diff --git a/docs/glossary.md b/docs/glossary.md
index 173d37abc..5d2533b02 100644
--- a/docs/glossary.md
+++ b/docs/glossary.md
@@ -14,7 +14,7 @@ nav = []
[Bitmap](../data-model/#overview): The on-disk and in-memory representation of a [row](#row). Implemented with [Roaring](#roaring-bitmap).
-[BSI](../data-model/#bsi-range-encoding) Bit-sliced indexing is the method Pilosa uses to represent multi-bit integers. Integer values are stored in `int` [fields](#field), and can be used for [Range](#range-bsi), [Min](#min), [Max](#max), and [Sum](#sum) queries.
+[BSI](../data-model/#bsi-range-encoding): Bit-sliced indexing is the method Pilosa uses to represent multi-bit integers. Integer values are stored in `int` [fields](#field), and can be used for [Range](#range-bsi), [Min](#min), [Max](#max), and [Sum](#sum) queries.
Cluster: A cluster consists of one or more [nodes](#node) which share a cluster configuration. The cluster also defines how data is [replicated](#replica) and how internode communication is coordinated. Pilosa does not have a leader node, all data is evenly distributed, and any node can respond to queries.
@@ -22,13 +22,15 @@ nav = []
Fragment: A Fragment is the intersection of a [field](#field) and a [shard](#shard) in an [index](#index).
-[Field](../data-model/#field): Fields are used to group [rows](#row) into different categories. Row IDs are namespaced by field such that the same row ID in a different field refers to a different row. For [ranked](#topn) fields, rows are kept in sorted order within the field. Fields are one of four types: set, [int](#bsi), bool, time, and mutex. For more information, see [data model](../data-model/) and [Creating fields](../api-reference/#create-field).
+[Field](../data-model/#field): Fields are used to group [rows](#row) into different categories. Row IDs are namespaced by field such that the same row ID in a different field refers to a different row. For [ranked](#topn) fields, rows are kept in sorted order within the field. Fields are one of five types: set, [int](#bsi), bool, time, and mutex. For more information, see [data model](../data-model/) and [Creating fields](../api-reference/#create-field).
[Frame](../data-model/#field): Prior to Pilosa 1.0, fields were known as frames.
[Gossip](https://en.wikipedia.org/wiki/Gossip_protocol): A protocol used by Pilosa for internal communication.
-[Index](../data-model/#index): An Index is a top level container in Pilosa, analogous to a database in an RDBMS. Queries cannot operate across multiple indexes.
+[GroupBy](../query-language/#group-by): A [PQL](#pql) query, with functionality similar to a SQL `GROUP BY` clause, that returns the count of the intersection of every combination of rows taking one row each from the specified `Rows` calls. GroupBy can be thought of as a multi-dimensional version of the [TopN](#topn) query.
+
+[Index](../data-model/#index): An Index is a top level container in Pilosa, analogous to a database in an RDBMS. Basic queries cannot operate across multiple indexes.
[Jump Consistent Hash](https://arxiv.org/pdf/1406.2294v1.pdf): A fast, minimal memory, consistent hash algorithm that evenly distributes the workload even when the number of buckets changes.
@@ -52,9 +54,11 @@ nav = []
[Row](../data-model/#row): Rows are the fundamental vertical data axis within Pilosa. They are namespaced to each [field](#field) within an [index](#index). Represented as a [Bitmap](#bitmap).
-[Row (Ranged)](../query-language/#row-range):: A [PQL](#pql) query that returns bits based on comparison to timestamps, set according to the [time quantum](#time-quantum).
+[Row (Ranged)](../query-language/#row-range): A [PQL](#pql) query that returns bits based on comparison to timestamps, set according to the [time quantum](#time-quantum).
-[Row (BSI)](../query-language/#row-bsi):: A [PQL](#pql) query that returns bits based on comparison to integers stored in [BSI](#bsi) [fields](#field).
+[Row (BSI)](../query-language/#row-bsi): A [PQL](#pql) query that returns bits based on comparison to integers stored in [BSI](#bsi) [fields](#field).
+
+[Rows](../query-language/#rows): A [PQL](#pql) query that returns a list of row IDs in the given field which have at least one bit set. The field argument is mandatory, the others are optional. `Rows` is the primary argument used with the [GroupBy](#groupby) query.
[Slice](../data-model/#shard): Prior to Pilosa 1.0, shards were known as slices.