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Conversation Analytics · Reunion Recap

Forty-five times,
they said West.

A line-by-line breakdown of who talked, who got talked about, and where the heat actually was in Part One of the Season 10 reunion.

25%
of airtime was Andy (host)
45
mentions of West — most named
22%
of Bailey's lines were negative
2
parallel storylines
01

Who held the floor

Andy ran the room — a quarter of all speaking time, more than double anyone else, exactly what you'd expect from the host steering questions. Among the cast, Ciara dominated, speaking nearly as much as the next three people combined. The drama-carriers spoke in bursts; the reconcilers spoke least.

Speaking time

Minutes on the mic, per person.
Andy 11.4 min, Ciara 7.5, then everyone under 4 minutes.
02

The center of gravity

Names are the tell. West was named 45 times and Ciara 37 — the two of them far ahead of the field — yet neither was among the top talkers. They were the subject, not the source. The single strongest link in the whole room runs between them: Ciara named West eight times, West named Ciara five, and "Ciara" was the one castmate name West reached for most.

"There are a million other guys in New York City, but you chose the one — and you know how much that messed me up."Ciara — most negative line of the night

Talked about vs. talking

Far-right, low = the subject of the room. Top-left = doing the talking. Bubble size = times that person is named.
West and Amanda are named a lot but speak little; Andy speaks most but isn't the subject.

Amanda completes the triangle: named 32 times, but quiet herself, splitting her own attention between West and Ciara. Mia plays chorus — naming West and Ciara almost evenly while narrating the romance ("prioritizing," "relationship," "married") rather than living it.

03

Where the heat was

Everyone scored net-positive on automated sentiment — a known blind spot, since the tool reads "love," "friends" and "good" literally and misses sarcasm and edge. The honest signal is the share of negative lines: Bailey, West, Carl, Amanda and Ciara carried the friction, while Ben and KJ did the reconciling.

Share of lines that were negative

A truer conflict gauge than average sentiment.
Bailey highest at 22 percent negative; Ben lowest at 8.
04

Two stories, one room

The mention map splits cleanly. One cluster is the West–Ciara–Amanda romance. The other is entirely Bailey's: her signature words — reprimand, Sabrina, Idaho, women, nude — barely touch the romance cluster, pointing to a separate double-standard argument running in parallel.

The black hole

West

Named 45 times, speaks 5th-most. Everyone with a romantic stake orbits him.

The reciprocal

West ↔ Ciara

The only strong two-way link. Their former relationship is the episode's spine.

The quiet subject

Amanda

32 mentions, little airtime. Discussed more than she discusses.

The other plot

Bailey

"Reprimand," "Sabrina," "Idaho" — a wholly separate conflict about a double standard.

05

The room, in their own words

Ciara
"There are a million other guys in New York City, but you chose the one…"
West
"I made plenty of mistakes, but I was proactive in trying to protect our friendship."
Bailey
"…you only reprimand women."
KJ
"I'm thankful for the support of my friends — everyone here has shown it in their own way."
Carl
"I feel like where we are right now, I'm just liking the friendship."