diff --git a/04_vectors.clj b/04_vectors.clj
index 2c87c4e..5d5ed27 100644
--- a/04_vectors.clj
+++ b/04_vectors.clj
@@ -1,30 +1,30 @@
 
   ; "You can use vectors in clojure as array-like structures"
-  (= __ (count [42]))
+  (= 1 (count [42]))
 
   ; "You can create a vector from a list"
-  (= __ (vec '(1)))
+  (= [1] (vec '(1)))
 
   ; "Or from some elements"
-  (= __ (vector nil nil))
+  (= [nil nil] (vector nil nil))
 
   ; "But you can populate it with any number of elements at once"
-  (= [1 __] (vec '(1 2)))
+  (= [1 2] (vec '(1 2)))
 
   ; "Conjoining to a vector is different than to a list"
   (= __ (conj [111 222] 333))
 
   ; "You can get the first element of a vector like so"
-  (= __ (first [:peanut :butter :and :jelly]))
+  (= :peanut (first [:peanut :butter :and :jelly]))
 
   ; "And the last in a similar fashion"
-  (= __ (last [:peanut :butter :and :jelly]))
+  (= :jelly (last [:peanut :butter :and :jelly]))
 
   ; "Or any index if you wish"
-  (= __ (nth [:peanut :butter :and :jelly] 3))
+  (= :jelly (nth [:peanut :butter :and :jelly] 3)) ;; J - index #'s still start with 0 in Clojure.
 
   ; "You can also slice a vector"
-  (= __ (subvec [:peanut :butter :and :jelly] 1 3))
+  (= [:butter :and] (subvec [:peanut :butter :and :jelly] 1 3)) ;; J - slicing with subvec includes first index arg and excludes second
 
   ; "Equality with collections is in terms of values"
-  (= (list 1 2 3) (vector 1 2 __))
+  (= true (list 1 2 3) (vector 1 2 3)) ;; J - lists and vectors are comparable.
diff --git a/05_sets.clj b/05_sets.clj
index 744cd4d..63f920b 100644
--- a/05_sets.clj
+++ b/05_sets.clj
@@ -1,18 +1,18 @@
 
   ; "You can create a set by converting another collection"
-  (= #{3} (set __))
+  (= #{3} (set [3]))
 
   ; "Counting them is like counting other collections"
-  (= __ (count #{1 2 3}))
+  (= 3 (count #{1 2 3}))
 
   ; "Remember that a set is a *mathematical* set"
-  (= __ (set '(1 1 2 2 3 3 4 4 5 5)))
+  (= #{1 2 3 4 5} (set '(1 1 2 2 3 3 4 4 5 5))) ;; J - This creates a unique ORDERED set so it's always sorted.
 
   ; "You can ask clojure for the union of two sets"
-  (= __ (set/union #{1 2 3 4} #{2 3 5}))
+  (= #{1 2 3 4 5} (set/union #{1 2 3 4} #{2 3 5})) ;; J - Uniting sets still orders them and keeps elements unique
 
   ; "And also the intersection"
-  (= __ (set/intersection #{1 2 3 4} #{2 3 5}))
+  (= #{2 3} (set/intersection #{1 2 3 4} #{2 3 5})) ;; J - Creates a new set of common elements.
 
   ; "But don't forget about the difference"
-  (= __ (set/difference #{1 2 3 4 5} #{2 3 5}))
+  (= #{1 4} (set/difference #{1 2 3 4 5} #{2 3 5}))
diff --git a/06_maps.clj b/06_maps.clj
index b9f8b61..1e745cb 100644
--- a/06_maps.clj
+++ b/06_maps.clj
@@ -1,47 +1,49 @@
 
   ; "Don't get lost when creating a map"
-  (= {:a 1 :b 2} (hash-map :a 1 __ __))
-
+  (= {:a 1 :b 2} (hash-map :a 1 :b 2)) ;; J - Hash maps are key-value pairs defined as a linear
+                                       ;; sequence. {key value key2 value2} etc.
   ; "A value must be supplied for each key"
-  (= {:a 1} (hash-map :a __))
+  (= {:a 1} (hash-map :a 1))
 
   ; "The size is the number of entries"
-  (= __ (count {:a 1 :b 2}))
+  (= 2 (count {:a 1 :b 2}))
 
   ; "You can look up the value for a given key"
-  (= __ (get {:a 1 :b 2} :b))
+  (= 2 (get {:a 1 :b 2} :b))
 
   ; "Maps can be used as functions to do lookups"
-  (= __ ({:a 1 :b 2} :a))
+  (= 1 ({:a 1 :b 2} :a)) ;; J - This is a bit confusing, but it essentially amounts to a keyword placed
+                         ;; on either side of a hash-map returning the key-word's matching value, the difference
+                         ;; being that the left object is called as a function on the right.
 
   ; "And so can keywords"
-  (= __ (:a {:a 1 :b 2}))
+  (= 1 (:a {:a 1 :b 2}))
 
   ; "But map keys need not be keywords"
-  (= __ ({2010 "Vancouver" 2014 "Sochi" 2018 "PyeongChang"} 2014))
+  (= "Sochi" ({2010 "Vancouver" 2014 "Sochi" 2018 "PyeongChang"} 2014))
 
   ; "You may not be able to find an entry for a key"
-  (= __ (get {:a 1 :b 2} :c))
+  (= nil (get {:a 1 :b 2} :c)) ;; J - This caused a considerable delay in the REPL.
 
   ; "But you can provide your own default"
-  (= __ (get {:a 1 :b 2} :c :key-not-found))
+  (= :key-not-found (get {:a 1 :b 2} :c :key-not-found)) ;; J - The third argument for get is the default.
 
   ; "You can find out if a key is present"
-  (= __ (contains? {:a nil :b nil} :b))
+  (= true (contains? {:a nil :b nil} :b))
 
   ; "Or if it is missing"
-  (= __ (contains? {:a nil :b nil} :c))
+  (= false (contains? {:a nil :b nil} :c))
 
   ; "Maps are immutable, but you can create a new and improved version"
-  (= {1 "January" 2 __} (assoc {1 "January"} 2 "February"))
+  (= {1 "January" 2 "February"} (assoc {1 "January"} 2 "February"))
 
   ; "You can also create a new version with an entry removed"
-  (= {__ __} (dissoc {1 "January" 2 "February"} 2))
+  (= {1 "January"} (dissoc {1 "January" 2 "February"} 2)) ;; J - This can take any number of keys to dissociate.
 
   ; "Often you will need to get the keys, but the order is undependable"
-  (= (list __ __ __)
-     (sort (keys { 2014 "Sochi" 2018 "PyeongChang" 2010 "Vancouver"})))
-
+  (= (list 2010 2014 2018)
+     (sort (keys { 2014 "Sochi" 2018 "PyeongChang" 2010 "Vancouver"}))) ;; J - If you don't sort these, they are
+                                                                        ;; essentially returned in random order.
   ; "You can get the values in a similar way"
-  (= (list __ __ __)
-     (sort (vals {2010 "Vancouver" 2014 "Sochi" 2018 "PyeongChang"})))
+  (= (list "PyeongChang" "Vancouver" "PyeongChang")
+     (sort (vals {2010 "Vancouver" 2014 "Sochi" 2018 "PyeongChang"}))) ;; J - Sorts numerically or alphabetically