diff --git a/collections/README.md b/collections/README.md
index 28d55c81c5..09c6870ba2 100644
--- a/collections/README.md
+++ b/collections/README.md
@@ -193,7 +193,7 @@ We already know the first three arguments of the ``NewMap`` function.
 
 The fourth parameter is our `KeyCodec`, we know that the ``Map`` has `string` as key so we pass it a `KeyCodec` that handles strings as keys.
 
-The fifth parameter is our `ValueCodec`, we know that the `Map` as a `uint64` as value so we pass it a `ValueCodec` that handles uint64.
+The fifth parameter is our `ValueCodec`, we know that the `Map` has a `uint64` as value so we pass it a `ValueCodec` that handles uint64.
 
 Collections already comes with all the required implementations for golang primitive types.
 
@@ -587,7 +587,7 @@ Let's analyse each method in the example and how it makes use of the `Iterate` a
 In `GetAllAccounts` we pass to our `Iterate` a nil `Ranger`. This means that the returned `Iterator` will include
 all the existing keys within the collection.
 
-Then we use some the `Values` method from the returned `Iterator` API to collect all the values into a slice.
+Then we use the `Values` method from the returned `Iterator` API to collect all the values into a slice.
 
 `Iterator` offers other methods such as `Keys()` to collect only the keys and not the values and `KeyValues` to collect
 all the keys and values.
@@ -602,7 +602,7 @@ we instruct it to report us results in reverse order through `Descending`
 Then we pass the range instruction to `Iterate` and get an `Iterator`, which will contain only the results
 we specified in the range.
 
-Then we use again th `Values` method of the `Iterator` to collect all the results.
+Then we use again the `Values` method of the `Iterator` to collect all the results.
 
 `collections.Range` also offers a `Prefix` API which is not applicable to all keys types,
 for example uint64 cannot be prefix because it is of constant size, but a `string` key
@@ -777,7 +777,7 @@ We use the `collections.Join` function to generate the composite key.
 `collections.Pair` contains the two keys we have joined, it also exposes two methods: `K1` to fetch the 1st part of the
 key and `K2` to fetch the second part.
 
-As always, we use the `collections.Map.Set` method to map the composite key to our value (`math.Int`in this case)
+As always, we use the `collections.Map.Set` method to map the composite key to our value (`math.Int` in this case)
 
 #### GetBalance
 
@@ -860,7 +860,7 @@ Then we can see in our `AccountIndexes` struct the `Number` field is defined as:
 ```
 
 Where the first type parameter is `uint64`, which is the field type of our index.
-The second type parameter is the primary key `sdk.AccAddress`
+The second type parameter is the primary key `sdk.AccAddress`.
 And the third type parameter is the actual object we're storing `authtypes.BaseAccount`.
 
 Then we create a `NewAccountIndexes` function that instantiates and returns the `AccountsIndexes` struct.