attention_density- Formula
- WSA / (market_cap / 1e9)
- Unit
- WSA per $1B market cap
- Direction
- higher means more attention per market-cap dollar
- Inputs
- weighted_social_activity, market_cap
- Bot use
- Rank abnormal attention per dollar of size.
Listening for the next measured pulse
The view is fetching the current MarketSchema Attention snapshot. Layout stays stable while the data resolves.
Attention per market-cap dollar. Proof first.
Organic score summarizes coordination tells. Independent voices discounts repeated co-movement among hashed authors.
Awaiting blinded operator labels.
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Official X API · official x ready · no handle shownNo independently adjudicated manufactured-crowd case is available yet. This public-post observation is evidence, not a labeled outcome or verdict.55 names · deterministic stale-first refresh · quota-gated expansion
MarketSchema Attention measures a bounded 55-name watchlist, not the whole market. The universe widens quota-gated, not on a fixed calendar: each cycle refreshes a deterministic sub-universe ordered by staleness, and a disclosed co-mention rule promotes a capped set of repeatedly co-mentioned names. Auto-broadening runs only inside the operator X-fetch budget — unset, coverage holds at the fixed watchlist. Every cycle publishes a coverage breadth receipt, so dark names are explicit evidence, never a silent gap.
Each point carries an as-of timestamp. Public: tape · /v1/snapshot/leaderboard/history · deeper history: developers. The room is locked to Table · Dig · Scorecard · API. Every other surface is footer or detail.
| KPI | Formula | Unit | Direction | Inputs | Bot use |
|---|---|---|---|---|---|
| Attention densityattention_density | WSA / (market_cap / 1e9) | WSA per $1B market cap | higher means more attention per market-cap dollar | weighted_social_activity, market_cap | Rank abnormal attention per dollar of size. |
| Abnormalityseasonal_z | shrunk seasonal z (WSA vs ticker×dow×hour cell, shrunk toward the ticker session-phase parent, then ticker parent) + basis (cell/phase_shrunk/shrunk), shrinkage weights, borrowed_from_parent flag, structural-break pre_break_excluded receipt, baseline depth status, maturity ratios, observations remaining, parent tier, and served-abnormality-framing receipt with absolute_level/seasonal_z/dominant_basis | seasonal z-score object | farther from zero means farther from that ticker's baseline | weighted_social_activity, seasonal cells (archive) | Detect departures from a name's own baseline. |
| Evidence coverageattention_integrity | weight-renormalized mean of organic, dispersion (1−gini), corroboration (eff_sources/3), persistence (clamp autocorr), and ready independent-voices independence_ratio, plus measured author-graph co-occurrence independence (1−suspicious_pair_share); degraded/blocked independent-voices receipts are ignored; blocked/unmeasured author-graph receipts are ignored; None < 2 components | 0 to 1 score | higher means more measured corroboration, dispersion, and persistence | organic_score, attention_concentration, cross_source_corroboration, attention_persistence, independent_voices, author_graph_evidence | Gate how far to trust a reading. |
| Anti-gaming flagspump_risk_score | 0.25·spam_cluster+0.20·low_float+0.20·low_liquidity+0.15·low_source_quality+0.10·promotional_language+0.10·price_extended; missing float/liquidity/source inputs on small or illiquid names use a conservative floor and are flagged under-measured | 0 to 1 score | higher means more observable anti-gaming flags are present | spam_score, market_cap, float_market_cap, avg_dollar_volume, source_quality_score, recent_dilution | Computed diagnostic only; the public real/manufactured claim is withheld pending validation. |
| Liquidity pressureliquidity_pressure | WSA / (avg_dollar_volume / 1e9) (the crowding ratio) | WSA per $1B average dollar volume | higher means more attention relative to trading capacity | weighted_social_activity, avg_dollar_volume | Size attention against tradable capacity. |
attention_densityseasonal_zattention_integritypump_risk_scoreliquidity_pressure| Metric | Formula | Inputs | Where shown |
|---|---|---|---|
| Velocity (acceleration z-score)attention_density/scoring.py (zscore/velocity) | z-score of current weighted social activity vs its own trailing baseline: (WSA − mean(baseline)) / std(baseline), sample std (n−1); null under 2 baseline points. Label bands: heating ≥ +1σ, cooling ≤ −1σ, else steady. | weighted_social_activity (current), trailing WSA baseline | home velocity chip ("+2.4σ heating"), Markets "Velocity" column |
| Raw density (Posts/$B)attention_density/scoring.py (raw_density) | raw_post_count / (market_cap / 1e9) — raw source posts per $1B market cap; null unless raw_post_count ≥ 0 and market_cap > 0. | raw_post_count, market_cap | Markets "Posts/$B" column |
| Engagement-weighted density (Eng/$B)attention_density/scoring.py (engagement_weighted_density) | engagement_sum / (market_cap / 1e9) — observed public interactions per $1B market cap; null unless engagement_sum ≥ 0 and market_cap > 0. | engagement_sum (public interactions), market_cap | Markets "Eng/$B" column |
| Silent-to-loud triggerattention_density/pipeline/events.py + ignition.py | Fires when velocity_zscore ≥ 3.0 AND source_quality_score ≥ 0.60 (both measured). The page's continuous ignition ratio = current WSA / median(baseline); bands ignition ≥ 10×, surge ≥ 3×, elevated ≥ 1.5×, else normal (null under 3 baseline points). | velocity_zscore, source_quality_score, pump_risk_score (confidence discount) | engine event feed (the /silent-to-loud page is retired; the measurement lives in /v1/signals) |
| Attention-price divergence eventattention_density/pipeline/divergence.py | With rising = velocity_z ≥ 2.0: REVERSAL_RISK when rising and price_return < −2%; ATTENTION_LEADS when rising and price_return ≤ +2%; NOT_SOCIAL when velocity_z ≤ 0.5 and price_return ≥ +2%. Only these three divergent labels emit an event (CHASE_RISK and ALIGNED do not). Strength = clamp(0.5 + 0.25·attention_excess + 0.25·price_component). | velocity_zscore, recent price_return, pump_risk_score (confidence) | engine event feed (the /attention-price-divergence page is retired; the measurement lives in /v1/signals) |
| Wall grade (Moves)attention_density/share_queue.py (WALL_GRADE_PUMP_RISK_THRESHOLD) | The archived wall-grade rule is pump_risk_score ≥ 0.35. It is not currently a public verdict: labeled-outcome predictive validity is not yet established. | pump_risk_score | Moves at /caught-pumps ("wall-grade flags") |
attention_density/scoring.py (zscore/velocity)attention_density/scoring.py (raw_density)attention_density/scoring.py (engagement_weighted_density)attention_density/pipeline/events.py + ignition.pyattention_density/pipeline/divergence.pyattention_density/share_queue.py (WALL_GRADE_PUMP_RISK_THRESHOLD)