Fitness
0.1827
Generation
29
Complexity
29
Created
2026-09-24
Lineage
Parents (1)
added entry filter: sma_20 < close; added entry filter: macd_hist > -2.6055
Children (0)
None
Strategy Logic (pseudocode)
# LongTermTrend_V0646 [hybrid]
if flat and (((((close > sma_200 and sma_200_slope > -0.0024) or ret_20d > 0.085) and ret_20d > 0.05 and cumret_252d > -0.1997 and dist_sma_50 > -0.0774) or ((macd_hist > 0.0 and close > sma_50) or ((breakout_50 == 1 and rel_volume > 1.5045) or ((macd_hist > 0.0 and close > sma_50) and sma_50 > sma_200)))) and sma_20 < close and macd_hist > -2.6055):
position = 1.0
if long and (macd_hist < 0.0 or sma_10 > sma_200):
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | -6.4% | 39.9% | 18.8% | 7.9% |
| Total Return | -41.1% | 173.9% | 89.5% | 205.6% |
| Sharpe | -0.14 | 1.08 | 0.74 | 0.41 |
| Sortino | -0.13 | 1.08 | 0.76 | 0.39 |
| Calmar | -0.12 | 1.12 | 0.51 | 0.14 |
| Volatility | 24.9% | 38.0% | 28.7% | 29.0% |
| Max DD | -55.3% | -35.5% | -37.0% | -55.3% |
| Win Rate | 45.6% | 53.6% | 48.2% | 48.2% |
| Avg Win | 2.6% | 3.9% | 4.2% | 3.3% |
| Avg Loss | -2.3% | -2.9% | -2.8% | -2.5% |
| Payoff | 1.12 | 1.33 | 1.52 | 1.29 |
| Expectancy | -0.1% | 0.7% | 0.6% | 0.3% |
| Profit Factor | 0.94 | 1.54 | 1.41 | 1.20 |
| Trades | 375 | 166 | 139 | 681 |
| Avg Holding Days | 2.5 | 2.3 | 2.9 | 2.5 |
| Turnover | 94.1 | 110.7 | 75.3 | 92.8 |
| Exposure | 28.2% | 28.2% | 29.0% | 28.4% |
Growth of $100
LongTermTrend_V0646 vs TSLA Buy & Hold
LongTermTrend_V0646 TSLA Buy & HoldIn-sampleValidationHidden test
Growth of $100 · log scale · in-sample, validation and hidden-test segments are shaded separately and must not be compared as one out-of-sample track record.
Walk-Forward Years
year-by-year stability matters more than any single year
| Year | CAGR | Sharpe | Max DD | Trades |
|---|---|---|---|---|
| 2016 | 16.9% | 1.09 | -17.2% | 24 |
| 2017 | -8.2% | -0.38 | -17.9% | 68 |
| 2018 | -9.1% | -0.20 | -20.7% | 35 |
| 2019 | -16.0% | -0.45 | -29.3% | 25 |
| 2020 | 103.5% | 1.56 | -35.5% | 89 |
| 2021 | 9.6% | 0.50 | -16.3% | 59 |
| 2022 | 18.8% | 0.79 | -17.2% | 17 |
A robust strategy performs acceptably in most years rather than spectacularly in one — look for consistency across regimes, not a single outlier year.
Regime Performance
| Period | Regime | Days | Ann. Return | Sharpe | Exposure |
|---|---|---|---|---|---|
| hidden test | DOWNTREND | 270 | 23.4% | 0.93 | 29% |
| hidden test | EXPENSIVE | 83 | 70.9% | 1.78 | 30% |
| hidden test | EXTREME | 48 | 60.0% | 1.93 | 29% |
| hidden test | HIGH VOLATILITY | 254 | 9.1% | 0.23 | 34% |
| hidden test | LOW VOLATILITY | 430 | 48.5% | 2.14 | 29% |
| hidden test | MEDIUM VOLATILITY | 250 | -13.1% | -0.53 | 25% |
| hidden test | NORMAL | 803 | 13.9% | 0.51 | 29% |
| hidden test | SIDEWAYS | 293 | 4.9% | 0.18 | 32% |
| hidden test | UPTREND | 371 | 32.8% | 1.02 | 27% |
| train | DOWNTREND | 518 | -5.7% | -0.30 | 20% |
| train | EXPENSIVE | 311 | 11.1% | 0.40 | 35% |
| train | EXTREME | 100 | 97.8% | 2.47 | 46% |
| train | HIGH VOLATILITY | 699 | -5.1% | -0.17 | 26% |
| train | LOW VOLATILITY | 745 | 10.4% | 0.54 | 32% |
| train | MEDIUM VOLATILITY | 568 | -19.9% | -0.82 | 26% |
| train | NORMAL | 1,601 | -12.7% | -0.55 | 26% |
| train | SIDEWAYS | 592 | -1.3% | -0.05 | 29% |
| train | UPTREND | 902 | -3.7% | -0.13 | 32% |
| validation | DOWNTREND | 125 | 41.2% | 1.64 | 19% |
| validation | EXPENSIVE | 138 | 17.8% | 0.41 | 27% |
| validation | EXTREME | 144 | 159.7% | 2.59 | 43% |
| validation | HIGH VOLATILITY | 258 | 3.9% | 0.08 | 23% |
| validation | LOW VOLATILITY | 183 | 12.1% | 0.65 | 32% |
| validation | MEDIUM VOLATILITY | 315 | 87.8% | 2.58 | 30% |
| validation | NORMAL | 474 | 11.4% | 0.47 | 24% |
| validation | SIDEWAYS | 206 | 24.7% | 1.04 | 21% |
| validation | UPTREND | 425 | 48.6% | 1.06 | 34% |
Trades (full period)
latest 100 of 682
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-09-18 | — | $364.27 | — | 3.36% | 4 | OPEN |
| 2026-08-24 | 2026-09-17 | $348.95 | $366.20 | -1.52% | 18 | |
| 2026-07-01 | 2026-07-15 | $425.30 | $394.46 | -5.99% | 10 | |
| 2026-06-01 | 2026-06-02 | $415.88 | $423.74 | -4.76% | 2 | |
| 2026-05-28 | 2026-05-29 | $442.10 | $435.79 | 0.19% | 2 | |
| 2026-05-26 | 2026-05-27 | $433.59 | $440.36 | 1.58% | 2 | |
| 2026-05-21 | 2026-05-22 | $417.85 | $426.01 | -0.06% | 2 | |
| 2026-05-19 | 2026-05-20 | $404.11 | $417.26 | -1.63% | 2 | |
| 2026-05-15 | 2026-05-18 | $422.24 | $409.99 | -4.95% | 2 | |
| 2026-04-16 | 2026-05-14 | $388.90 | $443.30 | 13.38% | 21 | |
| 2025-12-29 | 2025-12-30 | $459.64 | $454.43 | -3.47% | 2 | |
| 2025-12-24 | 2025-12-26 | $485.40 | $475.19 | -0.23% | 2 | |
| 2025-12-22 | 2025-12-23 | $488.73 | $485.56 | 1.36% | 2 | |
| 2025-12-18 | 2025-12-19 | $483.37 | $481.20 | 3.24% | 2 | |
| 2025-12-16 | 2025-12-17 | $489.88 | $467.26 | 2.86% | 2 | |
| 2025-12-12 | 2025-12-15 | $458.96 | $475.31 | 2.50% | 2 | |
| 2025-12-10 | 2025-12-11 | $451.45 | $446.89 | 1.21% | 2 | |
| 2025-12-08 | 2025-12-09 | $439.58 | $445.17 | -3.59% | 2 | |
| 2025-12-04 | 2025-12-05 | $454.53 | $455.00 | 1.54% | 2 | |
| 2025-11-06 | 2025-11-07 | $445.91 | $429.52 | -3.69% | 2 | |
| 2025-11-03 | 2025-11-04 | $468.37 | $444.26 | 2.38% | 2 | |
| 2025-10-24 | 2025-10-27 | $433.72 | $452.42 | -3.60% | 2 | |
| 2025-10-07 | 2025-10-08 | $433.09 | $438.69 | -4.64% | 2 | |
| 2025-10-03 | 2025-10-06 | $429.83 | $453.25 | -1.61% | 2 | |
| 2025-10-01 | 2025-10-02 | $459.46 | $436.00 | 3.11% | 2 | |
| 2025-09-29 | 2025-09-30 | $443.21 | $444.72 | 0.44% | 2 | |
| 2025-09-25 | 2025-09-26 | $423.39 | $440.40 | -4.58% | 2 | |
| 2025-09-23 | 2025-09-24 | $425.85 | $442.79 | -2.12% | 2 | |
| 2025-09-19 | 2025-09-22 | $426.07 | $434.21 | 2.01% | 2 | |
| 2025-09-17 | 2025-09-18 | $425.86 | $416.85 | 0.80% | 2 | |
| 2025-09-15 | 2025-09-16 | $410.04 | $421.62 | 3.36% | 2 | |
| 2025-09-11 | 2025-09-12 | $368.81 | $395.94 | 5.84% | 2 | |
| 2025-09-09 | 2025-09-10 | $346.97 | $347.79 | -0.04% | 2 | |
| 2025-09-05 | 2025-09-08 | $350.84 | $346.40 | 3.43% | 2 | |
| 2025-08-29 | 2025-09-02 | $333.87 | $329.36 | -3.70% | 2 | |
| 2025-08-27 | 2025-08-28 | $349.60 | $345.98 | -0.79% | 2 | |
| 2025-08-25 | 2025-08-26 | $346.60 | $351.67 | 1.74% | 2 | |
| 2025-08-21 | 2025-08-22 | $320.11 | $340.01 | -1.37% | 2 | |
| 2025-08-19 | 2025-08-20 | $329.31 | $323.90 | -1.94% | 2 | |
| 2025-08-08 | 2025-08-18 | $329.65 | $335.16 | 2.37% | 7 | |
| 2025-07-29 | 2025-07-30 | $321.20 | $319.04 | -1.55% | 2 | |
| 2025-07-21 | 2025-07-24 | $328.49 | $305.30 | 0.68% | 4 | |
| 2025-06-25 | 2025-06-26 | $327.55 | $325.78 | -3.99% | 2 | |
| 2025-06-04 | 2025-06-05 | $332.05 | $284.70 | -3.75% | 2 | |
| 2025-06-02 | 2025-06-03 | $342.69 | $344.27 | -1.29% | 2 | |
| 2025-05-29 | 2025-05-30 | $358.43 | $346.46 | 0.23% | 2 | |
| 2025-05-27 | 2025-05-28 | $362.89 | $356.90 | 6.73% | 2 | |
| 2025-05-22 | 2025-05-23 | $341.04 | $339.34 | 1.72% | 2 | |
| 2025-05-20 | 2025-05-21 | $343.82 | $334.62 | 0.31% | 2 | |
| 2025-05-16 | 2025-05-19 | $349.98 | $342.09 | 1.89% | 2 | |
| 2025-04-28 | 2025-05-15 | $285.88 | $342.82 | 21.77% | 14 | |
| 2024-12-30 | 2024-12-31 | $417.41 | $403.84 | -3.50% | 2 | |
| 2024-12-26 | 2024-12-27 | $454.13 | $431.66 | -1.96% | 2 | |
| 2024-12-23 | 2024-12-24 | $430.60 | $462.28 | 2.06% | 2 | |
| 2024-12-19 | 2024-12-20 | $436.17 | $421.06 | -1.10% | 2 | |
| 2024-12-17 | 2024-12-18 | $479.86 | $440.13 | 3.43% | 2 | |
| 2024-12-13 | 2024-12-16 | $436.23 | $463.02 | 4.13% | 2 | |
| 2024-12-11 | 2024-12-12 | $424.77 | $418.10 | 5.72% | 2 | |
| 2024-12-09 | 2024-12-10 | $389.79 | $400.99 | -0.05% | 2 | |
| 2024-12-05 | 2024-12-06 | $369.49 | $389.22 | 3.03% | 2 | |
| 2024-12-03 | 2024-12-04 | $351.42 | $357.93 | -1.79% | 2 | |
| 2024-11-29 | 2024-12-02 | $345.16 | $357.09 | 3.48% | 2 | |
| 2024-11-26 | 2024-11-27 | $338.23 | $332.89 | -0.31% | 2 | |
| 2024-11-22 | 2024-11-25 | $352.56 | $338.59 | 3.60% | 2 | |
| 2024-11-20 | 2024-11-21 | $342.03 | $339.64 | -1.35% | 2 | |
| 2024-11-18 | 2024-11-19 | $338.74 | $346.00 | 5.41% | 2 | |
| 2024-11-14 | 2024-11-15 | $311.18 | $320.72 | -5.97% | 2 | |
| 2024-11-12 | 2024-11-13 | $328.49 | $330.24 | -6.34% | 2 | |
| 2024-11-08 | 2024-11-11 | $321.22 | $350.00 | 7.98% | 2 | |
| 2024-11-06 | 2024-11-07 | $288.53 | $296.91 | 14.54% | 2 | |
| 2024-11-04 | 2024-11-05 | $242.84 | $251.44 | -2.66% | 2 | |
| 2024-10-31 | 2024-11-01 | $249.85 | $248.98 | -3.19% | 2 | |
| 2024-10-29 | 2024-10-30 | $259.52 | $257.55 | -1.34% | 2 | |
| 2024-10-25 | 2024-10-28 | $269.19 | $262.51 | 3.14% | 2 | |
| 2024-10-09 | 2024-10-10 | $241.05 | $238.77 | -1.61% | 2 | |
| 2024-10-07 | 2024-10-08 | $240.83 | $244.50 | -3.90% | 2 | |
| 2024-10-02 | 2024-10-03 | $249.02 | $240.66 | -3.68% | 2 | |
| 2024-09-30 | 2024-10-01 | $261.63 | $258.02 | 0.25% | 2 | |
| 2024-09-26 | 2024-09-27 | $254.22 | $260.46 | -1.29% | 2 | |
| 2024-09-24 | 2024-09-25 | $254.27 | $257.02 | 1.51% | 2 | |
| 2024-09-20 | 2024-09-23 | $238.25 | $250.00 | -2.52% | 2 | |
| 2024-09-18 | 2024-09-19 | $227.20 | $243.92 | -0.49% | 2 | |
| 2024-09-16 | 2024-09-17 | $226.78 | $227.87 | -1.72% | 2 | |
| 2024-09-12 | 2024-09-13 | $229.81 | $230.29 | 0.54% | 2 | |
| 2024-09-10 | 2024-09-11 | $226.17 | $228.13 | 4.37% | 2 | |
| 2024-09-06 | 2024-09-09 | $210.73 | $216.27 | -8.64% | 2 | |
| 2024-09-04 | 2024-09-05 | $219.41 | $230.17 | 3.98% | 2 | |
| 2024-08-26 | 2024-08-27 | $213.21 | $209.21 | -3.42% | 2 | |
| 2024-08-22 | 2024-08-23 | $210.66 | $220.32 | -5.84% | 2 | |
| 2024-08-20 | 2024-08-21 | $221.10 | $223.27 | -0.93% | 2 | |
| 2024-07-23 | 2024-07-24 | $246.38 | $215.99 | -2.24% | 2 | |
| 2024-07-19 | 2024-07-22 | $239.20 | $251.51 | -4.22% | 2 | |
| 2024-07-17 | 2024-07-18 | $248.50 | $249.23 | -3.34% | 2 | |
| 2024-07-15 | 2024-07-16 | $252.64 | $256.56 | 1.57% | 2 | |
| 2024-07-11 | 2024-07-12 | $241.03 | $248.23 | -8.64% | 2 | |
| 2024-07-09 | 2024-07-10 | $262.33 | $263.26 | 3.51% | 2 | |
| 2024-06-17 | 2024-07-08 | $187.44 | $252.94 | 41.02% | 14 | |
| 2024-04-30 | 2024-05-30 | $183.28 | $178.79 | -9.39% | 22 | |
| 2023-12-28 | 2023-12-29 | $253.18 | $248.48 | -3.36% | 2 | |
| 2023-12-26 | 2023-12-27 | $256.61 | $261.44 | 1.41% | 2 |