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Marcy Fraser

Commissioner, San Francisco Fire Commission

We identified Fraser’s voice at 10 meetings.

10 of 12transcribed meetings with their voice identified
6.5min a meeting at the Fire Commission, at least
8 of 9present at roll calls through Jul 8, 2026, from the clerk
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Every roll call

Present at 8 of 9 roll calls at the Fire Commission, roll call through Jul 8, 2026

From the clerk’s own record. We don’t compare members on it.

PresentExcusedAbsentOldest first, 1 square per roll call

Excused 1 · Absent 0. Nov 12, 2025 to Jul 8, 2026. The clerk’s record covers 10 of the 13 meetings we hold, through Jul 8, 2026.

Official roll call, from the clerk →
Neighborhoods Fraser named

2 places Fraser named in meetings

Lines where Fraser 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.

San Francisco
  • Tenderloin 1 time
  • Treasure Island 1 time

Places are drawn at the centre of their own boundary in the city’s Analysis Neighborhoods file (DataSF (City and County of San Francisco)). A dot says the place was named, not where Fraser was or what was said about it.

Meetings

Every meeting where we identified Fraser’s voice

10, newest first. The date opens the meeting; the time plays the video at Fraser’s first remark.

  1. Sep 30, 2026Fire CommissionFire and emergency services5.8 min32:41
  2. Aug 12, 2026Fire CommissionFire and emergency services · Health and behavioral health7.5 min29:57
  3. Jul 8, 2026Fire CommissionFire and emergency services10.3 min41:19
  4. May 13, 2026Fire CommissionFire and emergency services9.0 min26:41
  5. Apr 8, 2026Fire CommissionFire and emergency services5.0 min30:29
  6. Mar 11, 2026Fire CommissionFire and emergency services5.9 min27:49
  7. Jan 28, 2026Fire CommissionBudget and spending2.1 min27:10
  8. Jan 14, 2026Fire CommissionBudget and spending13.2 min2:18
  9. Dec 10, 2025Fire CommissionFire and emergency services9.0 min1:57
  10. Nov 12, 2025Fire CommissionFire and emergency services9.8 min2:08
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 Fraser was absent. Claude and Gemini each read every transcript with that day’s roster. A voice gets Marcy Fraser’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 Fraser 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 Fraser or of San Francisco alone.