{ "schema": 1, "ranked_versions": 95, "evaluated_versions": 100, "unique_execution_paths": 91, "engine": "dq-daily-multiasset-1.3", "generated_at": "2026-10-25T04:00:52.546259+00:00", "symbol": "ETHUSDT", "interval": "1d", "start": "2024-01-01", "end": "2025-12-31", "data_start": "2022-01-01", "data_end": "2025-12-31", "data_sha256": "301b938bcedd762c552483928dea9a0a9847aa8a027b31264b080f6f1f8aaaa7", "engine_sha256": "a0f39860c01604d17f645ab3fb9c3d1005a51cb598917ef413b13fa3399f9ce2", "implementation_sha256": { "strategies.py": "92ba374773ec9b3d2aef4c5165444a9fdba06aca66407e825d95a94adf80a8bd", "classic_features.py": "c71819d7bcbb83d6e57bb6a55fc02657eb2ac6d51982cd478edbbca86f12ac0f", "classic_reference_rules.py": "b2931a4d0d97d4b41f13bee405279b0cd46f1b59234fcf0cd43857140b080f65", "community_fmz_rules.py": "de566cc8050f70c521c5c2a98c9b0f3904885d76771ffacd9f4578bd9b69d37d", "community_freq_rules.py": "00b44447f7d2b49607bd755c9b1bc63ac1875fbffe7ae22851f907c8be6cac30" }, "adapters_sha256": "92ba374773ec9b3d2aef4c5165444a9fdba06aca66407e825d95a94adf80a8bd", "registry_sha256": "4882f99820ea9312a92b8c9ad20c033531005674af666ff4ef58d6be50e9bc3b", "asset_label": "Ethereum \u00b7 supplementary", "quote_currency": "USDT", "annualization_sessions": 365, "evaluation_sessions": 731, "calendar_days": 731, "data_basis": "Official Binance spot OHLCV; no dividend distributions.", "warmup_start": "2022-01-01", "week_completion": "Sunday close", "initial_cash": 10000, "fee_bps": 10, "slippage_bps": 5, "rank_by": "Net daily Sharpe descending; competition ties within 1e-12; risk-free rate 0; 365 sessions/year; CAGR on calendar elapsed days", "results": [ { "signal_sha256": "24c5364a49feffe1259890d6cc666dcfec060d2fa8c699ea4d9e2fea6729c052", "rank_eligible": true, "id": "community-freq-cmc", "name": "CMCWinner \u2014 daily signal variant", "provenance": { "id": "community-freq-cmc", "name": "CMCWinner \u2014 daily signal variant", "family": "Composite oscillator reversal", "rule": "Prior CCI14<-100, MFI14<20 and Wilder CMO14<-50 enters; prior values >100, >80, >50 exit.", "platform": "Freqtrade", "source_url": "https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/berlinguyinca/CMCWinner.py", "reviewed_source_sha256": "0529996f7e895c3c15ee143f1f0c5ff75d78fd6522856ba0daa55b94437bfc3f", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. 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"documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "MFI14 crosses back above 20 enters; crosses below 80 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.6846090366216351, "cagr": 0.6822102541230606, "max_drawdown": -0.1960874277456648, "sharpe": 1.6245647444786167, "orders": 4, "exposure": 0.34153005464480873, "costs_usdt": 79.42738239295049, "final_equity": 16846.09036621635, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.7576854043217873, "cagr": 0.7576854043217873, "max_drawdown": -0.2090257065757707, "sharpe": 1.6259336431091862, "orders": 2, "exposure": 0.25753424657534246, "costs_usdt": 41.378592280735155, "final_equity": 17576.854043217874, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 1.9344831170592385, 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Down-cross updates top; a declining top exits.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/363579", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/Smarter-MACD.md", "reviewed_source_sha256": "c75808a675492baf5f0c2e3d38dc35352d57e5c597cef98572b06a6c36d9a068", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "MACD12/26 EMA23 histogram up-cross updates last bottom; a rising bottom enters. 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29065.770821 }, { "date": "2025-12-30", "equity": 29065.770821 }, { "date": "2025-12-31", "equity": 29065.770821 } ], "identical_signal_peers": [], "rank": 3 }, { "signal_sha256": "c4b0d7a85c0ad295aeddbda916dbc2d611a9e3219256164dd9d470ab9eeede7b", "rank_eligible": true, "id": "community-fmz-keltner-bounce", "name": "Keltner border bounce \u2014 daily rule variant", "provenance": { "id": "community-fmz-keltner-bounce", "name": "Keltner border bounce \u2014 daily rule variant", "family": "Volatility reversal", "rule": "Close crosses back above SMA200-8 ATR200 enters; crosses below upper border exits. Native tick stop omitted.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/436758", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/Keltner%E9%80%9A%E9%81%93%E7%AA%81%E7%A0%B4%E5%9B%9E%E6%8A%BD%E7%AD%96%E7%95%A5Keltner-Channel-Pullback-Strategy.md", "reviewed_source_sha256": "09de6633bb1dbb5b726dd49adeb1809109f25554330d956f3c3d7d4ad686ef4d", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "Close crosses back above SMA200-8 ATR200 enters; crosses below upper border exits. Native tick stop omitted.", "yearly_restarted_cash": { "2024": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 1.1667563765876614, "cagr": 1.1667563765876614, "max_drawdown": -0.2090257065757707, "sharpe": 2.0988691390601675, "orders": 2, "exposure": 0.2876712328767123, "costs_usdt": 47.52182328475366, "final_equity": 21667.563765876614, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 1.1602658367770742, "cagr": 0.4690101540208247, "max_drawdown": -0.20902570657577058, "sharpe": 1.4735294639607777, "orders": 2, "exposure": 0.1436388508891929, "costs_usdt": 94.88966811343595, "final_equity": 21602.658367770742, "dividends_accrued": 0.0, 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"rank_eligible": true, "id": "fmz-ma-angle", "name": "FMZ SMA8/21 angle \u2014 daily long/cash", "provenance": { "id": "fmz-ma-angle", "name": "FMZ SMA8/21 angle \u2014 daily long/cash", "rule": "SMA8/21 cross within previous 15 bars plus SMA21 two-bar ATR10-normalized angle above 7 degrees; bearish condition exits.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/439106", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/8%E5%91%A8%E6%9C%9F%E5%92%8C21%E5%91%A8%E6%9C%9F%E7%9A%84%E7%A7%BB%E5%8A%A8%E5%B9%B3%E5%9D%87%E7%BA%BF%E7%AD%96%E7%95%A5Dual-Moving-Average-Strategy.md", "reviewed_source_sha256": "15a8cc5807f85498e60f29ee0df5aa7e1342e87ea01fcea38f96968b1d29f0b7", "status": "normalized-signal-adapter", "changes": "Daily bars replace original interval; short signals become cash; all-in sizing, costs and next-open fills use DuckQuant protocol. Intrabar exits, pyramiding and venue-specific orders are not reproduced. This is not the original platform strategy performance.", "license_note": "Per-file license varies; original full source is not redistributed in the reproducibility bundle. Source attribution retained.", "checked_on": "2026-10-25", "family": "Public source variant", "evidence_type": "published-strategy-variant" }, "rule": "SMA8/21 cross within previous 15 bars plus SMA21 two-bar ATR10-normalized angle above 7 degrees; bearish condition exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.4093378827022307, "cagr": 0.40801726678851624, "max_drawdown": -0.35721049285007866, "sharpe": 0.9636901760576133, "orders": 8, "exposure": 0.546448087431694, "costs_usdt": 138.03031071597775, "final_equity": 14093.378827022307, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 1.1821510873362544, "cagr": 1.1821510873362544, "max_drawdown": -0.2245993952902171, "sharpe": 1.7486965480931131, "orders": 2, "exposure": 0.4876712328767123, "costs_usdt": 47.75301364237144, "final_equity": 21821.510873362546, "dividends_accrued": 0.0, "annualization_sessions": 365, 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"https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/BB-Keltner-Squeeze%E4%BA%A4%E6%98%93%E7%AD%96%E7%95%A5BB-Keltner-Squeeze-Trading-Strategy.md", "reviewed_source_sha256": "d1013ffa1e17e9306f66fcc1f53737c9c674b777d6ed531a3f7e420f295bd647", "status": "normalized-signal-adapter", "changes": "Daily bars replace original interval; short signals become cash; all-in sizing, costs and next-open fills use DuckQuant protocol. Intrabar exits, pyramiding and venue-specific orders are not reproduced. This is not the original platform strategy performance.", "license_note": "Per-file license varies; original full source is not redistributed in the reproducibility bundle. Source attribution retained.", "checked_on": "2026-10-25", "family": "Public source variant", "evidence_type": "published-strategy-variant" }, "rule": "SMA20 \u00b1 2 population deviations vs EMA20 + 1.5 EMA20(true range); exit squeeze upward enters, regime change exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.10950284935771704, "cagr": 0.10918789217090419, "max_drawdown": -0.2027686620525262, "sharpe": 0.5685367943621072, "orders": 10, "exposure": 0.1885245901639344, "costs_usdt": 158.57458856224764, "final_equity": 11095.02849357717, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.719595884658172, "cagr": 0.719595884658172, "max_drawdown": -0.10049341982257687, "sharpe": 1.8959288684329738, "orders": 4, "exposure": 0.14246575342465753, "costs_usdt": 84.58502826102273, "final_equity": 17195.95884658172, "dividends_accrued": 0.0, "annualization_sessions": 365, 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volume>SMA250(volume) enters; K14<50 exits.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/trading-strategies-and-models/trading-strategies/stochastic-pop-and-drop", "reviewed_source_sha256": "682e67dfc54a807e2bf79602a014c882487f2c2be63ac9fcb4c9dfeb526be58c", "evidence_type": "documented-strategy", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "Slow K70>50, ADX14<20, K14 crosses above 80 and volume>SMA250(volume) enters; K14<50 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.5189757440619953, "cagr": 0.5172417975143919, "max_drawdown": -0.14791249241287152, "sharpe": 1.4533095410030064, "orders": 6, "exposure": 0.24863387978142076, "costs_usdt": 103.84950551436106, "final_equity": 15189.757440619953, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 0.5053662730324451, "cagr": 0.22659046558825802, "max_drawdown": -0.14919126305957575, 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Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. 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20421.776255 }, { "date": "2025-12-31", "equity": 20421.776255 } ], "identical_signal_peers": [], "rank": 10 }, { "signal_sha256": "b2f0fd0fa6549ba92ba17b578fc179c8d2c97da000d67ecbf5f94dcd1635aaa5", "rank_eligible": true, "id": "community-freq-cmf-example", "name": "TechnicalExampleStrategy \u2014 daily signal variant", "provenance": { "id": "community-freq-cmf-example", "name": "TechnicalExampleStrategy \u2014 daily signal variant", "family": "Contrarian money flow", "rule": "CMF21<0 enters; CMF21>0 exits, preserving the contrarian source direction.", "platform": "Freqtrade", "source_url": "https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/berlinguyinca/TechnicalExampleStrategy.py", "reviewed_source_sha256": "0a3d94c8ef857284c9bc37d592af329b1a831f9c504fb2d73b63db00d303db50", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "CMF21<0 enters; CMF21>0 exits, preserving the contrarian source direction.", "yearly_restarted_cash": { "2024": { "total_return": 0.5271329260205935, "cagr": 0.525367346411703, "max_drawdown": -0.19557035788973698, "sharpe": 1.3760253490540577, "orders": 42, "exposure": 0.273224043715847, "costs_usdt": 786.4114505353368, "final_equity": 15271.329260205935, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.14741284448468406, "cagr": 0.14741284448468406, "max_drawdown": -0.3307141271650058, "sharpe": 0.5327078524737806, "orders": 62, "exposure": 0.39452054794520547, "costs_usdt": 1024.3959864822225, "final_equity": 11474.128444846841, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, 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"https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/berlinguyinca/ADXMomentum.py", "reviewed_source_sha256": "7ed9c2306f337a1cc49cb2e11ddf6b66397853b9c4155faa13e5cf1ea61a651a", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "ADX14>25, 14-bar momentum>0, plusDI25>25 and plusDI>minusDI enters; corresponding negative momentum and dominant minusDI>25 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.5126249225444803, "cagr": 0.5109155215883241, "max_drawdown": -0.2910032473922457, "sharpe": 1.0684421136717654, "orders": 4, "exposure": 0.592896174863388, "costs_usdt": 81.89469642747338, "final_equity": 15126.249225444803, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.2794920605849074, "cagr": 0.2794920605849074, "max_drawdown": -0.31974288451947097, "sharpe": 0.749821213699732, "orders": 2, "exposure": 0.4931506849315068, "costs_usdt": 34.19731476576854, "final_equity": 12794.920605849074, "dividends_accrued": 0.0, 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"2025-12-25", "equity": 19353.91579 }, { "date": "2025-12-26", "equity": 19353.91579 }, { "date": "2025-12-27", "equity": 19353.91579 }, { "date": "2025-12-28", "equity": 19353.91579 }, { "date": "2025-12-29", "equity": 19353.91579 }, { "date": "2025-12-30", "equity": 19353.91579 }, { "date": "2025-12-31", "equity": 19353.91579 } ], "identical_signal_peers": [], "rank": 12 }, { "signal_sha256": "b11b5c70d69f525744bf8111be9235e4e18e43540b8967629c68acaf88211a57", "rank_eligible": true, "id": "community-fmz-rsi2-timed", "name": "RSI2 recovery timed exit \u2014 daily rule variant", "provenance": { "id": "community-fmz-rsi2-timed", "name": "RSI2 recovery timed exit \u2014 daily rule variant", "family": "Timed mean reversion", "rule": "Prior RSI2<25, rising current RSI and close>SMA50 enters; source five-count timer exits four signal bars later.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/482838", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/%E5%9F%BA%E4%BA%8ERSI2%E7%9A%84%E5%8A%A8%E6%80%81%E7%AA%81%E7%A0%B4%E4%BA%A4%E6%98%93%E7%AD%96%E7%95%A5%E7%BB%93%E5%90%88%E7%A7%BB%E5%8A%A8%E5%B9%B3%E5%9D%87%E7%BA%BF%E8%BF%87%E6%BB%A4%E7%B3%BB%E7%BB%9F-RSI2-Based-Dynamic-Breakout-Trading-Strategy-with-Moving-Average-Filter-System.md", "reviewed_source_sha256": "3d63db9eeaeb981ecc4d425caa44909c6d2e4168bca1ae8bc4f26ac0a407a10e", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "Prior RSI2<25, rising current RSI and close>SMA50 enters; source five-count timer exits four signal bars later.", "yearly_restarted_cash": { "2024": { "total_return": -0.056198910228602794, "cagr": -0.05604974732577572, "max_drawdown": -0.2270870562627939, "sharpe": -0.07516857239079043, "orders": 30, "exposure": 0.16393442622950818, "costs_usdt": 429.78873275609163, "final_equity": 9438.010897713972, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.6669003227396555, "cagr": 0.6669003227396555, "max_drawdown": -0.08969499111668011, "sharpe": 1.7171362427973067, "orders": 26, "exposure": 0.14246575342465753, "costs_usdt": 590.5804558901291, "final_equity": 16669.003227396555, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, 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"identical_signal_peers": [], "rank": 13 }, { "signal_sha256": "a7c2adc3659d778191daa3a05769b25df94f91e30a0c087b3bb53e480ff200b0", "rank_eligible": true, "id": "classic-connors-rsi2", "name": "Connors RSI(2) \u2014 daily reference", "provenance": { "id": "classic-connors-rsi2", "name": "Connors RSI(2) \u2014 daily reference", "family": "Mean reversion", "rule": "Close>SMA200 and RSI2<5 enters; close>SMA5 exits.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/trading-strategies-and-models/trading-strategies/rsi-2", "reviewed_source_sha256": "bd2bc8c6f9ed02ce50bfd4d009285c8f1a78bef86b367fd96da0cd77d790d23c", "evidence_type": "documented-strategy", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "Close>SMA200 and RSI2<5 enters; close>SMA5 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.0604311629800498, "cagr": 0.060261172735805335, "max_drawdown": -0.13336314823401585, "sharpe": 0.39504903707866335, "orders": 12, "exposure": 0.07103825136612021, "costs_usdt": 182.80646309253248, "final_equity": 10604.311629800497, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.2714491186706256, "cagr": 0.2714491186706256, "max_drawdown": -0.08009727481397622, "sharpe": 1.3803064896154023, "orders": 10, "exposure": 0.052054794520547946, "costs_usdt": 171.04471656538556, "final_equity": 12714.491186706256, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 0.30451694283665764, 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"2025-12-31", "equity": 13482.842676 } ], "identical_signal_peers": [], "rank": 14 }, { "signal_sha256": "656a459f98add2a626a6da2d2b4749b68d47effa7d884717195cf1d6cb69a04e", "rank_eligible": true, "id": "classic-ichimoku-cloud", "name": "Ichimoku cloud breakout \u2014 daily reference", "provenance": { "id": "classic-ichimoku-cloud", "name": "Ichimoku cloud breakout \u2014 daily reference", "family": "Cloud trend", "rule": "Close above both cloud spans calculated 26 bars ago, and Tenkan9>Kijun26, enters; close below cloud bottom exits.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-overlays/ichimoku-cloud", "reviewed_source_sha256": "401e12385914e576319409d68c1a2490402ba78412b9f19e950bff88d8271246", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "Close above both cloud spans calculated 26 bars ago, and Tenkan9>Kijun26, enters; close below cloud bottom exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.06303580634610673, "cagr": 0.06285827449130688, "max_drawdown": -0.4514721194007293, "sharpe": 0.36010375960893426, "orders": 12, "exposure": 0.5573770491803278, "costs_usdt": 202.16493805570485, "final_equity": 10630.358063461068, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.6633070776411092, "cagr": 0.6633070776411092, "max_drawdown": -0.20902570657577058, "sharpe": 1.3209685506905466, "orders": 4, "exposure": 0.44931506849315067, "costs_usdt": 68.80882926950794, "final_equity": 16633.070776411092, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, 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"https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/Strategy004.py", "reviewed_source_sha256": "1b4c001e80b077aaf3ec227577c78d3283be549c7d25ce9279ea03f1db5de64a", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "ADX14>50 or ADX35>26, CCI14<-100, prior STOCHF5 K/D<20 and STOCHF50 K/D<30, K crosses D up, volume mean12>.75 enters; ADX35<25 plus fastK/D>70, prior KEMA5 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.37630675681942827, "cagr": 0.37630675681942827, "max_drawdown": -0.22654831021848, "sharpe": 1.0493179921301543, "orders": 2, "exposure": 0.1178082191780822, "costs_usdt": 35.65123128362333, "final_equity": 13763.067568194283, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, 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"evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "For offsets j=0..7, close[j] below close[j+3] and close[j+5], then close[8]>close[11], enters; symmetric comparisons exit.", "yearly_restarted_cash": { "2024": { "total_return": 0.5125723330047116, "cagr": 0.5108631350018211, "max_drawdown": -0.24734606673480175, "sharpe": 1.0420481408033189, "orders": 6, "exposure": 0.7103825136612022, "costs_usdt": 105.7576363543075, "final_equity": 15125.723330047116, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.12772571228297602, "cagr": 0.12772571228297602, "max_drawdown": -0.47745674169855545, "sharpe": 0.5209103288091768, "orders": 2, "exposure": 0.8904109589041096, "costs_usdt": 31.91816078158185, "final_equity": 11277.25712282976, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, 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"c007958c534202a077a2f8a52d476ea4ea5ddbbf11884445a3a423c60d9dc5cc", "status": "normalized-signal-adapter", "changes": "Daily bars replace original interval; short signals become cash; all-in sizing, costs and next-open fills use DuckQuant protocol. Intrabar exits, pyramiding and venue-specific orders are not reproduced. This is not the original platform strategy performance.", "license_note": "Per-file license varies; original full source is not redistributed in the reproducibility bundle. Source attribution retained.", "checked_on": "2026-10-25", "family": "Public source variant", "evidence_type": "published-strategy-variant" }, "rule": "Hull MA55 above its value two bars ago selects long; below selects cash.", "yearly_restarted_cash": { "2024": { "total_return": -0.055077379192712606, "cagr": -0.05493110562968406, "max_drawdown": -0.40771882428894446, "sharpe": 0.09595073803715325, "orders": 20, "exposure": 0.4672131147540984, "costs_usdt": 289.8387318191771, "final_equity": 9449.226208072874, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.6697204804234338, "cagr": 0.6697204804234338, "max_drawdown": -0.35607204786276625, "sharpe": 1.3212708244851243, "orders": 12, "exposure": 0.36712328767123287, "costs_usdt": 286.91413611017833, "final_equity": 16697.204804234338, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, 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"date": "2025-12-31", "equity": 15777.566524 } ], "identical_signal_peers": [], "rank": 22 }, { "signal_sha256": "c6c17a10385bbe41d8fd59aa38816c34edb4681f2d58f26e51bfae0e633154e6", "rank_eligible": true, "id": "community-fmz-ema-stoch", "name": "EMA20 Stochastic \u2014 daily rule variant", "provenance": { "id": "community-fmz-ema-stoch", "name": "EMA20 Stochastic \u2014 daily rule variant", "family": "Trend pullback", "rule": "Low>EMA20, raw Stochastic14 K>D3 and EMA20>its value20 bars ago enters; closeEMA20, raw Stochastic14 K>D3 and EMA20>its value20 bars ago enters; close.8 and MFI10>80 enters; percent B<.2 and MFI10<20 exits.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/trading-strategies-and-models/trading-strategies/percent-b-money-flow", "reviewed_source_sha256": "fad183c40c2187eb14793fb161b64a8c0fe25232b66b4019026a113f422bbcfc", "evidence_type": "documented-strategy", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "Bollinger20 percent B>.8 and MFI10>80 enters; percent B<.2 and MFI10<20 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.1825198965376602, "cagr": 0.18197836291737213, "max_drawdown": -0.4701731139862353, "sharpe": 0.5734143411672169, "orders": 6, "exposure": 0.8142076502732241, "costs_usdt": 89.88336549151671, "final_equity": 11825.198965376603, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.15727224147641383, "cagr": 0.15727224147641383, "max_drawdown": -0.5167362928872297, "sharpe": 0.5445392506328625, "orders": 4, "exposure": 0.7315068493150685, "costs_usdt": 48.64311528214172, "final_equity": 11572.722414764137, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 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"5c1374d1f750b7517ff3371cbb34b2183c12edb81570a5166f4abdd324d3810e", "rank_eligible": true, "id": "classic-channel-mid", "name": "Donchian centerline regime \u2014 daily reference", "provenance": { "id": "classic-channel-mid", "name": "Donchian centerline regime \u2014 daily reference", "family": "Channel trend", "rule": "Close above midpoint of previous 20 highs/lows long; below cash.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-overlays/price-channels", "reviewed_source_sha256": "60e73a2aac4879bcb90ed37ab1b9587fed372d8af61ecd402a9984ad2c2c49c5", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "Close above midpoint of previous 20 highs/lows long; below cash.", "yearly_restarted_cash": { "2024": { "total_return": 0.524070372974933, "cagr": 0.5223166837001905, "max_drawdown": -0.2917864502826456, "sharpe": 1.130028917323353, "orders": 32, "exposure": 0.48633879781420764, "costs_usdt": 585.7269578643103, "final_equity": 15240.70372974933, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.10706993056393566, "cagr": -0.10706993056393566, "max_drawdown": -0.4161461784278414, "sharpe": 0.040883874182308315, "orders": 38, "exposure": 0.40821917808219177, "costs_usdt": 500.0649741340228, "final_equity": 8929.300694360643, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 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"community-freq-macd-state", "community-freq-quickie" ], "rank": 35 }, { "signal_sha256": "599459a9a70a9c15e0ff71b79f0500e9ba1985d43d6085b9a195fa27d91082ed", "rank_eligible": true, "id": "community-freq-macd-state", "name": "MACDStrategy \u2014 daily signal variant", "provenance": { "id": "community-freq-macd-state", "name": "MACDStrategy \u2014 daily signal variant", "family": "MACD / CCI state", "rule": "Published parameters: MACD12/26 above signal9 and CCI14<=-48 enters; MACD below signal and CCI14>=687 exits, with positive volume.", "platform": "Freqtrade", "source_url": "https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/berlinguyinca/MACDStrategy.py", "reviewed_source_sha256": "80ce71ddb59191921e6dcd08101418f11e0d76d7b61471479ee5617605d22d55", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "Published parameters: MACD12/26 above signal9 and CCI14<=-48 enters; MACD below signal and CCI14>=687 exits, with positive volume.", "yearly_restarted_cash": { "2024": { "total_return": 0.4583572519492398, "cagr": 0.4568546012247561, "max_drawdown": -0.45256101161188744, "sharpe": 0.89908962590531, "orders": 2, "exposure": 1.0, "costs_usdt": 36.88342613427447, "final_equity": 14583.572519492398, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.11236257728322785, "cagr": -0.11236257728322785, "max_drawdown": -0.6004257684849963, "sharpe": 0.21093959243631819, "orders": 2, "exposure": 1.0, "costs_usdt": 28.312630386710328, "final_equity": 8876.374227167722, "dividends_accrued": 0.0, "annualization_sessions": 365, 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"date": "2025-12-27", "equity": 12904.466864 }, { "date": "2025-12-28", "equity": 12912.605861 }, { "date": "2025-12-29", "equity": 12855.676642 }, { "date": "2025-12-30", "equity": 13012.286692 }, { "date": "2025-12-31", "equity": 12983.81782 } ], "identical_signal_peers": [ "buy-hold", "freq-macdcci", "community-freq-strategy001", "community-freq-swing", "community-freq-quickie" ], "rank": 35 }, { "signal_sha256": "599459a9a70a9c15e0ff71b79f0500e9ba1985d43d6085b9a195fa27d91082ed", "rank_eligible": true, "id": "community-freq-quickie", "name": "Quickie \u2014 daily signal variant", "provenance": { "id": "community-freq-quickie", "name": "Quickie \u2014 daily signal variant", "family": "TEMA reversal", "rule": "ADX14>30, TEMA9 below BB20 midpoint, TEMA rising and close70, TEMA above midpoint and falling exits.", "platform": "Freqtrade", "source_url": "https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/berlinguyinca/Quickie.py", "reviewed_source_sha256": "85733568de6bb80c3db87e26faff93ab5e5da95dbb298cc42737365d3e6500a7", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "ADX14>30, TEMA9 below BB20 midpoint, TEMA rising and close70, TEMA above midpoint and falling exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.4583572519492398, "cagr": 0.4568546012247561, "max_drawdown": -0.45256101161188744, "sharpe": 0.89908962590531, "orders": 2, "exposure": 1.0, "costs_usdt": 36.88342613427447, "final_equity": 14583.572519492398, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.11236257728322785, "cagr": -0.11236257728322785, "max_drawdown": -0.6004257684849963, "sharpe": 0.21093959243631819, "orders": 2, "exposure": 1.0, "costs_usdt": 28.312630386710328, "final_equity": 8876.374227167722, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 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"https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/SwingHighToSky.py", "reviewed_source_sha256": "3778a09f02b88c1ca257e5346d6cc97ae8b7dd80a7559d003ab3a760ab1e5518", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "Published parameters: CCI72<-175 and RSI36<90 enters; CCI66>-106 and RSI45>88 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.4583572519492398, "cagr": 0.4568546012247561, "max_drawdown": -0.45256101161188744, "sharpe": 0.89908962590531, "orders": 2, "exposure": 1.0, "costs_usdt": 36.88342613427447, "final_equity": 14583.572519492398, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.11236257728322785, "cagr": -0.11236257728322785, "max_drawdown": -0.6004257684849963, "sharpe": 0.21093959243631819, "orders": 2, "exposure": 1.0, "costs_usdt": 28.312630386710328, "final_equity": 8876.374227167722, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, 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"date": "2025-12-27", "equity": 12904.466864 }, { "date": "2025-12-28", "equity": 12912.605861 }, { "date": "2025-12-29", "equity": 12855.676642 }, { "date": "2025-12-30", "equity": 13012.286692 }, { "date": "2025-12-31", "equity": 12983.81782 } ], "identical_signal_peers": [ "buy-hold", "community-freq-strategy001", "community-freq-swing", "community-freq-macd-state", "community-freq-quickie" ], "rank": 35 }, { "signal_sha256": "b2fffa2d0204cb01a9b58e8e5c3acf0508b5b34391036e04661ef2d68fd3d103", "rank_eligible": true, "id": "community-fmz-bb-rsi-obv", "name": "Bollinger RSI OBV \u2014 daily rule variant", "provenance": { "id": "community-fmz-bb-rsi-obv", "name": "Bollinger RSI OBV \u2014 daily rule variant", "family": "Volume-confirmed trend", "rule": "Close>SMA20, RSI14>50 and rising OBV enters; closeSMA20, RSI14>50 and rising OBV enters; close25 and positive volume enters; both downward crosses with ADX>25 exit.", "platform": "Freqtrade", "source_url": "https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/hlhb.py", "reviewed_source_sha256": "bd4523d134b686b012947896ffd7a5a299add87ac12aa0d18fac36c9e7ca3822", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "RSI10 of (open+close)/2 crosses 50 up together with EMA5/10 up-cross, ADX14>25 and positive volume enters; both downward crosses with ADX>25 exit.", "yearly_restarted_cash": { "2024": { "total_return": -0.013380165978775449, "cagr": -0.0133438531530915, "max_drawdown": -0.3598100566912378, "sharpe": 0.22607141763446034, "orders": 8, "exposure": 0.5382513661202186, "costs_usdt": 103.61190386672284, "final_equity": 9866.198340212246, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.27342542395714964, "cagr": 0.27342542395714964, "max_drawdown": -0.2037682784395345, "sharpe": 0.902737056717847, "orders": 4, "exposure": 0.19726027397260273, "costs_usdt": 75.2186667114745, "final_equity": 12734.254239571495, "dividends_accrued": 0.0, 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"source_url": "https://www.fmz.com/strategy/365381", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/Matrix-Series.md", "reviewed_source_sha256": "4fed8f6522f40f60d55e754f0696f12c21d62e6e9857b09d43aa70621e74b918", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "EMA5 of EMA5 of 200 \u00d7 ((H+L+2C)/4-EMA5)/SD5 above200 enters; its EMA5 below-200 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.4583572519492398, "cagr": 0.4568546012247561, "max_drawdown": -0.45256101161188744, "sharpe": 0.89908962590531, "orders": 2, "exposure": 1.0, "costs_usdt": 36.88342613427447, "final_equity": 14583.572519492398, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.16006883725325483, "cagr": -0.16006883725325483, "max_drawdown": -0.4284617994089489, "sharpe": -0.05384205102639582, "orders": 4, "exposure": 0.6356164383561644, "costs_usdt": 51.44338396109085, "final_equity": 8399.311627467452, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 0.22125043794631405, 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sizing, costs and next-open fills use DuckQuant protocol. Intrabar exits, pyramiding and venue-specific orders are not reproduced. This is not the original platform strategy performance.", "license_note": "Per-file license varies; original full source is not redistributed in the reproducibility bundle. 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"documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "Close crosses above previous low22+3 ATR22 enters; closes below previous high22-3 ATR22 exits.", "yearly_restarted_cash": { "2024": { "total_return": -0.03452960624662205, "cagr": -0.03443690650469322, "max_drawdown": -0.532619842489016, "sharpe": 0.12925609424672843, "orders": 18, "exposure": 0.4808743169398907, "costs_usdt": 277.6481538230135, "final_equity": 9654.703937533779, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.27512841017441003, "cagr": 0.27512841017441003, "max_drawdown": -0.43288000200475607, "sharpe": 0.7619968881557737, "orders": 16, "exposure": 0.3561643835616438, "costs_usdt": 348.3432700696024, "final_equity": 12751.2841017441, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": 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"identical_signal_peers": [], "rank": 47 }, { "signal_sha256": "93250ebba5298e138cc5bdf5af86c55f80f150413baeb3e07a7d08945be446af", "rank_eligible": true, "id": "classic-aroon", "name": "Aroon crossover \u2014 daily reference", "provenance": { "id": "classic-aroon", "name": "Aroon crossover \u2014 daily reference", "family": "Directional trend", "rule": "Aroon Up25 crosses above Down25 enters; reverse cross exits. Latest tied extreme is used.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-indicators/aroon", "reviewed_source_sha256": "3dc0f01c2812877f7de72dccf82b5e41c280f6c984a85433661251f7dcf305f5", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "Aroon Up25 crosses above Down25 enters; reverse cross exits. Latest tied extreme is used.", "yearly_restarted_cash": { "2024": { "total_return": -0.2500444654580015, "cagr": -0.24945463465252615, "max_drawdown": -0.5235145993292333, "sharpe": -0.4259317954315347, "orders": 20, "exposure": 0.5327868852459017, "costs_usdt": 250.23459179577424, "final_equity": 7499.555345419985, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.5948545471281397, "cagr": 0.5948545471281397, "max_drawdown": -0.3404919647068866, "sharpe": 1.212094674378815, "orders": 10, "exposure": 0.39452054794520547, "costs_usdt": 260.79286680030935, "final_equity": 15948.545471281397, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 0.14343981270427908, "cagr": 0.06921941764860895, "max_drawdown": -0.5320146217151169, "sharpe": 0.3709136628497519, "orders": 30, "exposure": 0.4637482900136799, 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\u2014 daily rule variant", "family": "Composite momentum", "rule": "CCI20>50, RSI9/20 up-cross and close>EMA20 enters; close below EMA20-.67 or bearish counterpart exits. Constant price-unit offset retained.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/362029", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/CCI-EMA-with-RSI-Cross-Strategy.md", "reviewed_source_sha256": "33f97d9f9b5db3aea653ba2d8008686415c09ca8150ad24448537b30a731bd54", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "CCI20>50, RSI9/20 up-cross and close>EMA20 enters; close below EMA20-.67 or bearish counterpart exits. 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"a8207db708b4a24539c543db4bee686fefcc83d3ce1a19992ec05ce24abb8714", "rank_eligible": true, "id": "community-fmz-donchian-osc", "name": "Donchian distance oscillator \u2014 daily rule variant", "provenance": { "id": "community-fmz-donchian-osc", "name": "Donchian distance oscillator \u2014 daily rule variant", "family": "Channel momentum", "rule": "EMA5 of 2 close-highestHigh42-lowestLow42 crosses EMA45 up/down.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/433561", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/%E5%94%90%E6%B0%8F%E8%B6%8B%E5%8A%BF%E7%AD%96%E7%95%A5Donchian-Trend-Strategy.md", "reviewed_source_sha256": "ae2b911b47a017d91868ed7d55264cc141a2025eb053138fa0f5f78be4d4b01c", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. 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"2025-12-30", "equity": 11685.914015 }, { "date": "2025-12-31", "equity": 11685.914015 } ], "identical_signal_peers": [], "rank": 51 }, { "signal_sha256": "1b702a31061e8c172bf919572ac0a8bf880e255ce5d985ade05d15ba008b5c57", "rank_eligible": true, "id": "classic-lambert-cci", "name": "Lambert CCI trend \u2014 daily reference", "provenance": { "id": "classic-lambert-cci", "name": "Lambert CCI trend \u2014 daily reference", "family": "Momentum", "rule": "CCI20 crosses above 100 enters; crosses below 100 exits.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-indicators/commodity-channel-index-cci", "reviewed_source_sha256": "54980e072126d4ded7b385f90e261555aeb61d1ef3e133a8a46ce13891e47ba6", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "CCI20 crosses above 100 enters; crosses below 100 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.22017423753961185, "cagr": 0.21951101090025493, "max_drawdown": -0.1805410017494936, "sharpe": 0.8891343539117913, "orders": 32, "exposure": 0.23770491803278687, "costs_usdt": 570.5402177946278, "final_equity": 12201.74237539612, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.054779958531518624, "cagr": -0.054779958531518624, "max_drawdown": -0.27997846566265394, "sharpe": -0.018018254794024035, "orders": 32, "exposure": 0.16712328767123288, "costs_usdt": 448.2151482584695, "final_equity": 9452.200414684814, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 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"reviewed_source_sha256": "b9b413464786c5fd78066d49e8613827092ff5383c69f719313001027cfe1083", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "EMA80(CMF200) crosses EMA160 up/down, with one extra bar signal delay; common execution lag applies afterward.", "yearly_restarted_cash": { "2024": { "total_return": 0.059851688734964714, "cagr": 0.059683373959898534, "max_drawdown": -0.4236370793150954, "sharpe": 0.37167893532929486, "orders": 2, "exposure": 0.6693989071038251, "costs_usdt": 30.898861358995205, "final_equity": 10598.516887349648, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.05468395835396245, "cagr": 0.05468395835396245, "max_drawdown": -0.37358226273212103, "sharpe": 0.3653368255586955, "orders": 4, "exposure": 0.5534246575342465, "costs_usdt": 57.145959199294225, "final_equity": 10546.839583539624, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, 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"published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "Prior close below current lower BB20/2 enters; current close>=EMA9 exits.", "yearly_restarted_cash": { "2024": { "total_return": -0.08898922039842616, "cagr": -0.08875720532634124, "max_drawdown": -0.19556779100893085, "sharpe": -0.19568555814912147, "orders": 14, "exposure": 0.15027322404371585, "costs_usdt": 211.74998672324628, "final_equity": 9110.107796015738, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.23413681808508735, "cagr": 0.23413681808508735, "max_drawdown": -0.16025523799128794, "sharpe": 0.8936756212407682, "orders": 16, "exposure": 0.08767123287671233, "costs_usdt": 257.71200863974843, "final_equity": 12341.368180850874, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 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trough below -30 enters; peak above -70 exits.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/361974", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/Williams-R-Smoothed.md", "reviewed_source_sha256": "e68e514b906e56ec2f2c4b0176ed073fc82f1602b46e7821ba64e932fdb29dad", "status": "normalized-signal-adapter", "changes": "Daily bars replace original interval; short signals become cash; all-in sizing, costs and next-open fills use DuckQuant protocol. Intrabar exits, pyramiding and venue-specific orders are not reproduced. This is not the original platform strategy performance.", "license_note": "Per-file license varies; original full source is not redistributed in the reproducibility bundle. 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Pending stop orders replaced by next-open market target.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/436498", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/%E5%8A%A8%E9%87%8F%E9%80%9A%E9%81%93%E8%B7%9F%E8%B8%AA%E7%AD%96%E7%95%A5Keltner-Channel-Tracking-Strategy.md", "reviewed_source_sha256": "2ec022ef7fa20dbb09a105f6d72b2239b681e631e7fc5c9bf18f34bfd2f9c7c9", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "Close crosses above SMA20+SMA20(true range) enters; below lower channel exits. 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"6cd994dcd66545e08c3c1143517a5fdd64ea21a7836dc45eda19097c72431388", "rank_eligible": true, "id": "classic-nr7", "name": "Crabel NR7 expansion \u2014 daily reference", "provenance": { "id": "classic-nr7", "name": "Crabel NR7 expansion \u2014 daily reference", "family": "Range breakout", "rule": "Previous day is narrowest of seven; close above that high enters. A close below the setup low exits. No intraday stop fills.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/trading-strategies-and-models/trading-strategies/narrow-range-day-nr7", "reviewed_source_sha256": "6b4fa3becb8a0fd5db5f4428230fd71af2e626e1ac1c94bfcf9c248f385e0382", "evidence_type": "documented-strategy", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "Previous day is narrowest of seven; close above that high enters. A close below the setup low exits. 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"classic-moving-momentum", "name": "Moving Momentum \u2014 daily reference", "family": "Trend pullback", "rule": "SMA20>SMA150 and slow Stochastic14<20 arms; MACD histogram12/26/9 crossing zero enters. Bear bias and Stochastic>80 arms a negative-histogram exit.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/trading-strategies-and-models/trading-strategies/moving-momentum", "reviewed_source_sha256": "458e5cd86320ec55c3431d3c739ed348bec65fbe4633301ab65fea297a4e076b", "evidence_type": "documented-strategy", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "SMA20>SMA150 and slow Stochastic14<20 arms; MACD histogram12/26/9 crossing zero enters. 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"256e7cd0f9eabf69d030990ace1c5759abc259b78208552b62928ffc2fbfd974", "rank_eligible": true, "id": "community-fmz-bb-awesome", "name": "Bollinger Awesome Alert \u2014 daily rule variant", "provenance": { "id": "community-fmz-bb-awesome", "name": "Bollinger Awesome Alert \u2014 daily rule variant", "family": "AO trend", "rule": "EMA3 crosses SMA20 up, close>SMA20 and AO5/34 rising enters; reverse cross, closeSMA20 and AO5/34 rising enters; reverse cross, closeupper2 and MFI14>46 exits. Declaration defaults, all buy guards disabled.", "platform": "Freqtrade", "source_url": "https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/Bandtastic.py", "reviewed_source_sha256": "15dcb60d49a3681241cd39645f0fe8e6dc247687bf878c2026f37bb1c5790b57", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "Closeupper2 and MFI14>46 exits. Declaration defaults, all buy guards disabled.", "yearly_restarted_cash": { "2024": { "total_return": 0.4368955463493842, "cagr": 0.4354731553087381, "max_drawdown": -0.40142176490136283, "sharpe": 0.9474392367760235, "orders": 16, "exposure": 0.6038251366120219, "costs_usdt": 328.7764909845892, "final_equity": 14368.955463493841, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.3408535811480984, "cagr": -0.3408535811480984, "max_drawdown": -0.553095067327937, "sharpe": -0.40876141034788693, "orders": 12, "exposure": 0.6246575342465753, "costs_usdt": 131.9848460969013, "final_equity": 6591.464188519016, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": -0.0863655542816909, "cagr": -0.04409867437227111, "max_drawdown": -0.5877306798450953, "sharpe": 0.19531760931376882, "orders": 26, "exposure": 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"rank": 63 }, { "signal_sha256": "11686965be1b7a29ff0b836745a5d169943705502baecdf6be57bba2534b68c9", "rank_eligible": true, "id": "classic-tenkan-kijun", "name": "Tenkan/Kijun crossover \u2014 daily reference", "provenance": { "id": "classic-tenkan-kijun", "name": "Tenkan/Kijun crossover \u2014 daily reference", "family": "Cloud trend", "rule": "Tenkan9 crosses above Kijun26 enters; downward cross exits; no cloud filter.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-overlays/ichimoku-cloud", "reviewed_source_sha256": "401e12385914e576319409d68c1a2490402ba78412b9f19e950bff88d8271246", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "Tenkan9 crosses above Kijun26 enters; downward cross exits; no cloud filter.", "yearly_restarted_cash": { "2024": { "total_return": -0.33347885141543154, "cagr": -0.33273965337100997, "max_drawdown": -0.585518668981931, "sharpe": -0.6851891425735942, "orders": 22, "exposure": 0.5163934426229508, "costs_usdt": 280.2021359462107, "final_equity": 6665.211485845684, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.43372872856868105, "cagr": 0.43372872856868105, "max_drawdown": -0.3920526238496116, "sharpe": 0.9738275998096387, "orders": 12, "exposure": 0.3863013698630137, "costs_usdt": 282.27680038176703, "final_equity": 14337.28728568681, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { 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9231.957979 } ], "identical_signal_peers": [], "rank": 65 }, { "signal_sha256": "a41beced2bdac087d94a574d89b282d0dd6d7b1303633fa341990936f41420fd", "rank_eligible": true, "id": "classic-kst", "name": "Pring KST crossover \u2014 daily reference", "provenance": { "id": "classic-kst", "name": "Pring KST crossover \u2014 daily reference", "family": "Composite momentum", "rule": "SMA10(ROC10)+2 SMA10(ROC15)+3 SMA10(ROC20)+4 SMA15(ROC30) crosses SMA9 signal up/down.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-indicators/prings-know-sure-thing-kst", "reviewed_source_sha256": "2695912bd494f878d8ab2c19072dcb118ecd6a39ead632d597ba8ca35c381ed1", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "SMA10(ROC10)+2 SMA10(ROC15)+3 SMA10(ROC20)+4 SMA15(ROC30) crosses SMA9 signal up/down.", "yearly_restarted_cash": { "2024": { "total_return": 0.3859830416224064, "cagr": 0.38474753181513455, "max_drawdown": -0.2204992389447592, "sharpe": 0.9731397136996843, "orders": 20, "exposure": 0.49453551912568305, "costs_usdt": 368.27804533019827, "final_equity": 13859.830416224064, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.3245461720301771, "cagr": -0.3245461720301771, "max_drawdown": -0.536542705130701, "sharpe": -0.47005076282827013, "orders": 20, "exposure": 0.43561643835616437, "costs_usdt": 230.08245150869357, "final_equity": 6754.538279698229, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { 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}, { "signal_sha256": "a73b9840d6785a06a9155d3544e920e7f99917e81d082fc52009bbd85346d912", "rank_eligible": true, "id": "community-fmz-turtle-close", "name": "Turtle close-price breakout \u2014 daily rule variant", "provenance": { "id": "community-fmz-turtle-close", "name": "Turtle close-price breakout \u2014 daily rule variant", "family": "Close channel", "rule": "Close exceeds preceding20 closes enters; close<=preceding10 close minimum exits. Distinct close-price channels, no Turtle sizing or pyramiding.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/434192", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/%E6%B5%B7%E9%BE%9F%E7%AA%81%E7%A0%B4%E7%AD%96%E7%95%A5Turtle-Breakout-Strategy.md", "reviewed_source_sha256": "f0db71756f7ee6ffc11681cd0015905715e66f084ac48aacdf21f0ac8633ab1c", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "Close exceeds preceding20 closes enters; close<=preceding10 close minimum exits. 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"a6253bb8eb1a2e406da6f5f7f7581564ffec08f08da0f28555fe6eb39b14276f", "rank_eligible": true, "id": "classic-ppo", "name": "PPO signal crossover \u2014 daily reference", "provenance": { "id": "classic-ppo", "name": "PPO signal crossover \u2014 daily reference", "family": "Momentum", "rule": "Percentage price oscillator EMA12/26 crosses above EMA9 signal enters; reverse cross exits.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-indicators/percentage-price-oscillator-ppo", "reviewed_source_sha256": "61cdba1493b1080e514eee732a637d19c2052e1dcea29f751bd450d4384d5d9e", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "Percentage price oscillator EMA12/26 crosses above EMA9 signal enters; reverse cross exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.42201208306153526, "cagr": 0.4206448396376712, "max_drawdown": -0.29276038947409144, "sharpe": 1.0259294197886693, "orders": 28, "exposure": 0.47540983606557374, "costs_usdt": 552.4011456227591, "final_equity": 14220.120830615353, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.3703941365756437, "cagr": -0.3703941365756437, "max_drawdown": -0.5056439244233694, "sharpe": -0.6483171592424491, "orders": 36, "exposure": 0.4657534246575342, "costs_usdt": 433.1095802942999, "final_equity": 6296.058634243564, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { 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variant", "provenance": { "id": "community-fmz-mfi-body", "name": "MFI / MA body reversal \u2014 daily rule variant", "family": "Money flow confluence", "rule": "Prior close-based MFI3=100, bullish body>half range and close>SMA80 enters; prior MFI=0 plus opposite candle/trend exits. Native session and TP/SL removed.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/436756", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/%E5%9F%BA%E4%BA%8EMFI%E5%92%8CMA%E7%9A%84%E9%87%8F%E5%8C%96%E5%8F%8D%E8%BD%AC%E7%AD%96%E7%95%A5MFI-and-MA-Based-Quantitative-Reversal-Strategy.md", "reviewed_source_sha256": "49a783e1fed0ba2e60fd3893393acd0124b848bf9eb364ed4ef0f3d335252cd1", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "Prior close-based MFI3=100, bullish body>half range and close>SMA80 enters; prior MFI=0 plus opposite candle/trend exits. Native session and TP/SL removed.", "yearly_restarted_cash": { "2024": { "total_return": 0.4676658267916938, "cagr": 0.46612809701982116, "max_drawdown": -0.2910032473922457, "sharpe": 0.9705405279041494, "orders": 4, "exposure": 0.73224043715847, "costs_usdt": 76.21026617434102, "final_equity": 14676.658267916937, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.41739466998724584, "cagr": -0.41739466998724584, "max_drawdown": -0.5366446155851963, "sharpe": -0.8727936511448334, "orders": 4, "exposure": 0.42191780821917807, "costs_usdt": 40.73011118023376, "final_equity": 5826.053300127542, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": -0.15004513846073642, "cagr": -0.07796751154220694, "max_drawdown": -0.579507109275466, "sharpe": 0.09774110796452974, "orders": 6, "exposure": 0.5772913816689467, 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Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "CloseBB midpoint exits.", "yearly_restarted_cash": { "2024": { "total_return": -0.021017196127399385, "cagr": -0.020960378164193827, "max_drawdown": -0.3004448769855106, "sharpe": 0.10931394991155426, "orders": 12, "exposure": 0.3114754098360656, "costs_usdt": 196.23982739371544, "final_equity": 9789.828038726006, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.05576240148952605, "cagr": -0.05576240148952605, "max_drawdown": -0.29682972705574795, "sharpe": 0.08469063628976956, "orders": 14, "exposure": 0.2958904109589041, "costs_usdt": 210.51639965134302, "final_equity": 9442.37598510474, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { 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long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. 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recovery \u2014 daily reference", "family": "Oscillator reversal", "rule": "RSI14 crosses back above 30 enters; crosses below 70 exits.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-indicators/relative-strength-index-rsi", "reviewed_source_sha256": "bf9a067a5b81b49461d6e2ba2c1de0a7b3525bcb22d493d6b2f573b6fd117ee4", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "RSI14 crosses back above 30 enters; crosses below 70 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.03612291698767778, "cagr": 0.03602246384516583, "max_drawdown": -0.3706786352632413, "sharpe": 0.284059152636049, "orders": 2, "exposure": 0.3551912568306011, "costs_usdt": 30.542514083905893, "final_equity": 10361.229169876777, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.1521198585833652, "cagr": -0.1521198585833652, "max_drawdown": -0.41575363338216265, "sharpe": -0.08954833376016892, "orders": 4, "exposure": 0.36164383561643837, "costs_usdt": 57.114637535180535, "final_equity": 8478.801414166348, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 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fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "OBV crosses above its EMA20 enters; reverse cross exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.3152133198256377, "cagr": 0.31422907908801667, "max_drawdown": -0.25425881958401886, "sharpe": 0.8262467477420345, "orders": 56, "exposure": 0.4890710382513661, "costs_usdt": 1037.601436654624, "final_equity": 13152.133198256377, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.39505393497201546, "cagr": -0.39505393497201546, "max_drawdown": -0.5390869027133172, "sharpe": -0.9049292816615992, "orders": 62, "exposure": 0.42191780821917807, "costs_usdt": 667.4852246480516, "final_equity": 6049.460650279845, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 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"identical_signal_peers": [], "rank": 77 }, { "signal_sha256": "a7f51cd975ad64e5c04e5b439c5e5bd11e2ce10b6ec8c248ed35bcf858caf5cc", "rank_eligible": true, "id": "classic-bb-bounce", "name": "Bollinger lower-band recovery \u2014 daily reference", "provenance": { "id": "classic-bb-bounce", "name": "Bollinger lower-band recovery \u2014 daily reference", "family": "Mean reversion", "rule": "Close crosses back above SMA20-2 population deviations enters; close>=SMA20 exits.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-overlays/bollinger-bands", "reviewed_source_sha256": "78113bf9f02e0d8e1fc50a089c0f31ed1620b1d9234ee4ddeff20fb08a77978e", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "Close crosses back above SMA20-2 population deviations enters; close>=SMA20 exits.", "yearly_restarted_cash": { "2024": { "total_return": -0.11977780894424161, "cagr": -0.11947092608545196, "max_drawdown": -0.2318027054396008, "sharpe": -0.37637261425244994, "orders": 12, "exposure": 0.2786885245901639, "costs_usdt": 175.9867960609086, "final_equity": 8802.221910557584, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.004969076111233983, "cagr": 0.004969076111233983, "max_drawdown": -0.2772148213945369, "sharpe": 0.19511243082672278, "orders": 18, "exposure": 0.25753424657534246, "costs_usdt": 284.7074239313344, "final_equity": 10049.690761112339, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { 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"https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/berlinguyinca/Simple.py", "reviewed_source_sha256": "812a8d63b0e0ddff6b9bae582c4d573ab9a4ffec6dd0d1c5b8f8180f11db6d0b", "status": "normalized-signal-adapter", "changes": "Entry/exit indicator rules only. Daily long/cash with common sizing and next-open execution; source ROI schedules, stoploss, trailing, protections and original timeframe are replaced by the stated common protocol. EMA initialization is first-observation seeded, not a TA-Lib replica. Not original Freqtrade strategy performance.", "license_note": "Upstream repository GPL-3.0. Adapter is an independently written mathematical rule implementation; source code is linked, not redistributed.", "checked_on": "2026-10-25", "family": "Public source variant", "evidence_type": "published-strategy-variant" }, "rule": "Positive MACD above EMA9 signal, rising close Bollinger12 upper band and RSI7>70 enters; RSI7>80 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.13735337947122273, "cagr": 0.13695349926218991, "max_drawdown": -0.391468029342525, "sharpe": 0.5048566061415836, "orders": 20, "exposure": 0.644808743169399, "costs_usdt": 361.49302350083025, "final_equity": 11373.533794712228, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.44634375246879976, "cagr": -0.44634375246879976, "max_drawdown": -0.6004257684849963, "sharpe": -0.47989498665910724, "orders": 10, "exposure": 0.9068493150684932, "costs_usdt": 114.60028754014343, "final_equity": 5536.562475312003, 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Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "CMF20>0 long; CMF20<0 cash.", "yearly_restarted_cash": { "2024": { "total_return": -0.09922188308534097, "cagr": -0.09896466605752685, "max_drawdown": -0.5906754178893086, "sharpe": 0.06925617816613731, "orders": 48, "exposure": 0.7076502732240437, "costs_usdt": 766.5187109904488, "final_equity": 9007.78116914659, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.2402305818015228, "cagr": -0.2402305818015228, "max_drawdown": -0.5376376103326246, "sharpe": -0.14555141591139334, "orders": 56, "exposure": 0.6219178082191781, "costs_usdt": 606.9644636302994, "final_equity": 7597.6941819847725, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": -0.41446942482313975, "cagr": 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"provenance": { "id": "classic-chaikin", "name": "Chaikin A/D oscillator \u2014 daily reference", "family": "Volume momentum", "rule": "EMA3(A/D line)-EMA10(A/D line)>0 long; negative cash.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-indicators/chaikin-oscillator", "reviewed_source_sha256": "4f4efff3e1c6eeb290ac4d70b0897e116f7c784c3067f90f487e2734e7f8c81c", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. 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"identical_signal_peers": [], "rank": 81 }, { "signal_sha256": "1385b30c20a2e151cf0a6ccbdc18e3d61365a45d668af4d199472c02da987a55", "rank_eligible": true, "id": "community-fmz-dmi-dpo", "name": "DMI DPO Guard \u2014 daily rule variant", "provenance": { "id": "community-fmz-dmi-dpo", "name": "DMI DPO Guard \u2014 daily rule variant", "family": "Directional filter", "rule": "DI34 up-cross with close-SMA34 delayed18>0 enters; DI down-cross with negative delayed DPO exits. No centered future data.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/437692", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/%E5%8A%A8%E5%90%91%E6%8C%87%E6%A0%87%E5%92%8C%E5%8E%BB%E8%B6%8B%E5%8A%BF%E4%BB%B7%E6%A0%BC%E9%9C%87%E8%8D%A1%E5%99%A8%E7%BB%84%E5%90%88%E7%AD%96%E7%95%A5DMI-DPO-Guard-Strategy.md", "reviewed_source_sha256": "22a6d01153defc6f99cded932613ae7ff69796e0c176143f49440d9f2bde708b", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "DI34 up-cross with close-SMA34 delayed18>0 enters; DI down-cross with negative delayed DPO exits. No centered future data.", "yearly_restarted_cash": { "2024": { "total_return": -0.237832540709223, "cagr": -0.23726676719615658, "max_drawdown": -0.5554232535593427, "sharpe": -0.259040427985012, "orders": 8, "exposure": 0.680327868852459, "costs_usdt": 109.8275432982066, "final_equity": 7621.674592907771, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.03690021187935555, "cagr": 0.03690021187935555, "max_drawdown": -0.18609658860247136, "sharpe": 0.2705547139462701, "orders": 2, "exposure": 0.12054794520547946, "costs_usdt": 30.554187124531456, "final_equity": 10369.002118793556, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": -0.22147432948257406, "cagr": -0.11750787759085501, "max_drawdown": -0.5594064997531994, "sharpe": -0.10951490585960902, "orders": 10, "exposure": 0.4008207934336525, 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"community-freq-skip-pump", "name": "EMASkipPump \u2014 daily signal variant", "provenance": { "id": "community-freq-skip-pump", "name": "EMASkipPump \u2014 daily signal variant", "family": "Volume-filtered reversal", "rule": "Volume<20 times prior mean30, closeboth EMAs, at rolling12 maximum and >=upper BB exits.", "platform": "Freqtrade", "source_url": "https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/berlinguyinca/EMASkipPump.py", "reviewed_source_sha256": "74117c68b3407a775d80fc4d4f1b27852689baad2255f19a7026a2b0c45b2085", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "Volume<20 times prior mean30, closeboth EMAs, at rolling12 maximum and >=upper BB exits.", "yearly_restarted_cash": { "2024": { "total_return": -0.06480494949943527, "cagr": -0.06463373650846871, "max_drawdown": -0.38604352156626875, "sharpe": 0.08582411772153992, "orders": 8, "exposure": 0.4672131147540984, "costs_usdt": 132.27308553616382, "final_equity": 9351.950505005647, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.2838017139054263, "cagr": -0.2838017139054263, "max_drawdown": -0.553095067327937, "sharpe": -0.2816314002880048, "orders": 10, "exposure": 0.5753424657534246, "costs_usdt": 115.08807093194089, "final_equity": 7161.982860945737, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 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buying-pressure-to-true-range ratio crosses above 30 enters; above 70 exits.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-indicators/ultimate-oscillator", "reviewed_source_sha256": "479ece6dadc1a6fce94534e19cda694ebda322aae0796b0f5b502a3b1f166ad1", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "Weighted 7/14/28 buying-pressure-to-true-range ratio crosses above 30 enters; above 70 exits.", "yearly_restarted_cash": { "2024": { "total_return": -0.11494405792217766, "cagr": -0.11464873749732696, "max_drawdown": -0.3706786352632413, "sharpe": -0.2224662894963522, "orders": 2, "exposure": 0.2185792349726776, "costs_usdt": 28.273862952761593, "final_equity": 8850.559420778223, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": -0.11759525160907469, "cagr": -0.06055560176324404, "max_drawdown": 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"identical_signal_peers": [], "rank": 84 }, { "signal_sha256": "ca917dc5b38b01fbe11120871f5cbea8e69c41c0de8231881811768c2685540b", "rank_eligible": true, "id": "classic-stoch-recovery", "name": "Slow Stochastic recovery \u2014 daily reference", "provenance": { "id": "classic-stoch-recovery", "name": "Slow Stochastic recovery \u2014 daily reference", "family": "Oscillator reversal", "rule": "Slow K14/3 crosses above D3 below 20 enters; downward cross above 80 exits.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-indicators/stochastic-oscillator-fast-slow-and-full", "reviewed_source_sha256": "fa0951f19b2697221081a44ac5b1abcfe494f212d3aa749e852d4ef347abe0e8", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. 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"classic-dpo", "name": "Causal DPO reversal \u2014 daily reference", "provenance": { "id": "classic-dpo", "name": "Causal DPO reversal \u2014 daily reference", "family": "Detrended reversal", "rule": "DPO20 uses close11 bars ago minus current SMA20, timestamped at current bar; positive cross enters and negative cross exits. No centered future data.", "platform": "Classic rule documentation", "source_url": "https://chartschool.stockcharts.com/table-of-contents/technical-indicators-and-overlays/technical-indicators/detrended-price-oscillator-dpo", "reviewed_source_sha256": "f7bab57282091d83b78355a7404016fcefe0758f57085015413c8020d6ad713b", "evidence_type": "documented-indicator-rule", "status": "documented-rule-reference", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. This teaching source supports the named strategy or indicator. The exact finite entry/exit convention in this record is the DuckQuant reference interpretation, not certification of a full original trading system. For indicator-only sources no claim of a complete published strategy is made.", "checked_on": "2026-10-25" }, "rule": "DPO20 uses close11 bars ago minus current SMA20, timestamped at current bar; positive cross enters and negative cross exits. No centered future data.", "yearly_restarted_cash": { "2024": { "total_return": -0.33350597163478846, "cagr": -0.33276672948811825, "max_drawdown": -0.4337954484607601, "sharpe": -0.6302034457198891, "orders": 74, "exposure": 0.4890710382513661, "costs_usdt": 964.597049247553, "final_equity": 6664.940283652116, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.1203715332760299, "cagr": -0.1203715332760299, "max_drawdown": -0.5411510514251743, "sharpe": 0.06262006446510045, "orders": 78, "exposure": 0.4931506849315068, "costs_usdt": 941.7396251811276, "final_equity": 8796.2846672397, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": -0.533258709054123, "cagr": -0.3164591697409287, "max_drawdown": -0.738582034641311, "sharpe": -0.4610393015926425, "orders": 152, "exposure": 0.4911080711354309, 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fastK/D<30 and K/D upward cross enters; open>=EMA5(high) or K/D crosses 70 upward exits. Daily signal reference, not a scalping execution simulation.", "platform": "Freqtrade", "source_url": "https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/berlinguyinca/Scalp.py", "reviewed_source_sha256": "3163f460f08db33b4aded14c00f880f6b5e5f2413489137e522c1f93a8954a65", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "Open30, fastK/D<30 and K/D upward cross enters; open>=EMA5(high) or K/D crosses 70 upward exits. 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"name": "CofiBitStrategy \u2014 daily signal variant", "family": "Stochastic / ADX reversal", "rule": "Open25 enters; open>EMA5(high) or fastK/D crosses 75 up exits.", "platform": "Freqtrade", "source_url": "https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/berlinguyinca/CofiBitStrategy.py", "reviewed_source_sha256": "c565296f014ade283b684cae3ff375bd1b80c8696d7b8498b2b5915d2a6553ff", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "Open25 enters; open>EMA5(high) or fastK/D crosses 75 up exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.02537865974542819, "cagr": 0.025308449013559997, "max_drawdown": -0.04429003237871021, "sharpe": 0.43444419898389974, "orders": 2, "exposure": 0.01092896174863388, "costs_usdt": 30.381161999107714, "final_equity": 10253.786597454282, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.1554201507498597, "cagr": -0.1554201507498597, "max_drawdown": -0.24868861408705345, "sharpe": -0.5427916664259465, "orders": 4, "exposure": 0.06301369863013699, "costs_usdt": 54.87014916978618, "final_equity": 8445.798492501403, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 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"reviewed_source_sha256": "e37380c99f5db73f2be5b247596f5e38d5f47d2d8dd3ace66cc58ee6b378f77e", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. 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"https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/%E5%A8%81%E5%BB%89%E5%A7%86%E6%96%AF%E9%B3%84%E9%B1%BC%E7%AD%96%E7%95%A5Williams-Alligator-Strategy.md", "reviewed_source_sha256": "b0ec4a73595560a404c46ba9d4abd84398b88d22386f44dc8cc51c8c667c9c6e", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "SMA50>SMA100>SMA200 enters; opposite full ordering exits; the source uses SMAs rather than canonical shifted SMMA.", "yearly_restarted_cash": { "2024": { "total_return": 0.0512334397337697, "cagr": 0.05108994128828814, "max_drawdown": -0.4236370793150954, "sharpe": 0.3571250917599968, "orders": 4, "exposure": 0.674863387978142, "costs_usdt": 63.91014393785429, "final_equity": 10512.334397337698, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": -0.5104413981418692, "cagr": -0.5104413981418692, "max_drawdown": -0.5801475533002863, "sharpe": -0.9168508392600369, "orders": 4, "exposure": 0.6520547945205479, "costs_usdt": 40.98431047496406, "final_equity": 4895.586018581309, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { 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} ], "identical_signal_peers": [], "rank": 91 }, { "signal_sha256": "c2c46696c2e8cbc65a7aa8cb17008f5b072bc1a012f79ea3ed74cfb28be892ba", "rank_eligible": true, "id": "fmz-triple-macd", "name": "FMZ EMA50/200 + MACD \u2014 daily long/cash", "provenance": { "id": "fmz-triple-macd", "name": "FMZ EMA50/200 + MACD \u2014 daily long/cash", "rule": "MACD26/49 EMA2 histogram crosses positive with EMA50>EMA200 to enter; negative cross with EMA50EMA200 to enter; negative cross with EMA50SAR(.02,.02,.2) long; closeSAR(.02,.02,.2) long; close50 and >D3 and >smoothed D9 enters; opposite source condition or smoothed D9 down-cross80 exits. Trailing order becomes close signal.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/431396", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/%E5%8F%8C%E9%87%8D%E9%9A%8F%E6%9C%BA%E7%AD%96%E7%95%A5Dual-Stochastics-Strategy.md", "reviewed_source_sha256": "7a4ddf4f4161bf496b588ed5a123b77c3c38141f6fb082e67243a77c21768d63", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "K54 smoothed36 crosses50, K54/12>50 and >D3 and >smoothed D9 enters; opposite source condition or smoothed D9 down-cross80 exits. 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downward stochastic cross above80 and RSI70 cross exits.", "platform": "FMZ", "source_url": "https://www.fmz.com/strategy/365671", "source_code_url": "https://github.com/fmzquant/strategies/blob/7853bb2bf262c4567ac238d3552d97f0e50cb801/Stochastic-RSI-Double-Strategy.md", "reviewed_source_sha256": "005c8b364f4d1d7ba23d68e317c3b899078d8e3d8626841f746840c85afcff35", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical.", "checked_on": "2026-10-25" }, "rule": "Slow Stochastic14/3/3 upward cross below20 simultaneous with RSI14 crossing30 enters; corresponding downward stochastic cross above80 and RSI70 cross exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, 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"name": "SmoothScalp \u2014 daily signal variant", "family": "Composite stochastic channel", "rule": "Scalp entry plus MFI14<30 and CCI14<-150; Scalp exit plus CCI14>150. Daily rule normalization only.", "platform": "Freqtrade", "source_url": "https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/berlinguyinca/SmoothScalp.py", "reviewed_source_sha256": "e32a8f758d8d57876210d479576e7e415ff924400b8d037bb0f30799cd801a5b", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "Scalp entry plus MFI14<30 and CCI14<-150; Scalp exit plus CCI14>150. Daily rule normalization only.", "yearly_restarted_cash": { "2024": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 731, "calendar_days": 731 }, "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, 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"Freqtrade", "source_url": "https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/Strategy003.py", "reviewed_source_sha256": "055984b4672779b36a2391f790ccbcd320e408eb0634e34718d7182acaeef9c9", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "RSI14 in (0,28), closeEMA100 or EMA5/10 up-cross, fastD>fastK and D>0 enters; SAR>close and Fisher RSI>.3 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, 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"provenance": { "id": "community-freq-strategy005", "name": "Strategy005 \u2014 daily signal variant", "family": "Volume / Fisher reversal", "rule": "Published buy_params: volume>4 SMA150(volume), closefastK, RSI14>26, fastD>1 and normalized Fisher RSI<5 enters. Published sell_params: RSI crosses 74 up, negative MACD and minusDI14>4 exits.", "platform": "Freqtrade", "source_url": "https://github.com/freqtrade/freqtrade-strategies/blob/f3340ce11f5bdf62f598522e64d1f5638eaa13f5/user_data/strategies/Strategy005.py", "reviewed_source_sha256": "797b293f5acd809f8c77f26b38c004c87b75d8847be4cde4d0224040cc591030", "evidence_type": "published-strategy-variant", "status": "normalized-signal-adapter", "changes": "Daily closed-bar signals, next-open all-in long/cash, fixed fees/slippage. Short entries become cash. Source risk sizing, intraday orders, ROI, TP/SL, trailing stops, pyramiding, sessions and protections are NOT native replicas unless explicitly implemented in the stated rule. Source conflict signals resolve to cash. Common indicators are not certified TA-Lib/Pine identical. Uses declaration defaults unless rule explicitly states published buy_params/sell_params. Some source parameters were previously optimized by their author; this is retrospective evidence, not an independently sealed test.", "checked_on": "2026-10-25" }, "rule": "Published buy_params: volume>4 SMA150(volume), closefastK, RSI14>26, fastD>1 and normalized Fisher RSI<5 enters. Published sell_params: RSI crosses 74 up, negative MACD and minusDI14>4 exits.", "yearly_restarted_cash": { "2024": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 366, "calendar_days": 366 }, "2025": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 365, "calendar_days": 365 } }, "double_cost_stress": { "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, "exposure": 0.0, "costs_usdt": 0.0, "final_equity": 10000.0, "dividends_accrued": 0.0, "annualization_sessions": 365, "evaluation_sessions": 731, "calendar_days": 731 }, "total_return": 0.0, "cagr": 0.0, "max_drawdown": 0.0, "sharpe": null, "orders": 0, 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