diff --git a/docs/features/GetBal().png b/docs/features/GetBal().png
index 1665f3f..4152b38 100644
Binary files a/docs/features/GetBal().png and b/docs/features/GetBal().png differ
diff --git a/docs/features/implementation.md b/docs/features/implementation.md
index 9205ce2..4f7ac12 100644
--- a/docs/features/implementation.md
+++ b/docs/features/implementation.md
@@ -2,11 +2,12 @@
 
 # Implementation Features
 ## Parallel Hashmap
-<!-- phmap vs memory -->
+<!-- memory vs database -->
 <!-- phmap vs std hash map -->
+<!-- https://greg7mdp.github.io/parallel-hashmap/ -->
 below is `GetBal()` being called where `x` axis grows with # of users reaching 10 million users, `y` axis is time in ns. The name given is random between 0 and max users at that time as to provide more accurate results
 ![image](GetBal().png)
-as the graph demonstrates, regardless of size GetBal remains consistent at around 50ns.
+as the graph demonstrates, regardless of size GetBal remains consistent at around 50ns on my 3700x.
 ## xxHash
 ## base64
 ## drogon webframework