diff --git a/sparse_vector/src/main.rs b/sparse_vector/src/main.rs
index 67e9298..88985d9 100644
--- a/sparse_vector/src/main.rs
+++ b/sparse_vector/src/main.rs
@@ -1,19 +1,39 @@
+/**
+ *                _ _   _               _
+ * __      ___ __(_) |_| |_ ___ _ __   | |__  _   _
+ * \ \ /\ / / '__| | __| __/ _ \ '_ \  | '_ \| | | |
+ *  \ V  V /| |  | | |_| ||  __/ | | | | |_) | |_| |
+ *   \_/\_/ |_|  |_|\__|\__\___|_| |_| |_.__/ \__, |
+ *                                            |___/
+ *  ____                  __     __               _
+ * / ___|_   _____ _ __   \ \   / /__   __ _  ___| |
+ * \___ \ \ / / _ \ '_ \   \ \ / / _ \ / _` |/ _ \ |
+ *  ___) \ V /  __/ | | |   \ V / (_) | (_| |  __/ |
+ * |____/ \_/ \___|_| |_|    \_/ \___/ \__, |\___|_|
+ *                                     |___/
+ * Licensed under the GPLv2 License, Version 2.0 (the "License");
+ * Copyright (c) Sven Vogel
+ */
+
 use std::collections::BTreeMap;
 use std::time::Instant;
 use bytesize::ByteSize;
 use rand::Rng;
 use jemalloc_ctl::{stats, epoch};
 
+// we use a custom allocator for tracking heap allocations
 #[global_allocator]
 static ALLOC: jemallocator::Jemalloc = jemallocator::Jemalloc;
 
-/// Only stores more efficiently when at least 50% of all elements are zeros
+/// Wrapper struct around a BinaryTreeMap that stores the non zero elements of a vector by using the indices
+/// as keys in the tree.
 pub struct SparseVec {
     map: BTreeMap<usize, f64>
 }
 
 impl SparseVec {
 
+    /// Compute the dot product of two vectors
     pub fn dot(&self, other: &SparseVec) -> f64 {
         let mut sum = 0.0;
 
@@ -24,14 +44,20 @@ impl SparseVec {
         sum
     }
 
+    /// Create a new SparseVec with a theoretical size of `elements`. `non_null`is the ration of non zero elements
+    /// in the sparse vector. A value of 0.0 means that all elements are zero.
     pub fn new(elements: usize, non_null: f64) -> Self {
+        // calculate the number of non-zero elements
         let non_zero_elements = (elements as f64 * non_null) as usize;
 
+        // create the map
         let mut map = BTreeMap::new();
 
         let mut rng = rand::thread_rng();
 
+        // generate some random values
         for i in 0..non_zero_elements {
+            // generate a random index that continuesly increases
             let idx = i as f32 / non_zero_elements as f32 * (elements as f32 - 4.0) + rng.gen_range(0.0..3.0);
 
             map.insert(idx as usize, 0.5);
@@ -43,6 +69,7 @@ impl SparseVec {
     }
 }
 
+// rudimentary macro for timing a block of code
 macro_rules! time {
     ($name:literal, $block:expr) => {{
         let start = Instant::now();