bbsky sentiment tracker

@bb-sentiment.bsky.social

250 Followers 179 Following

weekly sentiment tracking for Big Brother houseguests using NLP. scores and rankings based on public bluesky discussion. run by a data scientist/ Big Brother superfan. #bb28 #bbsky web app: https://jspayd.shinyapps.io/bbsky-sentiment-app/

Horizontal bar chart titled "BB28 Week 2 Bluesky Mentions" ranking houseguests by the number of Bluesky mentions in Week 2. Rome leads with 6,960 mentions, followed by Devens (5,586), Angela (5,187), Lyric (4,500), and Drew (4,329). Melody (3,681), Jason (3,651), and Dee (3,452) form the middle tier. Haley (2,936), Barrett (2,780), LaTrice (2,273), Kamu (2,030), Mallory (1,878), Yash (1,767), Chuk (1,415), and Taylor (1,284) receive the fewest mentions.
Horizontal bar chart titled "BB28 Week 2 Bluesky Sentiment Ranking" showing average sentiment scores for houseguests in Week 2. Devens has the highest positive sentiment, followed by Melody, Yash, Taylor, Dee, and Drew. Mallory, Chuk, Barrett, Kamu, Lyric, and Angela have smaller positive sentiment scores. Rome and Jason have slightly negative sentiment, while LaTrice is more negative. Haley has the lowest average sentiment score, making her the most negatively discussed houseguest of the week.
Horizontal bar graph titled BB28 Week 1 #bbsky Sentiment Ranking. Devens has the highest score at about +0.0425, with Yash, Barrett and Dee close behind. Haley has the lowest score at about -0.05 with Jason near 0 in 2nd-to-last place.
Graph titled BB28 Preseason #bbsky Mentions. Angela had the most mentions at 784 posts. Melody had the fewest mentions at 166. The ranking in order: Angela, Dee, Barrett, Jason, Devens, Rome, Drew, Ashley, Kamu, Lyric, Chuk, Taylor, Yash, Haley, Mallory, LaTrice, and Melody.
Graph titled BB28 Preseason #bbsky Sentiment Ranking. Dee has the highest score about +0.08. All houseguests have a positive score except for Rome, whose score is just below zero. The ranking in order: Dee, Taylor, Devens, LaTrice, Barrett, Jason, Lyric, Drew, Angela, Ashley, Mallory, Melody, Haley, Chuk, Kamu, Yash, and Rome.
Line chart titled "#BB27 Weekly Posts" showing the number of Bluesky posts by week during the Big Brother 27 season. The x-axis shows Preseason and Weeks 1–12; the y-axis shows posts (0 to 25,000). Activity starts at about 4,000 posts in the preseason, jumps to roughly 17,000 in Week 1, dips to about 15,000 in Week 2, then remains consistently high between about 18,000 and 22,000 posts through Week 11. Week 7 reaches the season high of 21,974 posts, labeled "Record 21,974." Activity declines over the final two weeks, ending at about 15,000 posts in Week 12. The chart also notes 234,704 total posts and an average of 18,087 weekly posts.
colorful word cloud. the largest word is "#bb27". other large words include: morgan, vince, ashley, rachel, keanu, lauren, mickey ava, kelley. there are many smaller words.
colorful word cloud. the largest words include: take, wins, lol, never, feel, got. medium-sized words include: use, dr, f2, bc, since, us, let, else, otb, ass. there are many smaller words.
colorful word cloud. the largest words include: wins, take, final, never, lol, last, oh. there are many smaller words.
colorful word cloud. the largest words include: wins, final, take, doesn't, got, last. there are many smaller words.
colorful word cloud. the largest words include: feeds, thinks, wins, room, oh, well, use. there are many smaller words.
colorful word cloud. the largest words are: jury, dr, votes, big, last. medium-size words include: side, goes, man. there are many smaller words.
colorful word cloud. the largest words are: doesn't, man, never, feeds, home, feel, tell, everyone, actually, day, someone. there are many smaller words.
colorful word cloud. the largest words include: wins, thinks, feeds, next, big, stay, lol, won, use, end, sure, oh. there are many smaller words.
colorful word cloud. the largest word is "aren't". some medium-size words include: feeds, blockbuster, comp, doesn't, votes. there are many, many smaller words.
colorful word cloud. the largest words include: feeds, big, home, everyone, never, power, day, man, last, tell, got. there are many smaller words.
colorful word cloud. the largest words are: wins, thinks, home, next, lol, day, tell. medium words include: ass, two, casuals, end, ever, sure, afp. there are many smaller words.
colorful word cloud. the largest word is HOME. other large words: bb, wins, goes, first, votes, feeds, day, big, doesn't. there is a pretty large dizzy emoji. there are many smaller words.
colorful word cloud. the largest words include: home, wins, first, evicted, followed by medium words: vs, never, needs, day, man, oh. there are many smaller words.
colorful word cloud. the largest word is POWER, followed by LAST, TELL, HOME, JURY, WINS, NEXT, SOMEONE. there are many smaller words.
colorful word cloud. the largest word is heart. there are many medium and small words. some of the bigger words include: home, feeds, someone, power, hope, doesn't wins, everyone, renom, putting, last.
colorful word cloud. largest words include: tell, use, thinks, never, next, room, got, oh, two, stay. there are many smaller words.
colorful word cloud. the largest words are: jury, big, feeds, bb, bad feel, next. there are many smaller words.
colorful word cloud. largest word is "power," other large words include "10k" and "use," plus many smaller words.
colorful word cloud. the biggest word is "power," followed by "use" and "10k," and many more smaller words.
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.
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.
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.
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.
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 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)
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.
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)
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.
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.
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.
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).
Horizontal bar chart showing average sentiment scores. Morgan, Ashley, Keanu, and Will are at the top with scores near zero (least negative). Lauren and Vince are slightly more negative. Ava, Kelley, and Production have the lowest sentiment, with Production highlighted in red. Kelley is the most negative overall at about -0.038.
Horizontal bar chart showing average sentiment scores for houseguests only. Morgan, Ashley, Keanu, and Will again rank highest with scores closest to zero. Lauren and Vince follow with more negative sentiment. Ava and Kelley are the most negative, with Kelley lowest at about -0.038.
A horizontal bar chart showing the number of mentions for each houseguest. Vince has the most mentions (4,548), followed by Keanu (3,323), Morgan (2,985), and Rachel (2,937). Ashley, Kelley, Mickey, Ava, and Lauren fall in the mid-range. Will is mentioned the least, with 904 mentions.
Line graph showing sentiment rank for Big Brother 27 houseguest Morgan across nine time points: Preseason, Weeks 1 to 8. Rank starts at 1st place in Preseason, plummets to 10th through 12th in Weeks 1 through 5. In Week 6, Rank soars to 3rd, before dropping to 4th in Week 7 and 6th in Week 8.
screenshot of bbsky sentiment web app
A horizontal bar chart showing the average sentiment score for each houseguest. Will leads with the highest positive sentiment score, followed by Ashley, Ava, and Rachel. Keanu and Morgan are close to neutral. Lauren, Mickey, Vince, and Kelley fall into negative sentiment, with Kelley holding the lowest score.
Horizontal bar chart titled “BB27 Week 7 Bluesky Mentions.” The x-axis shows the number of mentions (0 to 5000), and the y-axis lists houseguests. Vince has the most mentions (4,961), followed by Rachel (3,863), Morgan (2,902), Keanu (2,479), Kelley (2,202), Mickey (1,992), Katherine (1,918), Ashley (1,631), Lauren (1,587), Ava (1,469), and Will (892). Bars are filled in blue with white text labels showing counts.
screenshot of bbsky sentiment web app with line graph of all bb27 houseguests average sentiment scores week to week
Chart of Mickey's sentiment ranking. Mickey started strong in 2nd place for 2 weeks before gradually falling to last place by Week 5 and second-to-last in Week 6, but then jumping ahead to 6th place (of 11) in Week 7.
Chart of Keanu's sentiment ranking over time. Keanu started 3rd in the preseason, fell to last place for the first 2 weeks, then rose to 7th in Week 3, climbing over the next few weeks to a climax of 4th place in Weeks 5 and 6, only to plummet back to last place (11th) in Week 7.
Horizontal bar chart titled “BB27 Week 7 Bluesky Sentiment Ranking.” The x-axis shows average sentiment scores (ranging from about -0.015 to +0.035), and the y-axis lists houseguests. Will has the highest positive sentiment (above 0.03), followed by Rachel, Ashley, Morgan, and Ava with smaller positive scores. Mickey is near zero. Vince, Katherine, and Lauren have slightly negative scores. Kelley and Keanu have the most negative sentiment, with Keanu lowest around -0.012. Bars are filled in blue.
screenshot of bbsky sentiment webapp
Horizontal bar chart titled “BB27 Week 6 Bluesky Sentiment Ranking.” X-axis: Average Sentiment Score (ranging roughly from -0.01 to 0.02). Y-axis: Houseguests. Will has the highest sentiment score (just above 0.02). Rachel follows, then Morgan, Keanu, Ava, Ashley, Vince, Lauren, Katherine. Rylie, Mickey, and Kelley have negative average sentiment scores, with Kelley lowest.
screenshot of bbsky sentiment web app
Horizontal bar chart titled “BB27 Week 5 Bluesky Mentions” showing the number of Bluesky mentions for 13 Big Brother 27 houseguests. From most to least mentions: Mickey (3,288), Zach (2,956), Morgan (2,824), Rachel (2,506), Vince (2,492), Ava (2,248), Keanu (2,132), Rylie (1,714), Ashley (1,618), Katherine (1,327), Lauren (914), Kelley (797), and Will (779). All bars are blue, with values displayed at the end of each bar.
Bar chart titled “BB27 Week 5 Bluesky Sentiment Ranking” showing average sentiment scores for 13 Big Brother 27 houseguests. Bars are horizontal, with Ava having the highest positive score, followed by Will, Lauren, Keanu, Kelley, Ashley, Rachel, Katherine, Vince, Zach, Morgan, Mickey, and Rylie. Ava’s score is slightly above 0.025, while Rylie’s is just below -0.02. The chart notes that sentiment scores range from -1 to 1, but only the actual observed range is shown.
Line graph showing average sentiment score for Big Brother 27 houseguest Zach across five time points: Preseason, Weeks 1 to 4. Sentiment starts neutral in the preseason (~0.017), rises to ~0.029 in Week 1, rises more in Week 2 (~0.031), drops sharply in Week 3 (~-0.005), and rises in Week 4 (~0.01).
Line graph showing average sentiment score for Big Brother 27 houseguest Will across five time points: Preseason, Weeks 1 to 4. Sentiment starts moderately high in the preseason (~0.08), drops over Weeks 1 and 2 to 0.02, drops slightly more in Week 3 (~0.01), and rises slightly in Week 4 (~0.015).
Line graph showing average sentiment score for Big Brother 27 houseguest Vince across five time points: Preseason, Weeks 1 to 4. Sentiment starts moderately high in the preseason (~0.07), drops sharply to ~0.01 in Week 1, holds steady in Week 2, drops in Week 3 (~-0.01), and rises in Week 4 (~0.005).
Line graph showing average sentiment score for Big Brother 27 houseguest Rylie across five time points: Preseason, Weeks 1 to 4. Sentiment starts at about 0.022 in the preseason, holds steady in Week 1, then drops sharply across Weeks 2 and 3 to ~-0.015, and rises slightly in Week 4 (~-0.0012).
Line graph showing average sentiment score for Big Brother 27 houseguest Rachel across five time points: Preseason, Weeks 1 to 4. Sentiment starts moderate in the preseason (~0.025), rises to ~0.033 in Week 1, dips across Weeks 2 and 3 to ~0.01, and rises in Week 4 (~0.02).
Line graph showing average sentiment score for Big Brother 27 houseguest Morgan across five time points: Preseason, Weeks 1 to 4. Sentiment starts moderately high in the preseason (~0.12), drops sharply to ~0.03 in Week 1, drops steadily through Weeks 2 and 3 to about -0.01, and holds steady in Week 4.