diff --git a/snippets/count_occurences.md b/snippets/count_occurences.md
index 87c5bb2be..7c5c4dd6c 100644
--- a/snippets/count_occurences.md
+++ b/snippets/count_occurences.md
@@ -1,16 +1,15 @@
 ---
 title: count_occurences
-tags: list
+tags: list,beginner
 ---
-:information_source: Already implemented via `list.count()`.
 
 Counts the occurrences of a value in a list.
 
-Uses the list comprehension to increment a counter each time you encounter the specific value inside the list.
+Increment a counter for every item in the list that has the given value and is of the same type.
 
 ```py
 def count_occurrences(lst, val):
-    return len([x for x in lst if x == val and type(x) == type(val)])
+  return len([x for x in lst if x == val and type(x) == type(val)])
 ```
 
 ```py
diff --git a/snippets/count_vowels.md b/snippets/count_vowels.md
deleted file mode 100644
index 8198d120c..000000000
--- a/snippets/count_vowels.md
+++ /dev/null
@@ -1,17 +0,0 @@
----
-title: count_vowels
-tags: string
----
-Retuns `number` of vowels in provided `string`.
-
-Use a regular expression to count the number of vowels `(A, E, I, O, U)` in a string.
-
-```py
-import re
-
-def count_vowels(str):
-    return len(re.findall(r'[aeiou]', str, re.IGNORECASE))
-
-count_vowels('foobar') # 3
-count_vowels('gym')# 0
-```
diff --git a/snippets/decapitalize.md b/snippets/decapitalize.md
index cb5e53fca..e26758a31 100644
--- a/snippets/decapitalize.md
+++ b/snippets/decapitalize.md
@@ -1,14 +1,16 @@
 ---
 title: decapitalize
-tags: string
+tags: string,intermediate
 ---
+
 Decapitalizes the first letter of a string.
 
-Decapitalizes the first letter of the string and then adds it with rest of the string. Omit the `upper_rest` parameter to keep the rest of the string intact, or set it to `true` to convert to uppercase.
+Decapitalize the first letter of the string and then add it with rest of the string. 
+Omit the `upper_rest` parameter to keep the rest of the string intact, or set it to `True` to convert to uppercase.
 
 ```py
 def decapitalize(string, upper_rest=False):
-    return str[:1].lower() + (str[1:].upper() if upper_rest else str[1:])
+  return str[:1].lower() + (str[1:].upper() if upper_rest else str[1:])
 ```
 
 ```py
diff --git a/snippets/deep_flatten.md b/snippets/deep_flatten.md
index 8a148fe1b..299855bbf 100644
--- a/snippets/deep_flatten.md
+++ b/snippets/deep_flatten.md
@@ -1,27 +1,30 @@
 ---
 title: deep_flatten
-tags: list
+tags: list,recursion,intermediate
 ---
+
 Deep flattens a list.
 
-Use recursion. Use `list.extend()` with an empty list (`result`) and the spread function to flatten a list. Recursively flatten each element that is a list.
+Use recursion. 
+Define a function, `spread`, that uses either `list.extend()` or `list.append()` on each element in a list to flatten it.
+Use `list.extend()` with an empty list and the `spread` function to flatten a list.
+Recursively flatten each element that is a list.
 
 ```py
 def spread(arg):
-    ret = []
-    for i in arg:
-        if isinstance(i, list):
-            ret.extend(i)
-        else:
-            ret.append(i)
-    return ret
-
+  ret = []
+  for i in arg:
+    if isinstance(i, list):
+      ret.extend(i)
+    else:
+      ret.append(i)
+  return ret
 
 def deep_flatten(lst):
-    result = []
-    result.extend(
-        spread(list(map(lambda x: deep_flatten(x) if type(x) == list else x, lst))))
-    return result
+  result = []
+  result.extend(
+    spread(list(map(lambda x: deep_flatten(x) if type(x) == list else x, lst))))
+  return result
 ```
 
 ```py
diff --git a/snippets/difference.md b/snippets/difference.md
index afeb8cbcd..4c730cf68 100644
--- a/snippets/difference.md
+++ b/snippets/difference.md
@@ -1,16 +1,18 @@
 ---
 title: difference
-tags: list
+tags: list,beginner
 ---
+
 Returns the difference between two iterables.
 
-Use list comprehension to only keep values not contained in `b`.
+Create a `set` fromn `b`, then use list comprehension on `a` to only keep values not contained in the previously created set, `_b`.
 
 ```py
 def difference(a, b):
-    _b = set(b)
-    return [item for item in a if item not in _b]
+  _b = set(b)
+  return [item for item in a if item not in _b]
 ```
+
 ```py
 difference([1, 2, 3], [1, 2, 4]) # [3]
 ```
diff --git a/snippets/difference_by.md b/snippets/difference_by.md
index 5fae2a2f6..5805b3366 100644
--- a/snippets/difference_by.md
+++ b/snippets/difference_by.md
@@ -1,15 +1,16 @@
 ---
 title: difference_by
-tags: list
+tags: list,function,intermediate
 ---
-Returns the difference between two list, after applying the provided function to each list element of both.
 
-Create a `set` by applying `fn` to each element in `b`, then use list comprehension in combination with fn on a to only keep values not contained in the previously created `set`.
+Returns the difference between two lists, after applying the provided function to each list element of both.
+
+Create a `set` by applying `fn` to each element in `b`, then use list comprehension in combination with `fn` on `a` to only keep values not contained in the previously created set, `_b`.
 
 ```py
 def difference_by(a, b, fn):
-    b = set(map(fn, b))
-    return [item for item in a if fn(item) not in b]
+  _b = set(map(fn, b))
+  return [item for item in a if fn(item) not in _b]
 ```
 
 ```py