diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -51,4 +51,5 @@ Hope you enjoy it.
 ### Change Log
 - 4 JUN 2022 alembic migrations added to project
 - 6 JUN 2022 added initial dataset for shakespeare models
-- 3 OCT 2022 poetry added to project
\ No newline at end of file
+- 3 OCT 2022 poetry added to project
+- 12 NOV 2022 ruff implemented to project as linting tool