bbsky sentiment tracker

glad you brought this up! i did include name misspellings with a technique called fuzzy matching, and i tried to include nicknames that i noticed coming up consistently, but only when i thought they would yield accurate results. #bb27 #bbsky

ultimately, i think i did my best to handle it, but i have wondered if he was underrepresented in my analysis.

Will was tricky bc with NLP it isn't easy to differentiate "Will" as a name/proper noun from the verb "will" in social media posts which don't often follow rules of grammar or capitalization. i had special handling for Will, different from how i identified other hgs, after much trial and error.

fair point. i actually did include mentions of "Cliff" and "Cliffton" (as well as misspellings and nicknames for all hgs) in my analysis for Will, but i don't know that people actually called him that too often! #bb27 #bbsky

i think that's a wrap for me and #bb27. thanks again for following! 🫶

📈 check out the web app to see analysis across the season. the line graph on the main page is pretty cool in my nerdy opinion. jspayd.shinyapps.io/bbsky-sentim...

Horizontal bar chart showing total Bluesky mentions for each BB27 houseguest. Vince leads with the most mentions (over 34,000), followed by Morgan (about 32,000), Rachel (around 27,000), Ashley (about 25,000), and Keanu (just over 23,000). At the lower end, Will, Adrian, Amy, and Zae had the fewest mentions, with Zae receiving the least at under 3,000.

#BB27 Total Mentions 💬
Vince was the most mentioned houseguest of BB27 with over 36,000 posts, while Morgan, Rachel, Ashley and Keanu each banked more than 20,000 mentions across the season. #bbsky

Horizontal bar chart showing average sentiment scores for BB27 houseguests and production. Will had the highest sentiment overall, just above 0.02, followed closely by Amy, Jimmy, and Ashley, all with positive scores. Several houseguests such as Morgan, Rachel, Adrian, and Zae also landed in positive territory, though with lower averages. On the negative side, Kelley had the lowest sentiment score (around -0.012). Production also ranked negatively, falling just above Kelley but below other houseguests. Most houseguests clustered near neutral sentiment, between -0.01 and +0.01.

Another version which includes our friends in BB Production (IYKYK):

Horizontal bar chart of average sentiment scores for BB27 houseguests. Will had the highest average sentiment (just above 0.02), followed closely by Amy, Jimmy, and Ashley. At the negative end, Kelley had the lowest sentiment score (around -0.012), followed by Rylie, Vince, and Mickey. Most houseguests fell between slightly negative and slightly positive sentiment.

#BB27 Cumulative Sentiment Ranking
✨ Will had the highest sentiment score of the season, while Kelley landed at the bottom.
Note: Pre-jurors may have benefitted from less screentime (and fewer chances for #bbsky to drag them), while those who survived Week 8 took a hit from the White Locust twist.

@bb-sentiment.bsky.social you are such a cool little guy! 😭🤗💞

FAQ: how/when were posts collected?
- ONLY from the #bb27 tag on bluesky
- approximately every 1 minute
- from approximately 7/8/2025 to 10/2/2025

i excluded trending bot accounts @trendtags.bsky.social and @trendingworld.bsky.social which were technically #1 and #6 respectively

👑 top 10 users on the #bb27 tag:
6. @bbscreenshots.bsky.social (2,122)
7. @adjii.bsky.social (2,105)
8. @xtrathots.bsky.social (2,054)
9. @redactedrodriguez.bsky.social (1,987)
10. @bigbrotherfan1.bsky.social (1,915)

👑 top 10 users on the #bb27 tag:
1. @mattyvision.bsky.social (2,535)
2. @simisoma.bsky.social (2,451)
3. @taylorallen133.bsky.social (2,420)
4. @angelofmusic27.bsky.social (2,419)
5. @squalo.bsky.social (2,218)
🧵 continued
#bbsky

Bar chart titled “BB27 Finale Week Bluesky Mentions.” It shows the number of Bluesky mentions for the final three houseguests. Ashley has 3,163 mentions, Vince has 3,148 mentions, and Morgan has 2,883 mentions.

#BB27 Finale Week Mentions 💬
In the past week, BB27 Winner Ashley was the most mentioned houseguest, with Vince VERY close behind (15 mentions, to be exact). #bbsky

Bar chart titled “BB27 Finale Week Bluesky Sentiment Ranking.” It shows the average sentiment score for the final three houseguests. Ashley has the highest sentiment score at around 0.065, Morgan is second at around 0.04, and Vince is third at just above 0.0.

#BB27 Finale Week (9/25-10/2) Sentiment Ranking
👑 BB27 Winner Ashley Hollis ends the season at the top of the sentiment charts!
Ashley and Morgan's scores climbed in finale week, Vince held steady, and all three finalists finished with positive scores. #bbsky finally decided to go easy on 'em.

as of 11 AM ET today, i have stopped collecting bluesky posts from the #bb27 tag. the grand total was 234,704 posts! i'll be sharing more analysis and insights later.

thank you for flagging it for me!! 🤓

my database of posts from the #bb27 tag from july 8 through today sept 29 contains 4,254 unique users on 231,394 posts 👀 #bbsky

Thanks for following along with me this season! 🥰 🤓 I've enjoyed nerding out with you all.

With #bb27 wrapping up this weekend, I plan to do a final analysis next week and share the results on Bluesky as well as on the web app (check it out!). #bbsky

BB27 Week 11 Bluesky Mentions Horizontal bar chart showing number of mentions per houseguest. Morgan: 4,163 mentions (highest) Vince: 3,947 mentions Ashley: 2,467 mentions Keanu: 2,322 mentions Ava: 2,135 mentions (lowest)

#BB27 Week 11 Mentions 💬
Morgan and Vince, who’ve swapped HOHs for the past four cycles, remained the most mentioned houseguests for the third week in a row, with the Veto Queen at the top this time. 👑 #bbsky

It's a great question! I perform sentiment analysis to analyze Bluesky posts on the #bb27 hashtag. Each post that mentions a specific hg is assigned a sentiment score (+/-) based on the language used in the post, and then I report the average score for each hg for the week. Hope this is helpful!

It's a great question! I perform sentiment analysis to analyze Bluesky posts on the #bb27 hashtag. Each post that mentions a specific hg is assigned a sentiment score (+/-) based on the language used in the post, and then I report the average score for each hg for the week. Hope this is helpful!

📈 Morgan’s sentiment ranking across the season:
#bb27 #bbsky

A whopping 3 houseguests have been evicted since the last analysis. However, I included Keanu this week since he was in the game for part of the week. Keanu’s score was almost perfectly neutral, and the remaining houseguests all had higher sentiment scores than last week.
#bb27 #bbsky

Horizontal bar chart titled "BB27 Week 11 Bluesky Sentiment Ranking" showing average sentiment score per houseguest. Morgan: ~0.033 (highest, strongly positive) Ashley: ~0.022 (positive) Vince: ~0.005 (slightly positive) Keanu: ~0.000 (neutral) Ava: ~-0.012 (lowest, negative)

#BB27 Week 11 Sentiment Ranking
In a full-circle moment, 👑 Morgan returns to the top spot. She was the highest ranked houseguest in the Preseason with the highest all-time score of 0.11. She’s certainly taken us on a journey, but it seems our initial instincts about her may have been spot on. #bbsky

On the web app, you can see that Kelley’s score rose slightly from last week’s lowest score for any houseguest in any week. 📈 In fact, all houseguests’ scores rose since last week, when every remaining houseguest hit their all-time low, perhaps due to forces beyond their control. 👀 #bb27 #bbsky

The web app is officially up-to-date! Check it out for more detailed analysis. jspayd.shinyapps.io/bbsky-sentim...

Bar chart titled “BB27 Week 10 Bluesky Mentions.” Vince leads with 6,207 mentions, followed by Morgan (5,786) and Lauren (4,577). Ashley (2,706), Keanu (2,450), and Kelley (2,067) are in the middle. Ava has the fewest mentions at 1,798.

#BB27 Week 10 Mentions 💬
Very 100% platonic friends Vince and Morgan - this week’s HOH and veto winner, respectively - topped the mentions chart. Meanwhile, Ava landed in last place, despite being both nominated and vetoed. #bbsky

Bar chart titled “BB27 Week 10 Bluesky Sentiment Ranking.” Sentiment scores range from negative to slightly positive. Ashley has the highest (positive) sentiment, followed by Morgan (close to neutral). Keanu, Lauren, Ava, Vince, and Kelley all fall into the negative range, with Kelley showing the lowest sentiment.

#BB27 Week 10 Sentiment Ranking
👑 Ashley takes the top spot for the first time and is the only houseguest with a positive sentiment score. Kelley comes in dead last for the third week straight. #bbsky

I’ve officially analyzed over 200,000 posts on the #bb27 tag in 10 weeks (+preseason). 10 days to go! This week's updates coming shortly. #bbsky