KEYNUM.AI
Energy & infrastructure intelligence
Validation ledger
Every promoted rule, in one place.
Expanded-sample, real-control results against `Y_upside_tail_event` at α = 0.10. Rows are historical held-out classification results, not current live alerts.
Rule-based classification results
2024-02-01 to 2026-05-19 · 22 purged walk-forward folds
| Family | Rank | Horizon | Variant | N | AUC-PR | Base | Lift | Precision | Recall | F1 | TP | FP | FN | TN |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Price Spike | Supporting | h7 | x_price_spike_abs_log | 652 | 0.122 | 0.083 | 1.47× | 17.6% | 16.7% | 0.171 | 9 | 42 | 45 | 556 |
| Price Spike | Supporting | h14 | x_price_spike_abs_log | 645 | 0.134 | 0.098 | 1.37× | 15.7% | 12.7% | 0.140 | 8 | 43 | 55 | 539 |
| Price Spike | Supporting | h30 | x_price_spike_abs_log | 629 | 0.170 | 0.148 | 1.15× | 20.8% | 10.8% | 0.142 | 10 | 38 | 83 | 498 |
| Volatility Jump | Supporting / secondary | h7 | x_vol_jump_raw_rv | 652 | 0.125 | 0.083 | 1.51× | 16.1% | 16.7% | 0.164 | 9 | 47 | 45 | 551 |
| Volatility Jump | Supporting / secondary | h14 | x_vol_jump_raw_rv | 645 | 0.125 | 0.098 | 1.28× | 14.5% | 12.7% | 0.136 | 8 | 47 | 55 | 535 |
| Volatility Jump | Supporting / secondary | h30 | x_vol_jump_raw_rv | 629 | 0.165 | 0.148 | 1.12× | 25.0% | 14.0% | 0.179 | 13 | 39 | 80 | 497 |
| Spread / Contract Alignment | Primary | h7 | x_spread_cross_country_max | 652 | 0.166 | 0.083 | 2.01× | 13.1% | 37.0% | 0.193 | 20 | 133 | 34 | 465 |
| Spread / Contract Alignment | Primary | h14 | x_curve_m1_m3_abs | 645 | 0.146 | 0.098 | 1.49× | 20.8% | 39.7% | 0.273 | 25 | 95 | 38 | 487 |
| Spread / Contract Alignment | Primary | h30 | x_spread_cross_country_max | 629 | 0.189 | 0.148 | 1.28× | 24.6% | 34.4% | 0.287 | 32 | 98 | 61 | 438 |
| Liquidity Deterioration | Secondary | h7 | x_liquidity_vov_spread_real | 445 | 0.138 | 0.085 | 1.61× | 16.0% | 10.5% | 0.127 | 4 | 21 | 34 | 386 |
| Liquidity Deterioration | Secondary | h14 | x_liquidity_vov_spread_all | 440 | 0.130 | 0.098 | 1.33× | 20.8% | 11.6% | 0.149 | 5 | 19 | 38 | 378 |
| Liquidity Deterioration | Secondary | h30 | x_liquidity_vov_spread_real | 430 | 0.172 | 0.140 | 1.23× | 26.1% | 10.0% | 0.145 | 6 | 17 | 54 | 353 |
| Market-Implied Coupling Pulse | Supporting / secondary | h7 | x_transmission_coupling_scaled_max | 652 | 0.116 | 0.083 | 1.40× | 12.0% | 11.1% | 0.115 | 6 | 44 | 48 | 554 |
| Market-Implied Coupling Pulse | Supporting / secondary | h14 | x_transmission_coupling_scaled_max | 645 | 0.136 | 0.098 | 1.40× | 18.0% | 14.3% | 0.159 | 9 | 41 | 54 | 541 |
| Market-Implied Coupling Pulse | Supporting / secondary | h30 | x_transmission_it_spot_futures_basis_snap | 629 | 0.194 | 0.148 | 1.31× | 24.1% | 14.0% | 0.177 | 13 | 41 | 80 | 495 |
| GDELT Narrative Pressure | Primary at h7 | h7 | x_gdelt_block_a_cwt | 635 | 0.203 | 0.082 | 2.48× | 18.2% | 26.9% | 0.217 | 14 | 63 | 38 | 520 |
| GDELT Narrative Pressure | Primary at h7 | h14 | x_gdelt_block_a_log_cwt | 628 | 0.114 | 0.100 | 1.13× | 8.6% | 14.3% | 0.107 | 9 | 96 | 54 | 469 |
| GDELT Narrative Pressure | Primary at h7 | h30 | x_gdelt_block_a_log_cwt | 612 | 0.137 | 0.152 | 0.90× | 6.9% | 7.5% | 0.072 | 7 | 94 | 86 | 425 |