoads_sst['parameter-names'].keys()
+        >>> icoads_sst['parameter_names'].keys()
         dict_keys(['SST', 'AIRT', 'UWND', 'VWND'])
-        >>> data = w.query_data('icoads_sst', 'position', coords='POINT(-75 45)', parameter_names=['SST', 'AIRT'])
+        >>> data = w.query_data('icoads-sst', 'position', coords='POINT(174.7645 -36.8509)', parameter_names=['SST', 'AIRT'])
         >>> data  # CoverageJSON data
         ```
         </div>

workshop/content/docs/publishing/ogcapi-edr.pt.md

@@ -107,9 +107,9 @@ que há uma chave 'parameter_names' que descreve os nomes dos parâmetros EDR pa
         >>> len(collections['collections'])
         13
         >>> icoads_sst = w.collection('icoads-sst')
-        >>> icoads_sst['parameter-names'].keys()
+        >>> icoads_sst['parameter_names'].keys()
         dict_keys(['SST', 'AIRT', 'UWND', 'VWND'])
-        >>> data = w.query_data('icoads_sst', 'position', coords='POINT(-75 45)', parameter_names=['SST', 'AIRT'])
+        >>> data = w.query_data('icoads-sst', 'position', coords='POINT(174.7645 -36.8509)', parameter_names=['SST', 'AIRT'])
         >>> data  # dados CoverageJSON
         ```
         </div>
@@ -127,9 +127,9 @@ que há uma chave 'parameter_names' que descreve os nomes dos parâmetros EDR pa
         >>> len(collections['collections'])
         13
         >>> icoads_sst = w.collection('icoads-sst')
-        >>> icoads_sst['parameter-names'].keys()
+        >>> icoads_sst['parameter_names'].keys()
         dict_keys(['SST', 'AIRT', 'UWND', 'VWND'])
-        >>> data = w.query_data('icoads_sst', 'position', coords='POINT(-75 45)', parameter_names=['SST', 'AIRT'])
+        >>> data = w.query_data('icoads-sst', 'position', coords='POINT(174.7645 -36.8509)', parameter_names=['SST', 'AIRT'])
         >>> data  # dados CoverageJSON
         ```
         </div>

workshop/content/docs/publishing/ogcapi-records.md

@@ -14,7 +14,7 @@ for clients and users.
 
 ## pygeoapi support
 
-pygeoapi supports the OGC API - Records specification, using Elasticsearch and TinyDB [rasterio](https://rasterio.readthedocs.io) as core backends.
+pygeoapi supports the OGC API - Records specification, using Elasticsearch and TinyDB as core backends.
 
 !!! note