diff --git a/docs/user/dashboard/aggregation-reference.asciidoc b/docs/user/dashboard/aggregation-reference.asciidoc
index cb5c484def3b9..17bfc19c2e0c9 100644
--- a/docs/user/dashboard/aggregation-reference.asciidoc
+++ b/docs/user/dashboard/aggregation-reference.asciidoc
@@ -12,91 +12,168 @@ This reference can help simplify the comparison if you need a specific feature.
 [options="header"]
 |===
 
-| Type | Aggregation-based | Lens | TSVB | Timelion | Vega
+| Type | Lens | TSVB | Agg-based | Vega | Timelion
 
 | Table
-^| X
-^| X
-^| X
+| ✓
+| ✓
+| ✓
 |
 |
 
-| Table with summary row
-^| X
-^| X
-|
+| Bar, line, and area
+| ✓
+| ✓
+| ✓
+| ✓
+| ✓
+
+| Split chart/small multiples
 |
+| ✓
+| ✓
+| ✓
 |
 
-| Bar, line, and area charts
-^| X
-^| X
-^| X
-^| X
-^| X
+| Pie and donut
+| ✓
+|
+| ✓
+| ✓
+|
 
-| Percentage bar or area chart
+| Sunburst
+| ✓
 |
-^| X
-^| X
+| ✓
+| ✓
 |
-^| X
 
-| Split bar, line, and area charts
-^| X
+| Treemap
+| ✓
+|
 |
+| ✓
 |
+
+| Heat map
+| ✓
+| ✓
+| ✓
+| ✓
 |
-^| X
 
-| Pie and donut charts
-^| X
-^| X
+| Gauge and Goal
 |
+| ✓
+| ✓
+| ✓
 |
-^| X
 
-| Sunburst chart
-^| X
-^| X
+| Markdown
+|
+| ✓
 |
 |
 |
 
-| Heat map
-^| X
-^| X
+| Metric
+| ✓
+| ✓
+| ✓
+| ✓
+|
+
+| Tag cloud
 |
 |
-^| X
+| ✓
+| ✓
+|
 
-| Gauge and Goal
-^| X
+|===
+
+[float]
+[[table-features]]
+=== Table features
+
+[options="header"]
+|===
+
+| Type | Lens | TSVB | Agg-based
+
+| Summary row
+| ✓
 |
-^| X
+| ✓
+
+| Pivot table
+| ✓
 |
 |
 
-| Markdown
+| Calculated column
+| Formula
+| ✓
+| Percent only
+
+| Color by value
+| ✓
+| ✓
 |
+
+|===
+
+[float]
+[[xy-features]]
+=== Bar, line, area features
+
+[options="header"]
+|===
+
+| Type | Lens | TSVB | Agg-based | Vega | Timelion
+
+| Dense time series
+| Customizable
+| ✓
+| Customizable
+| ✓
+| ✓
+
+| Percentage mode
+| ✓
+| ✓
+| ✓
+| ✓
 |
-^| X
+
+| Break downs
+| 1
+| 1
+| 3
+| ∞
+| 1
+
+| Custom color with break downs
 |
+| Only for Filters
+| ✓
+| ✓
 |
 
-| Metric
-^| X
-^| X
-^| X
+| Fit missing values
+| ✓
 |
-^| X
+| ✓
+| ✓
+| ✓
 
-| Tag cloud
-^| X
+| Synchronized tooltips
+|
+| ✓
 |
 |
 |
-^| X
 
 |===
 
@@ -111,67 +188,57 @@ For information about {es} bucket aggregations, refer to {ref}/search-aggregatio
 [options="header"]
 |===
 
-| Type | Agg-based | Markdown | Lens | TSVB
+| Type | Lens | TSVB | Agg-based
 
 | Histogram
-^| X
-^| X
-^| X 
+| ✓
 | 
+| ✓
 
 | Date histogram
-^| X
-^| X
-^| X
-^| X
+| ✓
+| ✓
+| ✓
 
 | Date range
-^| X
-^| X
-| 
+| Use filters
 | 
+| ✓
 
 | Filter
-^| X
-^| X
 |
-^| X
+| ✓
+|
 
 | Filters
-^| X
-^| X
-^| X
-^| X
+| ✓
+| ✓
+| ✓
 
 | GeoHash grid
-^| X
-^| X
 | 
 | 
+| ✓
 
 | IP range
-^| X
-^| X
-| 
-| 
+| Use filters
+| Use filters
+| ✓
 
 | Range
-^| X
-^| X
-^| X
-| 
+| ✓
+| Use filters
+| ✓
 
 | Terms
-^| X
-^| X
-^| X
-^| X
+| ✓
+| ✓
+| ✓
 
 | Significant terms
-^| X
-^| X
 |
-^| X
+|
+| ✓
 
 |===
 
@@ -186,67 +253,57 @@ For information about {es} metrics aggregations, refer to {ref}/search-aggregati
 [options="header"]
 |===
 
-| Type | Agg-based | Markdown | Lens | TSVB
+| Type | Lens | TSVB | Agg-based
 
 | Metrics with filters
+| ✓
 |
 |
-^| X
-|
-
-| Average
-^| X
-^| X
-^| X
-^| X
 
-| Sum 
-^| X
-^| X
-^| X
-^| X
+| Average, Sum, Max, Min
+| ✓
+| ✓
+| ✓
 
 | Unique count (Cardinality)
-^| X
-^| X
-^| X
-^| X
-
-| Max
-^| X
-^| X
-^| X
-^| X
-
-| Min
-^| X
-^| X
-^| X
-^| X
-
-| Percentiles
-^| X
-^| X
-^| X
-^| X
+| ✓
+| ✓
+| ✓
+
+| Percentiles and Median
+| ✓
+| ✓
+| ✓
 
 | Percentiles Rank
-^| X
-^| X
-| 
-^| X
+|
+| ✓
+| ✓
+
+| Standard deviation
+|
+| ✓
+| ✓
+
+| Sum of squares
+|
+| ✓
+|
 
 | Top hit (Last value)
-^| X
-^| X
-^| X
-^| X
+| ✓
+| ✓
+| ✓
 
 | Value count 
 | 
 | 
+| ✓
+
+| Variance
+| 
+| ✓
 | 
-^| X
 
 |===
 
@@ -261,61 +318,94 @@ For information about {es} pipeline aggregations, refer to {ref}/search-aggregat
 [options="header"]
 |===
 
-| Type | Agg-based | Markdown | Lens | TSVB
+| Type | Lens | TSVB | Agg-based
 
 | Avg bucket  
-^| X
-^| X
-| 
-^| X
+| <<lens-formulas, `overall_average` formula>>
+| &check;
+| &check;
 
 | Derivative  
-^| X
-^| X
-^| X
-^| X
+| &check;
+| &check;
+| &check;
 
 | Max bucket   
-^| X
-^| X
-| 
-^| X
+| <<lens-formulas, `overall_max` formula>>
+| &check;
+| &check;
 
 | Min bucket   
-^| X
-^| X
-| 
-^| X
+| <<lens-formulas, `overall_min` formula>>
+| &check;
+| &check;
 
 | Sum bucket  
-^| X
-^| X
-| 
-^| X
+| <<lens-formulas, `overall_sum` formula>>
+| &check;
+| &check;
  
 | Moving average  
-^| X
-^| X
-^| X
-^| X
+| &check;
+| &check;
+| &check;
 
 | Cumulative sum 
-^| X
-^| X
-^| X
-^| X
+| &check;
+| &check;
+| &check;
 
 | Bucket script 
 | 
 | 
+| &check;
+
+| Bucket selector
+| 
 | 
-^| X
+|
 
 | Serial differencing 
-^| X
-^| X
 | 
-^| X
+| &check;
+| &check;
+
+|===
+
+[float]
+[[custom-functions]]
+=== Additional functions
+
+[options="header"]
+|===
+
+| Type | Lens | TSVB | Agg-based
+
+| Counter rate
+| &check;
+| &check;
+|
+
+| <<tsvb-function-reference, Filter ratio>>
+| Use <<lens-formulas, formula>>
+| &check;
+|
+
+| <<tsvb-function-reference, Positive only>>
+|
+| &check;
+|
+
+| <<tsvb-function-reference, Series agg>>
+|
+| &check;
+|
+
+| Static value
+|
+| &check;
+|
+
 
 |===
 
@@ -329,41 +419,49 @@ build their advanced visualization.
 [options="header"]
 |===
 
-| Type | Agg-based | Lens | TSVB | Timelion | Vega
+| Type | Lens | TSVB | Agg-based | Vega | Timelion
 
-| Math on aggregated data
+| Math
+| &check;
+| &check;
 |
-^| X
-^| X
-^| X
-^| X
+| &check;
+| &check;
 
 | Visualize two indices
+| &check;
+| &check;
 |
-^| X
-^| X
-^| X
-^| X
+| &check;
+| &check;
 
 | Math across indices
 |
 |
 |
-^| X
-^| X
+| &check;
+| &check;
 
 | Time shifts
+| &check;
+| &check;
 |
-^| X
-^| X
-^| X
-^| X
+| &check;
+| &check;
 
 | Fully custom {es} queries
 |
 |
 |
+| &check;
 |
-^| X
+
+| Normalize by time
+| &check;
+| &check;
+|
+|
+|
+
 
 |===
diff --git a/docs/user/dashboard/lens.asciidoc b/docs/user/dashboard/lens.asciidoc
index 4ecfcc9250122..2071f17ecff3d 100644
--- a/docs/user/dashboard/lens.asciidoc
+++ b/docs/user/dashboard/lens.asciidoc
@@ -139,6 +139,42 @@ image::images/lens_drag_drop_3.gif[Using drag and drop to reorder]
 
 . Press Space bar to confirm, or to cancel, press Esc.
 
+[float]
+[[lens-formulas]]
+==== Use formulas to perform math
+
+Formulas let you perform math on aggregated data in Lens by typing
+math and quick functions. To access formulas,
+click the *Formula* tab in the dimension editor. Access the complete
+reference for formulas from the help menu.
+
+The most common formulas are dividing two values to produce a percent.
+To display accurately, set *Value format* to *Percent*.
+
+Filter ratio::
+
+Use `kql=''` to filter one set of documents and compare it to other documents within the same grouping.
+For example, to see how the error rate changes over time:
++
+```
+count(kql='response.status_code > 400') / count()
+```
+
+Week over week:: Use `shift='1w'` to get the value of each grouping from
+the previous week. Time shift should not be used with the *Top values* function.
++
+```
+percentile(system.network.in.bytes, percentile=99) /
+percentile(system.network.in.bytes, percentile=99, shift='1w')
+```
+
+Percent of total:: Formulas can calculate `overall_sum` for all the groupings,
+which lets you convert each grouping into a percent of total:
++
+```
+sum(products.base_price) / overall_sum(sum(products.base_price))
+```
+
 [float]
 [[lens-faq]]
 ==== Frequently asked questions