Are bad reviews of scented candles on amazon indicators of surging covid cases?

I was sent the below picture and here in my bored mind went to go replicate the work.

Using Amazon.ca and scraping review data across 4 product pages, I collected about 220 comments and labelled these myself.

See the Notebook (analysis.ipynb) to follow along if interested.

Inspired by this tweet

Data sources:

Name		Name	Last commit message	Last commit date
Latest commit History 9 Commits
data		data
README.md		README.md
aggregate_reviews.ipynb		aggregate_reviews.ipynb
analysis.ipynb		analysis.ipynb
review_scraper.py		review_scraper.py