diff --git a/docs/make.jl b/docs/make.jl
index b53cf71f..0396998a 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -14,9 +14,9 @@ makedocs(
         "StreamSampling.jl" => "index.md",
         "Basics" => "basics.md",
         "An Illustrative Example" => "example.md",
-        "API" => "api.md",
         "Performance Tips" => "perf_tips.md", 
-        "Benchmarks" => "benchmark.md"
+        "Benchmarks" => "benchmark.md",
+        "API" => "api.md",
     ],
     warnonly = [:doctest, :missing_docs, :cross_references],
 )
@@ -31,4 +31,4 @@ if CI
         devbranch = "main",
     )
 end
-println("Finished building and deploying docs.")
\ No newline at end of file
+println("Finished building and deploying docs.")
diff --git a/docs/src/index.md b/docs/src/index.md
index 7b9e9f52..df99010d 100644
--- a/docs/src/index.md
+++ b/docs/src/index.md
@@ -1,10 +1,17 @@
 
-# StreamSampling.jl
+# Introduction
 
 ```@docs
 StreamSampling
 ```
 
+## Installation
+
+```julia
+using Pkg
+Pkg.add("StreamSampling")
+```
+
 ## Reproducibility
 
 ```@raw html
diff --git a/docs/src/perf_tips.md b/docs/src/perf_tips.md
index 7fe632cf..e7355c22 100644
--- a/docs/src/perf_tips.md
+++ b/docs/src/perf_tips.md
@@ -26,11 +26,11 @@ iter = 1:10^7;
 Running with both version we get
 
 ```@example 1
-@btime fit_iter!(rs, $iter) setup=(rs = ReservoirSampler{Int}(10, AlgRSWRSKIP(); mutable = true))
+@btime fit_iter!(rs, $iter) setup=(rs = ReservoirSampler{Int}(10, AlgRSWRSKIP(); mutable = true));
 ```
 
 ```@example 1
-@btime fit_iter!(rs, $iter) setup=(rs = ReservoirSampler{Int}(10, AlgRSWRSKIP(); mutable = false))
+@btime fit_iter!(rs, $iter) setup=(rs = ReservoirSampler{Int}(10, AlgRSWRSKIP(); mutable = false));
 ```
 
 As you can see, the immutable version is 50% faster than