Demonstrate how you retrieve relevant information from e.g. social media, news, review report, open dataset. You may need to demonstrate your ability to use API, postman for online data retrieval.

Financial Information

1. Demonstrate how you retrieve relevant information from e.g. social media, news, review report, open dataset. You may need to demonstrate your ability to use API, postman for online data retrieval.
2. Illustrate how you deploy Natural Language Processing (NLP) for cleaning dataset, structuring and vectorizing data. You may consider producing a word cloud for abstracting the corpus at hand.
3. Perform textual analysis and encode the procedure. You may collect the corresponding lexicon that aligns with your domain context for semantic polarity classification.
4. Organize and outline the above tasks (including the used python codes). elaborate the procedure in detail and the employed techniques.