| # Trade data and label semantics |
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| ## What a row represents |
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| Trade data models a wallet's next observed transaction. Structured split rows include wallet, market, block/log position, transaction side, position before and after the transaction, derived action labels, and market/price features. Model-ready benchmark rows convert this context into text and a structured target. |
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| ## Principal source files |
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| - `dataset/Trade/source/trade_price_matched.parquet`: upstream price-matched trade table. |
| - `dataset/Trade/source/behavior_fixcost.parquet`: 11,531,670 rows with behavior, position, PnL, and K-line features. |
| - `dataset/Trade/source/market_semantic.parquet`: market semantic metadata. |
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| ## Important structured columns |
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| | Group | Columns | Interpretation | |
| |---|---|---| |
| | Identity | `wallet`, `market_id`, `outcome` | Wallet and traded outcome. | |
| | Market text | `event_slug`, `question`, `market_slug` | Semantic context. | |
| | Ordering | `block`, `log_index`, `tx_hash` | On-chain event location and identifier. | |
| | Trade | `side`, `amount_int`, `delta_pos` | Observed trade side, amount, and position delta. | |
| | Action labels | `action_label`, `behavior_label_fine` | Derived behavioral targets. | |
| | Position | `prev_pos`, `new_pos`, `position_size`, `position_change` | Position state and change. | |
| | Sequence | `seq_idx_outcome`, `seq_idx_market`, gap and previous-trade fields | Within-wallet behavioral ordering features. | |
| | Open/close/flip | `is_open_trade`, `is_close_trade`, `flip_*`, `switched_*` | Derived state-transition indicators. | |
| | Value/PnL | `cost_basis_avg`, `mark_price`, `unrealized_pnl_*` | Position valuation features. | |
| | K-line | `k0_*` through `k5_*` | Released multi-window market-price features. | |
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| The structured split files additionally include `prior_same_market_trades`. |
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| ## Model-ready target |
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| Direct benchmark files contain: |
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| ```text |
| sample_id, task_type, split, wallet, input_text, target, output_format |
| ``` |
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| Representative targets request: |
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| ```json |
| {"direction": "increase | decrease | close", "amount_usdc_est": 0.0} |
| ``` |
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| Interpretation: |
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| - `increase`: add exposure to the current outcome; |
| - `decrease`: reduce exposure without the released prompt treating it as a full close; |
| - `close`: close the position. |
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| The released benchmark uses these derived action and amount labels consistently across its model-ready interfaces. |
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