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

FamilyRankHorizonVariantNAUC-PRBaseLiftPrecisionRecallF1TPFPFNTN
Price SpikeSupportingh7x_price_spike_abs_log6520.1220.0831.47×17.6%16.7%0.17194245556
Price SpikeSupportingh14x_price_spike_abs_log6450.1340.0981.37×15.7%12.7%0.14084355539
Price SpikeSupportingh30x_price_spike_abs_log6290.1700.1481.15×20.8%10.8%0.142103883498
Volatility JumpSupporting / secondaryh7x_vol_jump_raw_rv6520.1250.0831.51×16.1%16.7%0.16494745551
Volatility JumpSupporting / secondaryh14x_vol_jump_raw_rv6450.1250.0981.28×14.5%12.7%0.13684755535
Volatility JumpSupporting / secondaryh30x_vol_jump_raw_rv6290.1650.1481.12×25.0%14.0%0.179133980497
Spread / Contract AlignmentPrimaryh7x_spread_cross_country_max6520.1660.0832.01×13.1%37.0%0.1932013334465
Spread / Contract AlignmentPrimaryh14x_curve_m1_m3_abs6450.1460.0981.49×20.8%39.7%0.273259538487
Spread / Contract AlignmentPrimaryh30x_spread_cross_country_max6290.1890.1481.28×24.6%34.4%0.287329861438
Liquidity DeteriorationSecondaryh7x_liquidity_vov_spread_real4450.1380.0851.61×16.0%10.5%0.12742134386
Liquidity DeteriorationSecondaryh14x_liquidity_vov_spread_all4400.1300.0981.33×20.8%11.6%0.14951938378
Liquidity DeteriorationSecondaryh30x_liquidity_vov_spread_real4300.1720.1401.23×26.1%10.0%0.14561754353
Market-Implied Coupling PulseSupporting / secondaryh7x_transmission_coupling_scaled_max6520.1160.0831.40×12.0%11.1%0.11564448554
Market-Implied Coupling PulseSupporting / secondaryh14x_transmission_coupling_scaled_max6450.1360.0981.40×18.0%14.3%0.15994154541
Market-Implied Coupling PulseSupporting / secondaryh30x_transmission_it_spot_futures_basis_snap6290.1940.1481.31×24.1%14.0%0.177134180495
GDELT Narrative PressurePrimary at h7h7x_gdelt_block_a_cwt6350.2030.0822.48×18.2%26.9%0.217146338520
GDELT Narrative PressurePrimary at h7h14x_gdelt_block_a_log_cwt6280.1140.1001.13×8.6%14.3%0.10799654469
GDELT Narrative PressurePrimary at h7h30x_gdelt_block_a_log_cwt6120.1370.1520.90×6.9%7.5%0.07279486425