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diff --git a/.gitignore b/.gitignore
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+*.DS_Store
+
+# exclude notebook checkpoints
+.ipynb_checkpoints
+
+# exclude run script
+
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diff --git a/extra content - bonus content.pdf b/extra content - bonus content.pdf
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