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"benchmark_return": -0.09756310517717282867   }868  ],869  "test_evaluations": 1,870  "benchmarks_by_split": {871   "train": {872    "perp_long_1x": {873     "total_return": 0.10373427446965366,874     "sharpe": 0.8015631085114164,875     "max_drawdown": 0.23441046046374692876    },877    "buy_and_hold": {878     "total_return": 0.12227404924818797,879     "sharpe": 0.8957071066653247,880     "max_drawdown": 0.23047182960249368881    }882   },883   "validation": {884    "perp_long_1x": {885     "total_return": 0.2609244079097377,886     "sharpe": 4.293474026567944,887     "max_drawdown": 0.08879009979526975888    },889    "buy_and_hold": {890     "total_return": 0.2735110342674052,891     "sharpe": 4.514849720075643,892     "max_drawdown": 0.08744681467125615893    }894   }895  }896 },897 "checks": {898  "lookahead": "pass",899  "data_quality": "pass",900  "ledger": "pass",901  "funding_alignment": "pass",902  "notes": [903   "bars common to every series of the run: BTC, ETH, SOL, HYPE, BTC.SPOT, ETH.SPOT, SOL.SPOT, HYPE.SPOT",904   "spot benchmark from coinbase: BTC 4995 bars, 5 missing",905   "spot benchmark from coinbase: ETH 4995 bars, 5 missing",906   "spot benchmark from coinbase: SOL 4995 bars, 5 missing",907   "spot benchmark from coinbase: HYPE 4995 bars, 5 missing",908   "equity_curve is the test split, valued at the close of each bar (timestamps are bar-open times, UTC)",909   "cross-margin account in USDC; weights are signed fractions of account equity (negative = short)",910   "decision on the closed bar, fill at the next bar's open; taker fee on traded notional and slippage in bps",911   "funding: every hourly settlement is charged at the open of the bar that starts at its hour, on the position held coming into that bar: amount = -signed size x perpetual open x rate (Hyperliquid pays on the ORACLE price; historical oracle prices are not served, the perpetual's own price is used instead)",912   "initial margin = notional / leverage, checked at order time: reducing orders always execute, orders adding exposure are cut pro rata to the free collateral or refused below the minimum order",913   "maintenance margin = notional x flat fraction (Hyperliquid: half of the initial margin at maximum leverage); NO margin tiers by size",914   "liquidation is intrabar: with every long at the bar's low and every short at its high together, the account is liquidated where margin equity = maintenance margin, at that price, plus taker fee and a penalty; the WHOLE account is closed (no partial liquidation, no backstop, no auto-deleveraging)",915   "highs and lows are trade prices of the perpetual, not the venue's mark price (which is smoother): wicks liquidate here that might not on the venue",916   "equity <= 0 marks the run wiped out: equity stays at 0, the unpaid loss is reported as bad debt",917   "ledger in exact decimals; average entry price rounded half-even at 18 decimals, sizes truncated to the lot",918   "max_drawdown and worst_intrabar_drawdown are positive fractions; sharpe/sortino/volatility are annualised with 8760 bars per year (24/7 market), risk-free rate 0",919   "parameters on the test split are META['params']; the sensitivity grid never selects them",920   "look-ahead check: truncation test on 999 bars, cuts at [0.5, 0.8], 999 decisions compared"921  ],922  "data_quality_detail": {923   "BTC": {924    "symbol": "BTC",925    "interval": "1h",926    "source": "hyperliquid",927    "n_bars": 5000,928    "start": "2026-04-16T20:00:00+00:00",929    "end": "2026-11-11T03:00:00+00:00",930    "expected_bars": 5000,931    "missing_bars": 0,932    "max_gap_bars": 0,933    "gaps": [],934    "duplicates_dropped": 0,935    "unclosed_dropped": 0,936    "off_grid": 0,937    "ohlc_violations": 0,938    "missing_fraction": 0.0939   },940   "ETH": {941    "symbol": "ETH",942    "interval": "1h",943    "source": "hyperliquid",944    "n_bars": 5000,945    "start": "2026-04-16T20:00:00+00:00",946    "end": 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   "gaps": [],985    "duplicates_dropped": 0,986    "unclosed_dropped": 0,987    "off_grid": 0,988    "ohlc_violations": 0,989    "missing_fraction": 0.0990   }991  },992  "funding_quality_detail": {993   "BTC": {994    "symbol": "BTC",995    "source": "hyperliquid",996    "n": 5001,997    "start": "2026-04-16T20:00:00+00:00",998    "end": "2026-11-11T04:00:00+00:00",999    "expected": 5001,1000    "missing": 0,1001    "max_gap": 0,1002    "gaps": [],1003    "duplicates_dropped": 0,1004    "off_grid": 0,1005    "max_offset_ms": 139,1006    "non_finite": 0,1007    "unsettled_dropped": 0,1008    "missing_fraction": 0.01009   },1010   "ETH": {1011    "symbol": "ETH",1012    "source": "hyperliquid",1013    "n": 5001,1014    "start": "2026-04-16T20:00:00+00:00",1015    "end": "2026-11-11T04:00:00+00:00",1016    "expected": 5001,1017    "missing": 0,1018    "max_gap": 0,1019    "gaps": [],1020    "duplicates_dropped": 0,1021    "off_grid": 0,1022    "max_offset_ms": 139,1023    "non_finite": 0,1024    "unsettled_dropped": 0,1025    "missing_fraction": 0.01026   },1027   "SOL": {1028    "symbol": "SOL",1029    "source": "hyperliquid",1030    "n": 5001,1031    "start": "2026-04-16T20:00:00+00:00",1032    "end": "2026-11-11T04:00:00+00:00",1033    "expected": 5001,1034    "missing": 0,1035    "max_gap": 0,1036    "gaps": [],1037    "duplicates_dropped": 0,1038    "off_grid": 0,1039    "max_offset_ms": 139,1040    "non_finite": 0,1041    "unsettled_dropped": 0,1042    "missing_fraction": 0.01043   },1044   "HYPE": {1045    "symbol": "HYPE",1046    "source": "hyperliquid",1047    "n": 5001,1048    "start": "2026-04-16T20:00:00+00:00",1049    "end": "2026-11-11T04:00:00+00:00",1050    "expected": 5001,1051    "missing": 0,1052    "max_gap": 0,1053    "gaps": [],1054    "duplicates_dropped": 0,1055    "off_grid": 0,1056    "max_offset_ms": 139,1057    "non_finite": 0,1058    "unsettled_dropped": 0,1059    "missing_fraction": 0.01060   }1061  },1062  "funding_alignment_detail": 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