Yoana Tchoukleva

Commissioner, Mayoral, Oakland Public Safety Planning and Oversight Commission (Measure NN)

We identified Tchoukleva’s voice at 11 meetings.

11 of 12transcribed meetings with their voice identified

Talk time, and Tchoukleva’s other bodies

Public Safety Planning and Oversight Commission (Measure NN): talk time not compared. Ran some of its meetings, so isn’t compared with the members.

Neighborhoods Tchoukleva named

2 places Tchoukleva named in meetings

Lines where Tchoukleva 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

East Oakland 2 times
West Oakland 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 well-known area with no boundary of its own sits at its OpenStreetMap point. A dot says the place was named, not where Tchoukleva was or what was said about it.

Meetings

Every meeting where we identified Tchoukleva’s voice

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

Sep 21, 2026Public Safety Planning and Oversight Commission (Measure NN)3.1 min52:03
Jun 15, 2026Public Safety Planning and Oversight Commission (Measure NN)7.2 min7:34
May 18, 2026Public Safety Planning and Oversight Commission (Measure NN)15.4 min21:26
Apr 20, 2026Public Safety Planning and Oversight Commission (Measure NN)21.8 min1:47:14
Apr 2, 2026Public Safety Planning and Oversight Commission (Measure NN)15.2 min16:58
Mar 16, 2026Public Safety Planning and Oversight Commission (Measure NN)8.3 min1:05:23
Feb 23, 2026Public Safety Planning and Oversight Commission (Measure NN)5.7 min42:50
Jan 14, 2026Public Safety Planning and Oversight Commission (Measure NN)3.6 min13:11
Nov 17, 2025Public Safety Planning and Oversight Commission (Measure NN)6.7 min13:00
Nov 13, 2025Public Safety Planning and Oversight Commission (Measure NN)12.9 min17:44

Show all 11Show fewer

Oct 28, 2025Public Safety Planning and Oversight Commission (Measure NN)16.6 min11:44

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 Tchoukleva was absent. Claude and Gemini each read every transcript with that day’s roster. A voice gets Yoana Tchoukleva’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 Tchoukleva 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 Tchoukleva or of Oakland alone.