TODO.md

TO-DO LIST

• [DONE] Write tests for the extract_aspects functions and make sure everything runs as expected.
• [DONE] Write sample for extract_aspects
• [DONE]Sketch out score_aspect functions.
  • [DONE-but minimal]Get a sentence-level sentiment analysis model going.
  • Write test_score_aspect tests.
• Refactor code in get_sentences_by_aspect (in score_aspect file) and code in extract_aspects (in main file) ==> redundancy here.
• main.py now runs, but seems to be buggy (all aspect scores are 0.0). Write tests in order to figure out where the bug is.

Broader features to add/prioritize:

• Improve sentiment analysis
  • Demonstrate ML chops
  • Need to do some manual tagging?
• Improve opinion sentence identification (part of aspect extraction).

Today:

1. [DONE] Write test_score_aspect tests.
   • [DONE] ensure that main.py works.
2. Get improved sentiment analysis going:
   • Incorporate several lexicon-based featurizers.
   • train/evaluate on movie review dataset.