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diff --git a/README.md b/README.md
index b1cf5d3..4b160d8 100644
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+++ b/README.md
@@ -1,5 +1,5 @@
 <p align="center">
-<img width="400px" src=".github/logo.png" title="RuleMiner logo"/>
+<img width="400px" src="./docs/src/assets/logo.svg" title="RuleMiner logo"/>
 </p>
 
 # RuleMiner.jl - Pattern Mining in Julia
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diff --git a/src/RuleMiner.jl b/src/RuleMiner.jl
index 1b21385..40f4003 100644
--- a/src/RuleMiner.jl
+++ b/src/RuleMiner.jl
@@ -1,5 +1,5 @@
 # RuleMiner.jl
-# Asoociation Rule Mining in Julia
+# Pattern Mining in Julia
 #=
 Copyright (c) 2024 Jared Schwartz
 
@@ -28,7 +28,7 @@ module RuleMiner
 using DataFrames
 using Combinatorics
 
-# Stdlib Dependencies
+# Base and Standard Library Dependencies
 using Mmap
 using Base.Threads
 using SparseArrays
@@ -52,7 +52,7 @@ include("data_structures/fputils.jl")
 export FPNode
 export FPTree
 
-#=============Assocition Rule Mining=============#
+#=============Association Rule Mining=============#
 include("association_rules/apriori.jl")
 
 export apriori