diff --git a/doc/sphinx/09_Microbenchmarks/M2_SPATTER/SPATTER.rst b/doc/sphinx/09_Microbenchmarks/M2_SPATTER/SPATTER.rst
index 0da482e9..f58ff93c 100644
--- a/doc/sphinx/09_Microbenchmarks/M2_SPATTER/SPATTER.rst
+++ b/doc/sphinx/09_Microbenchmarks/M2_SPATTER/SPATTER.rst
@@ -188,14 +188,14 @@ Crossroads
 
 These weak-scaling experiements were ran on 1, 2, 4, 8, 16, 32, 56, 64, 96, and 112 ranks with a single Crossroads node.
 
-These experiments were ran with core-bidning turned on and plotting enabled. All were built with gcc 9.4.0 and openmpi 3.1.6
+These experiments were ran with core-binding turned on and plotting enabled.
 
 xRAGE Asteroid Spatter Pattern 5
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 Weak-scaling experiment for the pattern in patterns/xrage/asteroid/spatter5.json. Results will be found in spatter.weakscaling/Crossroads/xrage/asteroid/spatter5/ and Figures will be found in figures/spatter.weakscaling/Crossroads/xrage/asteroid/spatter5
 
-This pattern is a Gather (dest[i] = src[pattern[i]]) with a length of 8,368,968 elements (pattern[i]) with a target vector (src[i]) length of 1,120,524.
+This pattern is a Gather with a length of 8,368,968 elements with a target vector length of 1,120,524.
 
 
 .. code-block:: bash
@@ -204,10 +204,10 @@ This pattern is a Gather (dest[i] = src[pattern[i]]) with a length of 8,368,968
 
 ..
 
-.. csv-table:: Spatter Weak Scaling Performance for xRAGE Spatter Pattern 5 on Crossroads
+.. csv-table:: Spatter Weak Scaling Performance (MB/s per Rank) for xRAGE Spatter Pattern 5 on Crossroads
    :file: ats3_weak_average_asteroid_5.csv
    :align: center
-   :widths: 5, 8
+   :widths: 5, 5
    :header-rows: 1
 
 .. figure:: ats3_weak_average_asteroid_5.png
@@ -215,13 +215,15 @@ This pattern is a Gather (dest[i] = src[pattern[i]]) with a length of 8,368,968
    :scale: 50%
    :alt: Spatter Weak Scaling Performance for xRAGE Spatter Pattern 5 on Crossroads
 
+   Spatter Weak Scaling Performance for xRAGE Spatter Pattern 5 on Crossroads
+
 
 xRAGE Asteroid Spatter Pattern 9
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 
 Weak-scaling experiment for the pattern in patterns/xrage/asteroid/spatter5.json. Results will be found in spatter.weakscaling/Crossroads/xrage/asteroid/spatter9/ and Figures will be found in figures/spatter.weakscaling/Crossroads/xrage/asteroid/spatter9
 
-This pattern is a Scatter (dest[pattern[i]] = src[i]) with a length of 6,664,304 elements (pattern[i]) with a target vector (dest[i]) length of 2,051,100.
+This pattern is a Scatter with a length of 6,664,304 elements with a target vector length of 2,051,100.
 
 .. code-block:: bash
 
@@ -229,10 +231,10 @@ This pattern is a Scatter (dest[pattern[i]] = src[i]) with a length of 6,664,304
 
 ..
 
-.. csv-table:: Spatter Weak Scaling Performance for xRAGE Spatter Pattern 9 on Crossroads
+.. csv-table:: Spatter Weak Scaling Performance (MB/s per Rank) for xRAGE Spatter Pattern 9 on Crossroads
    :file: ats3_weak_average_asteroid_9.csv
    :align: center
-   :widths: 5, 8
+   :widths: 5, 5
    :header-rows: 1
 
 .. figure:: ats3_weak_average_asteroid_9.png
@@ -240,6 +242,8 @@ This pattern is a Scatter (dest[pattern[i]] = src[i]) with a length of 6,664,304
    :scale: 50%
    :alt: Spatter Weak Scaling Performance for xRAGE Spatter Pattern 9 on Crossroads
 
+   Spatter Weak Scaling Performance for xRAGE Spatter Pattern 9 on Crossroads
+
 
 V100
 ------------
diff --git a/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3.gp b/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3.gp
index fca1808e..6491310e 100644
--- a/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3.gp
+++ b/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3.gp
@@ -6,7 +6,7 @@ set xlabel "No. Processing Elements"
 set ylabel "Figure of Merit (Avg. Bandwidth per rank MB/s)"
 
 set xrange [1:128]
-set key outside
+set nokey
 
 set logscale x 2
 
diff --git a/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_average_asteroid_5.csv b/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_average_asteroid_5.csv
index 9277f19b..96150f60 100644
--- a/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_average_asteroid_5.csv
+++ b/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_average_asteroid_5.csv
@@ -1,4 +1,4 @@
-No. Cores,Pattern
+No. Cores,Average Bandwidth per Rank (MB/s)
 1,7427.1
 2,7400.44
 4,7080.54
diff --git a/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_average_asteroid_9.csv b/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_average_asteroid_9.csv
index b1993fc7..538874e3 100644
--- a/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_average_asteroid_9.csv
+++ b/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_average_asteroid_9.csv
@@ -1,4 +1,4 @@
-No. Cores,Pattern
+No. Cores,Average Bandwidth per Rank (MB/s)
 1,6269.91
 2,6272.86
 4,5949.62
diff --git a/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_total_asteroid_5.csv b/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_total_asteroid_5.csv
index 71a19742..69d38835 100644
--- a/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_total_asteroid_5.csv
+++ b/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_total_asteroid_5.csv
@@ -1,4 +1,4 @@
-No. Cores,Pattern
+No. Cores,Total Bandwidth (MB/s)
 1,7427.1
 2,14800.88
 4,28322.15
diff --git a/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_total_asteroid_9.csv b/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_total_asteroid_9.csv
index 253d1571..dd41745b 100644
--- a/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_total_asteroid_9.csv
+++ b/doc/sphinx/09_Microbenchmarks/M2_SPATTER/ats3_weak_total_asteroid_9.csv
@@ -1,4 +1,4 @@
-No. Cores,Pattern
+No. Cores,Total Bandwidth (MB/s)
 1,6269.91
 2,12545.72
 4,23798.47