id stringclasses 6 values | date_window stringclasses 6 values | market_context stringclasses 6 values | flow_summary stringclasses 6 values | orderbook_signals stringclasses 6 values | volatility_context stringclasses 5 values | dominant_agent_type stringclasses 5 values | agent_mix_vector stringclasses 6 values | flow_pressure_direction stringclasses 3 values | positioning_intensity stringclasses 3 values | stability_state stringclasses 4 values | notes stringclasses 6 values | constraints stringclasses 1 value | gold_checklist stringclasses 1 value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ATFD-001 | 2025-01-10_14:00-15:00 | Nasdaq futures rally | persistent buy programs across sessions | shallow pullbacks; bid refills quickly | low_vol | cta_trend | cta_trend:0.72;fundamental:0.08;market_maker:0.20 | up | high | crowded | Trend-following dominant | Decompose by agent only. | agent+mix+state |
ATFD-002 | 2025-02-14_09:30-10:30 | rates spike | rapid sell bursts into illiquidity | gap prints; hedging sweeps | high_vol | options_hedging | cta_trend:0.18;options_hedging:0.62;market_maker:0.20 | down | high | unstable | Dealer hedging drives flow | Decompose by agent only. | agent+mix+state |
ATFD-003 | 2025-03-20_13:00-14:00 | small-cap selloff | steady liquidation across basket | spread widening; weak bids | risk_off | distressed_seller | distressed_seller:0.58;fundamental:0.22;market_maker:0.20 | down | medium | fragile | Forced sellers active | Decompose by agent only. | agent+mix+state |
ATFD-004 | 2025-04-04_10:00-11:00 | FX majors stable | balanced two-way flow | tight spreads; deep book | low_vol | market_maker | market_maker:0.55;fundamental:0.25;cta_trend:0.20 | flat | low | stable | Liquidity providers dominant | Decompose by agent only. | agent+mix+state |
ATFD-005 | 2025-05-18_08:00-09:00 | energy shock | fast directional buying after news | fragmented book; chase prints | shock_vol | cta_trend | cta_trend:0.48;options_hedging:0.32;market_maker:0.20 | up | high | unstable | Shock-driven chase | Decompose by agent only. | agent+mix+state |
ATFD-006 | 2025-06-07_13:00-14:00 | single-theme equity rally | concentrated buying in leaders | narrow breadth; shallow dips | moderate_vol | fundamental | fundamental:0.60;cta_trend:0.20;market_maker:0.20 | up | medium | crowded | Fundamental crowding | Decompose by agent only. | agent+mix+state |
What this dataset tests
Whether a system can infer
which agent types drive market flows
and how large each agent block is.
This is structural flow attribution.
Not sector analysis.
Not price prediction.
Required outputs
- dominant agent type
- agent mix vector
- flow pressure direction
- positioning intensity
- stability state
Constraints
Market only.
Infer from flow, order book, and volatility context.
Do not predict price.
Evaluation focus
High scores require
agent type identified
mix vector present
direction stated
intensity level
stability state
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