Timeframe: 1D (TV fills 1 bar ahead = 1 days 00:00:00 offset) Loading TV trades from: data/mlp/MLPScores_COINBASE_BTCUSD_2026-09-24-1d.csv TV trades: 154 real signal + 0 margin-call Running Python strategy strategy_mlp_scores.py on: data/mlp/COINBASE_BTCUSD, 1D.csv Python trades: 154 (Pine timeCondition 2017-12-01 → 2026-09-23; 154 total after time gate) Key params: Entry threshold: -25.0 (use_entry_conf=False) Exit threshold: 70.0 (use_exit_conf=1) Trailing stop: 10.0% ================================================================================ MATCH SUMMARY ================================================================================ Total TV real trades : 154 (coverage through 2026-08-24) Total Python trades : 154 Entry + exit matched : 154 (100.0% of TV) Entry matched, exit Δ : 0 Python-only (extra) : 0 (IS: 0, OOS after 2026-08-24: 0 — OOS are expected, not bugs) TV-only (missed) : 0 ================================================================================ Python cumulative P&L (0.5%/side comm): 6,160.3% TV completed-trade cumulative P&L: 6,139.0% Excluded 1 open TV trade(s) from this completed-trade comparison. → net vs TV relative diff: 0.3% (check fill prices, slippage and sizing for residuals) Python gross (no commission, reference): 29,102.0% ──────────────────────────────────────────────────────────────────────────────── FULLY MATCHED (154 trades) ──────────────────────────────────────────────────────────────────────────────── # Py Entry TV Entry Py Exit TV Exit Py P&L% TV P&L% Δ P&L% ------------------------------------------------------------------------------ 1 2017-12-08 2017-12-09 2017-12-19 2017-12-20 7.9% 7.9% -0.0% 2 2018-01-04 2018-01-05 2018-01-08 2018-01-09 -2.0% -2.0% -0.0% 3 2018-01-19 2018-01-20 2018-01-22 2018-01-23 -7.3% -7.3% +0.0% 4 2018-02-10 2018-02-11 2018-02-17 2018-02-18 28.8% 28.8% -0.0% 5 2018-02-21 2018-02-22 2018-02-22 2018-02-23 -6.9% -6.9% -0.0% 6 2018-03-04 2018-03-05 2018-03-07 2018-03-08 -14.4% -14.3% -0.0% 7 2018-03-17 2018-03-18 2018-03-18 2018-03-19 3.1% 3.2% -0.1% 8 2018-03-20 2018-03-21 2018-03-21 2018-03-22 -1.1% -1.1% +0.0% 9 2018-04-25 2018-04-26 2018-05-11 2018-05-12 -6.2% -6.2% -0.0% 10 2018-06-02 2018-06-03 2018-06-09 2018-06-10 -2.8% -2.8% -0.0% 11 2018-06-20 2018-06-21 2018-06-22 2018-06-23 -11.2% -11.2% +0.0% 12 2018-06-26 2018-06-27 2018-07-02 2018-07-03 7.8% 7.8% -0.0% 13 2018-07-05 2018-07-06 2018-08-01 2018-08-02 15.2% 15.2% -0.0% 14 2018-08-16 2018-08-17 2018-08-26 2018-08-27 5.2% 5.2% +0.0% 15 2018-08-28 2018-08-29 2018-08-29 2018-08-30 -1.6% -1.6% +0.0% 16 2018-09-01 2018-09-02 2018-09-02 2018-09-03 0.4% 0.4% +0.0% 17 2018-11-22 2018-11-23 2018-11-24 2018-11-25 -12.4% -12.4% +0.1% 18 2018-12-06 2018-12-07 2018-12-13 2018-12-14 -5.8% -5.8% +0.0% 19 2018-12-14 2018-12-15 2018-12-25 2018-12-26 17.1% 17.1% +0.0% 20 2018-12-29 2018-12-30 2019-01-10 2019-01-11 -3.7% -3.7% +0.0% 21 2019-02-21 2019-02-22 2019-02-24 2019-02-25 -5.1% -5.2% +0.0% 22 2019-03-09 2019-03-10 2019-04-05 2019-04-06 27.4% 27.4% -0.0% 23 2019-04-27 2019-04-28 2019-04-28 2019-04-29 -1.3% -1.3% +0.0% 24 2019-05-01 2019-05-02 2019-05-05 2019-05-06 6.3% 6.3% -0.0% 25 2019-05-08 2019-05-09 2019-05-17 2019-05-18 22.6% 22.6% -0.0% 26 2019-05-21 2019-05-22 2019-06-01 2019-06-02 6.6% 6.6% +0.0% 27 2019-06-08 2019-06-09 2019-06-09 2019-06-10 -4.7% -4.7% -0.0% 28 2019-06-12 2019-06-13 2019-06-27 2019-06-28 35.1% 35.1% -0.0% 29 2019-07-01 2019-07-02 2019-07-11 2019-07-12 6.2% 6.2% +0.0% 30 2019-07-26 2019-07-27 2019-07-27 2019-07-28 -4.6% -4.8% +0.1% 31 2019-07-31 2019-08-01 2019-08-11 2019-08-12 13.3% 13.2% +0.0% 32 2019-08-17 2019-08-18 2019-08-18 2019-08-19 -0.0% -0.1% +0.0% 33 2019-08-21 2019-08-22 2019-08-29 2019-08-30 -7.2% -7.2% +0.0% 34 2019-09-01 2019-09-02 2019-09-07 2019-09-08 6.3% 6.3% +0.0% 35 2019-09-25 2019-09-26 2019-10-12 2019-10-13 -2.5% -2.5% -0.0% 36 2019-11-02 2019-11-03 2019-11-03 2019-11-04 -2.1% -2.1% +0.0% 37 2019-11-05 2019-11-06 2019-11-06 2019-11-07 -0.8% -0.8% -0.0% 38 2019-11-27 2019-11-28 2019-12-14 2019-12-15 -7.1% -7.1% +0.0% 39 2019-12-27 2019-12-28 2019-12-28 2019-12-29 -0.2% -0.2% +0.0% 40 2020-01-02 2020-01-03 2020-01-09 2020-01-10 11.4% 11.4% -0.0% 41 2020-01-12 2020-01-13 2020-01-24 2020-01-25 2.0% 2.0% -0.0% 42 2020-02-02 2020-02-03 2020-02-13 2020-02-14 8.7% 8.7% +0.0% 43 2020-02-22 2020-02-23 2020-02-23 2020-02-24 2.0% 2.0% +0.0% 44 2020-03-07 2020-03-08 2020-03-08 2020-03-09 -10.6% -10.6% -0.0% 45 2020-03-21 2020-03-22 2020-03-28 2020-03-29 -0.1% -0.1% +0.0% 46 2020-04-01 2020-04-02 2020-04-11 2020-04-12 2.3% 2.3% -0.0% 47 2020-04-23 2020-04-24 2020-05-01 2020-05-02 16.7% 16.7% +0.0% 48 2020-05-04 2020-05-05 2020-05-05 2020-05-06 0.6% 0.6% +0.1% 49 2020-05-24 2020-05-25 2020-06-11 2020-06-12 5.3% 5.3% +0.0% 50 2020-06-24 2020-06-25 2020-06-25 2020-06-26 -1.4% -1.4% +0.0% 51 2020-06-27 2020-06-28 2020-06-28 2020-06-29 0.2% 0.2% +0.0% 52 2020-07-02 2020-07-03 2020-08-02 2020-08-03 20.5% 20.5% +0.0% 53 2020-08-07 2020-08-08 2020-08-08 2020-08-09 0.4% 0.4% +0.0% 54 2020-09-12 2020-09-13 2020-09-17 2020-09-18 3.7% 3.7% -0.0% 55 2020-09-20 2020-09-21 2020-09-21 2020-09-22 -5.6% -5.6% +0.0% 56 2020-09-25 2020-09-26 2020-11-26 2020-11-27 59.0% 59.0% +0.0% 57 2020-12-04 2020-12-05 2020-12-05 2020-12-06 1.7% 1.7% +0.0% 58 2020-12-20 2020-12-21 2021-01-10 2021-01-11 61.0% 61.0% +0.0% 59 2021-01-15 2021-01-16 2021-01-16 2021-01-17 -3.0% -3.0% +0.0% 60 2021-01-23 2021-01-24 2021-01-27 2021-01-28 -6.3% -6.2% -0.0% 61 2021-01-30 2021-01-31 2021-02-23 2021-02-24 41.1% 41.1% +0.0% 62 2021-02-25 2021-02-26 2021-03-12 2021-03-13 20.4% 20.4% +0.0% 63 2021-03-18 2021-03-19 2021-03-19 2021-03-20 -0.3% -0.3% +0.0% 64 2021-03-31 2021-04-01 2021-04-04 2021-04-05 -2.0% -2.0% +0.0% 65 2021-04-06 2021-04-07 2021-04-17 2021-04-18 2.5% 2.5% -0.0% 66 2021-05-04 2021-05-05 2021-05-05 2021-05-06 7.0% 7.0% +0.0% 67 2021-05-15 2021-05-16 2021-05-16 2021-05-17 -1.7% -1.7% -0.0% 68 2021-06-01 2021-06-02 2021-06-05 2021-06-06 -4.1% -4.1% +0.0% 69 2021-06-08 2021-06-09 2021-06-16 2021-06-17 13.7% 13.7% +0.0% 70 2021-06-22 2021-06-23 2021-06-25 2021-06-26 -3.9% -3.9% +0.0% 71 2021-07-01 2021-07-02 2021-07-04 2021-07-05 4.2% 4.2% -0.0% 72 2021-07-10 2021-07-11 2021-07-11 2021-07-12 1.2% 1.2% +0.0% 73 2021-07-23 2021-07-24 2021-08-03 2021-08-04 12.4% 12.4% +0.0% 74 2021-08-21 2021-08-22 2021-08-25 2021-08-26 -0.8% -0.8% -0.0% 75 2021-09-10 2021-09-11 2021-09-11 2021-09-12 -0.3% -0.3% -0.0% 76 2021-09-24 2021-09-25 2021-10-27 2021-10-28 35.1% 35.1% -0.0% 77 2021-11-06 2021-11-07 2021-11-11 2021-11-12 4.3% 4.3% +0.0% 78 2021-12-01 2021-12-02 2021-12-04 2021-12-05 -14.8% -14.8% +0.0% 79 2021-12-08 2021-12-09 2021-12-09 2021-12-10 -6.8% -6.8% +0.0% 80 2021-12-16 2021-12-17 2021-12-24 2021-12-25 5.7% 5.7% +0.0% 81 2022-01-29 2022-01-30 2022-02-03 2022-02-04 -3.2% -3.2% +0.0% 82 2022-03-02 2022-03-03 2022-03-03 2022-03-04 -4.3% -4.3% +0.0% 83 2022-03-26 2022-03-27 2022-03-27 2022-03-28 4.1% 4.1% +0.0% 84 2022-03-29 2022-03-30 2022-03-30 2022-03-31 -1.8% -1.8% -0.0% 85 2022-05-14 2022-05-15 2022-05-15 2022-05-16 3.1% 3.1% -0.0% 86 2022-05-28 2022-05-29 2022-06-10 2022-06-11 -0.8% -0.8% +0.0% 87 2022-06-25 2022-06-26 2022-06-26 2022-06-27 -3.1% -3.1% +0.0% 88 2022-07-09 2022-07-10 2022-07-10 2022-07-11 -4.4% -4.3% -0.0% 89 2022-07-15 2022-07-16 2022-07-16 2022-07-17 0.7% 0.8% -0.0% 90 2022-07-23 2022-07-24 2022-07-26 2022-07-27 -6.2% -6.2% +0.0% 91 2022-07-30 2022-07-31 2022-08-02 2022-08-03 -3.8% -3.7% -0.0% 92 2022-10-01 2022-10-02 2022-10-31 2022-11-01 5.0% 5.0% +0.0% 93 2022-11-04 2022-11-05 2022-11-07 2022-11-08 -3.6% -3.6% +0.0% 94 2022-11-12 2022-11-13 2022-11-17 2022-11-18 -1.6% -1.6% -0.0% 95 2022-11-20 2022-11-21 2022-11-21 2022-11-22 -4.0% -4.0% +0.0% 96 2022-11-25 2022-11-26 2022-12-19 2022-12-20 -1.4% -1.4% -0.0% 97 2023-01-07 2023-01-08 2023-01-27 2023-01-28 34.9% 34.9% -0.0% 98 2023-02-19 2023-02-20 2023-02-22 2023-02-23 -1.4% -1.4% -0.0% 99 2023-03-12 2023-03-13 2023-04-01 2023-04-02 26.9% 26.9% -0.0% 100 2023-04-07 2023-04-08 2023-04-17 2023-04-18 4.4% 4.4% -0.0% 101 2023-04-27 2023-04-28 2023-05-06 2023-05-07 -2.9% -3.0% +0.0% 102 2023-05-11 2023-05-12 2023-05-12 2023-05-13 -1.6% -1.6% +0.0% 103 2023-05-16 2023-05-17 2023-05-17 2023-05-18 0.4% 0.4% +0.0% 104 2023-05-27 2023-05-28 2023-05-28 2023-05-29 3.4% 3.4% +0.0% 105 2023-06-07 2023-06-08 2023-06-14 2023-06-15 -5.6% -5.6% -0.0% 106 2023-06-22 2023-06-23 2023-06-29 2023-06-30 0.9% 0.9% +0.0% 107 2023-07-01 2023-07-02 2023-07-05 2023-07-06 -1.3% -1.3% +0.0% 108 2023-07-08 2023-07-09 2023-07-22 2023-07-23 -2.6% -2.6% +0.0% 109 2023-07-24 2023-07-25 2023-08-11 2023-08-12 -0.2% -0.2% +0.0% 110 2023-09-01 2023-09-02 2023-09-20 2023-09-21 4.1% 4.1% +0.0% 111 2023-09-30 2023-10-01 2023-10-06 2023-10-07 2.6% 2.6% -0.0% 112 2023-10-17 2023-10-18 2023-11-18 2023-11-19 27.5% 27.5% -0.0% 113 2023-11-25 2023-11-26 2024-01-12 2024-01-13 12.0% 12.0% -0.0% 114 2024-01-20 2024-01-21 2024-03-15 2024-03-16 65.2% 65.2% -0.0% 115 2024-03-30 2024-03-31 2024-04-13 2024-04-14 -9.0% -9.0% -0.0% 116 2024-04-18 2024-04-19 2024-04-27 2024-04-28 -1.1% -1.1% +0.0% 117 2024-04-30 2024-05-01 2024-05-23 2024-05-24 11.0% 10.9% +0.0% 118 2024-05-26 2024-05-27 2024-06-01 2024-06-02 -2.1% -2.1% -0.0% 119 2024-06-05 2024-06-06 2024-06-20 2024-06-21 -9.7% -9.7% +0.0% 120 2024-07-13 2024-07-14 2024-08-02 2024-08-03 2.7% 2.7% +0.0% 121 2024-08-03 2024-08-04 2024-08-05 2024-08-06 -11.8% -11.8% -0.0% 122 2024-08-07 2024-08-08 2024-08-31 2024-09-01 5.9% 5.9% -0.0% 123 2024-09-06 2024-09-07 2024-11-17 2024-11-18 65.0% 64.9% +0.0% 124 2024-11-19 2024-11-20 2024-11-24 2024-11-25 5.0% 5.0% +0.0% 125 2024-11-26 2024-11-27 2024-12-07 2024-12-08 7.6% 7.6% +0.0% 126 2024-12-18 2024-12-19 2025-01-05 2025-01-06 -2.8% -2.8% +0.0% 127 2025-01-07 2025-01-08 2025-01-08 2025-01-09 -2.9% -2.9% -0.0% 128 2025-01-15 2025-01-16 2025-01-16 2025-01-17 -1.5% -1.5% -0.0% 129 2025-01-22 2025-01-23 2025-01-26 2025-01-27 -2.0% -2.0% -0.0% 130 2025-02-01 2025-02-02 2025-02-02 2025-02-03 -3.9% -3.9% +0.0% 131 2025-02-06 2025-02-07 2025-02-09 2025-02-10 -1.1% -1.1% +0.0% 132 2025-03-07 2025-03-08 2025-03-08 2025-03-09 -1.6% -1.6% -0.0% 133 2025-03-29 2025-03-30 2025-03-30 2025-03-31 -1.3% -1.3% +0.0% 134 2025-04-26 2025-04-27 2025-04-27 2025-04-28 -1.9% -1.9% -0.0% 135 2025-04-29 2025-04-30 2025-05-04 2025-05-05 -1.0% -1.0% -0.0% 136 2025-05-06 2025-05-07 2025-06-28 2025-06-29 9.8% 9.8% +0.0% 137 2025-07-04 2025-07-05 2025-08-09 2025-08-10 6.8% 6.8% +0.0% 138 2025-08-14 2025-08-15 2025-08-15 2025-08-16 -1.8% -1.8% -0.0% 139 2025-08-23 2025-08-24 2025-08-30 2025-08-31 -6.6% -6.6% -0.0% 140 2025-09-04 2025-09-05 2025-09-10 2025-09-11 1.9% 1.9% -0.0% 141 2025-09-12 2025-09-13 2025-09-13 2025-09-14 -1.1% -1.1% -0.0% 142 2025-09-17 2025-09-18 2025-09-20 2025-09-21 -1.6% -1.6% +0.0% 143 2025-10-06 2025-10-07 2025-10-11 2025-10-12 -12.1% -12.1% +0.0% 144 2025-10-25 2025-10-26 2025-11-04 2025-11-05 -10.0% -10.0% +0.0% 145 2025-11-27 2025-11-28 2025-12-05 2025-12-06 -3.1% -3.1% -0.0% 146 2025-12-25 2025-12-26 2025-12-26 2025-12-27 -0.9% -0.8% -0.0% 147 2025-12-30 2025-12-31 2026-01-07 2026-01-08 2.2% 2.2% +0.0% 148 2026-02-07 2026-02-08 2026-02-24 2026-02-25 -8.4% -8.4% +0.0% 149 2026-02-27 2026-02-28 2026-03-08 2026-03-09 -0.8% -0.8% +0.0% 150 2026-04-07 2026-04-08 2026-04-12 2026-04-13 -2.6% -2.6% +0.0% 151 2026-04-15 2026-04-16 2026-04-19 2026-04-20 -2.3% -2.3% +0.0% 152 2026-04-25 2026-04-26 2026-05-27 2026-05-28 -5.2% -5.2% +0.0% 153 2026-06-26 2026-06-27 2026-08-09 2026-08-10 7.0% 7.0% +0.0% 154 2026-08-22 2026-08-23 2026-08-23 2026-08-24 -0.1% -0.1% +0.0% ================================================================================ DIAGNOSTIC RECOMMENDATIONS ================================================================================ Parity looks good! Minor differences are expected from fill-price offset. Tip: run with --verbose for score context tables on all divergent trades. activation_scores: run tools/diagnose_tv_parity.py for per-component breakdown. MLP: run tools/check_mlp_parity.py before interpreting trade-list differences. ================================================================================