Generated by labelwatch
Full view of the testimony layer's authority surface. Ecosystem-level posture aggregate (top), followed by the per-effect inventory of every observed label classified by what kind of authority it attempts to exercise.
Binding label authority remains platform-concentrated. Official-platform labelers emit nearly all enforcement-instruction, visibility-affecting, and advisory volume in the current 7d window; third-party labelers dominate reputational, telemetry, decorative, and unknown flow. Below: event volume crossed by authority effect, labeler class, and auditability risk. Descriptive — does not infer intent or assert verdicts.
509 labelers observed; 57 emitting (7d); 4,542,073 active events in window.
Unknown = not classified into an authority-effect bucket; may reflect unmapped labels, ambiguous authority posture, or insufficient observable surface. Treat as instrumentation debt unless separately classified.
| authority_effect | official platform | third party | row total |
|---|---|---|---|
| enforcement instruction | 71,350 (100%) | 85 (0%) | 71,435 |
| visibility affecting | 6,166 (100%) | 0 | 6,166 |
| advisory | 21,541 (100%) | 5 (0%) | 21,546 |
| reputational | 643,131 (41%) | 914,463 (59%) | 1,557,594 |
| descriptive | 0 | 193 (100%) | 193 |
| telemetry | 0 | 238,845 (100%) | 238,845 |
| decorative | 0 | 49,246 (100%) | 49,246 |
| unknown | 38,566 (1%) | 2,558,482 (99%) | 2,597,048 |
No classified event volume is attributed to 68 high auditability risk labelers in this window. This is a visibility/coverage statement, not proof of inactivity or harmlessness — high auditability risk means insufficient observable surface to classify.
| authority_effect | low auditability risk | medium auditability risk | row total |
|---|---|---|---|
| enforcement instruction | 71,435 (100%) | 0 | 71,435 |
| visibility affecting | 6,166 (100%) | 0 | 6,166 |
| advisory | 21,546 (100%) | 0 | 21,546 |
| reputational | 1,557,594 (100%) | 0 | 1,557,594 |
| descriptive | 193 (100%) | 0 | 193 |
| telemetry | 238,845 (100%) | 0 | 238,845 |
| decorative | 49,246 (100%) | 0 | 49,246 |
| unknown | 2,571,632 (99%) | 25,416 (1%) | 2,597,048 |
Observed labels grouped by what kind of authority the label, as a string, attempts to exercise. Structural classification — does not infer labeler intent. Family version: v3.
977 distinct label values across 4,542,073 active events in the window.
Labels that instruct consumers to remove or take down content.
!takedown (family: mod-takedown) — 71,435 events, 3 labelers, 2,328 targetsLabels that affect reach — hide from default views or gate access.
!hide (family: mod-hide) — 6,166 events, 1 labelers, 1,012 targetsLabels that warn the consumer without affecting visibility directly.
nudity — 15,105 events, 2 labelers, 8,623 targetsgraphic-media — 6,402 events, 2 labelers, 3,513 targets!warn (family: mod-warn) — 39 events, 2 labelers, 3 targetsLabels that appear to function as a reputational claim about the subject. Not an inference about labeler intent.
ai-hater — 801,500 events, 1 labelers, 0 targetsporn (family: adult-sexual) — 456,651 events, 2 labelers, 76,168 targetssexual (family: adult-sexual) — 124,036 events, 2 labelers, 44,249 targetsuspol — 92,835 events, 1 labelers, 27,894 targetsspam — 59,206 events, 2 labelers, 2,112 targetstrumpface — 12,474 events, 1 labelers, 3,300 targetsfringe-media — 4,576 events, 1 labelers, 594 targetsintolerant — 3,267 events, 1 labelers, 2,223 targetscontains-slur (family: hate) — 1,555 events, 1 labelers, 806 targetsmodlist-author — 277 events, 1 labelers, 0 targetsengagement-abuse (family: harassment) — 245 events, 1 labelers, 0 targetstrump — 207 events, 1 labelers, 27 targetsinauthentic-fundraising (family: inauthenticity) — 181 events, 1 labelers, 0 targetsintolerance — 155 events, 1 labelers, 79 targetsgovernment — 137 events, 1 labelers, 0 targetsplatform-manipulation (family: inauthenticity) — 114 events, 1 labelers, 0 targetsimpersonation — 71 events, 1 labelers, 0 targetselon-musk — 41 events, 1 labelers, 0 targetshammer-sickle — 20 events, 1 labelers, 0 targetstroll — 10 events, 1 labelers, 0 targetsmaga-trump — 9 events, 1 labelers, 0 targetsinverted-red-triangle — 8 events, 1 labelers, 0 targetsmisinformation (family: misleading) — 5 events, 1 labelers, 5 targetssuspect-inauthentic (family: inauthenticity) — 4 events, 1 labelers, 0 targetsgore (family: violence) — 3 events, 1 labelers, 1 targetsnsfw-label (family: adult-sexual) — 3 events, 1 labelers, 0 targetsterf-gc — 3 events, 1 labelers, 0 targetslow-quality-replies — 1 events, 1 labelers, 1 targetsLabels that mark community, identity, or context, with no inherent system effect. Authority effect described here is structural; social effect depends on issuer and context.
religion — 122 events, 1 labelers, 0 targetstheythem — 10 events, 1 labelers, 0 targetshe — 8 events, 1 labelers, 0 targetsit — 8 events, 1 labelers, 0 targetsshe — 8 events, 1 labelers, 0 targetsthey — 8 events, 1 labelers, 0 targetssheher — 7 events, 1 labelers, 0 targetsbisexual — 5 events, 1 labelers, 0 targetshehim — 5 events, 1 labelers, 0 targetshethey — 5 events, 1 labelers, 0 targetsshethey — 5 events, 1 labelers, 0 targetssapphic — 2 events, 1 labelers, 0 targetsLabels that report a measured behavioral metric (counts, rates, gaps, thresholds) observed by the labeler.
internal-independent — 178,766 events, 1 labelers, 0 targetssite-standard — 13,320 events, 1 labelers, 0 targetsno-gap-more-than-four-hours — 9,884 events, 1 labelers, 0 targetsno-gap-more-than-two-hours — 7,337 events, 1 labelers, 0 targetsposted-same-url-low — 5,188 events, 1 labelers, 0 targetsno-gap-more-than-one-hours — 4,700 events, 1 labelers, 0 targetsmetadata-monthly-changes-low — 4,649 events, 1 labelers, 0 targetshigh-metadata-changes-ten — 3,283 events, 1 labelers, 0 targetsposted-same-url-high — 3,012 events, 1 labelers, 0 targetsinternal-other — 2,728 events, 1 labelers, 0 targetshigh-follow-churn-one-hundred — 1,964 events, 1 labelers, 0 targetsposted-same-url-mid — 1,461 events, 1 labelers, 0 targetsmetadata-monthly-changes-medium — 1,366 events, 1 labelers, 0 targetshigh-follow-churn-five-hundred — 604 events, 1 labelers, 0 targetsmetadata-monthly-changes-high — 328 events, 1 labelers, 0 targetshigh-metadata-changes-fifty — 198 events, 1 labelers, 0 targetsfollow-farming — 54 events, 1 labelers, 27 targetsbulk-following — 3 events, 1 labelers, 0 targetsLabels that function as badges, flair, or novelty markers.
crushed-piano — 4,386 events, 1 labelers, 0 targetsdiaper — 3,309 events, 1 labelers, 1,557 targetsspoiler-parent — 1,537 events, 1 labelers, 584 targetsurine — 613 events, 1 labelers, 327 targetsfeces — 369 events, 1 labelers, 74 targetstoilet-sharted-too-hard — 169 events, 1 labelers, 0 targetscassandra — 166 events, 1 labelers, 0 targetsimbalanced-humors-choleric — 165 events, 1 labelers, 0 targetsexhausted-dancing — 164 events, 1 labelers, 0 targetssnake-old-age-best-friends-with-snake — 163 events, 1 labelers, 0 targetswheel-of-fortune — 163 events, 1 labelers, 0 targetscamcorder — 162 events, 1 labelers, 0 targetsskydiving-accident-helicopter — 161 events, 1 labelers, 0 targetsvolcano-fell-into — 160 events, 1 labelers, 0 targetsalien-abduction — 159 events, 1 labelers, 0 targetsembarrassment-slipped-on-a-banana-peel-and-it-made-that-sound — 159 events, 1 labelers, 0 targetsskydiving-accident-chute-failure — 159 events, 1 labelers, 0 targetstampa-syndrome — 158 events, 1 labelers, 0 targetsold-age — 157 events, 1 labelers, 0 targetsdermatemeculitis — 156 events, 1 labelers, 0 targetsjustice — 156 events, 1 labelers, 0 targetspoker-accident-heart-attack-losing-hand — 156 events, 1 labelers, 0 targetswhile-trying-to-save-another — 156 events, 1 labelers, 0 targetsmounds — 155 events, 1 labelers, 0 targetspoker-accident-heart-attack-winning-hand — 155 events, 1 labelers, 0 targetspremature-departure-space-capsule — 155 events, 1 labelers, 0 targetsthe-sun — 155 events, 1 labelers, 0 targetsunrelated-evil-twin — 155 events, 1 labelers, 0 targetsafter-many-years-while-asleep-with-smile-on-face — 154 events, 1 labelers, 0 targetshoist-own-petard — 154 events, 1 labelers, 0 targetsteleportation-accident-clone-edition — 154 events, 1 labelers, 0 targetstoilet-space-station-airlock-failure-when-flushing — 154 events, 1 labelers, 0 targetsboating-accident-out-of-fuel — 153 events, 1 labelers, 0 targetschoked-hotdog — 153 events, 1 labelers, 0 targetscostco-incident-slipped-in-pee-pee — 153 events, 1 labelers, 0 targetsdesiccated-silica-gel — 153 events, 1 labelers, 0 targetsstruck-smooth-criminal — 153 events, 1 labelers, 0 targetsthe-fool — 153 events, 1 labelers, 0 targetscrushed-stampede-of-ducks — 152 events, 1 labelers, 0 targetstime-machine-accident-extinct-disease — 152 events, 1 labelers, 0 targetsvaporized-robot-horse — 152 events, 1 labelers, 0 targetscruise-accident-measles — 151 events, 1 labelers, 0 targetscrushed-war-elephant-speared — 151 events, 1 labelers, 0 targetsinverse-hotdogification — 151 events, 1 labelers, 0 targetsnot-waving-but-drowning — 151 events, 1 labelers, 0 targetsthe-chariot — 151 events, 1 labelers, 0 targetstour-bus-incident-dave-matthews-band — 151 events, 1 labelers, 0 targetsvoting-slipped-in-voting-booth — 151 events, 1 labelers, 0 targetsvoting-too-hard — 151 events, 1 labelers, 0 targetseaten-saber-tooth-tiger — 150 events, 1 labelers, 0 targets(+241 more labels; full list in authority_effect_inventory.json)
Labels not classified by the current authority_effect map. Listed individually so they are not silently dropped.
twitter-screenshot — 545,988 events, 1 labelers, 112,339 targetsplural-system — 535,983 events, 1 labelers, 0 targetsno-fucks — 371,664 events, 1 labelers, 0 targetsdoesnt-know-how-replyrefs-work — 267,164 events, 1 labelers, 0 targetsfucked-up-replyref — 267,164 events, 1 labelers, 296 targetssubstack — 88,491 events, 1 labelers, 19,379 targetsto-bbi — 56,299 events, 1 labelers, 0 targetsbluesky-screenshot — 55,143 events, 1 labelers, 26,547 targetsrude — 32,043 events, 1 labelers, 16,897 targetsmade-over-thirty-posts-yesterday — 26,190 events, 1 labelers, 0 targetsiraq-war-supporter — 25,648 events, 1 labelers, 0 targetscom-cacheblasters-fmpds — 25,070 events, 1 labelers, 0 targetsmade-over-thirty-replies-yesterday — 24,669 events, 1 labelers, 0 targetscom-federdeck-pds — 21,631 events, 1 labelers, 0 targetsnytimes — 21,456 events, 1 labelers, 8,650 targetswebsite-selting-social — 18,203 events, 1 labelers, 0 targetsclub-nacg — 17,331 events, 1 labelers, 0 targetsglobal-bsky — 14,226 events, 1 labelers, 0 targetsmonthly-posts-over-twenty-per-day — 12,031 events, 1 labelers, 0 targetsmade-over-fifty-posts-yesterday — 11,403 events, 1 labelers, 0 targetsmade-over-fifty-replies-yesterday — 11,149 events, 1 labelers, 0 targetsfundraising-link — 9,428 events, 1 labelers, 1,891 targetscom-chrise-bsky — 9,403 events, 1 labelers, 0 targetsaltright-screenshot — 9,379 events, 1 labelers, 4,980 targetscom-haruhwa — 8,898 events, 1 labelers, 0 targetsmonthly-replies-over-twenty-per-day — 8,287 events, 1 labelers, 0 targetsmade-over-hundred-posts-yesterday — 6,537 events, 1 labelers, 0 targetsus — 6,337 events, 1 labelers, 3,549 targetsbio-location — 6,326 events, 1 labelers, 0 targetsspoiler — 4,497 events, 1 labelers, 1,990 targetscaptured — 4,289 events, 1 labelers, 1,931 targetsmonthly-high-unfollows-one-hundred-fifty — 4,140 events, 1 labelers, 0 targetssexual-figurative — 4,137 events, 1 labelers, 3,264 targetscbsnews — 4,108 events, 1 labelers, 1,170 targetslikely-test — 4,095 events, 2 labelers, 40 targetspolitics — 4,074 events, 1 labelers, 2,367 targetsmedium — 3,555 events, 1 labelers, 1,455 targetsmade-over-hundred-replies-yesterday — 3,040 events, 1 labelers, 0 targetsopinion — 2,321 events, 1 labelers, 1,600 targetsngl-screenshot — 2,104 events, 1 labelers, 326 targetsworld — 1,659 events, 1 labelers, 1,040 targetsmonthly-high-unfollows-one-thousand — 1,557 events, 1 labelers, 0 targetshigh-follow-churn-fifty — 1,462 events, 1 labelers, 0 targetsnetwork-wsocial-pds — 1,424 events, 1 labelers, 0 targetsnet-wafrn-app-at — 1,423 events, 1 labelers, 0 targetsworld-radical-r — 1,399 events, 1 labelers, 0 targetsthreat — 1,385 events, 1 labelers, 1,147 targetsthreads-screenshot — 1,383 events, 1 labelers, 766 targetsmonthly-high-unfollows-five-hundred — 1,295 events, 1 labelers, 0 targetsapp-louisvillebsky-pds — 1,288 events, 1 labelers, 0 targets(+573 more labels; full list in authority_effect_inventory.json)