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Susana Flores

Commissioner, Oakland Budget Advisory Commission

We identified Flores’ voice at two meetings.

2 of 5transcribed meetings with their voice identified
Talk time, and Flores’ other bodies
Neighborhoods Flores named

One place Flores named in meetings

Lines where Flores named the place, read by two AI readers that both agree it means that place. Each dot plays the newest one; brighter means named more often.

Oakland
  • Jack London 1 time

Places are drawn at the centre of their own boundary in the city’s neighborhoods (CEDA) file (City of Oakland Open Data Portal). A dot says the place was named, not where Flores was or what was said about it.

Meetings

Every meeting where we identified Flores’ voice

Two, newest first. The date opens the meeting; the time plays the video at Flores’ first remark.

  1. Sep 15, 2026Budget Advisory Commission3.4 min1:18:26
  2. Jul 8, 2026Budget Advisory Commission1.2 min10:10
How we identify who is speaking · blind check, pooled across five cities: of 340 commission lines drawn, 260 right, 4 wrong, 1 unclear, 75 couldn’t be judged

A meeting missing here means we couldn’t attribute the voice, not that Flores was absent. Claude and Gemini each read every transcript with that day’s roster. A voice gets Susana Flores’s name only when both agree and a code check finds the name said on, or just before, their turn. Voices our transcripts merge with someone else’s are never attributed, so every count here undercounts what Flores said. For commissions, of 340 lines drawn, 260 were right, 4 wrong and 1 unclear, and the checkers couldn’t judge 75. We have since removed the voices behind 64 of those lines (3 wrong, 0 unclear, the rest we had already held for other reasons). Of the 276 lines we still publish, the checkers could judge 228: 226 right, 1 wrong and 1 unclear (90% lower bound 0.97). They couldn’t judge the other 48. The check is one sample pooled across the five cities, not of Flores or of Oakland alone.