@@ -20,9 +20,9 @@ In this guide, you can learn how to use **aggregation operations** in
2020the {+driver-short+}.
2121
2222Aggregation operations process data in your MongoDB collections and
23- return computed results. MongoDB's Aggregation pipeline, part of the
24- Query API, is modeled on the concept of data processing pipelines.
25- Documents enter a multi-staged pipeline that transforms the documents
23+ return computed results. MongoDB's aggregation pipeline, which is part of the
24+ Query API, is modeled on the concept of data- processing pipelines.
25+ Documents enter a multi-stage pipeline that transforms the documents
2626into an aggregated result.
2727
2828.. sharedinclude:: dbx/agg-tutorials-manual-tip.rst
@@ -34,11 +34,11 @@ into an aggregated result.
3434Analogy
3535~~~~~~~
3636
37- Another way to think of aggregation is like a car factory. Within the
38- car factory is an assembly line, along which are assembly stations with
39- specialized tools to do a specific job, like drills and welders. Raw
40- parts enter the factory, which are then transformed and assembled into a
41- finished product.
37+ The functionality of an aggregation is similar to what occurs in a car
38+ factory. Within the car factory is an assembly line, along which are
39+ assembly stations with specialized tools to do a specific job, like
40+ drills and welders. Raw parts enter the factory, and the factory
41+ transforms them and assembles them into a finished product.
4242
4343The **aggregation pipeline** is the assembly line, **aggregation
4444stages** are the assembly stations, and **operator expressions** are the
@@ -128,9 +128,10 @@ In the following example, the aggregation pipeline:
128128- Uses a :manual:`$group </reference/operator/aggregation/group/>` stage to group the matching documents by the ``stars``
129129 field, accumulating a count of documents for each distinct value of ``stars``.
130130
131- .. seealso ::
131+ .. tip ::
132132
133- You can build the expressions used in this example using the :ref:`aggregation builders <aggregates-builders>`.
133+ You can build the expressions used in this example by using the
134+ :ref:`aggregation builders <aggregates-builders>`.
134135
135136.. io-code-block::
136137
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