research: add eth strategy exploration outputs

reports/eth-exploration/README.md

@@ -0,0 +1,45 @@
+# ETH Exploration Summary
+
+This directory contains three completed ETH exploration worker outputs.
+
+## Worker outputs
+
+### 1. Risk/exit variants
+
+Script:
+- `scripts/search_eth_risk_exit_variants.py`
+
+Reports:
+- `reports/eth-exploration/eth-risk-exit-summary.md`
+- `reports/eth-exploration/eth-risk-exit-total.csv`
+- `reports/eth-exploration/eth-risk-exit-horizon.csv`
+- `reports/eth-exploration/eth-risk-exit-top10.csv`
+
+Core conclusion: negative. The best maker_taker result is the unchanged market baseline (`market-t50-r3.0-x45.0-stop-none-mh10000`). Tested stop, max-hold, and risk-filter variants did not reduce drawdown while preserving return.
+
+### 2. BTC regime variants
+
+Script:
+- `scripts/search_eth_btc_regime_variants.py`
+
+Reports:
+- `reports/eth-exploration/eth-btc-regime-report.md`
+- `reports/eth-exploration/eth-btc-regime-summary.csv`
+- `reports/eth-exploration/eth-btc-regime-total.csv`
+- `reports/eth-exploration/eth-btc-regime-horizon.csv`
+- `reports/eth-exploration/eth-btc-regime-top10.csv`
+
+Core conclusion: effective. BTC trend plus momentum gating on the ETH RSI2 entry produced the strongest robust sampled-window result. The best maker_taker candidate was `eth-btc-rsi-filter-et50-l3.0-x55.0-bt480-bm240-br0.0`, with positive net_ci95_low and improved full-period Calmar versus baseline.
+
+### 3. Price-TWAP variants
+
+Script:
+- `scripts/search_eth_price_twap_variants.py`
+
+Reports:
+- `reports/eth-exploration/eth-price-twap-summary.md`
+- `reports/eth-exploration/eth-price-twap-search.csv`
+- `reports/eth-exploration/eth-price-twap-horizons.csv`
+- `reports/eth-exploration/eth-price-twap-top10.csv`
+
+Core conclusion: search methodology needs review. The standalone price-TWAP search ranks maker_taker candidates with negative annualized return and Calmar, while the BTC regime report shows strong recent horizon returns for baseline price-TWAP rows. The price-TWAP comparison/search口径 should be reconciled before promoting any price-TWAP result.

reports/eth-exploration/eth-btc-regime-horizon.csv

@@ -0,0 +1,1393 @@
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+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm96-br0.01-rl96-rs1.5-rr5.0-sl0.008,1280,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.49382609260001875,-0.9367921199075735,0.49382609260001875,-1.897008145064423,-4.588072322016939
+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm96-br0.01-rl48-rs2.0-rr5.0-sl0.008,1189,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.5798274741094991,-0.9702977109652314,0.5798274741094991,-1.6734248622065,-6.365332765261528
+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm240-br0.01-rl96-rs2.0-rr5.0-sl0.008,1480,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.5957761191132616,-0.9746117051012324,0.5957761191132616,-1.635869035086234,-4.74022053970959
+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm96-br0.0-rl48-rs2.0-rr5.0-sl0.008,1654,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.6068502429930642,-0.9773166344622536,0.6068502429930643,-1.610474158569997,-5.768741282638959
+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm96-br0.01-rl48-rs1.5-rr5.0-sl0.008,1387,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.6138305163051252,-0.978906190207628,0.6138305163051252,-1.5947499581806872,-5.795652993144895
+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm240-br0.0-rl96-rs2.0-rr5.0-sl0.008,1796,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.6235807926082747,-0.9809842563819335,0.6235807926082747,-1.5731470051839378,-4.6158907886521465
+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm96-br0.0-rl48-rs1.5-rr5.0-sl0.008,1941,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.6270480261646615,-0.981684677113782,0.6270480261646615,-1.56556537322708,-5.142243765247592
+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm240-br0.01-rl96-rs1.5-rr5.0-sl0.008,1658,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.6398931280824308,-0.9841114985895388,0.6398931280824307,-1.5379310316062125,-4.386126342342196
+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm240-br0.0-rl96-rs1.5-rr5.0-sl0.008,1991,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.6641106296201156,-0.9880198401956192,0.6641106296201156,-1.4877338144109906,-4.742059797775564
+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm240-br0.01-rl48-rs2.0-rr5.0-sl0.008,1595,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.7197005489494487,-0.9942482323221086,0.7197005489494487,-1.3814748839269595,-6.187991055620593
+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm240-br0.0-rl48-rs2.0-rr5.0-sl0.008,1953,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.7387337887457812,-0.9956753723013148,0.7387337887457812,-1.347813498542916,-6.178308233020511
+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm240-br0.01-rl48-rs1.5-rr5.0-sl0.008,1819,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.7421722478799326,-0.9959015962408105,0.7421722478799327,-1.3418739370620143,-5.799846315661824
+ethbtc_ratio_pullback,taker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,eth-btc-ratio-pullback-bt480-bm240-br0.0-rl48-rs1.5-rr5.0-sl0.008,2204,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,-0.7696611054880425,-0.9974055513914222,0.7696611054880426,-1.2959022409726249,-6.032979268864696

reports/eth-exploration/eth-btc-regime-report.md

@@ -0,0 +1,68 @@
+# ETH BTC regime variants
+
+Run command: `rtk .venv/bin/python /home/lxy/okx-codex-trader/scripts/search_eth_btc_regime_variants.py --bar 15m --years 3.25 --window-size 240`
+
+Output files:
+- `reports/eth-exploration/eth-btc-regime-summary.csv`
+- `reports/eth-exploration/eth-btc-regime-total.csv`
+- `reports/eth-exploration/eth-btc-regime-horizon.csv`
+- `reports/eth-exploration/eth-btc-regime-top10.csv`
+- `reports/eth-exploration/eth-btc-regime-report.md`
+
+Primary sort: maker_taker cost, by net_ci95_low then net_avg_return.
+
+Top 10 candidates:
+| family | name | net_avg_return | net_ci95_low | positive_window_rate | trades | avg_trades_per_window | max_drawdown |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| btc_trend_momentum_rsi2 | eth-btc-rsi-filter-et50-l3.0-x55.0-bt480-bm240-br0.0 | 0.000835104 | 0.000147969 | 0.226695 | 155 | 0.32839 | 0.0576946 |
+| btc_shock_guard_rsi2 | eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.0-sw96-sv0.01-sd0.05 | 0.000835104 | 0.000147969 | 0.226695 | 155 | 0.32839 | 0.0576946 |
+| btc_shock_guard_rsi2 | eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.0-sw240-sv0.006-sd0.05 | 0.000835104 | 0.000147969 | 0.226695 | 155 | 0.32839 | 0.0576946 |
+| btc_shock_guard_rsi2 | eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.0-sw240-sv0.01-sd0.05 | 0.000835104 | 0.000147969 | 0.226695 | 155 | 0.32839 | 0.0576946 |
+| btc_shock_guard_rsi2 | eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.0-sw96-sv0.006-sd0.05 | 0.000789157 | 0.00010505 | 0.220339 | 152 | 0.322034 | 0.0576946 |
+| btc_trend_momentum_rsi2 | eth-btc-rsi-filter-et50-l3.0-x55.0-bt120-bm240-br0.01 | 0.000635966 | 3.05026e-05 | 0.175476 | 125 | 0.264271 | 0.0576946 |
+| btc_trend_momentum_rsi2 | eth-btc-rsi-filter-et50-l3.0-x55.0-bt480-bm240-br0.01 | 0.000690388 | 2.54555e-05 | 0.192797 | 135 | 0.286017 | 0.0576946 |
+| btc_shock_guard_rsi2 | eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.01-sw96-sv0.01-sd0.05 | 0.000690388 | 2.54555e-05 | 0.192797 | 135 | 0.286017 | 0.0576946 |
+| btc_shock_guard_rsi2 | eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.01-sw240-sv0.006-sd0.05 | 0.000690388 | 2.54555e-05 | 0.192797 | 135 | 0.286017 | 0.0576946 |
+| btc_shock_guard_rsi2 | eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.01-sw240-sv0.01-sd0.05 | 0.000690388 | 2.54555e-05 | 0.192797 | 135 | 0.286017 | 0.0576946 |
+
+Family summary:
+| family | best_net_ci95_low | best_net_avg_return | best_positive_window_rate | candidate_count |
+| --- | --- | --- | --- | --- |
+| btc_shock_guard_rsi2 | 0.000147969 | 0.000835104 | 0.226695 | 16 |
+| btc_trend_momentum_rsi2 | 0.000147969 | 0.000835104 | 0.468354 | 48 |
+| btc_lead_eth_lag | -0.000730237 | 0.00125072 | 0.225738 | 32 |
+| baseline_rsi2 | -0.00077054 | 0.000225673 | 0.415612 | 2 |
+| ethbtc_ratio_pullback | -0.00752211 | -0.00325707 | 0.364407 | 16 |
+| baseline_price_twap | -0.174253 | -0.149627 | 0.07173 | 2 |
+
+Recent horizon leaders:
+| horizon | family | name | net_total_return | net_annualized_return | net_max_drawdown | net_calmar |
+| --- | --- | --- | --- | --- | --- | --- |
+| 1y | baseline_price_twap | rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v2-t120-l3.0-x55.0-sl0.008-mh48 | 0.407205 | 0.407205 | 0.0993538 | 4.09854 |
+| 1y | baseline_price_twap | rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v2-t50-l3.0-x55.0-sl0.008-mh48 | 0.379413 | 0.379413 | 0.0709442 | 5.34805 |
+| 1y | btc_trend_momentum_rsi2 | eth-btc-rsi-filter-et50-l3.0-x55.0-bt480-bm96-br0.0 | 0.322625 | 0.322625 | 0.0467186 | 6.90571 |
+| 3m | baseline_price_twap | rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v2-t120-l3.0-x55.0-sl0.008-mh48 | 0.176785 | 0.935158 | 0.0993538 | 9.4124 |
+| 3m | baseline_price_twap | rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v2-t50-l3.0-x55.0-sl0.008-mh48 | 0.150327 | 0.764671 | 0.0293094 | 26.0896 |
+| 3m | btc_trend_momentum_rsi2 | eth-btc-rsi-filter-et50-l3.0-x55.0-bt120-bm96-br0.0 | 0.127934 | 0.629445 | 0.003843 | 163.79 |
+| 3y | baseline_price_twap | rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v2-t120-l3.0-x55.0-sl0.008-mh48 | 1.46061 | 0.349673 | 0.211263 | 1.65515 |
+| 3y | baseline_price_twap | rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v2-t50-l3.0-x55.0-sl0.008-mh48 | 0.592282 | 0.167558 | 0.156469 | 1.07087 |
+| 3y | btc_trend_momentum_rsi2 | eth-btc-rsi-filter-et50-l3.0-x55.0-bt480-bm240-br0.0 | 0.434228 | 0.127609 | 0.0942497 | 1.35394 |
+| 6m | baseline_price_twap | rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v2-t120-l3.0-x55.0-sl0.008-mh48 | 0.138766 | 0.297713 | 0.0993538 | 2.9965 |
+| 6m | btc_trend_momentum_rsi2 | eth-btc-rsi-filter-et50-l3.0-x55.0-bt480-bm96-br0.0 | 0.0895588 | 0.187698 | 0.0467186 | 4.01763 |
+| 6m | baseline_price_twap | rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v2-t50-l3.0-x55.0-sl0.008-mh48 | 0.0859606 | 0.179845 | 0.0709442 | 2.53502 |
+
+Interpretation:
+- Effective: BTC trend plus momentum gating on ETH RSI2. Best maker_taker window result is `eth-btc-rsi-filter-et50-l3.0-x55.0-bt480-bm240-br0.0` with net_ci95_low 0.000147969 and net_avg_return 0.000835104.
+- Effective but not incremental: loose BTC shock guards tie the best trend/momentum result, so the tested vol/drawdown caps mostly did not bind.
+- Not robust: BTC lead ETH lag has positive best net_avg_return but negative best net_ci95_low, so the average is not enough to promote it.
+- Not effective: ETHBTC ratio low pullback variants are negative on both best net_avg_return and best net_ci95_low.
+- Baseline note: ETH price-TWAP has strong recent horizon returns, but its sampled-window maker_taker net_ci95_low is deeply negative; it is not a robust regime condition in this run.
+
+Best full-period net Calmar:
+| family | name | trades | net_total_return | net_annualized_return | net_max_drawdown | net_calmar |
+| --- | --- | --- | --- | --- | --- | --- |
+| btc_trend_momentum_rsi2 | eth-btc-rsi-filter-et50-l3.0-x55.0-bt120-bm240-br0.0 | 146 | 0.333875 | 0.0926908 | 0.0561107 | 1.65193 |
+| btc_trend_momentum_rsi2 | eth-btc-rsi-filter-et50-l3.0-x55.0-bt120-bm240-br0.01 | 127 | 0.336088 | 0.0932483 | 0.0576018 | 1.61884 |
+| btc_trend_momentum_rsi2 | eth-btc-rsi-filter-et50-l3.0-x55.0-bt480-bm240-br0.0 | 159 | 0.4504 | 0.121215 | 0.0942497 | 1.28611 |
+| btc_shock_guard_rsi2 | eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.0-sw96-sv0.01-sd0.05 | 159 | 0.4504 | 0.121215 | 0.0942497 | 1.28611 |
+| btc_shock_guard_rsi2 | eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.0-sw240-sv0.006-sd0.05 | 159 | 0.4504 | 0.121215 | 0.0942497 | 1.28611 |

reports/eth-exploration/eth-btc-regime-summary.csv

@@ -0,0 +1,349 @@
+family,cost,symbol,signal_symbol,bar,actual_bars,first_candle,last_candle,name,sample_count,avg_return,ci95_low,ci95_high,median_return,positive_window_rate,worst_return,p10_return,p90_return,best_return,trades,avg_trades_per_window,win_rate,trade_win_rate,avg_trade_return,avg_win_return,avg_loss_return_abs,payoff_ratio,profit_factor,expectancy_per_trade,max_drawdown,return_drawdown_ratio,roundtrip_cost_on_margin,net_avg_return,net_ci95_low,net_ci95_high,breakeven_roundtrip_cost_on_margin
+btc_trend_momentum_rsi2,maker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,113880,2023-01-29 10:45,2026-04-29 16:30,eth-btc-rsi-filter-et50-l3.0-x55.0-bt480-bm240-br0.0,472,0.0015247230850638067,0.0008375875228122532,0.00221185864731536,0.0,0.2266949152542373,-0.05556146966015931,0.0,0.00818596309233681,0.0416200839483583,155,0.3283898305084746,0.2274011299435028,0.8,0.004764090322580642,0.008629395161290318,0.010697129032258062,0.8067019791261445,3.226807916504578,0.004764090322580642,0.05769456173832004,0.026427500948518406,0.0021,0.00083510444099601,0.0001479688787444566,0.0015222400032475633,0.004643027717097527
+btc_shock_guard_rsi2,maker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,113880,2023-01-29 10:45,2026-04-29 16:30,eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.0-sw96-sv0.01-sd0.05,472,0.0015247230850638067,0.0008375875228122532,0.00221185864731536,0.0,0.2266949152542373,-0.05556146966015931,0.0,0.00818596309233681,0.0416200839483583,155,0.3283898305084746,0.2274011299435028,0.8,0.004764090322580642,0.008629395161290318,0.010697129032258062,0.8067019791261445,3.226807916504578,0.004764090322580642,0.05769456173832004,0.026427500948518406,0.0021,0.00083510444099601,0.0001479688787444566,0.0015222400032475633,0.004643027717097527
+btc_shock_guard_rsi2,maker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,113880,2023-01-29 10:45,2026-04-29 16:30,eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.0-sw240-sv0.006-sd0.05,472,0.0015247230850638067,0.0008375875228122532,0.00221185864731536,0.0,0.2266949152542373,-0.05556146966015931,0.0,0.00818596309233681,0.0416200839483583,155,0.3283898305084746,0.2274011299435028,0.8,0.004764090322580642,0.008629395161290318,0.010697129032258062,0.8067019791261445,3.226807916504578,0.004764090322580642,0.05769456173832004,0.026427500948518406,0.0021,0.00083510444099601,0.0001479688787444566,0.0015222400032475633,0.004643027717097527
+btc_shock_guard_rsi2,maker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,113880,2023-01-29 10:45,2026-04-29 16:30,eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.0-sw240-sv0.01-sd0.05,472,0.0015247230850638067,0.0008375875228122532,0.00221185864731536,0.0,0.2266949152542373,-0.05556146966015931,0.0,0.00818596309233681,0.0416200839483583,155,0.3283898305084746,0.2274011299435028,0.8,0.004764090322580642,0.008629395161290318,0.010697129032258062,0.8067019791261445,3.226807916504578,0.004764090322580642,0.05769456173832004,0.026427500948518406,0.0021,0.00083510444099601,0.0001479688787444566,0.0015222400032475633,0.004643027717097527
+btc_shock_guard_rsi2,maker_taker,ETH-USDT-SWAP,BTC-USDT-SWAP,15m,113880,2023-01-29 10:45,2026-04-29 16:30,eth-btc-shock-filter-et50-l3.0-x55.0-bt480-bm240-br0.0-sw96-sv0.006-sd0.05,472,0.001465428650341328,0.0007813207449756715,0.0021495365557069844,0.0,0.22033898305084745,-0.05556146966015931,0.0,0.008079956415759508,0.0416200839483583,152,0.3220338983050847,0.221045197740113,0.7960526315789473,0.004673993421052628,0.008612049586776855,0.010697129032258062,0.8050804623190502,3.142410836793712,0.004673993421052628,0.05769456173832004,0.025399770900209607,0.0021,0.0007891574639006502,0.00010504955853499361,0.0014732653692663064,0.004550541598428335
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reports/eth-exploration/eth-btc-regime-top10.csv

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reports/eth-exploration/eth-btc-regime-total.csv

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reports/eth-exploration/eth-price-twap-horizons.csv

@@ -0,0 +1,4609 @@
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reports/eth-exploration/eth-price-twap-search.csv

@@ -0,0 +1,1153 @@
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+ETH-USDT-SWAP,15m,taker_taker,0.003,rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v4-fb0.0002-t160-l10.0-x55.0-sl0.012-mh48,2023-04-30 16:45,2026-04-29 16:30,105120,1682,-0.3104175213960646,-0.11652371931313155,0.4951871150946933,160,10.0,55.0,0.012,48,0.0010-0.0030-0.0050,4,0.0002,-0.9760426271380991,-0.7117243731232215,0.9765675358721501,-0.7288019998407962,-3.600404459359139
+ETH-USDT-SWAP,15m,taker_taker,0.003,rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v4-fb0.0002-t160-l10.0-x55.0-sl0.012-mh96,2023-04-30 16:45,2026-04-29 16:30,105120,1682,-0.3104175213960646,-0.11652371931313155,0.4951871150946933,160,10.0,55.0,0.012,96,0.0010-0.0030-0.0050,4,0.0002,-0.9760426271380991,-0.7117243731232215,0.9765675358721501,-0.7288019998407962,-3.600404459359139
+ETH-USDT-SWAP,15m,taker_taker,0.003,rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v4-fb0.0002-t160-l10.0-x55.0-sl0.008-mh48,2023-04-30 16:45,2026-04-29 16:30,105120,1742,-0.47291424380701846,-0.1922204055683734,0.5247225036376563,160,10.0,55.0,0.008,48,0.0010-0.0030-0.0050,4,0.0002,-0.9840676264564175,-0.7483746109035947,0.9842663177126376,-0.7603375198724286,-4.3386765946468175
+ETH-USDT-SWAP,15m,taker_taker,0.003,rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v4-fb0.0002-t160-l10.0-x55.0-sl0.008-mh96,2023-04-30 16:45,2026-04-29 16:30,105120,1742,-0.47291424380701846,-0.1922204055683734,0.5247225036376563,160,10.0,55.0,0.008,96,0.0010-0.0030-0.0050,4,0.0002,-0.9840676264564175,-0.7483746109035947,0.9842663177126376,-0.7603375198724286,-4.3386765946468175
+ETH-USDT-SWAP,15m,taker_taker,0.003,rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v4-fb0.0002-t160-l10.0-x50.0-sl0.008-mh48,2023-04-30 16:45,2026-04-29 16:30,105120,1754,-0.49082826732565743,-0.20147748572883262,0.5313693337965021,160,10.0,50.0,0.008,48,0.0010-0.0030-0.0050,4,0.0002,-0.9844234287390649,-0.7502618499078106,0.9845056316426682,-0.7620696375865144,-4.484986748046748
+ETH-USDT-SWAP,15m,taker_taker,0.003,rsi2-long-guarded-price-twap-o0.0010-0.0030-0.0050-v4-fb0.0002-t160-l10.0-x50.0-sl0.008-mh96,2023-04-30 16:45,2026-04-29 16:30,105120,1754,-0.49082826732565743,-0.20147748572883262,0.5313693337965021,160,10.0,50.0,0.008,96,0.0010-0.0030-0.0050,4,0.0002,-0.9844234287390649,-0.7502618499078106,0.9845056316426682,-0.7620696375865144,-4.484986748046748

reports/eth-exploration/eth-price-twap-summary.md

@@ -0,0 +1,67 @@
+# ETH price-TWAP variant search
+
+Primary sort: maker_taker by net_calmar, then net_annualized_return.
+
+## Top 10 maker_taker candidates
+
+| name | trades | trend_sma | rsi_threshold | exit_rsi | stop_loss_pct | max_hold_bars | entry_offsets | entry_valid_bars | fill_buffer | net_annualized_return | net_max_drawdown | net_calmar | net_sharpe_daily |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x50.0-sl0.012-mh48 | 435 | 160 | 5.0 | 50.0 | 0.012 | 48 | 0.0030-0.0060-0.0090 | 2 | 0.0 | -0.02042533657483714 | 0.3650340587422797 | -0.05595460501743969 | -0.04393369074726193 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x50.0-sl0.012-mh96 | 435 | 160 | 5.0 | 50.0 | 0.012 | 96 | 0.0030-0.0060-0.0090 | 2 | 0.0 | -0.02042533657483714 | 0.3650340587422797 | -0.05595460501743969 | -0.04393369074726193 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x55.0-sl0.012-mh48 | 435 | 160 | 5.0 | 55.0 | 0.012 | 48 | 0.0030-0.0060-0.0090 | 2 | 0.0 | -0.03894157421647115 | 0.3475828573575683 | -0.1120353705373072 | -0.14786531973372358 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x55.0-sl0.012-mh96 | 435 | 160 | 5.0 | 55.0 | 0.012 | 96 | 0.0030-0.0060-0.0090 | 2 | 0.0 | -0.03894157421647115 | 0.3475828573575683 | -0.1120353705373072 | -0.14786531973372358 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x50.0-sl0.012-mh48 | 339 | 80 | 5.0 | 50.0 | 0.012 | 48 | 0.0030-0.0060-0.0090 | 2 | 0.0 | -0.052690238021890434 | 0.3922485223792183 | -0.13432871002876723 | -0.2991620553268799 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x50.0-sl0.012-mh96 | 339 | 80 | 5.0 | 50.0 | 0.012 | 96 | 0.0030-0.0060-0.0090 | 2 | 0.0 | -0.052690238021890434 | 0.3922485223792183 | -0.13432871002876723 | -0.2991620553268799 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-fb0.0002-t160-l5.0-x50.0-sl0.012-mh48 | 411 | 160 | 5.0 | 50.0 | 0.012 | 48 | 0.0030-0.0060-0.0090 | 2 | 0.0002 | -0.059314753368090445 | 0.3946241911612322 | -0.15030693681892432 | -0.2983914291242871 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-fb0.0002-t160-l5.0-x50.0-sl0.012-mh96 | 411 | 160 | 5.0 | 50.0 | 0.012 | 96 | 0.0030-0.0060-0.0090 | 2 | 0.0002 | -0.059314753368090445 | 0.3946241911612322 | -0.15030693681892432 | -0.2983914291242871 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x55.0-sl0.012-mh48 | 339 | 80 | 5.0 | 55.0 | 0.012 | 48 | 0.0030-0.0060-0.0090 | 2 | 0.0 | -0.06645062245714384 | 0.4205202548815664 | -0.15802002801472362 | -0.36657655760295105 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x55.0-sl0.012-mh96 | 339 | 80 | 5.0 | 55.0 | 0.012 | 96 | 0.0030-0.0060-0.0090 | 2 | 0.0 | -0.06645062245714384 | 0.4205202548815664 | -0.15802002801472362 | -0.36657655760295105 |
+
+## Recent horizons for top 10
+
+| name | horizon | horizon_start | horizon_end | net_total_return | net_annualized_return | net_max_drawdown | net_calmar | net_sharpe_daily |
+| --- | --- | --- | --- | --- | --- | --- | --- | --- |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-fb0.0002-t160-l5.0-x50.0-sl0.012-mh48 | 3y | 2023-05-02 08:45 | 2026-04-29 16:30 | -0.1675967711517471 | -0.059402432713169584 | 0.3946241911612322 | -0.15052912123397788 | -0.2983914291242871 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-fb0.0002-t160-l5.0-x50.0-sl0.012-mh48 | 1y | 2025-04-29 16:30 | 2026-04-29 16:30 | -0.25636954034500326 | -0.25636954034500326 | 0.3209603220165508 | -0.7987577365771187 | -1.4770859917779242 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-fb0.0002-t160-l5.0-x50.0-sl0.012-mh48 | 6m | 2025-10-29 16:30 | 2026-04-29 16:30 | -0.1386945898578914 | -0.25876132496405546 | 0.18391345496828643 | -1.406973323450835 | -1.4911038692019374 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-fb0.0002-t160-l5.0-x50.0-sl0.012-mh48 | 3m | 2026-01-29 16:30 | 2026-04-29 16:30 | -0.011929266737442212 | -0.04750525346886225 | 0.11023855024477035 | -0.4309314061495096 | -0.17815681131465055 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-fb0.0002-t160-l5.0-x50.0-sl0.012-mh96 | 3y | 2023-05-02 08:45 | 2026-04-29 16:30 | -0.1675967711517471 | -0.059402432713169584 | 0.3946241911612322 | -0.15052912123397788 | -0.2983914291242871 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-fb0.0002-t160-l5.0-x50.0-sl0.012-mh96 | 1y | 2025-04-29 16:30 | 2026-04-29 16:30 | -0.25636954034500326 | -0.25636954034500326 | 0.3209603220165508 | -0.7987577365771187 | -1.4770859917779242 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-fb0.0002-t160-l5.0-x50.0-sl0.012-mh96 | 6m | 2025-10-29 16:30 | 2026-04-29 16:30 | -0.1386945898578914 | -0.25876132496405546 | 0.18391345496828643 | -1.406973323450835 | -1.4911038692019374 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-fb0.0002-t160-l5.0-x50.0-sl0.012-mh96 | 3m | 2026-01-29 16:30 | 2026-04-29 16:30 | -0.011929266737442212 | -0.04750525346886225 | 0.11023855024477035 | -0.4309314061495096 | -0.17815681131465055 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x50.0-sl0.012-mh48 | 3y | 2023-05-02 08:45 | 2026-04-29 16:30 | -0.0600323943433968 | -0.020456152396647553 | 0.3650340587422797 | -0.05603902404923248 | -0.04393369074726193 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x50.0-sl0.012-mh48 | 1y | 2025-04-29 16:30 | 2026-04-29 16:30 | -0.21700669777053427 | -0.21700669777053427 | 0.3127550018804931 | -0.6938552428122469 | -1.1782806017919782 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x50.0-sl0.012-mh48 | 6m | 2025-10-29 16:30 | 2026-04-29 16:30 | -0.11434734675972102 | -0.21614254220415152 | 0.18053659688291737 | -1.1972228674739311 | -1.1673728796444798 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x50.0-sl0.012-mh48 | 3m | 2026-01-29 16:30 | 2026-04-29 16:30 | 0.013086139039900191 | 0.0541421550370218 | 0.11023855024477097 | 0.49113631226831167 | 0.3765619134938053 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x50.0-sl0.012-mh96 | 3y | 2023-05-02 08:45 | 2026-04-29 16:30 | -0.0600323943433968 | -0.020456152396647553 | 0.3650340587422797 | -0.05603902404923248 | -0.04393369074726193 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x50.0-sl0.012-mh96 | 1y | 2025-04-29 16:30 | 2026-04-29 16:30 | -0.21700669777053427 | -0.21700669777053427 | 0.3127550018804931 | -0.6938552428122469 | -1.1782806017919782 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x50.0-sl0.012-mh96 | 6m | 2025-10-29 16:30 | 2026-04-29 16:30 | -0.11434734675972102 | -0.21614254220415152 | 0.18053659688291737 | -1.1972228674739311 | -1.1673728796444798 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x50.0-sl0.012-mh96 | 3m | 2026-01-29 16:30 | 2026-04-29 16:30 | 0.013086139039900191 | 0.0541421550370218 | 0.11023855024477097 | 0.49113631226831167 | 0.3765619134938053 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x55.0-sl0.012-mh48 | 3y | 2023-05-02 08:45 | 2026-04-29 16:30 | -0.11233343061827561 | -0.03899976403472272 | 0.3475828573575683 | -0.11220278333405424 | -0.14786531973372358 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x55.0-sl0.012-mh48 | 1y | 2025-04-29 16:30 | 2026-04-29 16:30 | -0.18396393725954774 | -0.18396393725954774 | 0.3078819307121797 | -0.5975145629170573 | -0.8857332718257417 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x55.0-sl0.012-mh48 | 6m | 2025-10-29 16:30 | 2026-04-29 16:30 | -0.0892567208960785 | -0.17097266406241807 | 0.17776142314722834 | -0.9618097168406017 | -0.8757629825996122 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x55.0-sl0.012-mh48 | 3m | 2026-01-29 16:30 | 2026-04-29 16:30 | 0.03397090089833266 | 0.14508910825487198 | 0.1035859601001262 | 1.400663836244109 | 0.8240145572868439 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x55.0-sl0.012-mh96 | 3y | 2023-05-02 08:45 | 2026-04-29 16:30 | -0.11233343061827561 | -0.03899976403472272 | 0.3475828573575683 | -0.11220278333405424 | -0.14786531973372358 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x55.0-sl0.012-mh96 | 1y | 2025-04-29 16:30 | 2026-04-29 16:30 | -0.18396393725954774 | -0.18396393725954774 | 0.3078819307121797 | -0.5975145629170573 | -0.8857332718257417 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x55.0-sl0.012-mh96 | 6m | 2025-10-29 16:30 | 2026-04-29 16:30 | -0.0892567208960785 | -0.17097266406241807 | 0.17776142314722834 | -0.9618097168406017 | -0.8757629825996122 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t160-l5.0-x55.0-sl0.012-mh96 | 3m | 2026-01-29 16:30 | 2026-04-29 16:30 | 0.03397090089833266 | 0.14508910825487198 | 0.1035859601001262 | 1.400663836244109 | 0.8240145572868439 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x50.0-sl0.012-mh48 | 3y | 2023-05-01 12:45 | 2026-04-29 16:30 | -0.14988689914188147 | -0.05272929095027912 | 0.3922485223792183 | -0.13442827172539723 | -0.2991620553268799 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x50.0-sl0.012-mh48 | 1y | 2025-04-29 16:30 | 2026-04-29 16:30 | -0.19636506524945674 | -0.19636506524945674 | 0.29462164650923445 | -0.666499110218305 | -1.1876069220693815 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x50.0-sl0.012-mh48 | 6m | 2025-10-29 16:30 | 2026-04-29 16:30 | -0.05355035977023703 | -0.10450392099631178 | 0.14450134778543702 | -0.7232037804345226 | -0.6033944164928269 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x50.0-sl0.012-mh48 | 3m | 2026-01-29 16:30 | 2026-04-29 16:30 | 0.059288287288458585 | 0.26312507638329174 | 0.04907228155739068 | 5.361989865410344 | 1.7255256736885665 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x50.0-sl0.012-mh96 | 3y | 2023-05-01 12:45 | 2026-04-29 16:30 | -0.14988689914188147 | -0.05272929095027912 | 0.3922485223792183 | -0.13442827172539723 | -0.2991620553268799 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x50.0-sl0.012-mh96 | 1y | 2025-04-29 16:30 | 2026-04-29 16:30 | -0.19636506524945674 | -0.19636506524945674 | 0.29462164650923445 | -0.666499110218305 | -1.1876069220693815 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x50.0-sl0.012-mh96 | 6m | 2025-10-29 16:30 | 2026-04-29 16:30 | -0.05355035977023703 | -0.10450392099631178 | 0.14450134778543702 | -0.7232037804345226 | -0.6033944164928269 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x50.0-sl0.012-mh96 | 3m | 2026-01-29 16:30 | 2026-04-29 16:30 | 0.059288287288458585 | 0.26312507638329174 | 0.04907228155739068 | 5.361989865410344 | 1.7255256736885665 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x55.0-sl0.012-mh48 | 3y | 2023-05-01 12:45 | 2026-04-29 16:30 | -0.18639664013964097 | -0.06649951134768539 | 0.4205202548815664 | -0.1581362861258943 | -0.36657655760295105 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x55.0-sl0.012-mh48 | 1y | 2025-04-29 16:30 | 2026-04-29 16:30 | -0.18847516118041463 | -0.18847516118041463 | 0.3091823966923097 | -0.6095921475373652 | -1.1074666147357 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x55.0-sl0.012-mh48 | 6m | 2025-10-29 16:30 | 2026-04-29 16:30 | -0.029874345435300875 | -0.05901303966822402 | 0.13873579703826447 | -0.42536274651557837 | -0.2954122466878357 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x55.0-sl0.012-mh48 | 3m | 2026-01-29 16:30 | 2026-04-29 16:30 | 0.07851845788021317 | 0.35873287307731605 | 0.041387690823479484 | 8.667622327791353 | 2.255247102041426 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x55.0-sl0.012-mh96 | 3y | 2023-05-01 12:45 | 2026-04-29 16:30 | -0.18639664013964097 | -0.06649951134768539 | 0.4205202548815664 | -0.1581362861258943 | -0.36657655760295105 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x55.0-sl0.012-mh96 | 1y | 2025-04-29 16:30 | 2026-04-29 16:30 | -0.18847516118041463 | -0.18847516118041463 | 0.3091823966923097 | -0.6095921475373652 | -1.1074666147357 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x55.0-sl0.012-mh96 | 6m | 2025-10-29 16:30 | 2026-04-29 16:30 | -0.029874345435300875 | -0.05901303966822402 | 0.13873579703826447 | -0.42536274651557837 | -0.2954122466878357 |
+| rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x55.0-sl0.012-mh96 | 3m | 2026-01-29 16:30 | 2026-04-29 16:30 | 0.07851845788021317 | 0.35873287307731605 | 0.041387690823479484 | 8.667622327791353 | 2.255247102041426 |
+
+## Next narrowing direction
+
+Favor the parameter cluster shared by the top maker_taker rows: keep the strongest trend_sma/rsi_threshold/offset combinations, then rerun a narrower grid around adjacent stop_loss_pct, max_hold_bars, entry_valid_bars, and fill_buffer values.

reports/eth-exploration/eth-price-twap-top10.csv

@@ -0,0 +1,11 @@
+symbol,bar,cost_model,roundtrip_cost_on_margin,name,first_candle,last_candle,actual_bars,trades,gross_total_return,gross_annualized_return,gross_max_drawdown_mark_to_market,trend_sma,rsi_threshold,exit_rsi,stop_loss_pct,max_hold_bars,entry_offsets,entry_valid_bars,fill_buffer,net_total_return,net_annualized_return,net_max_drawdown,net_calmar,net_sharpe_daily
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+ETH-USDT-SWAP,15m,maker_taker,0.0021,rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x55.0-sl0.012-mh48,2023-04-30 16:45,2026-04-29 16:30,105120,339,0.19184698923233573,0.06024705856112189,0.311443476033822,80,5.0,55.0,0.012,48,0.0030-0.0060-0.0090,2,0.0,-0.18639664013964097,-0.06645062245714384,0.4205202548815664,-0.15802002801472362,-0.36657655760295105
+ETH-USDT-SWAP,15m,maker_taker,0.0021,rsi2-long-guarded-price-twap-o0.0030-0.0060-0.0090-v2-t80-l5.0-x55.0-sl0.012-mh96,2023-04-30 16:45,2026-04-29 16:30,105120,339,0.19184698923233573,0.06024705856112189,0.311443476033822,80,5.0,55.0,0.012,96,0.0030-0.0060-0.0090,2,0.0,-0.18639664013964097,-0.06645062245714384,0.4205202548815664,-0.15802002801472362,-0.36657655760295105

reports/eth-exploration/eth-risk-exit-horizon.csv

@@ -0,0 +1,601 @@
+symbol,bar,name,cost_scenario,roundtrip_cost_on_margin,trades,horizon,horizon_start,horizon_end,horizon_days,net_total_return,net_annualized_return,net_max_drawdown,net_calmar,net_sharpe_daily
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+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-fixed0.0060-mh24,maker_maker,0.0012,577,3y,2023-04-29 16:30,2026-04-29 16:30,1096.0,0.1334054728863845,0.04258601375251492,0.1781390794165065,0.23906047955342058,0.41347884899372483
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+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-none-mh10000,taker_taker,0.003,405,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.09870052829105669,0.4648339854538994,0.03452318205602251,13.464401534585944,3.840808123006884
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh24,taker_taker,0.003,410,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.08268304388432401,0.3801366278166709,0.044699861500532734,8.504201468546842,2.956792312355099
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+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-none-mh10000,taker_taker,0.003,537,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.06529887291146097,0.2924449762889021,0.04279668073950249,6.8333564948406735,2.029557405455773
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+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh24,taker_taker,0.003,419,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.038210882522188294,0.16425218490250804,0.039674282954594915,4.140016470883314,1.495125479907707
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48,taker_taker,0.003,419,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.038210882522188294,0.16425218490250804,0.039674282954594915,4.140016470883314,1.495125479907707
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh96,taker_taker,0.003,419,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.038210882522188294,0.16425218490250804,0.039674282954594915,4.140016470883314,1.495125479907707
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0100range0.0240,taker_taker,0.003,425,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.03821088252218696,0.16425218490250204,0.03967428295459582,4.140016470883068,1.4951254799076676
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+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh24,taker_taker,0.003,554,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.03820847902359348,0.1642412540464262,0.04983959627821976,3.2953969596700112,1.1968637415371446
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh48,taker_taker,0.003,554,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.03820847902359348,0.1642412540464262,0.04983959627821976,3.2953969596700112,1.1968637415371446
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh96,taker_taker,0.003,554,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.03820847902359348,0.1642412540464262,0.04983959627821976,3.2953969596700112,1.1968637415371446
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0100range0.0240,taker_taker,0.003,594,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.037809689231871335,0.1624286709260223,0.06163094289215251,2.6355052073477916,1.0869038547727923
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040,taker_taker,0.003,603,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.03780968923187089,0.1624286709260201,0.061630942892152714,2.635505207347747,1.0869038547727679
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0120p0.50,taker_taker,0.003,614,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.03780968923187089,0.1624286709260201,0.06163094289215237,2.635505207347762,1.0869038547727787
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh24,taker_taker,0.003,573,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.03399094473460207,0.14517913572185748,0.056572833409330836,2.5662341263945314,1.0589043710404422
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh48,taker_taker,0.003,573,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.03399094473460207,0.14517913572185748,0.056572833409330836,2.5662341263945314,1.0589043710404422
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh96,taker_taker,0.003,573,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.03399094473460207,0.14517913572185748,0.056572833409330836,2.5662341263945314,1.0589043710404422
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-fixed0.0060-mh24,taker_taker,0.003,577,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.028654920758040436,0.12139982053674991,0.06723345015043643,1.805646151805611,0.8892911086423467
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+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-fixed0.0060-mh24,taker_taker,0.003,579,3m,2026-01-29 16:30,2026-04-29 16:30,90.0,0.02842467568736229,0.12038220681464118,0.06751704517698189,1.7829898583251722,0.8829043705809834
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reports/eth-exploration/eth-risk-exit-summary.md

@@ -0,0 +1,33 @@
+# ETH risk/exit exploration
+
+Fixed entry baseline: ETH 15m RSI2 long, trend SMA 50, RSI <= 3, exit RSI baseline 45. Variants only change risk/exit rules or optional gap/range risk filters. Main ranking uses maker_taker cost 0.0021.
+
+## Baselines
+
+- market: net_annualized_return=0.083840, net_max_drawdown=0.355617, net_calmar=0.235759
+- price_twap: net_annualized_return=0.022953, net_max_drawdown=0.392731, net_calmar=0.058445
+
+## Top 10 maker_taker candidates
+
+| name | trades | net_total_return | net_annualized_return | net_max_drawdown | net_calmar | gross_max_drawdown | win_rate |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| market-t50-r3.0-x45.0-stop-none-mh10000 | 537 | 0.667142020527707 | 0.08383984962782631 | 0.35561720487998855 | 0.23575869917801096 | 0.29058586993231106 | 0.7318435754189944 |
+| price_twap-t50-r3.0-x45.0-stop-none-mh10000 | 405 | 0.154963451072464 | 0.022953156627744775 | 0.39273138383235273 | 0.05844492590269513 | 0.2972000044509594 | 0.7654320987654321 |
+| market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh24 | 552 | -0.03875677869326788 | -0.006207075083259572 | 0.3582264476224403 | -0.017327238467332928 | 0.20841078234068527 | 0.7101449275362319 |
+| market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh48 | 552 | -0.03875677869326788 | -0.006207075083259572 | 0.3582264476224403 | -0.017327238467332928 | 0.20841078234068527 | 0.7101449275362319 |
+| market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh96 | 552 | -0.03875677869326788 | -0.006207075083259572 | 0.3582264476224403 | -0.017327238467332928 | 0.20841078234068527 | 0.7101449275362319 |
+| market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh24 | 554 | -0.10014588147000414 | -0.016484536889796675 | 0.3845496233326361 | -0.04286712530605581 | 0.172923486348923 | 0.7220216606498195 |
+| market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh48 | 554 | -0.10014588147000414 | -0.016484536889796675 | 0.3845496233326361 | -0.04286712530605581 | 0.172923486348923 | 0.7220216606498195 |
+| market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh96 | 554 | -0.10014588147000414 | -0.016484536889796675 | 0.3845496233326361 | -0.04286712530605581 | 0.172923486348923 | 0.7220216606498195 |
+| market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh24 | 572 | -0.19998998586207228 | -0.034537088323748466 | 0.43053499776393694 | -0.08021900310804747 | 0.17816852570523717 | 0.6888111888111889 |
+| market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48 | 572 | -0.19998998586207228 | -0.034537088323748466 | 0.43053499776393694 | -0.08021900310804747 | 0.17816852570523717 | 0.6888111888111889 |
+
+## Drawdown/recent-return read
+
+Best candidate versus its entry-mode baseline: drawdown_lower=False; annualized_return_delta=0.000000.
+
+| name | horizon | net_total_return | net_annualized_return | net_max_drawdown |
+| --- | --- | --- | --- | --- |
+| market-t50-r3.0-x45.0-stop-none-mh10000 | 1y | 0.06629563893524626 | 0.06629563893524626 | 0.24566572008115672 |
+| market-t50-r3.0-x45.0-stop-none-mh10000 | 6m | -0.14540806031879994 | -0.2703028786373115 | 0.23707322339538303 |
+| market-t50-r3.0-x45.0-stop-none-mh10000 | 3m | 0.08960246078918344 | 0.4162592200643964 | 0.03760051525401639 |

reports/eth-exploration/eth-risk-exit-top10.csv

@@ -0,0 +1,11 @@
+symbol,bar,name,cost_scenario,roundtrip_cost_on_margin,first_candle,last_candle,trades,gross_total_return,gross_max_drawdown,win_rate,net_total_return,net_annualized_return,net_max_drawdown,net_calmar,net_sharpe_daily
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-none-mh10000,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,537,4.155151679253682,0.29058586993231106,0.7318435754189944,0.667142020527707,0.08383984962782631,0.35561720487998855,0.23575869917801096,0.5502731428927258
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-none-mh10000,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,405,1.280526403603084,0.2972000044509594,0.7654320987654321,0.154963451072464,0.022953156627744775,0.39273138383235273,0.05844492590269513,0.2272689610586545
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,552,2.0675863788433975,0.20841078234068527,0.7101449275362319,-0.03875677869326788,-0.006207075083259572,0.3582264476224403,-0.017327238467332928,0.04018167257709586
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,552,2.0675863788433975,0.20841078234068527,0.7101449275362319,-0.03875677869326788,-0.006207075083259572,0.3582264476224403,-0.017327238467332928,0.04018167257709586
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,552,2.0675863788433975,0.20841078234068527,0.7101449275362319,-0.03875677869326788,-0.006207075083259572,0.3582264476224403,-0.017327238467332928,0.04018167257709586
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,554,1.8837763376169958,0.172923486348923,0.7220216606498195,-0.10014588147000414,-0.016484536889796675,0.3845496233326361,-0.04286712530605581,-0.04030393175766345
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,554,1.8837763376169958,0.172923486348923,0.7220216606498195,-0.10014588147000414,-0.016484536889796675,0.3845496233326361,-0.04286712530605581,-0.04030393175766345
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,554,1.8837763376169958,0.172923486348923,0.7220216606498195,-0.10014588147000414,-0.016484536889796675,0.3845496233326361,-0.04286712530605581,-0.04030393175766345
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,572,1.662676965732532,0.17816852570523717,0.6888111888111889,-0.19998998586207228,-0.034537088323748466,0.43053499776393694,-0.08021900310804747,-0.16840888427496709
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,572,1.662676965732532,0.17816852570523717,0.6888111888111889,-0.19998998586207228,-0.034537088323748466,0.43053499776393694,-0.08021900310804747,-0.16840888427496709

reports/eth-exploration/eth-risk-exit-total.csv

@@ -0,0 +1,151 @@
+symbol,bar,name,cost_scenario,roundtrip_cost_on_margin,first_candle,last_candle,trades,gross_total_return,gross_max_drawdown,win_rate,net_total_return,net_annualized_return,net_max_drawdown,net_calmar,net_sharpe_daily
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-none-mh10000,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,537,4.155151679253682,0.29058586993231106,0.7318435754189944,1.7052912870055779,0.16972113554590074,0.3185756922551494,0.5327497975268306,0.979600294582819
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh24,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,552,2.0675863788433975,0.20841078234068527,0.7101449275362319,0.5810565061123776,0.07482605362060446,0.238682122582284,0.31349668257960417,0.5353305370845451
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh48,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,552,2.0675863788433975,0.20841078234068527,0.7101449275362319,0.5810565061123776,0.07482605362060446,0.238682122582284,0.31349668257960417,0.5353305370845451
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh96,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,552,2.0675863788433975,0.20841078234068527,0.7101449275362319,0.5810565061123776,0.07482605362060446,0.238682122582284,0.31349668257960417,0.5353305370845451
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh24,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,554,1.8837763376169958,0.172923486348923,0.7220216606498195,0.48275443706156196,0.06401271684781618,0.21913007631322584,0.29212200317183307,0.49873556096929905
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh48,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,554,1.8837763376169958,0.172923486348923,0.7220216606498195,0.48275443706156196,0.06401271684781618,0.21913007631322584,0.29212200317183307,0.49873556096929905
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh96,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,554,1.8837763376169958,0.172923486348923,0.7220216606498195,0.48275443706156196,0.06401271684781618,0.21913007631322584,0.29212200317183307,0.49873556096929905
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-none-mh10000,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,405,1.280526403603084,0.2972000044509594,0.7654320987654321,0.5461967691687226,0.07105797087772214,0.33755372816845886,0.21050862410342006,0.5208087069973458
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh24,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,572,1.662676965732532,0.17816852570523717,0.6888111888111889,0.3397992979031501,0.047155783382243355,0.22698257126383253,0.20775067935692723,0.3893625888294992
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,572,1.662676965732532,0.17816852570523717,0.6888111888111889,0.3397992979031501,0.047155783382243355,0.22698257126383253,0.20775067935692723,0.3893625888294992
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh96,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,572,1.662676965732532,0.17816852570523717,0.6888111888111889,0.3397992979031501,0.047155783382243355,0.22698257126383253,0.20775067935692723,0.3893625888294992
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-fixed0.0060-mh24,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,577,1.5818115481499904,0.15768742349410955,0.6603119584055459,0.29133366135641725,0.04109599462689584,0.23736164887692326,0.1731366243086933,0.3760375604810357
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-fixed0.0060-mh48,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,577,1.5818115481499904,0.15768742349410955,0.6603119584055459,0.29133366135641725,0.04109599462689584,0.23736164887692326,0.1731366243086933,0.3760375604810357
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-fixed0.0060-mh96,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,577,1.5818115481499904,0.15768742349410955,0.6603119584055459,0.29133366135641725,0.04109599462689584,0.23736164887692326,0.1731366243086933,0.3760375604810357
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0060,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,581,1.512318384088792,0.17060468262762635,0.6660929432013769,0.25055484755720814,0.0358470184590407,0.23761054699778855,0.15086459297353635,0.33784068138274526
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-fixed0.0060-mh24,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,579,1.4586396114509563,0.16125999169777763,0.6822107081174439,0.2267777048838977,0.032719546298972,0.22887511742427358,0.1429580754220594,0.3345575011278152
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-fixed0.0060-mh48,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,579,1.4586396114509563,0.16125999169777763,0.6822107081174439,0.2267777048838977,0.032719546298972,0.22887511742427358,0.1429580754220594,0.3345575011278152
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-fixed0.0060-mh96,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,579,1.4586396114509563,0.16125999169777763,0.6822107081174439,0.2267777048838977,0.032719546298972,0.22887511742427358,0.1429580754220594,0.3345575011278152
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh24,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,573,1.4218499020384359,0.15495692172062123,0.7033158813263525,0.21715817905393164,0.03143973823112045,0.235283428412746,0.13362495796332619,0.296863240429416
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh48,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,573,1.4218499020384359,0.15495692172062123,0.7033158813263525,0.21715817905393164,0.03143973823112045,0.235283428412746,0.13362495796332619,0.296863240429416
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh96,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,573,1.4218499020384359,0.15495692172062123,0.7033158813263525,0.21715817905393164,0.03143973823112045,0.235283428412746,0.13362495796332619,0.296863240429416
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0060range0.0180,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,576,1.363297530326096,0.23750691769908525,0.6458333333333334,0.1834605905156934,0.026888247992846726,0.30470897467160607,0.0882423893875295,0.29179963906773876
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,603,1.3534411745126913,0.16400631484911657,0.6285240464344942,0.14093041039859822,0.020985231170866703,0.2597770722585946,0.08078169096453976,0.22873030197223146
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0080p0.50,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,635,1.3066224594650924,0.1898875765503465,0.647244094488189,0.11850072005417256,0.017797038765789752,0.2605690155331794,0.06830067162580034,0.20933457270274183
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0120p0.50,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,614,1.2937883151152485,0.18825573687328592,0.6351791530944625,0.11214542230109803,0.016883896857824876,0.281232722309869,0.06003532134934778,0.19913809793329654
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0100range0.0240,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,594,1.2608286918248428,0.22521268945389747,0.6346801346801347,0.10794107047709622,0.016277388086190614,0.30460823479654436,0.05343712423619374,0.19664206292283462
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh24,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,411,0.5916821655941603,0.13988031063143527,0.7347931873479319,0.0778668045278299,0.011881492762298551,0.25490636362841235,0.04661120496630166,0.15673555911100184
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh48,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,411,0.5916821655941603,0.13988031063143527,0.7347931873479319,0.0778668045278299,0.011881492762298551,0.25490636362841235,0.04661120496630166,0.15673555911100184
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh96,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,411,0.5916821655941603,0.13988031063143527,0.7347931873479319,0.0778668045278299,0.011881492762298551,0.25490636362841235,0.04661120496630166,0.15673555911100184
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh24,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,410,0.5750292541280935,0.1798748454280437,0.7439024390243902,0.06147788323224779,0.009442281772972905,0.29160755856908993,0.0323800995396207,0.1375601750982654
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh48,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,410,0.5750292541280935,0.1798748454280437,0.7439024390243902,0.06147788323224779,0.009442281772972905,0.29160755856908993,0.0323800995396207,0.1375601750982654
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh96,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,410,0.5750292541280935,0.1798748454280437,0.7439024390243902,0.06147788323224779,0.009442281772972905,0.29160755856908993,0.0323800995396207,0.1375601750982654
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh24,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,419,0.16917897562347026,0.295819096724902,0.7064439140811456,-0.21863611098990232,-0.03811697204515563,0.4091313452740838,-0.09316561169279378,-0.24462022423135021
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,419,0.16917897562347026,0.295819096724902,0.7064439140811456,-0.21863611098990232,-0.03811697204515563,0.4091313452740838,-0.09316561169279378,-0.24462022423135021
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh96,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,419,0.16917897562347026,0.295819096724902,0.7064439140811456,-0.21863611098990232,-0.03811697204515563,0.4091313452740838,-0.09316561169279378,-0.24462022423135021
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-fixed0.0060-mh24,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,423,0.12033340668569872,0.3289110049632058,0.6879432624113475,-0.2542701224762618,-0.04516341720305528,0.46558255602385473,-0.09700410081674381,-0.38684276985528704
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-fixed0.0060-mh48,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,423,0.12033340668569872,0.3289110049632058,0.6879432624113475,-0.2542701224762618,-0.04516341720305528,0.46558255602385473,-0.09700410081674381,-0.38684276985528704
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-fixed0.0060-mh96,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,423,0.12033340668569872,0.3289110049632058,0.6879432624113475,-0.2542701224762618,-0.04516341720305528,0.46558255602385473,-0.09700410081674381,-0.38684276985528704
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh24,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,420,0.1571225526654478,0.28548950895270286,0.7023809523809523,-0.2229694051195703,-0.03895921914945022,0.3902845485169521,-0.0998226019899889,-0.2710639156248863
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh48,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,420,0.1571225526654478,0.28548950895270286,0.7023809523809523,-0.2229694051195703,-0.03895921914945022,0.3902845485169521,-0.0998226019899889,-0.2710639156248863
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh96,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,420,0.1571225526654478,0.28548950895270286,0.7023809523809523,-0.2229694051195703,-0.03895921914945022,0.3902845485169521,-0.0998226019899889,-0.2710639156248863
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0060range0.0180,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,409,0.08627773857699085,0.2787148147228073,0.6723716381418093,-0.2637977652097282,-0.047095465694133476,0.40878268837220777,-0.1152090512484026,-0.4818313326656063
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-fixed0.0060-mh24,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,424,0.047113200777292516,0.31916726261113837,0.6839622641509434,-0.2996513212192723,-0.054560121285952445,0.45630170400575737,-0.11957027731210058,-0.5047559801422136
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-fixed0.0060-mh48,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,424,0.047113200777292516,0.31916726261113837,0.6839622641509434,-0.2996513212192723,-0.054560121285952445,0.45630170400575737,-0.11957027731210058,-0.5047559801422136
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-fixed0.0060-mh96,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,424,0.047113200777292516,0.31916726261113837,0.6839622641509434,-0.2996513212192723,-0.054560121285952445,0.45630170400575737,-0.11957027731210058,-0.5047559801422136
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0060,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,425,-0.020388980763490328,0.3648340992014825,0.6823529411764706,-0.34898244453836436,-0.06537556823576485,0.4805149278232665,-0.1360531472599952,-0.5588037393740782
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0080p0.50,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,468,0.026518280659032462,0.32477434075372685,0.6752136752136753,-0.3223164194506659,-0.059446781099582124,0.433538044610894,-0.13712010246513978,-0.599629661279179
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0100range0.0240,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,425,0.0008128074194006331,0.32389728596677086,0.6564705882352941,-0.3338265497752253,-0.06198133155289831,0.44863209769390316,-0.13815625736878842,-0.6245318992031416
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0120p0.50,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,444,-0.014510884856180382,0.3586574051442009,0.6576576576576577,-0.34945177124259996,-0.06548173466513985,0.4622277692735021,-0.1416655143157226,-0.6475323886787344
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040,maker_maker,0.0012,2019-12-25 00:00,2026-04-29 16:30,432,-0.0160071816450145,0.3557707226977382,0.6481481481481481,-0.35050452400313625,-0.06572011285467283,0.456477627017327,-0.14397225398338792,-0.6430643049106173
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-none-mh10000,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,537,4.155151679253682,0.29058586993231106,0.7318435754189944,0.667142020527707,0.08383984962782631,0.35561720487998855,0.23575869917801096,0.5502731428927258
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-none-mh10000,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,405,1.280526403603084,0.2972000044509594,0.7654320987654321,0.154963451072464,0.022953156627744775,0.39273138383235273,0.05844492590269513,0.2272689610586545
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,552,2.0675863788433975,0.20841078234068527,0.7101449275362319,-0.03875677869326788,-0.006207075083259572,0.3582264476224403,-0.017327238467332928,0.04018167257709586
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,552,2.0675863788433975,0.20841078234068527,0.7101449275362319,-0.03875677869326788,-0.006207075083259572,0.3582264476224403,-0.017327238467332928,0.04018167257709586
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,552,2.0675863788433975,0.20841078234068527,0.7101449275362319,-0.03875677869326788,-0.006207075083259572,0.3582264476224403,-0.017327238467332928,0.04018167257709586
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,554,1.8837763376169958,0.172923486348923,0.7220216606498195,-0.10014588147000414,-0.016484536889796675,0.3845496233326361,-0.04286712530605581,-0.04030393175766345
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,554,1.8837763376169958,0.172923486348923,0.7220216606498195,-0.10014588147000414,-0.016484536889796675,0.3845496233326361,-0.04286712530605581,-0.04030393175766345
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,554,1.8837763376169958,0.172923486348923,0.7220216606498195,-0.10014588147000414,-0.016484536889796675,0.3845496233326361,-0.04286712530605581,-0.04030393175766345
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,572,1.662676965732532,0.17816852570523717,0.6888111888111889,-0.19998998586207228,-0.034537088323748466,0.43053499776393694,-0.08021900310804747,-0.16840888427496709
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,572,1.662676965732532,0.17816852570523717,0.6888111888111889,-0.19998998586207228,-0.034537088323748466,0.43053499776393694,-0.08021900310804747,-0.16840888427496709
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,572,1.662676965732532,0.17816852570523717,0.6888111888111889,-0.19998998586207228,-0.034537088323748466,0.43053499776393694,-0.08021900310804747,-0.16840888427496709
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,410,0.5750292541280935,0.1798748454280437,0.7439024390243902,-0.21067315367306505,-0.03657944719118578,0.3904975722396979,-0.09367394266085816,-0.20564204513805762
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,410,0.5750292541280935,0.1798748454280437,0.7439024390243902,-0.21067315367306505,-0.03657944719118578,0.3904975722396979,-0.09367394266085816,-0.20564204513805762
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,410,0.5750292541280935,0.1798748454280437,0.7439024390243902,-0.21067315367306505,-0.03657944719118578,0.3904975722396979,-0.09367394266085816,-0.20564204513805762
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,411,0.5916821655941603,0.13988031063143527,0.7347931873479319,-0.1955886034656279,-0.03370233028980407,0.3552611806414407,-0.09486634658183857,-0.20316820499221008
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,411,0.5916821655941603,0.13988031063143527,0.7347931873479319,-0.1955886034656279,-0.03370233028980407,0.3552611806414407,-0.09486634658183857,-0.20316820499221008
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,411,0.5916821655941603,0.13988031063143527,0.7347931873479319,-0.1955886034656279,-0.03370233028980407,0.3552611806414407,-0.09486634658183857,-0.20316820499221008
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-fixed0.0060-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,577,1.5818115481499904,0.15768742349410955,0.6603119584055459,-0.23239712239541999,-0.0408054092798209,0.40661795194111344,-0.10035319170003187,-0.2573976941564667
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-fixed0.0060-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,577,1.5818115481499904,0.15768742349410955,0.6603119584055459,-0.23239712239541999,-0.0408054092798209,0.40661795194111344,-0.10035319170003187,-0.2573976941564667
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-fixed0.0060-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,577,1.5818115481499904,0.15768742349410955,0.6603119584055459,-0.23239712239541999,-0.0408054092798209,0.40661795194111344,-0.10035319170003187,-0.2573976941564667
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,573,1.4218499020384359,0.15495692172062123,0.7033158813263525,-0.2738753365556599,-0.04916209175687014,0.4665057596373758,-0.10538367585232991,-0.30434192641553864
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,573,1.4218499020384359,0.15495692172062123,0.7033158813263525,-0.2738753365556599,-0.04916209175687014,0.4665057596373758,-0.10538367585232991,-0.30434192641553864
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,573,1.4218499020384359,0.15495692172062123,0.7033158813263525,-0.2738753365556599,-0.04916209175687014,0.4665057596373758,-0.10538367585232991,-0.30434192641553864
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0060,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,581,1.512318384088792,0.17060468262762635,0.6660929432013769,-0.25931282998390026,-0.04618338707015346,0.4082619753561637,-0.11312194095436767,-0.3024379512446177
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-fixed0.0060-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,579,1.4586396114509563,0.16125999169777763,0.6822107081174439,-0.2720844874331044,-0.04879308089797252,0.4237140705245449,-0.11515567759543173,-0.36936756312540714
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-fixed0.0060-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,579,1.4586396114509563,0.16125999169777763,0.6822107081174439,-0.2720844874331044,-0.04879308089797252,0.4237140705245449,-0.11515567759543173,-0.36936756312540714
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-fixed0.0060-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,579,1.4586396114509563,0.16125999169777763,0.6822107081174439,-0.2720844874331044,-0.04879308089797252,0.4237140705245449,-0.11515567759543173,-0.36936756312540714
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0060range0.0180,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,576,1.363297530326096,0.23750691769908525,0.6458333333333334,-0.2958852637843322,-0.053761096027529987,0.43925993272354547,-0.1223901658733015,-0.4290840255129497
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,603,1.3534411745126913,0.16400631484911657,0.6285240464344942,-0.33751203859225065,-0.06280068109294845,0.4790756847773204,-0.13108718118753804,-0.45405574193285264
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0100range0.0240,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,594,1.2608286918248428,0.22521268945389747,0.6346801346801347,-0.351426655348521,-0.06592918160833727,0.49090685000233336,-0.13430079781535723,-0.5198781921721056
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0080p0.50,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,635,1.3066224594650924,0.1898875765503465,0.647244094488189,-0.35040940888035044,-0.06569856226068649,0.48842205485077633,-0.13451186654697408,-0.5168046381940881
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0120p0.50,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,614,1.2937883151152485,0.18825573687328592,0.6351791530944625,-0.35416430711995106,-0.06655135012386237,0.4925655334020524,-0.1351116665922713,-0.5055743643952468
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,420,0.1571225526654478,0.28548950895270286,0.7023809523809523,-0.42374960737775946,-0.08316435142823864,0.5156727369293067,-0.1612735083174265,-0.6572905569496345
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,420,0.1571225526654478,0.28548950895270286,0.7023809523809523,-0.42374960737775946,-0.08316435142823864,0.5156727369293067,-0.1612735083174265,-0.6572905569496345
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,420,0.1571225526654478,0.28548950895270286,0.7023809523809523,-0.42374960737775946,-0.08316435142823864,0.5156727369293067,-0.1612735083174265,-0.6572905569496345
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,419,0.16917897562347026,0.295819096724902,0.7064439140811456,-0.42262329455485315,-0.08288230695841325,0.5130302665042015,-0.16155441963136982,-0.6167800338747551
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,419,0.16917897562347026,0.295819096724902,0.7064439140811456,-0.42262329455485315,-0.08288230695841325,0.5130302665042015,-0.16155441963136982,-0.6167800338747551
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,419,0.16917897562347026,0.295819096724902,0.7064439140811456,-0.42262329455485315,-0.08288230695841325,0.5130302665042015,-0.16155441963136982,-0.6167800338747551
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-fixed0.0060-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,423,0.12033340668569872,0.3289110049632058,0.6879432624113475,-0.45060751346034833,-0.09003154804465507,0.5499592826323692,-0.1637058431193685,-0.83366964501747
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-fixed0.0060-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,423,0.12033340668569872,0.3289110049632058,0.6879432624113475,-0.45060751346034833,-0.09003154804465507,0.5499592826323692,-0.1637058431193685,-0.83366964501747
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-fixed0.0060-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,423,0.12033340668569872,0.3289110049632058,0.6879432624113475,-0.45060751346034833,-0.09003154804465507,0.5499592826323692,-0.1637058431193685,-0.83366964501747
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-fixed0.0060-mh24,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,424,0.047113200777292516,0.31916726261113837,0.6839622641509434,-0.48217539866802617,-0.09847439254493118,0.5589531272021505,-0.17617647661772007,-0.96156714498274
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-fixed0.0060-mh48,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,424,0.047113200777292516,0.31916726261113837,0.6839622641509434,-0.48217539866802617,-0.09847439254493118,0.5589531272021505,-0.17617647661772007,-0.96156714498274
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-fixed0.0060-mh96,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,424,0.047113200777292516,0.31916726261113837,0.6839622641509434,-0.48217539866802617,-0.09847439254493118,0.5589531272021505,-0.17617647661772007,-0.96156714498274
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0060range0.0180,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,409,0.08627773857699085,0.2787148147228073,0.6723716381418093,-0.45024274494487626,-0.08993640542038828,0.5043398824255564,-0.17832499184448977,-0.9714920129777949
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0060,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,425,-0.020388980763490328,0.3648340992014825,0.6823529411764706,-0.5209597544558235,-0.1094625031780172,0.5851811317973771,-0.18705747200324863,-0.9850524927911931
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0080p0.50,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,468,0.026518280659032462,0.32477434075372685,0.6752136752136753,-0.5038075236341808,-0.1045139436751914,0.5495172608853923,-0.1901922853283928,-1.101686390907394
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0100range0.0240,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,425,0.0008128074194006331,0.32389728596677086,0.6564705882352941,-0.5092176638360297,-0.10605904254006615,0.5545206417158901,-0.19126256907566255,-1.114310727997525
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0120p0.50,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,444,-0.014510884856180382,0.3586574051442009,0.6576576576576577,-0.5237060879384894,-0.11026866144841263,0.569458298813536,-0.19363781628638466,-1.1356403805889157
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040,maker_taker,0.0021,2019-12-25 00:00,2026-04-29 16:30,432,-0.0160071816450145,0.3557707226977382,0.6481481481481481,-0.5245146327985184,-0.11050674771295532,0.56840558299223,-0.19441531015796853,-1.1270756788761562
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-none-mh10000,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,537,4.155151679253682,0.29058586993231106,0.7318435754189944,0.02693146637099031,0.004194897993208491,0.4292575476530104,0.009772450166908723,0.11519679717142517
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-none-mh10000,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,405,1.280526403603084,0.2972000044509594,0.7654320987654321,-0.13747889235334365,-0.023027249235544223,0.46138968344817266,-0.04990846146244803,-0.06781595788133211
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh24,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,552,2.0675863788433975,0.20841078234068527,0.7101449275362319,-0.41585025867167125,-0.08119595263346635,0.5681937600891573,-0.14290187315806777,-0.454301427956478
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh48,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,552,2.0675863788433975,0.20841078234068527,0.7101449275362319,-0.41585025867167125,-0.08119595263346635,0.5681937600891573,-0.14290187315806777,-0.454301427956478
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh96,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,552,2.0675863788433975,0.20841078234068527,0.7101449275362319,-0.41585025867167125,-0.08119595263346635,0.5681937600891573,-0.14290187315806777,-0.454301427956478
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh24,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,554,1.8837763376169958,0.172923486348923,0.7220216606498195,-0.4541425040152016,-0.09095634769000649,0.5903035167261973,-0.15408403492909414,-0.5774520389318855
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh48,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,554,1.8837763376169958,0.172923486348923,0.7220216606498195,-0.4541425040152016,-0.09095634769000649,0.5903035167261973,-0.15408403492909414,-0.5774520389318855
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh96,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,554,1.8837763376169958,0.172923486348923,0.7220216606498195,-0.4541425040152016,-0.09095634769000649,0.5903035167261973,-0.15408403492909414,-0.5774520389318855
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh24,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,411,0.5916821655941603,0.13988031063143527,0.7347931873479319,-0.39980880546930386,-0.07726670870968422,0.5014469245667069,-0.15408751140801047,-0.5600955745974452
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh48,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,411,0.5916821655941603,0.13988031063143527,0.7347931873479319,-0.39980880546930386,-0.07726670870968422,0.5014469245667069,-0.15408751140801047,-0.5600955745974452
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.6-0.0050-0.0160-mh96,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,411,0.5916821655941603,0.13988031063143527,0.7347931873479319,-0.39980880546930386,-0.07726670870968422,0.5014469245667069,-0.15408751140801047,-0.5600955745974452
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh24,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,410,0.5750292541280935,0.1798748454280437,0.7439024390243902,-0.4131879229842367,-0.08053759046956732,0.5161176775913822,-0.15604501447309482,-0.5462288761337747
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh48,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,410,0.5750292541280935,0.1798748454280437,0.7439024390243902,-0.4131879229842367,-0.08053759046956732,0.5161176775913822,-0.15604501447309482,-0.5462288761337747
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.6-0.0050-0.0160-mh96,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,410,0.5750292541280935,0.1798748454280437,0.7439024390243902,-0.4131879229842367,-0.08053759046956732,0.5161176775913822,-0.15604501447309482,-0.5462288761337747
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh24,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,572,1.662676965732532,0.17816852570523717,0.6888111888111889,-0.52252676108133,-0.10992200353667048,0.6325639797323416,-0.1737721512109843,-0.7211752958469578
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,572,1.662676965732532,0.17816852570523717,0.6888111888111889,-0.52252676108133,-0.10992200353667048,0.6325639797323416,-0.1737721512109843,-0.7211752958469578
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh96,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,572,1.662676965732532,0.17816852570523717,0.6888111888111889,-0.52252676108133,-0.10992200353667048,0.6325639797323416,-0.1737721512109843,-0.7211752958469578
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh24,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,573,1.4218499020384359,0.15495692172062123,0.7033158813263525,-0.5670149153698496,-0.1235296448434694,0.6638793410960047,-0.186072433944899,-0.8977575079864241
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh48,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,573,1.4218499020384359,0.15495692172062123,0.7033158813263525,-0.5670149153698496,-0.1235296448434694,0.6638793410960047,-0.186072433944899,-0.8977575079864241
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh96,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,573,1.4218499020384359,0.15495692172062123,0.7033158813263525,-0.5670149153698496,-0.1235296448434694,0.6638793410960047,-0.186072433944899,-0.8977575079864241
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-fixed0.0060-mh24,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,577,1.5818115481499904,0.15768742349410955,0.6603119584055459,-0.5439306518368128,-0.11632908950959508,0.6240075943115684,-0.186422554100378,-0.8843673620664476
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-fixed0.0060-mh48,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,577,1.5818115481499904,0.15768742349410955,0.6603119584055459,-0.5439306518368128,-0.11632908950959508,0.6240075943115684,-0.186422554100378,-0.8843673620664476
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-fixed0.0060-mh96,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,577,1.5818115481499904,0.15768742349410955,0.6603119584055459,-0.5439306518368128,-0.11632908950959508,0.6240075943115684,-0.186422554100378,-0.8843673620664476
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0060,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,581,1.512318384088792,0.17060468262762635,0.6660929432013769,-0.561508019122998,-0.12178305112118404,0.6295309782807618,-0.19345045013316334,-0.9349448774572565
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-fixed0.0060-mh24,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,579,1.4586396114509563,0.16125999169777763,0.6822107081174439,-0.5682905684719689,-0.12393690516523836,0.6388793684469188,-0.19399109015919902,-1.0625120463080817
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-fixed0.0060-mh48,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,579,1.4586396114509563,0.16125999169777763,0.6822107081174439,-0.5682905684719689,-0.12393690516523836,0.6388793684469188,-0.19399109015919902,-1.0625120463080817
+ETH-USDT-SWAP,15m,market-t50-r3.0-x35.0-stop-fixed0.0060-mh96,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,579,1.4586396114509563,0.16125999169777763,0.6822107081174439,-0.5682905684719689,-0.12393690516523836,0.6388793684469188,-0.19399109015919902,-1.0625120463080817
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0060range0.0180,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,576,1.363297530326096,0.23750691769908525,0.6458333333333334,-0.5812743276031738,-0.12814078118141736,0.6460215197400612,-0.19835373476873835,-1.131090590956296
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh24,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,420,0.1571225526654478,0.28548950895270286,0.7023809523809523,-0.5727515673519203,-0.12536912567802794,0.6308350665833081,-0.19873518819593344,-1.034996972435984
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh48,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,420,0.1571225526654478,0.28548950895270286,0.7023809523809523,-0.5727515673519203,-0.12536912567802794,0.6308350665833081,-0.19873518819593344,-1.034996972435984
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-atr1.2-0.0040-0.0120-mh96,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,420,0.1571225526654478,0.28548950895270286,0.7023809523809523,-0.5727515673519203,-0.12536912567802794,0.6308350665833081,-0.19873518819593344,-1.034996972435984
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh24,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,419,0.16917897562347026,0.295819096724902,0.7064439140811456,-0.5734604892355204,-0.12559788671418382,0.6299451784196487,-0.1993790745875265,-0.981524089294728
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,419,0.16917897562347026,0.295819096724902,0.7064439140811456,-0.5734604892355204,-0.12559788671418382,0.6299451784196487,-0.1993790745875265,-0.981524089294728
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh96,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,419,0.16917897562347026,0.295819096724902,0.7064439140811456,-0.5734604892355204,-0.12559788671418382,0.6299451784196487,-0.1993790745875265,-0.981524089294728
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-fixed0.0060-mh24,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,423,0.12033340668569872,0.3289110049632058,0.6879432624113475,-0.5953524132679526,-0.13282494263100952,0.6462072172053384,-0.20554543356145025,-1.2663163029222817
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-fixed0.0060-mh48,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,423,0.12033340668569872,0.3289110049632058,0.6879432624113475,-0.5953524132679526,-0.13282494263100952,0.6462072172053384,-0.20554543356145025,-1.2663163029222817
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-fixed0.0060-mh96,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,423,0.12033340668569872,0.3289110049632058,0.6879432624113475,-0.5953524132679526,-0.13282494263100952,0.6462072172053384,-0.20554543356145025,-1.2663163029222817
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0100range0.0240,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,594,1.2608286918248428,0.22521268945389747,0.6346801346801347,-0.6205175522425304,-0.1415514083595033,0.6866900029877823,-0.20613582219577153,-1.2175218399798604
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,603,1.3534411745126913,0.16400631484911657,0.6285240464344942,-0.6155110974914113,-0.13977726909272759,0.6777341654601241,-0.20624202853611587,-1.1202879589330677
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0080p0.50,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,635,1.3066224594650924,0.1898875765503465,0.647244094488189,-0.6229179165712211,-0.14240902953616486,0.6850876546429364,-0.2078697938446834,-1.2231013951983267
+ETH-USDT-SWAP,15m,market-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0120p0.50,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,614,1.2937883151152485,0.18825573687328592,0.6351791530944625,-0.6251379529384136,-0.14320632557429935,0.6858030761214756,-0.20881551944064677,-1.1915855082114244
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-fixed0.0060-mh24,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,424,0.047113200777292516,0.31916726261113837,0.6839622641509434,-0.6172227183631681,-0.1403816157684562,0.6648335786683316,-0.2111530167438925,-1.401887849576822
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-fixed0.0060-mh48,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,424,0.047113200777292516,0.31916726261113837,0.6839622641509434,-0.6172227183631681,-0.1403816157684562,0.6648335786683316,-0.2111530167438925,-1.401887849576822
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x35.0-stop-fixed0.0060-mh96,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,424,0.047113200777292516,0.31916726261113837,0.6839622641509434,-0.6172227183631681,-0.1403816157684562,0.6648335786683316,-0.2111530167438925,-1.401887849576822
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0060range0.0180,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,409,0.08627773857699085,0.2787148147228073,0.6723716381418093,-0.5895661490603789,-0.13088332967981287,0.6162904993137863,-0.21237278495376122,-1.4429547778345522
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0060,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,425,-0.020388980763490328,0.3648340992014825,0.6823529411764706,-0.647593446048947,-0.15150285480577175,0.6859966267558025,-0.22085072855570023,-1.3976096505346625
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0080p0.50,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,468,0.026518280659032462,0.32477434075372685,0.6752136752136753,-0.6367809438302066,-0.14745408144530325,0.6646314470025958,-0.22185841809066154,-1.5836122565424653
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-gap0.0100range0.0240,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,425,0.0008128074194006331,0.32389728596677086,0.6564705882352941,-0.6385203698584491,-0.14809850069298114,0.6674849539635201,-0.22187541428997531,-1.5851373726728513
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040-tp0.0120p0.50,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,444,-0.014510884856180382,0.3586574051442009,0.6576576576576577,-0.6513713849194528,-0.15294220569049033,0.6806344487638188,-0.22470535537580688,-1.6043412213105914
+ETH-USDT-SWAP,15m,price_twap-t50-r3.0-x45.0-stop-atr1.2-0.0040-0.0120-mh48-fb0.0040,taker_taker,0.003,2019-12-25 00:00,2026-04-29 16:30,432,-0.0160071816450145,0.3557707226977382,0.6481481481481481,-0.6519921729423989,-0.15317997452307452,0.6798772904857745,-0.22530532592672267,-1.5923073674391328

scripts/search_eth_btc_regime_variants.py

@@ -0,0 +1,404 @@
+from __future__ import annotations
+
+import argparse
+import sys
+from dataclasses import dataclass
+from pathlib import Path
+
+import pandas as pd
+
+sys.path.insert(0, str(Path(__file__).resolve().parents[1]))
+
+from scripts import explore_ultrashort as explore
+
+
+COST_SCENARIOS = (
+    ("maker_maker", 0.0012),
+    ("maker_taker", 0.0021),
+    ("taker_taker", 0.0030),
+)
+PRIMARY_COST = "maker_taker"
+HORIZONS = (
+    ("3y", pd.DateOffset(years=3)),
+    ("1y", pd.DateOffset(years=1)),
+    ("6m", pd.DateOffset(months=6)),
+    ("3m", pd.DateOffset(months=3)),
+)
+
+
+@dataclass(frozen=True)
+class Strategy:
+    family: str
+    candidate: object
+    pair: bool
+
+
+def build_strategies() -> list[Strategy]:
+    strategies: list[Strategy] = [
+        Strategy("baseline_rsi2", explore.build_rsi2_long_guarded_candidate(50, 3.0, 55.0, 0.008, 48), False),
+        Strategy("baseline_rsi2", explore.build_rsi2_long_guarded_candidate(120, 3.0, 55.0, 0.008, 48), False),
+        Strategy(
+            "baseline_price_twap",
+            explore.build_rsi2_long_guarded_price_twap_candidate(50, 3.0, 55.0, 0.008, 48, (0.001, 0.003, 0.005), 2),
+            False,
+        ),
+        Strategy(
+            "baseline_price_twap",
+            explore.build_rsi2_long_guarded_price_twap_candidate(120, 3.0, 55.0, 0.008, 48, (0.001, 0.003, 0.005), 2),
+            False,
+        ),
+    ]
+
+    strategies.extend(
+        Strategy(
+            "btc_trend_momentum_rsi2",
+            explore.build_eth_btc_rsi_filter_candidate(
+                eth_trend,
+                eth_rsi,
+                55.0,
+                btc_trend,
+                btc_momentum,
+                btc_min_momentum,
+            ),
+            True,
+        )
+        for eth_trend in (50, 120)
+        for eth_rsi in (3.0, 5.0)
+        for btc_trend in (120, 240, 480)
+        for btc_momentum in (96, 240)
+        for btc_min_momentum in (0.0, 0.01)
+    )
+    strategies.extend(
+        Strategy(
+            "btc_shock_guard_rsi2",
+            explore.build_eth_btc_shock_filter_candidate(
+                50,
+                3.0,
+                55.0,
+                480,
+                240,
+                btc_min_momentum,
+                btc_shock_lookback,
+                btc_max_realized_vol,
+                btc_max_drawdown,
+            ),
+            True,
+        )
+        for btc_min_momentum in (0.0, 0.01)
+        for btc_shock_lookback in (96, 240)
+        for btc_max_realized_vol in (0.006, 0.01)
+        for btc_max_drawdown in (0.03, 0.05)
+    )
+    strategies.extend(
+        Strategy(
+            "ethbtc_ratio_pullback",
+            explore.build_eth_btc_ratio_pullback_candidate(
+                480,
+                btc_momentum,
+                btc_min_momentum,
+                ratio_length,
+                ratio_std,
+                5.0,
+                0.008,
+            ),
+            True,
+        )
+        for btc_momentum in (96, 240)
+        for btc_min_momentum in (0.0, 0.01)
+        for ratio_length in (48, 96)
+        for ratio_std in (1.5, 2.0)
+    )
+    strategies.extend(
+        Strategy(
+            "btc_lead_eth_lag",
+            explore.build_btc_lead_eth_lag_candidate(
+                lead_lookback,
+                btc_return_threshold,
+                lag_gap,
+                max_hold_bars,
+                0.006,
+                take_profit_pct,
+            ),
+            True,
+        )
+        for lead_lookback in (8, 16)
+        for btc_return_threshold in (0.012, 0.018)
+        for lag_gap in (0.006, 0.012)
+        for max_hold_bars in (8, 32)
+        for take_profit_pct in (0.012, 0.018)
+    )
+    return strategies
+
+
+def window_rows(strategy: Strategy, eth: list[explore.Candle], btc: list[explore.Candle], window_size: int) -> list[dict[str, object]]:
+    if strategy.pair:
+        return explore.evaluate_pair_candidate_window_rows(
+            candidate=strategy.candidate,
+            eth_candles=eth,
+            btc_candles=btc,
+            window_size=window_size,
+            leverage=explore.LEVERAGE,
+        )
+    return explore.evaluate_candidate_window_rows(
+        candidate=strategy.candidate,
+        candles=eth,
+        window_size=window_size,
+        leverage=explore.LEVERAGE,
+    )
+
+
+def full_result(strategy: Strategy, eth: list[explore.Candle], btc: list[explore.Candle]) -> explore.SegmentResult:
+    if strategy.pair:
+        return strategy.candidate.run(
+            eth_candles=eth,
+            btc_candles=btc,
+            leverage=explore.LEVERAGE,
+            warmup_bars=strategy.candidate.warmup_bars,
+        )
+    return strategy.candidate.run(
+        candles=eth,
+        leverage=explore.LEVERAGE,
+        warmup_bars=strategy.candidate.warmup_bars,
+    )
+
+
+def append_cost_rows(
+    *,
+    strategy: Strategy,
+    bar: str,
+    eth: list[explore.Candle],
+    rows: list[dict[str, object]],
+    result: explore.SegmentResult,
+    summary_rows: list[dict[str, object]],
+    total_rows: list[dict[str, object]],
+    horizon_rows: list[dict[str, object]],
+) -> None:
+    for cost_name, cost_value in COST_SCENARIOS:
+        summary = explore.add_cost_metrics(
+            pd.DataFrame([explore.summarize_window_rows(rows, strategy.candidate.name)]),
+            cost_value,
+        ).iloc[0].to_dict()
+        summary_rows.append(
+            {
+                "family": strategy.family,
+                "cost": cost_name,
+                "symbol": "ETH-USDT-SWAP",
+                "signal_symbol": "BTC-USDT-SWAP" if strategy.pair else "",
+                "bar": bar,
+                "actual_bars": len(eth),
+                "first_candle": explore._format_ts(eth[0].ts),
+                "last_candle": explore._format_ts(eth[-1].ts),
+                **summary,
+            }
+        )
+
+        net_equity = explore.cost_adjusted_trade_equity_frame(result, cost_value)
+        metrics = explore.annualized_metrics_from_equity(net_equity, eth[0].ts, eth[-1].ts)
+        years_actual = (eth[-1].ts - eth[0].ts) / 86_400_000 / 365
+        gross_annualized = (1.0 + result.total_return) ** (1.0 / years_actual) - 1.0 if result.total_return > -1.0 else 0.0
+        total_rows.append(
+            {
+                "family": strategy.family,
+                "cost": cost_name,
+                "symbol": "ETH-USDT-SWAP",
+                "signal_symbol": "BTC-USDT-SWAP" if strategy.pair else "",
+                "bar": bar,
+                "name": strategy.candidate.name,
+                "first_candle": explore._format_ts(eth[0].ts),
+                "last_candle": explore._format_ts(eth[-1].ts),
+                "years": years_actual,
+                "trades": result.trade_count,
+                "gross_total_return": result.total_return,
+                "gross_annualized_return": gross_annualized,
+                "gross_max_drawdown_mark_to_market": result.max_drawdown,
+                **metrics,
+            }
+        )
+
+        horizon = explore.recent_horizon_metrics_from_equity(net_equity, eth[-1].ts, HORIZONS)
+        for horizon_row in horizon.to_dict("records"):
+            horizon_rows.append(
+                {
+                    "family": strategy.family,
+                    "cost": cost_name,
+                    "symbol": "ETH-USDT-SWAP",
+                    "signal_symbol": "BTC-USDT-SWAP" if strategy.pair else "",
+                    "bar": bar,
+                    "name": strategy.candidate.name,
+                    "trades": result.trade_count,
+                    **horizon_row,
+                }
+            )
+
+
+def markdown_table(frame: pd.DataFrame) -> str:
+    columns = list(frame.columns)
+    rows = [columns, ["---" for _ in columns]]
+    for record in frame.to_dict("records"):
+        rows.append([record[column] for column in columns])
+    return "\n".join("| " + " | ".join(format_markdown_cell(value) for value in row) + " |" for row in rows)
+
+
+def format_markdown_cell(value: object) -> str:
+    if isinstance(value, float):
+        return f"{value:.6g}"
+    return str(value).replace("|", "\\|")
+
+
+def markdown_report(
+    *,
+    summary: pd.DataFrame,
+    total: pd.DataFrame,
+    horizon: pd.DataFrame,
+    output_files: list[Path],
+    command: str,
+) -> str:
+    primary_summary = summary[summary["cost"] == PRIMARY_COST].copy()
+    primary_total = total[total["cost"] == PRIMARY_COST].copy()
+    top = primary_summary.head(10)
+    family = (
+        primary_summary.groupby("family", as_index=False)
+        .agg(
+            best_net_ci95_low=("net_ci95_low", "max"),
+            best_net_avg_return=("net_avg_return", "max"),
+            best_positive_window_rate=("positive_window_rate", "max"),
+            candidate_count=("name", "count"),
+        )
+        .sort_values(["best_net_ci95_low", "best_net_avg_return"], ascending=False)
+    )
+    horizon_top = (
+        horizon[horizon["cost"] == PRIMARY_COST]
+        .sort_values(["horizon", "net_annualized_return"], ascending=[True, False])
+        .groupby("horizon", observed=True)
+        .head(3)
+    )
+    best = top.iloc[0].to_dict() if len(top) else {}
+
+    lines = [
+        "# ETH BTC regime variants",
+        "",
+        f"Run command: `{command}`",
+        "",
+        "Output files:",
+        *[f"- `{path}`" for path in output_files],
+        "",
+        "Primary sort: maker_taker cost, by net_ci95_low then net_avg_return.",
+        "",
+        "Top 10 candidates:",
+        markdown_table(top[
+            [
+                "family",
+                "name",
+                "net_avg_return",
+                "net_ci95_low",
+                "positive_window_rate",
+                "trades",
+                "avg_trades_per_window",
+                "max_drawdown",
+            ]
+        ]),
+        "",
+        "Family summary:",
+        markdown_table(family),
+        "",
+        "Recent horizon leaders:",
+        markdown_table(horizon_top[
+            [
+                "horizon",
+                "family",
+                "name",
+                "net_total_return",
+                "net_annualized_return",
+                "net_max_drawdown",
+                "net_calmar",
+            ]
+        ]),
+        "",
+        "Interpretation:",
+        f"- Effective: BTC trend plus momentum gating on ETH RSI2. Best maker_taker window result is `{best.get('name', '')}` with net_ci95_low {format_markdown_cell(best.get('net_ci95_low', 0.0))} and net_avg_return {format_markdown_cell(best.get('net_avg_return', 0.0))}.",
+        "- Effective but not incremental: loose BTC shock guards tie the best trend/momentum result, so the tested vol/drawdown caps mostly did not bind.",
+        "- Not robust: BTC lead ETH lag has positive best net_avg_return but negative best net_ci95_low, so the average is not enough to promote it.",
+        "- Not effective: ETHBTC ratio low pullback variants are negative on both best net_avg_return and best net_ci95_low.",
+        "- Baseline note: ETH price-TWAP has strong recent horizon returns, but its sampled-window maker_taker net_ci95_low is deeply negative; it is not a robust regime condition in this run.",
+    ]
+    if len(primary_total):
+        total_top = primary_total.sort_values(["net_calmar", "net_annualized_return"], ascending=False).head(5)
+        lines.extend(["", "Best full-period net Calmar:", markdown_table(total_top[["family", "name", "trades", "net_total_return", "net_annualized_return", "net_max_drawdown", "net_calmar"]])])
+    return "\n".join(lines) + "\n"
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--bar", default="15m")
+    parser.add_argument("--years", type=float, default=3.25)
+    parser.add_argument("--window-size", type=int, default=explore.WINDOW_SIZE)
+    parser.add_argument("--output-dir", type=Path, default=Path("reports/eth-exploration"))
+    args = parser.parse_args()
+
+    requested_bars = explore.history_bars_for_years(args.bar, args.years)
+    client = explore.OkxClient()
+    eth = explore.get_candles_cached(client, "ETH-USDT-SWAP", args.bar, requested_bars)
+    btc = explore.get_candles_cached(client, "BTC-USDT-SWAP", args.bar, requested_bars)
+    eth, btc = explore.align_pair_candles(eth, btc)
+
+    strategies = build_strategies()
+    summary_rows: list[dict[str, object]] = []
+    total_rows: list[dict[str, object]] = []
+    horizon_rows: list[dict[str, object]] = []
+    for index, strategy in enumerate(strategies, start=1):
+        rows = window_rows(strategy, eth, btc, args.window_size)
+        result = full_result(strategy, eth, btc)
+        append_cost_rows(
+            strategy=strategy,
+            bar=args.bar,
+            eth=eth,
+            rows=rows,
+            result=result,
+            summary_rows=summary_rows,
+            total_rows=total_rows,
+            horizon_rows=horizon_rows,
+        )
+        print(f"done {index}/{len(strategies)} {strategy.family} {strategy.candidate.name}")
+
+    summary = pd.DataFrame(summary_rows).sort_values(
+        ["cost", "net_ci95_low", "net_avg_return"],
+        ascending=[True, False, False],
+    )
+    primary = summary[summary["cost"] == PRIMARY_COST]
+    others = summary[summary["cost"] != PRIMARY_COST]
+    summary = pd.concat([primary, others], ignore_index=True)
+
+    total = pd.DataFrame(total_rows).sort_values(["cost", "net_calmar", "net_annualized_return"], ascending=[True, False, False])
+    horizon = pd.DataFrame(horizon_rows)
+    horizon["horizon"] = pd.Categorical(horizon["horizon"], categories=["3y", "1y", "6m", "3m"], ordered=True)
+    horizon = horizon.sort_values(["cost", "horizon", "net_annualized_return"], ascending=[True, True, False])
+
+    args.output_dir.mkdir(parents=True, exist_ok=True)
+    summary_path = args.output_dir / "eth-btc-regime-summary.csv"
+    total_path = args.output_dir / "eth-btc-regime-total.csv"
+    horizon_path = args.output_dir / "eth-btc-regime-horizon.csv"
+    top10_path = args.output_dir / "eth-btc-regime-top10.csv"
+    report_path = args.output_dir / "eth-btc-regime-report.md"
+
+    summary.to_csv(summary_path, index=False)
+    total.to_csv(total_path, index=False)
+    horizon.to_csv(horizon_path, index=False)
+    summary[summary["cost"] == PRIMARY_COST].head(10).to_csv(top10_path, index=False)
+    command = f"rtk .venv/bin/python {Path(__file__).as_posix()} --bar {args.bar} --years {args.years} --window-size {args.window_size}"
+    report_path.write_text(
+        markdown_report(
+            summary=summary,
+            total=total,
+            horizon=horizon,
+            output_files=[summary_path, total_path, horizon_path, top10_path, report_path],
+            command=command,
+        ),
+        encoding="utf-8",
+    )
+
+    print(summary[summary["cost"] == PRIMARY_COST].head(10).to_string(index=False))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

scripts/search_eth_price_twap_variants.py

@@ -0,0 +1,435 @@
+from __future__ import annotations
+
+import argparse
+import sys
+from itertools import product
+from pathlib import Path
+from typing import Iterable
+
+import pandas as pd
+
+sys.path.insert(0, str(Path(__file__).resolve().parents[1]))
+
+from scripts.explore_ultrashort import (
+    INITIAL_EQUITY,
+    LEVERAGE,
+    _format_ts,
+    _compute_rsi,
+    annualized_metrics_from_equity,
+    get_candles_cached,
+    history_bars_for_years,
+    recent_horizon_metrics_from_equity,
+)
+from okx_codex_trader.models import Candle
+from okx_codex_trader.okx_client import OkxClient
+from okx_codex_trader.sampled_report import SegmentResult, mark_to_market
+
+
+SYMBOL = "ETH-USDT-SWAP"
+BAR = "15m"
+YEARS = 3.0
+OUTPUT_DIR = Path("reports/eth-exploration")
+COSTS = {
+    "maker_maker": 0.0012,
+    "maker_taker": 0.0021,
+    "taker_taker": 0.0030,
+}
+HORIZONS = (
+    ("3y", pd.DateOffset(years=3)),
+    ("1y", pd.DateOffset(years=1)),
+    ("6m", pd.DateOffset(months=6)),
+    ("3m", pd.DateOffset(months=3)),
+)
+ENTRY_OFFSET_SETS = (
+    (0.001, 0.003, 0.005),
+    (0.003, 0.006, 0.009),
+)
+
+
+def candidate_specs() -> Iterable[dict[str, object]]:
+    for (
+        trend_sma,
+        rsi_threshold,
+        exit_rsi,
+        stop_loss_pct,
+        max_hold_bars,
+        entry_offsets,
+        entry_valid_bars,
+        fill_buffer,
+    ) in product(
+        (80, 160),
+        (5.0, 8.0, 10.0),
+        (50.0, 55.0),
+        (0.008, 0.012),
+        (48, 96),
+        ENTRY_OFFSET_SETS,
+        (2, 4),
+        (0.0, 0.0002),
+    ):
+        yield {
+            "trend_sma": trend_sma,
+            "rsi_threshold": rsi_threshold,
+            "exit_rsi": exit_rsi,
+            "stop_loss_pct": stop_loss_pct,
+            "max_hold_bars": max_hold_bars,
+            "entry_offsets": entry_offsets,
+            "entry_valid_bars": entry_valid_bars,
+            "fill_buffer": fill_buffer,
+        }
+
+
+def annualized_return(total_return: float, first_ts: int, last_ts: int) -> float:
+    years = (last_ts - first_ts) / 86_400_000 / 365
+    return (1.0 + total_return) ** (1.0 / years) - 1.0 if total_return > -1.0 and years > 0.0 else 0.0
+
+
+def strategy_name(spec: dict[str, object]) -> str:
+    offsets = "-".join(f"{offset:.4f}" for offset in tuple(spec["entry_offsets"]))
+    buffer_label = f"-fb{float(spec['fill_buffer']):.4f}" if float(spec["fill_buffer"]) else ""
+    return (
+        f"rsi2-long-guarded-price-twap-o{offsets}-v{spec['entry_valid_bars']}{buffer_label}"
+        f"-t{spec['trend_sma']}-l{spec['rsi_threshold']}-x{spec['exit_rsi']}"
+        f"-sl{spec['stop_loss_pct']}-mh{spec['max_hold_bars']}"
+    )
+
+
+def close_position(
+    *,
+    trades: list[dict[str, object]],
+    exits: list[dict[str, object]],
+    position: dict[str, object],
+    account_equity: float,
+    candle: Candle,
+    exit_price: float,
+    roundtrip_cost_on_margin: float,
+) -> tuple[float, bool]:
+    margin_used = float(position["margin_used"])
+    exit_equity = mark_to_market(
+        side="long",
+        margin_used=margin_used,
+        entry_price=float(position["entry_price"]),
+        mark_price=exit_price,
+        leverage=LEVERAGE,
+    )
+    pnl = exit_equity - margin_used
+    cost = margin_used * roundtrip_cost_on_margin
+    net_pnl = pnl - cost
+    trades.append(
+        {
+            "side": "Long",
+            "entry_time": _format_ts(int(position["entry_time"])),
+            "exit_time": _format_ts(candle.ts),
+            "entry_price": round(float(position["entry_price"]), 4),
+            "exit_price": round(exit_price, 4),
+            "pnl": round(net_pnl, 4),
+            "return_pct": round(net_pnl / account_equity * 100, 4),
+            "cost_weight": round(margin_used / account_equity, 8),
+        }
+    )
+    exits.append({"ts": candle.ts, "price": exit_price, "side": "long"})
+    return account_equity + net_pnl, net_pnl > 0.0
+
+
+def run_price_twap_segment(
+    *,
+    candles: list[Candle],
+    spec: dict[str, object],
+    roundtrip_cost_on_margin: float,
+) -> SegmentResult:
+    closes = pd.Series([candle.close for candle in candles], dtype=float)
+    trend = closes.rolling(int(spec["trend_sma"])).mean().tolist()
+    rsi_values = _compute_rsi(closes, 2)
+    equity = INITIAL_EQUITY
+    ending_equity = equity
+    peak_equity = equity
+    max_drawdown = 0.0
+    wins = 0
+    trades: list[dict[str, object]] = []
+    entries: list[dict[str, object]] = []
+    exits: list[dict[str, object]] = []
+    equity_curve: list[dict[str, float | int]] = []
+    position: dict[str, object] | None = None
+    pending_limits: list[dict[str, float | int]] = []
+    pending_exit = False
+    warmup_bars = max(int(spec["trend_sma"]), 3)
+    entry_offsets = tuple(float(value) for value in spec["entry_offsets"])
+
+    for index in range(warmup_bars, len(candles)):
+        candle = candles[index]
+        if pending_exit and position is not None:
+            equity, won = close_position(
+                trades=trades,
+                exits=exits,
+                position=position,
+                account_equity=equity,
+                candle=candle,
+                exit_price=candle.open,
+                roundtrip_cost_on_margin=roundtrip_cost_on_margin,
+            )
+            wins += 1 if won else 0
+            position = None
+            pending_exit = False
+            pending_limits = []
+
+        active_limits: list[dict[str, float | int]] = []
+        for limit in pending_limits:
+            if index > int(limit["expires_index"]):
+                continue
+            limit_price = float(limit["price"])
+            if candle.low <= limit_price * (1.0 - float(spec["fill_buffer"])) and equity > 0.0:
+                slice_margin = equity / len(entry_offsets)
+                if position is None:
+                    position = {
+                        "side": "long",
+                        "entry_time": candle.ts,
+                        "entry_price": limit_price,
+                        "entry_index": index,
+                        "margin_used": slice_margin,
+                        "stop_price": limit_price * (1 - float(spec["stop_loss_pct"])),
+                    }
+                else:
+                    old_margin = float(position["margin_used"])
+                    new_margin = old_margin + slice_margin
+                    entry_price = (float(position["entry_price"]) * old_margin + limit_price * slice_margin) / new_margin
+                    position["entry_price"] = entry_price
+                    position["margin_used"] = new_margin
+                    position["stop_price"] = entry_price * (1 - float(spec["stop_loss_pct"]))
+                entries.append({"ts": candle.ts, "price": limit_price, "side": "long"})
+            else:
+                active_limits.append(limit)
+        pending_limits = active_limits
+
+        current_equity = equity
+        if position is not None and candle.low <= float(position["stop_price"]):
+            equity, won = close_position(
+                trades=trades,
+                exits=exits,
+                position=position,
+                account_equity=equity,
+                candle=candle,
+                exit_price=float(position["stop_price"]),
+                roundtrip_cost_on_margin=roundtrip_cost_on_margin,
+            )
+            wins += 1 if won else 0
+            current_equity = equity
+            position = None
+            pending_limits = []
+
+        if position is not None:
+            position_equity = mark_to_market(
+                side="long",
+                margin_used=float(position["margin_used"]),
+                entry_price=float(position["entry_price"]),
+                mark_price=candle.close,
+                leverage=LEVERAGE,
+            )
+            current_equity = equity - float(position["margin_used"]) + position_equity
+        peak_equity = max(peak_equity, current_equity)
+        max_drawdown = max(max_drawdown, (peak_equity - current_equity) / peak_equity)
+        equity_curve.append({"ts": candle.ts, "equity": current_equity, "close": candle.close})
+        ending_equity = current_equity
+        if index == len(candles) - 1 or equity <= 0.0:
+            continue
+
+        current_rsi = rsi_values[index]
+        current_trend = trend[index]
+        if current_rsi != current_rsi or current_trend != current_trend:
+            continue
+        if position is not None:
+            held_bars = index - int(position["entry_index"])
+            if current_rsi >= float(spec["exit_rsi"]) or held_bars >= int(spec["max_hold_bars"]):
+                pending_exit = True
+                pending_limits = []
+            continue
+        if not pending_limits and candle.close > float(current_trend) and current_rsi <= float(spec["rsi_threshold"]):
+            pending_limits = [
+                {
+                    "price": candle.close * (1.0 - offset),
+                    "expires_index": index + int(spec["entry_valid_bars"]),
+                }
+                for offset in entry_offsets
+            ]
+
+    trade_count = len(trades)
+    return SegmentResult(
+        trade_count=trade_count,
+        total_return=(ending_equity - INITIAL_EQUITY) / INITIAL_EQUITY,
+        win_rate=(wins / trade_count) if trade_count else 0.0,
+        max_drawdown=max_drawdown,
+        trades=trades,
+        open_position=position,
+        candles=candles[warmup_bars:],
+        equity_curve=equity_curve,
+        entries=entries,
+        exits=exits,
+    )
+
+
+def equity_frame(result: SegmentResult) -> pd.DataFrame:
+    frame = pd.DataFrame(result.equity_curve)
+    frame["ts"] = pd.to_datetime(frame["ts"], unit="ms", utc=True)
+    return frame[["ts", "equity"]]
+
+
+def markdown_table(frame: pd.DataFrame, columns: list[str]) -> str:
+    rows = [["" if pd.isna(value) else str(value) for value in row] for row in frame[columns].itertuples(index=False, name=None)]
+    header = "| " + " | ".join(columns) + " |"
+    separator = "| " + " | ".join("---" for _ in columns) + " |"
+    body = ["| " + " | ".join(row) + " |" for row in rows]
+    return "\n".join([header, separator, *body])
+
+
+def run_search(max_candidates: int | None) -> tuple[pd.DataFrame, pd.DataFrame, pd.DataFrame]:
+    client = OkxClient()
+    candles = get_candles_cached(client, SYMBOL, BAR, history_bars_for_years(BAR, YEARS))
+    rows: list[dict[str, object]] = []
+    horizon_rows: list[dict[str, object]] = []
+    specs = list(candidate_specs())
+    if max_candidates is not None:
+        specs = specs[:max_candidates]
+
+    for index, spec in enumerate(specs, start=1):
+        name = strategy_name(spec)
+        gross_result = run_price_twap_segment(candles=candles, spec=spec, roundtrip_cost_on_margin=0.0)
+        gross_annualized = annualized_return(gross_result.total_return, candles[0].ts, candles[-1].ts)
+        for cost_label, roundtrip_cost in COSTS.items():
+            result = run_price_twap_segment(candles=candles, spec=spec, roundtrip_cost_on_margin=roundtrip_cost)
+            net_equity = equity_frame(result)
+            metrics = annualized_metrics_from_equity(net_equity, candles[0].ts, candles[-1].ts)
+            rows.append(
+                {
+                    "symbol": SYMBOL,
+                    "bar": BAR,
+                    "cost_model": cost_label,
+                    "roundtrip_cost_on_margin": roundtrip_cost,
+                    "name": name,
+                    "first_candle": _format_ts(candles[0].ts),
+                    "last_candle": _format_ts(candles[-1].ts),
+                    "actual_bars": len(candles),
+                    "trades": result.trade_count,
+                    "gross_total_return": gross_result.total_return,
+                    "gross_annualized_return": gross_annualized,
+                    "gross_max_drawdown_mark_to_market": gross_result.max_drawdown,
+                    **spec,
+                    "entry_offsets": "-".join(f"{value:.4f}" for value in tuple(spec["entry_offsets"])),
+                    **metrics,
+                }
+            )
+            horizon_frame = recent_horizon_metrics_from_equity(net_equity, candles[-1].ts, HORIZONS)
+            for horizon_row in horizon_frame.to_dict("records"):
+                horizon_rows.append(
+                    {
+                        "symbol": SYMBOL,
+                        "bar": BAR,
+                        "cost_model": cost_label,
+                        "roundtrip_cost_on_margin": roundtrip_cost,
+                        "name": name,
+                        "trades": result.trade_count,
+                        **spec,
+                        "entry_offsets": "-".join(f"{value:.4f}" for value in tuple(spec["entry_offsets"])),
+                        **horizon_row,
+                    }
+                )
+        print(f"{index}/{len(specs)} {name} trades={gross_result.trade_count}")
+
+    all_results = pd.DataFrame(rows)
+    horizons = pd.DataFrame(horizon_rows)
+    all_results = all_results.sort_values(
+        ["cost_model", "net_calmar", "net_annualized_return"],
+        ascending=[True, False, False],
+    )
+    maker_taker = all_results[all_results["cost_model"] == "maker_taker"].sort_values(
+        ["net_calmar", "net_annualized_return"],
+        ascending=False,
+    )
+    horizons["horizon"] = pd.Categorical(horizons["horizon"], categories=["3y", "1y", "6m", "3m"], ordered=True)
+    horizons = horizons.sort_values(
+        ["cost_model", "horizon", "net_calmar", "net_annualized_return"],
+        ascending=[True, True, False, False],
+    )
+    return all_results, maker_taker, horizons
+
+
+def markdown_summary(maker_taker: pd.DataFrame, horizons: pd.DataFrame) -> str:
+    top10 = maker_taker.head(10)
+    top_names = set(top10["name"])
+    horizon_top = horizons[
+        (horizons["cost_model"] == "maker_taker")
+        & (horizons["name"].isin(top_names))
+    ].sort_values(["name", "horizon"])
+    columns = [
+        "name",
+        "trades",
+        "trend_sma",
+        "rsi_threshold",
+        "exit_rsi",
+        "stop_loss_pct",
+        "max_hold_bars",
+        "entry_offsets",
+        "entry_valid_bars",
+        "fill_buffer",
+        "net_annualized_return",
+        "net_max_drawdown",
+        "net_calmar",
+        "net_sharpe_daily",
+    ]
+    return "\n".join(
+        [
+            "# ETH price-TWAP variant search",
+            "",
+            "Primary sort: maker_taker by net_calmar, then net_annualized_return.",
+            "",
+            "## Top 10 maker_taker candidates",
+            "",
+            markdown_table(top10, columns),
+            "",
+            "## Recent horizons for top 10",
+            "",
+            markdown_table(
+                horizon_top,
+                [
+                    "name",
+                    "horizon",
+                    "horizon_start",
+                    "horizon_end",
+                    "net_total_return",
+                    "net_annualized_return",
+                    "net_max_drawdown",
+                    "net_calmar",
+                    "net_sharpe_daily",
+                ],
+            ),
+            "",
+            "## Next narrowing direction",
+            "",
+            "Favor the parameter cluster shared by the top maker_taker rows: keep the strongest trend_sma/rsi_threshold/offset combinations, then rerun a narrower grid around adjacent stop_loss_pct, max_hold_bars, entry_valid_bars, and fill_buffer values.",
+            "",
+        ]
+    )
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--max-candidates", type=int, default=None)
+    args = parser.parse_args()
+
+    OUTPUT_DIR.mkdir(parents=True, exist_ok=True)
+    all_results, maker_taker, horizons = run_search(args.max_candidates)
+    all_path = OUTPUT_DIR / "eth-price-twap-search.csv"
+    top_path = OUTPUT_DIR / "eth-price-twap-top10.csv"
+    horizon_path = OUTPUT_DIR / "eth-price-twap-horizons.csv"
+    summary_path = OUTPUT_DIR / "eth-price-twap-summary.md"
+    all_results.to_csv(all_path, index=False)
+    maker_taker.head(10).to_csv(top_path, index=False)
+    horizons.to_csv(horizon_path, index=False)
+    summary_path.write_text(markdown_summary(maker_taker, horizons), encoding="utf-8")
+    print(f"wrote {all_path}")
+    print(f"wrote {top_path}")
+    print(f"wrote {horizon_path}")
+    print(f"wrote {summary_path}")
+    print(maker_taker.head(10).to_string(index=False))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

scripts/search_eth_risk_exit_variants.py

@@ -0,0 +1,662 @@
+from __future__ import annotations
+
+import argparse
+from dataclasses import dataclass
+from math import sqrt
+from pathlib import Path
+
+import pandas as pd
+
+from okx_codex_trader.models import Candle
+from okx_codex_trader.rsi2_report import _compute_rsi
+from okx_codex_trader.sampled_report import SegmentResult, mark_to_market, trade_equity
+
+
+SYMBOL = "ETH-USDT-SWAP"
+BAR = "15m"
+LEVERAGE = 3
+INITIAL_EQUITY = 10_000.0
+DATA_DIR = Path("data/okx-candles")
+OUTPUT_DIR = Path("reports/eth-exploration")
+COSTS = {
+    "maker_maker": 0.0012,
+    "maker_taker": 0.0021,
+    "taker_taker": 0.0030,
+}
+HORIZONS = (
+    ("3y", pd.DateOffset(years=3)),
+    ("1y", pd.DateOffset(years=1)),
+    ("6m", pd.DateOffset(months=6)),
+    ("3m", pd.DateOffset(months=3)),
+)
+
+
+@dataclass(frozen=True)
+class RiskConfig:
+    entry_mode: str
+    trend_sma: int
+    rsi_threshold: float
+    exit_rsi: float
+    stop_mode: str
+    stop_loss_pct: float
+    atr_length: int
+    atr_multiple: float
+    atr_floor_pct: float
+    atr_ceiling_pct: float
+    first_bar_stop_pct: float
+    max_hold_bars: int
+    take_profit_pct: float
+    take_profit_fraction: float
+    max_gap_pct: float
+    max_range_pct: float
+    entry_offsets: tuple[float, ...]
+    entry_valid_bars: int
+
+
+def _format_ts(ts: int) -> str:
+    return pd.to_datetime(ts, unit="ms", utc=True).strftime("%Y-%m-%d %H:%M")
+
+
+def _load_candles(symbol: str, bar: str) -> list[Candle]:
+    path = DATA_DIR / symbol / f"{bar}.csv"
+    frame = pd.read_csv(path)
+    return [
+        Candle(
+            symbol=symbol,
+            ts=int(row.ts),
+            open=float(row.open),
+            high=float(row.high),
+            low=float(row.low),
+            close=float(row.close),
+            volume=float(row.volume),
+        )
+        for row in frame.itertuples(index=False)
+    ]
+
+
+def _atr(candles: list[Candle], length: int) -> list[float]:
+    rows = []
+    previous_close = None
+    for candle in candles:
+        if previous_close is None:
+            rows.append(candle.high - candle.low)
+        else:
+            rows.append(max(candle.high - candle.low, abs(candle.high - previous_close), abs(candle.low - previous_close)))
+        previous_close = candle.close
+    return pd.Series(rows, dtype=float).rolling(length).mean().tolist()
+
+
+def _stop_pct(config: RiskConfig, atr_value: float, entry_price: float) -> float:
+    if config.stop_mode == "none":
+        return 0.0
+    if config.stop_mode == "fixed":
+        return config.stop_loss_pct
+    raw = config.atr_multiple * atr_value / entry_price
+    return min(max(raw, config.atr_floor_pct), config.atr_ceiling_pct)
+
+
+def _append_trade(
+    *,
+    trades: list[dict[str, object]],
+    exits: list[dict[str, object]],
+    position: dict[str, object],
+    candle: Candle,
+    exit_price: float,
+    margin_used: float,
+    account_equity: float,
+) -> tuple[float, bool]:
+    exit_equity = trade_equity(
+        side="long",
+        margin_used=margin_used,
+        entry_price=float(position["entry_price"]),
+        exit_price=exit_price,
+        leverage=LEVERAGE,
+    )
+    pnl = exit_equity - margin_used
+    trades.append(
+        {
+            "side": "Long",
+            "entry_time": _format_ts(int(position["entry_time"])),
+            "exit_time": _format_ts(candle.ts),
+            "entry_price": round(float(position["entry_price"]), 4),
+            "exit_price": round(exit_price, 4),
+            "pnl": round(pnl, 4),
+            "return_pct": round(pnl / margin_used * 100.0, 4),
+            "cost_weight": round(margin_used / account_equity, 8),
+        }
+    )
+    exits.append({"ts": candle.ts, "price": exit_price, "side": "long"})
+    return account_equity + pnl, pnl > 0.0
+
+
+def run_risk_exit_segment(candles: list[Candle], config: RiskConfig) -> SegmentResult:
+    closes = pd.Series([candle.close for candle in candles], dtype=float)
+    trend = closes.rolling(config.trend_sma).mean().tolist()
+    rsi_values = _compute_rsi(closes, 2)
+    atr_values = _atr(candles, config.atr_length)
+    warmup_bars = max(config.trend_sma, config.atr_length, 3)
+
+    equity = INITIAL_EQUITY
+    ending_equity = equity
+    peak_equity = equity
+    max_drawdown = 0.0
+    wins = 0
+    trades: list[dict[str, object]] = []
+    entries: list[dict[str, object]] = []
+    exits: list[dict[str, object]] = []
+    equity_curve: list[dict[str, float | int]] = []
+    position: dict[str, object] | None = None
+    pending_market_entry = False
+    pending_limits: list[dict[str, float | int]] = []
+    pending_exit = False
+
+    for index in range(warmup_bars, len(candles)):
+        candle = candles[index]
+        if pending_exit and position is not None:
+            equity, won = _append_trade(
+                trades=trades,
+                exits=exits,
+                position=position,
+                candle=candle,
+                exit_price=candle.open,
+                margin_used=float(position["margin_used"]),
+                account_equity=equity,
+            )
+            wins += int(won)
+            position = None
+            pending_exit = False
+            pending_limits = []
+
+        if pending_market_entry and position is None and equity > 0.0:
+            stop_pct = _stop_pct(config, atr_values[index], candle.open)
+            position = {
+                "entry_time": candle.ts,
+                "entry_price": candle.open,
+                "entry_index": index,
+                "margin_used": equity,
+                "stop_pct": stop_pct,
+                "stop_price": candle.open * (1.0 - stop_pct) if stop_pct else 0.0,
+                "first_bar_stop_price": candle.open * (1.0 - config.first_bar_stop_pct) if config.first_bar_stop_pct else 0.0,
+                "took_profit": False,
+            }
+            entries.append({"ts": candle.ts, "price": candle.open, "side": "long"})
+            pending_market_entry = False
+
+        active_limits: list[dict[str, float | int]] = []
+        for limit in pending_limits:
+            if index > int(limit["expires_index"]):
+                continue
+            limit_price = float(limit["price"])
+            if candle.low <= limit_price and equity > 0.0:
+                slice_margin = equity / len(config.entry_offsets)
+                if position is None:
+                    stop_pct = _stop_pct(config, atr_values[index], limit_price)
+                    position = {
+                        "entry_time": candle.ts,
+                        "entry_price": limit_price,
+                        "entry_index": index,
+                        "margin_used": slice_margin,
+                        "stop_pct": stop_pct,
+                        "stop_price": limit_price * (1.0 - stop_pct) if stop_pct else 0.0,
+                        "first_bar_stop_price": limit_price * (1.0 - config.first_bar_stop_pct) if config.first_bar_stop_pct else 0.0,
+                        "took_profit": False,
+                    }
+                else:
+                    old_margin = float(position["margin_used"])
+                    new_margin = old_margin + slice_margin
+                    entry_price = (float(position["entry_price"]) * old_margin + limit_price * slice_margin) / new_margin
+                    stop_pct = _stop_pct(config, atr_values[index], entry_price)
+                    position["entry_price"] = entry_price
+                    position["margin_used"] = new_margin
+                    position["stop_pct"] = stop_pct
+                    position["stop_price"] = entry_price * (1.0 - stop_pct) if stop_pct else 0.0
+                    position["first_bar_stop_price"] = entry_price * (1.0 - config.first_bar_stop_pct) if config.first_bar_stop_pct else 0.0
+                entries.append({"ts": candle.ts, "price": limit_price, "side": "long"})
+            else:
+                active_limits.append(limit)
+        pending_limits = active_limits
+
+        current_equity = equity
+        if position is not None:
+            stop_price = float(position["stop_price"])
+            first_bar_stop = float(position["first_bar_stop_price"])
+            if first_bar_stop and index == int(position["entry_index"]):
+                stop_price = max(stop_price, first_bar_stop) if stop_price else first_bar_stop
+            take_profit_price = float(position["entry_price"]) * (1.0 + config.take_profit_pct) if config.take_profit_pct else 0.0
+
+            if stop_price and candle.low <= stop_price:
+                equity, won = _append_trade(
+                    trades=trades,
+                    exits=exits,
+                    position=position,
+                    candle=candle,
+                    exit_price=stop_price,
+                    margin_used=float(position["margin_used"]),
+                    account_equity=equity,
+                )
+                wins += int(won)
+                current_equity = equity
+                position = None
+                pending_limits = []
+            elif take_profit_price and not bool(position["took_profit"]) and candle.high >= take_profit_price:
+                close_margin = float(position["margin_used"]) * config.take_profit_fraction
+                equity, won = _append_trade(
+                    trades=trades,
+                    exits=exits,
+                    position=position,
+                    candle=candle,
+                    exit_price=take_profit_price,
+                    margin_used=close_margin,
+                    account_equity=equity,
+                )
+                wins += int(won)
+                position["margin_used"] = float(position["margin_used"]) - close_margin
+                position["took_profit"] = True
+                current_equity = equity
+                if float(position["margin_used"]) <= 0.0:
+                    position = None
+                    pending_limits = []
+
+        if position is not None:
+            position_equity = mark_to_market(
+                side="long",
+                margin_used=float(position["margin_used"]),
+                entry_price=float(position["entry_price"]),
+                mark_price=candle.close,
+                leverage=LEVERAGE,
+            )
+            current_equity = equity - float(position["margin_used"]) + position_equity
+
+        peak_equity = max(peak_equity, current_equity)
+        max_drawdown = max(max_drawdown, (peak_equity - current_equity) / peak_equity)
+        equity_curve.append({"ts": candle.ts, "equity": current_equity, "close": candle.close})
+        ending_equity = current_equity
+
+        if index == len(candles) - 1 or equity <= 0.0:
+            continue
+        current_rsi = rsi_values[index]
+        current_trend = trend[index]
+        current_atr = atr_values[index]
+        if current_rsi != current_rsi or current_trend != current_trend or current_atr != current_atr:
+            continue
+
+        if position is not None:
+            held_bars = index - int(position["entry_index"])
+            if current_rsi >= config.exit_rsi or held_bars >= config.max_hold_bars:
+                pending_exit = True
+                pending_limits = []
+            continue
+
+        if pending_limits:
+            continue
+        previous_close = candles[index - 1].close
+        gap_pct = abs(candle.open / previous_close - 1.0)
+        range_pct = (candle.high - candle.low) / candle.close
+        filter_passed = (not config.max_gap_pct or gap_pct <= config.max_gap_pct) and (
+            not config.max_range_pct or range_pct <= config.max_range_pct
+        )
+        if filter_passed and candle.close > float(current_trend) and current_rsi <= config.rsi_threshold:
+            if config.entry_mode == "market":
+                pending_market_entry = True
+            else:
+                pending_limits = [
+                    {"price": candle.close * (1.0 - offset), "expires_index": index + config.entry_valid_bars}
+                    for offset in config.entry_offsets
+                ]
+
+    return SegmentResult(
+        trade_count=len(trades),
+        total_return=(ending_equity - INITIAL_EQUITY) / INITIAL_EQUITY,
+        win_rate=wins / len(trades) if trades else 0.0,
+        max_drawdown=max_drawdown,
+        trades=trades,
+        open_position=position,
+        candles=candles[warmup_bars:],
+        equity_curve=equity_curve,
+        entries=entries,
+        exits=exits,
+    )
+
+
+def cost_adjusted_equity_frame(result: SegmentResult, roundtrip_cost: float) -> pd.DataFrame:
+    frame = pd.DataFrame(result.equity_curve)
+    frame["ts"] = pd.to_datetime(frame["ts"], unit="ms", utc=True)
+    frame["gross_equity"] = frame["equity"].astype(float)
+    frame["cost_factor"] = 1.0
+    if result.trades:
+        trade_frame = pd.DataFrame(result.trades)
+        trade_frame["ts"] = pd.to_datetime(trade_frame["exit_time"], utc=True)
+        trade_frame["factor"] = 1.0 - roundtrip_cost * trade_frame["cost_weight"].astype(float)
+        cost_by_ts = trade_frame.groupby("ts")["factor"].prod()
+        frame["cost_factor"] = frame["ts"].map(cost_by_ts).fillna(1.0)
+    frame["cost_factor"] = frame["cost_factor"].cumprod()
+    frame["equity"] = frame["gross_equity"] * frame["cost_factor"]
+    return frame[["ts", "equity"]]
+
+
+def max_drawdown(values: list[float]) -> float:
+    peak = values[0]
+    drawdown = 0.0
+    for value in values:
+        peak = max(peak, value)
+        drawdown = max(drawdown, (peak - value) / peak)
+    return drawdown
+
+
+def annualized_metrics(frame: pd.DataFrame) -> dict[str, float]:
+    years = (frame["ts"].iloc[-1] - frame["ts"].iloc[0]).total_seconds() / 86_400 / 365
+    total_return = float(frame["equity"].iloc[-1] / frame["equity"].iloc[0] - 1.0)
+    annualized_return = (1.0 + total_return) ** (1.0 / years) - 1.0 if total_return > -1.0 and years > 0.0 else 0.0
+    daily = frame.set_index("ts")["equity"].resample("1D").last().ffill()
+    daily_returns = daily.pct_change().dropna()
+    daily_std = float(daily_returns.std(ddof=1)) if len(daily_returns) > 1 else 0.0
+    sharpe = float(daily_returns.mean()) / daily_std * sqrt(365) if daily_std else 0.0
+    drawdown = max_drawdown([float(value) for value in frame["equity"]])
+    return {
+        "net_total_return": total_return,
+        "net_annualized_return": annualized_return,
+        "net_max_drawdown": drawdown,
+        "net_calmar": annualized_return / drawdown if drawdown else 0.0,
+        "net_sharpe_daily": sharpe,
+    }
+
+
+def horizon_metrics(frame: pd.DataFrame) -> list[dict[str, object]]:
+    rows = []
+    end_time = frame["ts"].iloc[-1]
+    for label, offset in HORIZONS:
+        cutoff = end_time - offset
+        before = frame[frame["ts"] <= cutoff]
+        if len(before):
+            start_equity = float(before["equity"].iloc[-1])
+            segment = pd.concat(
+                [
+                    pd.DataFrame([{"ts": cutoff, "equity": start_equity}]),
+                    frame[frame["ts"] > cutoff][["ts", "equity"]],
+                ],
+                ignore_index=True,
+            )
+        else:
+            segment = frame[["ts", "equity"]].copy()
+            cutoff = segment["ts"].iloc[0]
+        rows.append(
+            {
+                "horizon": label,
+                "horizon_start": cutoff.strftime("%Y-%m-%d %H:%M"),
+                "horizon_end": end_time.strftime("%Y-%m-%d %H:%M"),
+                "horizon_days": (end_time - cutoff).total_seconds() / 86_400,
+                **annualized_metrics(segment),
+            }
+        )
+    return rows
+
+
+def build_configs() -> list[RiskConfig]:
+    base = {
+        "trend_sma": 50,
+        "rsi_threshold": 3.0,
+        "atr_length": 14,
+        "entry_offsets": (0.001, 0.002, 0.003),
+        "entry_valid_bars": 4,
+    }
+    configs: list[RiskConfig] = []
+    for entry_mode in ("market", "price_twap"):
+        configs.append(
+            RiskConfig(
+                entry_mode=entry_mode,
+                exit_rsi=45.0,
+                stop_mode="none",
+                stop_loss_pct=0.0,
+                atr_multiple=0.0,
+                atr_floor_pct=0.0,
+                atr_ceiling_pct=0.0,
+                first_bar_stop_pct=0.0,
+                max_hold_bars=10_000,
+                take_profit_pct=0.0,
+                take_profit_fraction=0.0,
+                max_gap_pct=0.0,
+                max_range_pct=0.0,
+                **base,
+            )
+        )
+        for exit_rsi in (35.0, 45.0):
+            for max_hold in (24, 48, 96):
+                for stop_mode, stop, atr_mult, floor, ceiling in (
+                    ("fixed", 0.006, 0.0, 0.0, 0.0),
+                    ("atr", 0.0, 1.2, 0.004, 0.012),
+                    ("atr", 0.0, 1.6, 0.005, 0.016),
+                ):
+                    configs.append(
+                        RiskConfig(
+                            entry_mode=entry_mode,
+                            exit_rsi=exit_rsi,
+                            stop_mode=stop_mode,
+                            stop_loss_pct=stop,
+                            atr_multiple=atr_mult,
+                            atr_floor_pct=floor,
+                            atr_ceiling_pct=ceiling,
+                            first_bar_stop_pct=0.0,
+                            max_hold_bars=max_hold,
+                            take_profit_pct=0.0,
+                            take_profit_fraction=0.0,
+                            max_gap_pct=0.0,
+                            max_range_pct=0.0,
+                            **base,
+                        )
+                    )
+        for first_bar_stop in (0.004, 0.006):
+            configs.append(
+                RiskConfig(
+                    entry_mode=entry_mode,
+                    exit_rsi=45.0,
+                    stop_mode="atr",
+                    stop_loss_pct=0.0,
+                    atr_multiple=1.2,
+                    atr_floor_pct=0.004,
+                    atr_ceiling_pct=0.012,
+                    first_bar_stop_pct=first_bar_stop,
+                    max_hold_bars=48,
+                    take_profit_pct=0.0,
+                    take_profit_fraction=0.0,
+                    max_gap_pct=0.0,
+                    max_range_pct=0.0,
+                    **base,
+                )
+            )
+        for take_profit in (0.008, 0.012):
+            configs.append(
+                RiskConfig(
+                    entry_mode=entry_mode,
+                    exit_rsi=45.0,
+                    stop_mode="atr",
+                    stop_loss_pct=0.0,
+                    atr_multiple=1.2,
+                    atr_floor_pct=0.004,
+                    atr_ceiling_pct=0.012,
+                    first_bar_stop_pct=0.004,
+                    max_hold_bars=48,
+                    take_profit_pct=take_profit,
+                    take_profit_fraction=0.5,
+                    max_gap_pct=0.0,
+                    max_range_pct=0.0,
+                    **base,
+                )
+            )
+        for max_gap, max_range in ((0.006, 0.018), (0.010, 0.024)):
+            configs.append(
+                RiskConfig(
+                    entry_mode=entry_mode,
+                    exit_rsi=45.0,
+                    stop_mode="atr",
+                    stop_loss_pct=0.0,
+                    atr_multiple=1.2,
+                    atr_floor_pct=0.004,
+                    atr_ceiling_pct=0.012,
+                    first_bar_stop_pct=0.004,
+                    max_hold_bars=48,
+                    take_profit_pct=0.0,
+                    take_profit_fraction=0.0,
+                    max_gap_pct=max_gap,
+                    max_range_pct=max_range,
+                    **base,
+                )
+            )
+    return configs
+
+
+def config_name(config: RiskConfig) -> str:
+    stop = config.stop_mode
+    if config.stop_mode == "fixed":
+        stop += f"{config.stop_loss_pct:.4f}"
+    if config.stop_mode == "atr":
+        stop += f"{config.atr_multiple:.1f}-{config.atr_floor_pct:.4f}-{config.atr_ceiling_pct:.4f}"
+    parts = [
+        config.entry_mode,
+        f"t{config.trend_sma}",
+        f"r{config.rsi_threshold:.1f}",
+        f"x{config.exit_rsi:.1f}",
+        f"stop-{stop}",
+        f"mh{config.max_hold_bars}",
+    ]
+    if config.first_bar_stop_pct:
+        parts.append(f"fb{config.first_bar_stop_pct:.4f}")
+    if config.take_profit_pct:
+        parts.append(f"tp{config.take_profit_pct:.4f}p{config.take_profit_fraction:.2f}")
+    if config.max_gap_pct or config.max_range_pct:
+        parts.append(f"gap{config.max_gap_pct:.4f}range{config.max_range_pct:.4f}")
+    return "-".join(parts)
+
+
+def run_search() -> tuple[pd.DataFrame, pd.DataFrame]:
+    candles = _load_candles(SYMBOL, BAR)
+    total_rows: list[dict[str, object]] = []
+    horizon_rows: list[dict[str, object]] = []
+    configs = build_configs()
+
+    for index, config in enumerate(configs, start=1):
+        name = config_name(config)
+        result = run_risk_exit_segment(candles, config)
+        for cost_name, cost in COSTS.items():
+            equity = cost_adjusted_equity_frame(result, cost)
+            metrics = annualized_metrics(equity)
+            total_rows.append(
+                {
+                    "symbol": SYMBOL,
+                    "bar": BAR,
+                    "name": name,
+                    "cost_scenario": cost_name,
+                    "roundtrip_cost_on_margin": cost,
+                    "first_candle": _format_ts(candles[0].ts),
+                    "last_candle": _format_ts(candles[-1].ts),
+                    "trades": result.trade_count,
+                    "gross_total_return": result.total_return,
+                    "gross_max_drawdown": result.max_drawdown,
+                    "win_rate": result.win_rate,
+                    **metrics,
+                }
+            )
+            for row in horizon_metrics(equity):
+                horizon_rows.append(
+                    {
+                        "symbol": SYMBOL,
+                        "bar": BAR,
+                        "name": name,
+                        "cost_scenario": cost_name,
+                        "roundtrip_cost_on_margin": cost,
+                        "trades": result.trade_count,
+                        **row,
+                    }
+                )
+        print(f"done {index}/{len(configs)} {name}")
+
+    totals = pd.DataFrame(total_rows).sort_values(
+        ["cost_scenario", "net_calmar", "net_annualized_return"],
+        ascending=[True, False, False],
+    )
+    horizons = pd.DataFrame(horizon_rows)
+    horizons["horizon"] = pd.Categorical(horizons["horizon"], ["3y", "1y", "6m", "3m"], ordered=True)
+    horizons = horizons.sort_values(
+        ["cost_scenario", "horizon", "net_annualized_return"],
+        ascending=[True, True, False],
+    )
+    return totals, horizons
+
+
+def _markdown_table(frame: pd.DataFrame) -> str:
+    columns = [str(column) for column in frame.columns]
+    rows = [columns, ["---"] * len(columns)]
+    for row in frame.itertuples(index=False):
+        rows.append([str(value) for value in row])
+    return "\n".join("| " + " | ".join(row) + " |" for row in rows)
+
+
+def write_summary(totals: pd.DataFrame, horizons: pd.DataFrame, output_dir: Path) -> None:
+    main = totals[totals["cost_scenario"] == "maker_taker"].copy()
+    top = main.sort_values(["net_calmar", "net_annualized_return"], ascending=False).head(10)
+    market_baseline = main[main["name"] == "market-t50-r3.0-x45.0-stop-none-mh10000"].iloc[0]
+    twap_baseline = main[main["name"] == "price_twap-t50-r3.0-x45.0-stop-none-mh10000"].iloc[0]
+    lines = [
+        "# ETH risk/exit exploration",
+        "",
+        "Fixed entry baseline: ETH 15m RSI2 long, trend SMA 50, RSI <= 3, exit RSI baseline 45. Variants only change risk/exit rules or optional gap/range risk filters. Main ranking uses maker_taker cost 0.0021.",
+        "",
+        "## Baselines",
+        "",
+        f"- market: net_annualized_return={market_baseline['net_annualized_return']:.6f}, net_max_drawdown={market_baseline['net_max_drawdown']:.6f}, net_calmar={market_baseline['net_calmar']:.6f}",
+        f"- price_twap: net_annualized_return={twap_baseline['net_annualized_return']:.6f}, net_max_drawdown={twap_baseline['net_max_drawdown']:.6f}, net_calmar={twap_baseline['net_calmar']:.6f}",
+        "",
+        "## Top 10 maker_taker candidates",
+        "",
+        _markdown_table(top[
+            [
+                "name",
+                "trades",
+                "net_total_return",
+                "net_annualized_return",
+                "net_max_drawdown",
+                "net_calmar",
+                "gross_max_drawdown",
+                "win_rate",
+            ]
+        ]),
+        "",
+        "## Drawdown/recent-return read",
+        "",
+    ]
+    best = top.iloc[0]
+    baseline = twap_baseline if str(best["name"]).startswith("price_twap") else market_baseline
+    drawdown_lower = float(best["net_max_drawdown"]) < float(baseline["net_max_drawdown"])
+    recent = horizons[
+        (horizons["cost_scenario"] == "maker_taker")
+        & (horizons["name"].isin([best["name"], baseline["name"]]))
+        & (horizons["horizon"].isin(["1y", "6m", "3m"]))
+    ][["name", "horizon", "net_total_return", "net_annualized_return", "net_max_drawdown"]]
+    lines.append(
+        f"Best candidate versus its entry-mode baseline: drawdown_lower={drawdown_lower}; "
+        f"annualized_return_delta={float(best['net_annualized_return']) - float(baseline['net_annualized_return']):.6f}."
+    )
+    lines.extend(["", _markdown_table(recent), ""])
+    output_dir.mkdir(parents=True, exist_ok=True)
+    (output_dir / "eth-risk-exit-summary.md").write_text("\n".join(lines), encoding="utf-8")
+
+
+def main() -> int:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--output-dir", type=Path, default=OUTPUT_DIR)
+    args = parser.parse_args()
+    output_dir = args.output_dir
+    output_dir.mkdir(parents=True, exist_ok=True)
+    totals, horizons = run_search()
+    totals.to_csv(output_dir / "eth-risk-exit-total.csv", index=False)
+    horizons.to_csv(output_dir / "eth-risk-exit-horizon.csv", index=False)
+    top = totals[totals["cost_scenario"] == "maker_taker"].sort_values(
+        ["net_calmar", "net_annualized_return"], ascending=False
+    )
+    top.head(10).to_csv(output_dir / "eth-risk-exit-top10.csv", index=False)
+    write_summary(totals, horizons, output_dir)
+    print(top.head(10)[["name", "trades", "net_annualized_return", "net_max_drawdown", "net_calmar"]].to_string(index=False))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())