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I couldn’t just walk past this Tweet, so here is some fun #dataviz
Scented candles: An unexpected victim of the COVID-19 pandemic 1/n https://twitter.com/TerriDrawsStuff/status/1331362372179554304 …pic.twitter.com/tVecEiX5Jc
First, I downloaded a random subsample of US-based customer reviews of the 3 most popular scented candles on Amazon. Between January 2017 and January 2020, the average rating stayed around 4.3/5, but there was a sharp drop between January and November 2020. 2/npic.twitter.com/kpCRZ1StKZ
Could it be because of the COVID-related loss of smell? To investigate, I plotted the reviews of the 3 most popular unscented candles on Amazon*, and the difference was quite striking 3/n *One thing to note: fewer reviews are available for unscented candles than for scented onespic.twitter.com/D9NdknJJAU
Since the beginning of 2020, customer satisfaction with scented candles has been dropping at a much faster rate compared to unscented candles. 4/npic.twitter.com/LULlUh9P6W
That’s where things get really interesting. Instead of just looking at ratings, I decided to dig into the content of these reviews, so I wrote a quick function that flagged all reviews that mentioned lack of scent. 5/n
Now, most people were rating their candles without taking the time to write a detailed review, so I expanded my sample to include top 5 scented candles from 4 different brands. 6/n
Since the beginning of this year, the proportion of reviews mentioning lack of scent grew from < 2% in January to close to 6% in November. These numbers may not seem like much, but the trajectory of no-scent reviews over the last 11 months is certainly an interesting one 7/npic.twitter.com/K5wEuM0boo
So, if you are doing any virtual Black Friday shopping today, and if you still have your sense of smell, maybe buy a scented candle and leave a nice review. And no, I don't work for a candle company. I just like looking at data. 8/n
Data + code examples: https://github.com/kateptrv/Candles … Chrome plugin to download your own Amazon reviews data:https://chrome.google.com/webstore/detail/amazon-review-scraper/kpmpdlljfabhiffaoamleakiblkbmmle?hl=en …
THANK YOU
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