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bb-sentiment.bsky.social
bbsky sentiment tracker
@bb-sentiment.bsky.social
180 followers 180 following 130 posts
weekly sentiment tracking for Big Brother houseguests using NLP. scores and rankings based on public bluesky discussion. run by a data scientist who loves Big Brother. #bb27 #bbsky web app: https://jspayd.shinyapps.io/bbsky-sentiment-app/
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bb-sentiment.bsky.social
bbsky sentiment tracker @bb-sentiment.bsky.social · Jul 9
Each week, I'll use natural language processing in R to analyze Bluesky posts about Big Brother houseguests. Sentiment scores reflect how positively (or negatively) each contestant is discussed, and are used to generate weekly rankings. #bbsky
bb-sentiment.bsky.social
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
heyojanna.bsky.social heyojanna.bsky.social @heyojanna.bsky.social · Oct 5
see, you have to include their nicknames and intentional misspellings as well. rachel is mother, queen, red queen. #BB27
bb-sentiment.bsky.social bbsky sentiment tracker @bb-sentiment.bsky.social · Oct 4
#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
October 6, 2025 at 11:36 PM
bb-sentiment.bsky.social
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
chainofzeros.bsky.social Pulchritudinous Ashdrian @chainofzeros.bsky.social · Oct 4
Will seems shocking low on on this list. Were people just calling him Clifton or Cliff all season??? 😂

But Jimmy will be fuming at this placement, so I'm choosing to take it as gospel #bb27
bb-sentiment.bsky.social bbsky sentiment tracker @bb-sentiment.bsky.social · Oct 4
#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
October 6, 2025 at 11:31 PM
bb-sentiment.bsky.social
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...
October 4, 2025 at 3:07 AM
bb-sentiment.bsky.social
#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 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.
October 4, 2025 at 3:01 AM
bb-sentiment.bsky.social
#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.
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.
October 4, 2025 at 2:59 AM
Reposted by bbsky sentiment tracker
sarahrain.bsky.social
@bb-sentiment.bsky.social you are such a cool little guy! 😭🤗💞
October 2, 2025 at 10:00 PM
bb-sentiment.bsky.social
👑 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
simonribbits.bsky.social Simon 👽 @simonribbits.bsky.social · Sep 30
wait now I'm curious who made the most amount of posts in the tag
October 2, 2025 at 9:37 PM
bb-sentiment.bsky.social
#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 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.
October 2, 2025 at 8:56 PM
bb-sentiment.bsky.social
#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.
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.
October 2, 2025 at 8:50 PM
bb-sentiment.bsky.social
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.
October 2, 2025 at 3:18 PM
bb-sentiment.bsky.social
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
sanguinesal.bsky.social sal @sanguinesal.bsky.social · Sep 26
How many Big Brother people would you say were active on Bluesky this year? On one hand I feel like I saw a total of 15 people post, on the other hand I feel like I saw a new person every day?? #bb27
September 30, 2025 at 12:56 AM
bb-sentiment.bsky.social
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
bbsky sentimentBig Brother 27 Bluesky Sentiment TrackerWeekly StatsHouseguest Stats
jspayd.shinyapps.io
September 25, 2025 at 8:53 PM
bb-sentiment.bsky.social
#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
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)
September 25, 2025 at 8:41 PM
Reposted by bbsky sentiment tracker
bb-sentiment.bsky.social
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!
September 25, 2025 at 8:37 PM
bb-sentiment.bsky.social
📈 Morgan’s sentiment ranking across the season:
#bb27 #bbsky
Line graph showing Morgan’s weekly rank from preseason through Week 11 of BB27. Rank 1 is at the top and lower ranks are further down. Morgan started at Rank 1 in preseason, then dropped sharply to Rank 10 in Week 1 and Rank 12 by Weeks 3–4. She stayed near the bottom until Week 5, then jumped up to Rank 3 in Week 6. From there, her rank fluctuated but stayed in the upper range: Rank 4 in Week 7, Rank 6 in Week 8, and back to Rank 1 in Week 9. She held strong near the top at Rank 2 in Week 10 and returned to Rank 1 in Week 11.
September 25, 2025 at 8:29 PM
bb-sentiment.bsky.social
#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
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)
September 25, 2025 at 8:23 PM
bb-sentiment.bsky.social
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
Line chart titled “Average Sentiment Score by Week.” It shows the sentiment trajectories of all BB27 houseguests from preseason through Week 10. Most houseguests start with positive sentiment in preseason, then decline into neutral or negative territory by Weeks 2–3. Will peaks highest in preseason and maintains relatively strong sentiment until Week 9 before dipping. Ashley ends Week 10 slightly positive, while most others hover around neutral to slightly negative. Kelley and Rylie consistently track on the lower end, especially around Week 9. Overall, the lines illustrate that sentiment has flattened and converged across houseguests as the season progresses.
September 18, 2025 at 9:35 PM
bb-sentiment.bsky.social
The web app is officially up-to-date! Check it out for more detailed analysis. jspayd.shinyapps.io/bbsky-sentim...
bbsky sentimentBig Brother 27 Bluesky Sentiment TrackerWeekly StatsHouseguest Stats
jspayd.shinyapps.io
September 18, 2025 at 9:28 PM
bb-sentiment.bsky.social
#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 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.
September 18, 2025 at 9:18 PM
bb-sentiment.bsky.social
#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
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.
September 18, 2025 at 9:02 PM
bb-sentiment.bsky.social
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
September 18, 2025 at 8:43 PM
Reposted by bbsky sentiment tracker
thebrypie.bsky.social
Kelley less than 18 hours ago "hey, we're all famous now"

lololol #BB27
bb-sentiment.bsky.social bbsky sentiment tracker @bb-sentiment.bsky.social · Sep 11
I searched for mentions of “production,” Allison Grodner, and Rich Meehan, and calculated a sentiment score for BB Production. The only houseguest with a lower sentiment score than production was Kelley. #bb27 #bbsky
September 11, 2025 at 10:31 PM
Reposted by bbsky sentiment tracker
connerw0309.bsky.social
It says a lot that our sentiments regarding Kelley are worse than our sentiments on production.

It says more that not one person in the #BB27 house right now has a sentiment score that isn't below zero.
bb-sentiment.bsky.social bbsky sentiment tracker @bb-sentiment.bsky.social · Sep 11
I searched for mentions of “production,” Allison Grodner, and Rich Meehan, and calculated a sentiment score for BB Production. The only houseguest with a lower sentiment score than production was Kelley. #bb27 #bbsky
September 11, 2025 at 10:37 PM
Reposted by bbsky sentiment tracker
realityrobbed.bsky.social
Damn we hate hate Kelley.
bb-sentiment.bsky.social bbsky sentiment tracker @bb-sentiment.bsky.social · Sep 11
I searched for mentions of “production,” Allison Grodner, and Rich Meehan, and calculated a sentiment score for BB Production. The only houseguest with a lower sentiment score than production was Kelley. #bb27 #bbsky
September 11, 2025 at 10:16 PM
Reposted by bbsky sentiment tracker
stoneag.bsky.social
Rachel is the Queen of #bbsky even when she’s been outside the house 👀👑
@rachelereilly.bsky.social
@brendonvillegas.bsky.social
bb-sentiment.bsky.social bbsky sentiment tracker @bb-sentiment.bsky.social · Sep 11
#BB27 Week 9 Mentions 💬
Our fallen soldier Rachel Reilly was the most mentioned houseguest this week, pulling in 2,976 mentions on the #bb27 tag - despite not appearing on the live feeds at all.
#bbsky
Horizontal bar chart of total mentions per houseguest. Rachel leads with 2,976 mentions, followed by Vince (2,763) and Morgan (2,472). Middle tier: Ashley (1,834), Lauren (1,769), Ava (1,741), and Keanu (1,704). Lowest mentions go to Kelley (1,437) and Will (931).
September 11, 2025 at 10:13 PM