diff --git a/source/images/compass/collection-schema.png b/source/images/compass/collection-schema.png
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diff --git a/source/images/compass/max-time-ms.png b/source/images/compass/max-time-ms.png
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diff --git a/source/images/compass/query-bar-schema-view.png b/source/images/compass/query-bar-schema-view.png
index 88109d978..da2b4fe05 100644
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diff --git a/source/images/compass/query-builder.png b/source/images/compass/query-builder.png
index 099f9fe19..a9b756aaa 100644
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diff --git a/source/images/compass/query-builder2.png b/source/images/compass/query-builder2.png
index f402390a2..941be80bc 100644
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diff --git a/source/images/compass/query-builder3.png b/source/images/compass/query-builder3.png
index c7071b4f3..a0cccb192 100644
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diff --git a/source/images/compass/query-builder4.png b/source/images/compass/query-builder4.png
index 596afa612..cd7d03ec3 100644
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diff --git a/source/includes/steps-create-query-via-builder.yaml b/source/includes/steps-create-query-via-builder.yaml
index 27460fc97..b40c8fb02 100644
--- a/source/includes/steps-create-query-via-builder.yaml
+++ b/source/includes/steps-create-query-via-builder.yaml
@@ -5,8 +5,8 @@ content: |
 
     In the :guilabel:`Schema` view, you can click on a chart value to
     build a query. For example, the following image shows the query
-    filter built by clicking the ``EWR`` value for the
-    ``departureAirportFsCode`` field.
+    filter built by clicking the ``Manhattan`` value for the
+    ``borough`` field.
 
     .. figure:: /images/compass/query-builder.png
        :figwidth: 815px
@@ -30,7 +30,7 @@ level: 4
 ref: create-compound-query
 content: |
    For example, the following image shows shows the compound query
-   built by selecting a value in the ``flightId`` field.
+   built by selecting values in the ``cuisine`` field.
 
    .. figure:: /images/compass/query-builder2.png
       :figwidth: 817px
diff --git a/source/schema.txt b/source/schema.txt
index beee5d6f8..d2f8a572c 100644
--- a/source/schema.txt
+++ b/source/schema.txt
@@ -55,7 +55,7 @@ percentage of each data type represented.
      that Compass can provide a graded bar of the field contents, with
      the most-frequently occurring string on the left.
 
-   - The ``categories`` field contains arrays of strings. The analysis
+   - The ``grades`` field contains arrays of strings. The analysis
      shows the minimum, maximum, and average array lengths.
 
    .. figure:: /images/compass/collection-schema.png