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

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...

#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

#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! 😭🤗💞

👑 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

#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

#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.

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 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!

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

#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...

#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

#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

Kelley less than 18 hours ago "hey, we're all famous now" lololol #BB27

Damn we hate hate Kelley.

Rachel is the Queen of #bbsky even when she’s been outside the house 👀👑 @rachelereilly.bsky.social @brendonvillegas.bsky.social

Overall, these results break with trends we’ve seen so far this season. I suspect the sentiment scores this week have less to do with the houseguests themselves and more with how #bbsky feels about Rachel’s controversial elimination and its aftermath in the Big Brother house. #bb27

#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

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

#BB27 Week 9 Sentiment Ranking I’m almost hesitant to put a 👑 on the name of our highest ranked houseguest Morgan this week, because EVERY remaining houseguest has an average sentiment score in the NEGATIVE, and EVERY houseguest’s score decreased since last week. #bbsky

this week I'm adding mentions of BB Production/Grodner/Meehan to my sentiment analysis code. might be fun to see how #bbsky feels about them in addition to the houseguests. 👀 #bb27

In Week 8, Kelley's average sentiment score of -0.022 is officially the LOWEST score so far this season. (Tied for 2nd place are Keanu in Week 2 and Rylie in Week 5 at -0.020.) #bb27 #bbsky

#BB27 Week 8 Mentions 💬 Fewest mentions, highest sentiment: Will Most mentions, 2nd lowest sentiment: Vince 😬 and that’s with 1,200+ posts ahead of HOH Keanu, defying the usual HOH dominance this season. #bbsky

Sentiment about Morgan dropped on #bbsky this week while she flirted (pun intended) with using the veto to save Vince instead of herself. Our feelings about Morgan are riding the rails too - rollercoaster season confirmed 🎢 #bb27

#BB27 Week 8 Sentiment Ranking 👑 Will remains in the lead for the 3rd week in a row - that's officially a streak. 🔥🔥🔥 Sentiment remains positive for Ashley, Ava, and Rachel as well. These four have never dipped into the negative! #bbsky

#BB27 Week 7 Mentions 💬 - The HOH was again the most mentioned houseguest. This has been true every week so far except Week 1 (HOH: Vince, Most Mentions: Rachel) and Week 5 (HOH: Ava, Most Mentions: Mickey). - Will: Least Mentioned, Most Loved? #bbsky

#BB27 Week 7 Sentiment Ranking 👍👎 👑 Captain Will maintains his lead for the second week in a row with a wide margin! - Ashley, Mickey, and Will had the largest increases in sentiment scores. - Keanu's score decreased the most. - A record 21,974 posts were analyzed this week! #bbsky

#BB27 Week 6 Sentiment Rankings & Mentions Captain Will takes the top spot this week, despite being the least mentioned houseguest, trailing Kelley by 200+ mentions. 👀 Overall, the skyline seems frustrated with these houseguests. 19,938 posts analyzed this week! Houseguest details in 🧵 #bbsky

#BB27 Week 5 Sentiment Rankings 🧵 👑 Ava returns to the top spot this week as our reigning HOH! - The range of average scores widened for the first time: -0.05 to +0.03 - Over 21,000 posts again this week, and we are closing in on 100k total 🤯 - Breakdown for each houseguest in thread! #bbsky

#BB27 Week 4 Sentiment Rankings 🧵 👑 Jimmy takes the top spot, edging out Rachel by <0.001! 📉 Sentiment is narrowing: - Range: -0.012 to +0.038 - Only Ashley, Jimmy, Keanu & Kelley went up 📈 Over 21,000 posts were analyzed this week 📌 New this week: one post per houseguest in this thread! #bbsky

#BB27 Week 3 Sentiment Rankings 👑 Ava surged ahead this week, leading the pack by a wide margin. 📉 Sentiment continues to slide overall: - 6 houseguests finished with positive average scores - 8 landed in the negative - Keanu sat perfectly neutral at 0.0000 (yes, down to four decimal places) #bbsky

#BB27 Week 3 Sentiment Rankings 👑 Ava surged ahead this week, leading the pack by a wide margin. 📉 Sentiment continues to slide overall: - 6 houseguests finished with positive average scores - 8 landed in the negative - Keanu sat perfectly neutral at 0.0000 (yes, down to four decimal places) #bbsky

i just launched a web app where you can explore bbsky sentiment data. dive into the interactive version of this graph to see how sentiment changes over time: jspayd.shinyapps.io/bbsky-sentim... #bbsky #bb27

Who’s Lauren?

#BB27 Week 2 Sentiment Rankings (1–10) 1. 👑 Ava ⬆️ (.04) 2. Mickey ➡️ (.03) 3. Zach ⬆️ (.03) 4. Lauren ⬆️ (.02) 5. Will ⬇️ (.02) 6. Rachel ⬆️ (.02) 7. Adrian ⬇️ (.02) 8. Jimmy ⬆️ (.01) 9. Vince ⬆️ (.01) 10. Morgan ➡️ (.01) more in 🧵

💬 #BB27 Week 1 Mentions

#BB27 Week 2 Sentiment Rankings (1-9) 1. 👑 Will ⬆️ (.06) 2. Mickey ⬇️ (.05) 3. Ava ⬆️ (.04) 4. Katherine ⬆️ (.04) 5. Adrian ⬆️ (.04) 6. Amy ⬆️ (.04) 7. Rachel ⬆️ (.03) 8. Zach ⬆️ (.03) 9. Lauren ⬇️ (.03) more in 🧵

Who did I predict to go out first in the #RHAP #BB27 #WhyXLost preview podcast? The person who apparently everyone else has the best thoughts about! 🤣 #BBSky

This is so COOL y'all gotta check this out frfr #BB27

Will gonna win this season. Calling it.

here are the updated PRESEASON rankings now that mystery houseguest Rachel Reilly is official! Rachel ranked 13th in the preseason with an average #bbsky sentiment score of 0.03 and dominated in volume with 371 posts, more than double runner-up Ava’s 175. #bb27