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 					![](regex.png)
 				</section>
 				<section data-markdown>
-					## Somethings I would like to discuss
-					- DataFrame and memory
+					## Things to consider for the future
 					- Error handling
-					- Async?
+					- Maxing API calls
+					- Comparing different channels
+					- DataFrame and memory
 				</section>
 				<section data-markdown>
 					### DataFrame immutability and memory?
@@ -383,7 +384,7 @@
 				<section data-markdown>
 					## Conclusion
 					- Analysing consistency
-					- YouTube Data API --> Heroku
+					- YouTube Data API --> pandas --> altair --> Heroku
 					- Share your work!
 				</section>
 				<section data-markdown>
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