diff --git a/src/parse.py b/src/parse.py
new file mode 100644
index 0000000..ba44eb4
--- /dev/null
+++ b/src/parse.py
@@ -0,0 +1,13 @@
+# SPDX-License-Identifier: LGPL-2.1-only
+# Copyright 2022 Jookia <contact@jookia.org>
+
+from src import tokenize
+
+
+# Removes whitespace tokens
+def remove_whitespace(tokens):
+    output = []
+    for t in tokens:
+        if t.type not in [tokenize.TokenType.SPACE, tokenize.TokenType.NEWLINE]:
+            output.append(t)
+    return output
diff --git a/tests/test_parse.py b/tests/test_parse.py
new file mode 100644
index 0000000..0d037e6
--- /dev/null
+++ b/tests/test_parse.py
@@ -0,0 +1,33 @@
+# SPDX-License-Identifier: LGPL-2.1-only
+# Copyright 2022 Jookia <contact@jookia.org>
+
+from hypothesis import given
+from hypothesis.strategies import (
+    composite,
+    lists,
+)
+
+from src import tokenize
+from src import parse
+from tests import test_tokenize
+
+
+# Draws random tokens and a list without whitespace in them
+@composite
+def draw_tokens_whitespace(draw):
+    input = draw(lists(test_tokenize.draw_token_random()))
+    tokens = []
+    for t in input:
+        if t.type not in [tokenize.TokenType.SPACE, tokenize.TokenType.NEWLINE]:
+            tokens.append(t)
+    return (input, tokens)
+
+
+# Tests is remove_whitespace works correctly
+# We expect the following behaviour:
+# - No tokens are modified
+# - Tokens of type SPACE or NEWLINE are removed from the output
+@given(draw_tokens_whitespace())
+def test_parse_remove_whitespace(test_data):
+    (input, tokens) = test_data
+    assert parse.remove_whitespace(input) == tokens