{
  "config": {
    "topNs": [
      2,
      3,
      4,
      5
    ],
    "universe": [
      "XLK",
      "XLF",
      "XLV",
      "XLY",
      "XLI",
      "XLP",
      "XLE",
      "XLB",
      "XLU",
      "XLRE",
      "XLC",
      "SMH",
      "VLO"
    ],
    "lookbacks": [
      14,
      21,
      30,
      45,
      63
    ],
    "forwardDays": [
      1,
      5,
      10
    ],
    "maxHoldings": 5,
    "minHoldings": 2,
    "fallbackTicker": "VOO",
    "riskOffEnabled": true,
    "adaptationSpeed": "balanced",
    "benchmarkTicker": "VOO"
  },
  "ticker": "VLO",
  "fitScope": "universe_conditioned",
  "algorithm": "aptet",
  "bestCombo": {
    "topN": 2,
    "ticker": "VLO",
    "hitRates": {
      "1": 0.75,
      "5": 0.8571428571428571,
      "10": 0.5
    },
    "hitRate1D": 0.75,
    "comboQuality": 0.6237040029032376,
    "eligibleDays": 352,
    "fitnessScore": 0.4611659651289296,
    "lookbackDays": 14,
    "returnLift1D": 0.0017145813717351502,
    "hitRateLift1D": 0.10135135135135132,
    "activationRate": 0.036931818181818184,
    "activationCount": 13,
    "baselineHitRates": {
      "1": 0.6486486486486487,
      "5": 0.7377049180327869,
      "10": 0.7288135593220338
    },
    "sampleConfidence": 0.8113728941051384,
    "shadowSharpeLike": 1.0331310935727955,
    "avgForwardReturns": {
      "1": 0.006847603231894743,
      "5": 0.04232603577840038,
      "10": 0.026316387980853534
    },
    "shadowMaxDrawdown": -0.03967779490890799,
    "shadowTotalReturn": 0.08164462468177236,
    "avgForwardReturn1D": 0.006847603231894743,
    "riskOffActivations": 0,
    "activationDatesSample": [
      "2026-06-11",
      "2026-06-12",
      "2026-06-15",
      "2026-07-13",
      "2026-07-14",
      "2026-07-15",
      "2026-07-16",
      "2026-07-17",
      "2026-07-20",
      "2026-07-21"
    ],
    "horizonObservationCounts": {
      "1": 12,
      "5": 7,
      "10": 4
    },
    "baselineAvgForwardReturns": {
      "1": 0.005133021860159593,
      "5": 0.029828560717781567,
      "10": 0.04228645350873919
    }
  },
  "dateRange": {
    "end": "2026-07-25",
    "start": "2025-01-01"
  },
  "scoreMode": "blended",
  "calibration": {
    "bestComboQuality": 0.6237040029032376,
    "comboQualityScale": 0.22,
    "comboQualityCenter": 0.35,
    "medianComboQuality": 0.08163917241727267,
    "bestRawFitnessScore": 0.4611659651289296,
    "upperQuartileComboQuality": 0.15691271288947634
  },
  "algorithmFit": {
    "label": "poor",
    "score": 0.15246956784628396,
    "rawScore": 0.2065347908586342,
    "confidence": 0.4764540851680918,
    "bestProfile": {
      "topN": 2,
      "lookbackDays": 14
    },
    "profileBreadth": 0.15188992865123108,
    "recommendedRegion": {
      "topNs": [
        2,
        5
      ],
      "lookbackDays": [
        14
      ]
    },
    "parameterStability": 0.20547671616935195,
    "confidenceAdjustment": "conservative_penalty"
  },
  "rankedCombos": [
    {
      "topN": 2,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.75,
        "5": 0.8571428571428571,
        "10": 0.5
      },
      "hitRate1D": 0.75,
      "comboQuality": 0.6237040029032376,
      "eligibleDays": 352,
      "fitnessScore": 0.4611659651289296,
      "lookbackDays": 14,
      "returnLift1D": 0.0017145813717351502,
      "hitRateLift1D": 0.10135135135135132,
      "activationRate": 0.036931818181818184,
      "activationCount": 13,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.8113728941051384,
      "shadowSharpeLike": 1.0331310935727955,
      "avgForwardReturns": {
        "1": 0.006847603231894743,
        "5": 0.04232603577840038,
        "10": 0.026316387980853534
      },
      "shadowMaxDrawdown": -0.03967779490890799,
      "shadowTotalReturn": 0.08164462468177236,
      "avgForwardReturn1D": 0.006847603231894743,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-11",
        "2026-06-12",
        "2026-06-15",
        "2026-07-13",
        "2026-07-14",
        "2026-07-15",
        "2026-07-16",
        "2026-07-17",
        "2026-07-20",
        "2026-07-21"
      ],
      "horizonObservationCounts": {
        "1": 12,
        "5": 7,
        "10": 4
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 5,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.6296296296296297,
        "5": 0.6818181818181818,
        "10": 0.5333333333333333
      },
      "hitRate1D": 0.6296296296296297,
      "comboQuality": 0.5805789803537106,
      "eligibleDays": 352,
      "fitnessScore": 0.42153313464680314,
      "lookbackDays": 14,
      "returnLift1D": 0.00019066805695878812,
      "hitRateLift1D": -0.019019019019019034,
      "activationRate": 0.07954545454545454,
      "activationCount": 28,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.9523809523809524,
      "shadowSharpeLike": 1.0071729868922599,
      "avgForwardReturns": {
        "1": 0.005323689917118381,
        "5": 0.023161243759957807,
        "10": 0.01698070446164355
      },
      "shadowMaxDrawdown": -0.07395143000633353,
      "shadowTotalReturn": 0.13953634680330795,
      "avgForwardReturn1D": 0.005323689917118381,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-08",
        "2026-05-11",
        "2026-05-12",
        "2026-05-13",
        "2026-05-14",
        "2026-05-18",
        "2026-05-20",
        "2026-05-21",
        "2026-05-27",
        "2026-05-28"
      ],
      "horizonObservationCounts": {
        "1": 27,
        "5": 22,
        "10": 15
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 4,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.6153846153846154,
        "5": 0.6666666666666666,
        "10": 0.5
      },
      "hitRate1D": 0.6153846153846154,
      "comboQuality": 0.4339549095395604,
      "eligibleDays": 352,
      "fitnessScore": 0.291538716565218,
      "lookbackDays": 14,
      "returnLift1D": -0.0017360680023408306,
      "hitRateLift1D": -0.033264033264033266,
      "activationRate": 0.07670454545454546,
      "activationCount": 27,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.9506172839506173,
      "shadowSharpeLike": 0.6827536356343827,
      "avgForwardReturns": {
        "1": 0.003396953857818762,
        "5": 0.021051747450599498,
        "10": 0.011089680432337046
      },
      "shadowMaxDrawdown": -0.07395143000633342,
      "shadowTotalReturn": 0.07968343333285222,
      "avgForwardReturn1D": 0.003396953857818762,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-11",
        "2026-05-12",
        "2026-05-13",
        "2026-05-14",
        "2026-05-18",
        "2026-05-20",
        "2026-05-21",
        "2026-05-27",
        "2026-05-28",
        "2026-06-02"
      ],
      "horizonObservationCounts": {
        "1": 26,
        "5": 21,
        "10": 14
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 3,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.6086956521739131,
        "5": 0.6666666666666666,
        "10": 0.5
      },
      "hitRate1D": 0.6086956521739131,
      "comboQuality": 0.38989304806223796,
      "eligibleDays": 352,
      "fitnessScore": 0.2514924024450768,
      "lookbackDays": 14,
      "returnLift1D": -0.0019717273714855007,
      "hitRateLift1D": -0.0399529964747356,
      "activationRate": 0.06818181818181818,
      "activationCount": 24,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.9472222222222223,
      "shadowSharpeLike": 0.5686478495306936,
      "avgForwardReturns": {
        "1": 0.003161294488674092,
        "5": 0.022804877253084863,
        "10": 0.016412331615823644
      },
      "shadowMaxDrawdown": -0.07395143000633331,
      "shadowTotalReturn": 0.06326545066327238,
      "avgForwardReturn1D": 0.003161294488674092,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-12",
        "2026-05-13",
        "2026-05-14",
        "2026-05-18",
        "2026-05-20",
        "2026-05-21",
        "2026-05-27",
        "2026-05-28",
        "2026-06-02",
        "2026-06-03"
      ],
      "horizonObservationCounts": {
        "1": 23,
        "5": 18,
        "10": 12
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 4,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5,
        "5": 0.3333333333333333,
        "10": 0.2
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.15691271288947634,
      "eligibleDays": 330,
      "fitnessScore": -0.019903779121135876,
      "lookbackDays": 30,
      "returnLift1D": -0.004420918526024728,
      "hitRateLift1D": -0.14864864864864868,
      "activationRate": 0.02727272727272727,
      "activationCount": 9,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.759691957028206,
      "shadowSharpeLike": 0.07442946548973334,
      "avgForwardReturns": {
        "1": 0.0007121033341348643,
        "5": -0.015811584717219756,
        "10": -0.02385535459392212
      },
      "shadowMaxDrawdown": -0.04262742718446577,
      "shadowTotalReturn": 0.0027626125168609406,
      "avgForwardReturn1D": 0.0007121033341348643,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-02",
        "2026-06-03",
        "2026-06-04",
        "2026-06-05",
        "2026-06-08",
        "2026-06-09",
        "2026-06-10",
        "2026-06-12",
        "2026-06-15"
      ],
      "horizonObservationCounts": {
        "1": 8,
        "5": 6,
        "10": 5
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 5,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5,
        "5": 0.3333333333333333,
        "10": 0.2
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.15691271288947634,
      "eligibleDays": 330,
      "fitnessScore": -0.019903779121135876,
      "lookbackDays": 30,
      "returnLift1D": -0.004420918526024728,
      "hitRateLift1D": -0.14864864864864868,
      "activationRate": 0.02727272727272727,
      "activationCount": 9,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.759691957028206,
      "shadowSharpeLike": 0.07442946548973334,
      "avgForwardReturns": {
        "1": 0.0007121033341348643,
        "5": -0.015811584717219756,
        "10": -0.02385535459392212
      },
      "shadowMaxDrawdown": -0.04262742718446577,
      "shadowTotalReturn": 0.0027626125168609406,
      "avgForwardReturn1D": 0.0007121033341348643,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-02",
        "2026-06-03",
        "2026-06-04",
        "2026-06-05",
        "2026-06-08",
        "2026-06-09",
        "2026-06-10",
        "2026-06-12",
        "2026-06-15"
      ],
      "horizonObservationCounts": {
        "1": 8,
        "5": 6,
        "10": 5
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 3,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5,
        "5": 0.4,
        "10": 0
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.1397991884878783,
      "eligibleDays": 330,
      "fitnessScore": -0.04973094453015184,
      "lookbackDays": 30,
      "returnLift1D": -0.005694400042061958,
      "hitRateLift1D": -0.14864864864864868,
      "activationRate": 0.01818181818181818,
      "activationCount": 6,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.6956918510722859,
      "shadowSharpeLike": -0.09452281574698586,
      "avgForwardReturns": {
        "1": -0.0005613781819023648,
        "5": -0.007360150670306398,
        "10": -0.05865702040401383
      },
      "shadowMaxDrawdown": -0.04310611347087345,
      "shadowTotalReturn": -0.005167762200853576,
      "avgForwardReturn1D": -0.0005613781819023648,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-02",
        "2026-06-03",
        "2026-06-04",
        "2026-06-05",
        "2026-06-08",
        "2026-06-09"
      ],
      "horizonObservationCounts": {
        "1": 6,
        "5": 5,
        "10": 2
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 3,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5,
        "5": 0.2,
        "10": 0.4
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.09078021426018384,
      "eligibleDays": 339,
      "fitnessScore": -0.1569120091650868,
      "lookbackDays": 21,
      "returnLift1D": -0.007894514276298644,
      "hitRateLift1D": -0.14864864864864868,
      "activationRate": 0.05014749262536873,
      "activationCount": 17,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.8982514157393442,
      "shadowSharpeLike": -0.5198542813864154,
      "avgForwardReturns": {
        "1": -0.002761492416139051,
        "5": -0.031355357530796435,
        "10": -0.005096959980039106
      },
      "shadowMaxDrawdown": -0.07222974490054879,
      "shadowTotalReturn": -0.048491564491939254,
      "avgForwardReturn1D": -0.002761492416139051,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-19",
        "2026-05-20",
        "2026-05-21",
        "2026-05-22",
        "2026-06-02",
        "2026-06-03",
        "2026-06-04",
        "2026-06-05",
        "2026-06-08",
        "2026-06-09"
      ],
      "horizonObservationCounts": {
        "1": 16,
        "5": 10,
        "10": 10
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 2,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5,
        "5": 0,
        "10": 0.16666666666666666
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.0885835354447538,
      "eligibleDays": 339,
      "fitnessScore": -0.16283186540171293,
      "lookbackDays": 21,
      "returnLift1D": -0.010220729040409002,
      "hitRateLift1D": -0.14864864864864868,
      "activationRate": 0.02654867256637168,
      "activationCount": 9,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.7374697348059838,
      "shadowSharpeLike": -0.7131101476931252,
      "avgForwardReturns": {
        "1": -0.0050877071802494095,
        "5": -0.03207859059001761,
        "10": -0.02060172342497335
      },
      "shadowMaxDrawdown": -0.042590806613836296,
      "shadowTotalReturn": -0.042590806613836296,
      "avgForwardReturn1D": -0.0050877071802494095,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-08",
        "2026-06-09",
        "2026-06-10",
        "2026-06-11",
        "2026-06-12",
        "2026-06-15",
        "2026-07-22",
        "2026-07-23",
        "2026-07-24"
      ],
      "horizonObservationCounts": {
        "1": 8,
        "5": 2,
        "10": 6
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 2,
      "ticker": "VLO",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08163917241727267,
      "eligibleDays": 330,
      "fitnessScore": -0.18246185758657918,
      "lookbackDays": 30,
      "returnLift1D": -0.005133021860159593,
      "hitRateLift1D": -0.6486486486486487,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 2,
      "ticker": "VLO",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08163917241727267,
      "eligibleDays": 315,
      "fitnessScore": -0.18246185758657918,
      "lookbackDays": 45,
      "returnLift1D": -0.005133021860159593,
      "hitRateLift1D": -0.6486486486486487,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 3,
      "ticker": "VLO",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08163917241727267,
      "eligibleDays": 315,
      "fitnessScore": -0.18246185758657918,
      "lookbackDays": 45,
      "returnLift1D": -0.005133021860159593,
      "hitRateLift1D": -0.6486486486486487,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 4,
      "ticker": "VLO",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08163917241727267,
      "eligibleDays": 315,
      "fitnessScore": -0.18246185758657918,
      "lookbackDays": 45,
      "returnLift1D": -0.005133021860159593,
      "hitRateLift1D": -0.6486486486486487,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 5,
      "ticker": "VLO",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08163917241727267,
      "eligibleDays": 315,
      "fitnessScore": -0.18246185758657918,
      "lookbackDays": 45,
      "returnLift1D": -0.005133021860159593,
      "hitRateLift1D": -0.6486486486486487,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 2,
      "ticker": "VLO",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08163917241727267,
      "eligibleDays": 297,
      "fitnessScore": -0.18246185758657918,
      "lookbackDays": 63,
      "returnLift1D": -0.005133021860159593,
      "hitRateLift1D": -0.6486486486486487,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 3,
      "ticker": "VLO",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08163917241727267,
      "eligibleDays": 297,
      "fitnessScore": -0.18246185758657918,
      "lookbackDays": 63,
      "returnLift1D": -0.005133021860159593,
      "hitRateLift1D": -0.6486486486486487,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 4,
      "ticker": "VLO",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08163917241727267,
      "eligibleDays": 297,
      "fitnessScore": -0.18246185758657918,
      "lookbackDays": 63,
      "returnLift1D": -0.005133021860159593,
      "hitRateLift1D": -0.6486486486486487,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 5,
      "ticker": "VLO",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08163917241727267,
      "eligibleDays": 297,
      "fitnessScore": -0.18246185758657918,
      "lookbackDays": 63,
      "returnLift1D": -0.005133021860159593,
      "hitRateLift1D": -0.6486486486486487,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 4,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.47058823529411764,
        "5": 0.2727272727272727,
        "10": 0.45454545454545453
      },
      "hitRate1D": 0.47058823529411764,
      "comboQuality": 0.07282385333755141,
      "eligibleDays": 339,
      "fitnessScore": -0.20970200180807042,
      "lookbackDays": 21,
      "returnLift1D": -0.008086749760104444,
      "hitRateLift1D": -0.17806041335453104,
      "activationRate": 0.05309734513274336,
      "activationCount": 18,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.9162202583722271,
      "shadowSharpeLike": -0.5853054769301093,
      "avgForwardReturns": {
        "1": -0.0029537278999448515,
        "5": -0.02552715887613348,
        "10": -0.00016703257224061983
      },
      "shadowMaxDrawdown": -0.07782373160936984,
      "shadowTotalReturn": -0.054228680456055445,
      "avgForwardReturn1D": -0.0029537278999448515,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-19",
        "2026-05-20",
        "2026-05-21",
        "2026-05-22",
        "2026-05-26",
        "2026-06-02",
        "2026-06-03",
        "2026-06-04",
        "2026-06-05",
        "2026-06-08"
      ],
      "horizonObservationCounts": {
        "1": 17,
        "5": 11,
        "10": 11
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    },
    {
      "topN": 5,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.4444444444444444,
        "5": 0.3333333333333333,
        "10": 0.5
      },
      "hitRate1D": 0.4444444444444444,
      "comboQuality": 0.04210093169942078,
      "eligibleDays": 339,
      "fitnessScore": -0.3374279598272784,
      "lookbackDays": 21,
      "returnLift1D": -0.009901413408985375,
      "hitRateLift1D": -0.20420420420420426,
      "activationRate": 0.05604719764011799,
      "activationCount": 19,
      "baselineHitRates": {
        "1": 0.6486486486486487,
        "5": 0.7377049180327869,
        "10": 0.7288135593220338
      },
      "sampleConfidence": 0.9334421100171246,
      "shadowSharpeLike": -0.8921560068137434,
      "avgForwardReturns": {
        "1": -0.004768391548825783,
        "5": -0.01850536876266821,
        "10": 0.0027364679219854435
      },
      "shadowMaxDrawdown": -0.11066950491994676,
      "shadowTotalReturn": -0.08791485459670978,
      "avgForwardReturn1D": -0.004768391548825783,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-19",
        "2026-05-20",
        "2026-05-21",
        "2026-05-22",
        "2026-05-26",
        "2026-05-27",
        "2026-06-02",
        "2026-06-03",
        "2026-06-04",
        "2026-06-05"
      ],
      "horizonObservationCounts": {
        "1": 18,
        "5": 12,
        "10": 12
      },
      "baselineAvgForwardReturns": {
        "1": 0.005133021860159593,
        "5": 0.029828560717781567,
        "10": 0.04228645350873919
      }
    }
  ],
  "interpretation": {
    "scoreMeaning": "The effective fit score after applying the conservative confidence penalty. Lower confidence reduces the effective fit score but does not, by itself, imply evidence of poor fit.",
    "fitScopeMeaning": "Aptet fit is currently universe-conditioned: activation history and fit depend on the other members in the tested cross-sectional universe.",
    "rawScoreMeaning": "The unadjusted Aptet-family fit estimate before applying the conservative confidence penalty.",
    "activationMeaning": "Activation count measures how often the Aptet ranking would have selected the stock while risk-on.",
    "confidenceMeaning": "Reflects the amount and breadth of historical evidence supporting the family-fit score.",
    "algorithmFitMeaning": "Measures how consistently this stock works across the Aptet strategy family within this tested universe, not only under its single best parameter combination.",
    "comboQualityMeaning": "Fixed-scale normalized profile quality derived from fitnessScore using sigmoid((fitnessScore - 0.35) / 0.22).",
    "fitnessScoreMeaning": "Per-profile raw score used for diagnostics and ranking. Higher is better, but it is not the stock's overall Aptet-family fit.",
    "forwardReturnMeaning": "Forward returns are measured from the close before activation through each requested horizon.",
    "profileBreadthMeaning": "Measures how much of the tested Aptet parameter grid clears a robust quality threshold after weighting for sample confidence.",
    "parameterStabilityMeaning": "Measures whether nearby Aptet parameter combinations retain a large share of the best profile's normalized quality.",
    "confidenceAdjustmentMeaning": "The current conservative_penalty adjustment retains the existing formula: rawScore * confidence + rawScore * (1 - confidence) * 0.50."
  },
  "lookbackSummary": [
    {
      "bestTopN": 2,
      "comboQuality": 0.6237040029032376,
      "fitnessScore": 0.4611659651289296,
      "lookbackDays": 14,
      "returnLift1D": 0.0017145813717351502,
      "activationRate": 0.036931818181818184,
      "activationCount": 13,
      "sampleConfidence": 0.8113728941051384,
      "shadowTotalReturn": 0.08164462468177236,
      "avgForwardReturn1D": 0.006847603231894743
    },
    {
      "bestTopN": 3,
      "comboQuality": 0.09078021426018384,
      "fitnessScore": -0.1569120091650868,
      "lookbackDays": 21,
      "returnLift1D": -0.007894514276298644,
      "activationRate": 0.05014749262536873,
      "activationCount": 17,
      "sampleConfidence": 0.8982514157393442,
      "shadowTotalReturn": -0.048491564491939254,
      "avgForwardReturn1D": -0.002761492416139051
    },
    {
      "bestTopN": 4,
      "comboQuality": 0.15691271288947634,
      "fitnessScore": -0.019903779121135876,
      "lookbackDays": 30,
      "returnLift1D": -0.004420918526024728,
      "activationRate": 0.02727272727272727,
      "activationCount": 9,
      "sampleConfidence": 0.759691957028206,
      "shadowTotalReturn": 0.0027626125168609406,
      "avgForwardReturn1D": 0.0007121033341348643
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.08163917241727267,
      "fitnessScore": -0.18246185758657918,
      "lookbackDays": 45,
      "returnLift1D": -0.005133021860159593,
      "activationRate": 0,
      "activationCount": 0,
      "sampleConfidence": 0.25,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.08163917241727267,
      "fitnessScore": -0.18246185758657918,
      "lookbackDays": 63,
      "returnLift1D": -0.005133021860159593,
      "activationRate": 0,
      "activationCount": 0,
      "sampleConfidence": 0.25,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0
    }
  ],
  "strategyOptions": {
    "shadow": "Scores the stock like a standalone trade-only-when-active strategy.",
    "blended": "Recommended. Mixes activation quality, activation frequency, return lift, and shadow performance.",
    "coverage": "Rewards stocks that activate often without giving up too much quality.",
    "precision": "Prioritizes hit rate and average return after activation."
  },
  "universeIdentity": {
    "hash": "6e944fa8b6642741f6f2a731dbf963fc602ebb5798beca4bafcd1d3ee6940cfc",
    "size": 13,
    "members": [
      "SMH",
      "VLO",
      "XLB",
      "XLC",
      "XLE",
      "XLF",
      "XLI",
      "XLK",
      "XLP",
      "XLRE",
      "XLU",
      "XLV",
      "XLY"
    ],
    "version": 1
  },
  "scoreModeDescription": "Recommended. Mixes activation quality, activation frequency, return lift, and shadow performance."
}

{
  "config": {
    "weights": [
      0.4,
      0.3,
      0.2,
      0.1
    ],
    "universe": [
      "XLK",
      "XLF",
      "XLV",
      "XLY",
      "XLI",
      "XLP",
      "XLE",
      "XLB",
      "XLU",
      "XLRE",
      "XLC",
      "SMH",
      "VLO"
    ],
    "lookbacks": [
      14,
      21,
      30,
      45,
      63
    ],
    "forwardDays": [
      1,
      5,
      10
    ],
    "portfolioSizes": [
      2,
      3,
      4,
      5
    ],
    "safetyNetEquity": "VOO"
  },
  "ticker": "VLO",
  "fitScope": "universe_conditioned",
  "algorithm": "force",
  "bestCombo": {
    "topN": 3,
    "ticker": "VLO",
    "hitRates": {
      "1": 0.5441176470588235,
      "5": 0.53,
      "10": 0.6
    },
    "hitRate1D": 0.5441176470588235,
    "rankWeights": [
      0.4000000000000001,
      0.30000000000000004,
      0.20000000000000004
    ],
    "comboQuality": 0.9321591031997087,
    "eligibleDays": 326,
    "fitnessScore": 0.926474426211972,
    "lookbackDays": 63,
    "returnLift1D": -0.0010333978618291364,
    "hitRateLift1D": -0.0018946228798267795,
    "portfolioSize": 3,
    "activationRate": 0.6257668711656442,
    "activationCount": 204,
    "baselineHitRates": {
      "1": 0.5460122699386503,
      "5": 0.5993788819875776,
      "10": 0.694006309148265
    },
    "sampleConfidence": 0.9957516339869281,
    "shadowSharpeLike": 1.2086541131573658,
    "avgForwardReturns": {
      "1": 0.002360512542726094,
      "5": 0.007253717321463382,
      "10": 0.011655178625713556
    },
    "shadowMaxDrawdown": -0.1628080431420954,
    "shadowTotalReturn": 0.5060184237104954,
    "avgForwardReturn1D": 0.002360512542726094,
    "riskOffActivations": 0,
    "activationDatesSample": [
      "2025-05-14",
      "2025-05-15",
      "2025-05-28",
      "2025-06-04",
      "2025-06-23",
      "2025-07-07",
      "2025-07-08",
      "2025-07-09",
      "2025-07-10",
      "2025-07-11"
    ],
    "horizonObservationCounts": {
      "1": 204,
      "5": 200,
      "10": 195
    },
    "baselineAvgForwardReturns": {
      "1": 0.0033939104045552304,
      "5": 0.017990352045004085,
      "10": 0.03572944593960864
    }
  },
  "dateRange": {
    "end": "2026-07-25",
    "start": "2025-01-01"
  },
  "scoreMode": "blended",
  "calibration": {
    "bestComboQuality": 0.9321591031997087,
    "comboQualityScale": 0.22,
    "comboQualityCenter": 0.35,
    "medianComboQuality": 0.7054352016423227,
    "bestRawFitnessScore": 0.926474426211972,
    "upperQuartileComboQuality": 0.8479639117826261
  },
  "algorithmFit": {
    "label": "good",
    "score": 0.7594222319099532,
    "rawScore": 0.779790590648904,
    "confidence": 0.9477594139164945,
    "bestProfile": {
      "lookbackDays": 63,
      "portfolioSize": 3
    },
    "profileBreadth": 0.6501342279407314,
    "recommendedRegion": {
      "lookbackDays": [
        45,
        63
      ],
      "portfolioSizes": [
        2,
        3,
        4,
        5
      ]
    },
    "parameterStability": 0.7290083328318108,
    "confidenceAdjustment": "conservative_penalty"
  },
  "rankedCombos": [
    {
      "topN": 3,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5441176470588235,
        "5": 0.53,
        "10": 0.6
      },
      "hitRate1D": 0.5441176470588235,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.9321591031997087,
      "eligibleDays": 326,
      "fitnessScore": 0.926474426211972,
      "lookbackDays": 63,
      "returnLift1D": -0.0010333978618291364,
      "hitRateLift1D": -0.0018946228798267795,
      "portfolioSize": 3,
      "activationRate": 0.6257668711656442,
      "activationCount": 204,
      "baselineHitRates": {
        "1": 0.5460122699386503,
        "5": 0.5993788819875776,
        "10": 0.694006309148265
      },
      "sampleConfidence": 0.9957516339869281,
      "shadowSharpeLike": 1.2086541131573658,
      "avgForwardReturns": {
        "1": 0.002360512542726094,
        "5": 0.007253717321463382,
        "10": 0.011655178625713556
      },
      "shadowMaxDrawdown": -0.1628080431420954,
      "shadowTotalReturn": 0.5060184237104954,
      "avgForwardReturn1D": 0.002360512542726094,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-14",
        "2025-05-15",
        "2025-05-28",
        "2025-06-04",
        "2025-06-23",
        "2025-07-07",
        "2025-07-08",
        "2025-07-09",
        "2025-07-10",
        "2025-07-11"
      ],
      "horizonObservationCounts": {
        "1": 204,
        "5": 200,
        "10": 195
      },
      "baselineAvgForwardReturns": {
        "1": 0.0033939104045552304,
        "5": 0.017990352045004085,
        "10": 0.03572944593960864
      }
    },
    {
      "topN": 4,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5327102803738317,
        "5": 0.5190476190476191,
        "10": 0.5951219512195122
      },
      "hitRate1D": 0.5327102803738317,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.9061612822401839,
      "eligibleDays": 326,
      "fitnessScore": 0.8488807484709227,
      "lookbackDays": 63,
      "returnLift1D": -0.0013358819651670467,
      "hitRateLift1D": -0.01330198956481854,
      "portfolioSize": 4,
      "activationRate": 0.656441717791411,
      "activationCount": 214,
      "baselineHitRates": {
        "1": 0.5460122699386503,
        "5": 0.5993788819875776,
        "10": 0.694006309148265
      },
      "sampleConfidence": 0.99595015576324,
      "shadowSharpeLike": 1.0895394990561764,
      "avgForwardReturns": {
        "1": 0.0020580284393881838,
        "5": 0.0070533637777857984,
        "10": 0.012635774353562558
      },
      "shadowMaxDrawdown": -0.16280804314209563,
      "shadowTotalReturn": 0.44242773744259667,
      "avgForwardReturn1D": 0.0020580284393881838,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-14",
        "2025-05-15",
        "2025-05-16",
        "2025-05-28",
        "2025-06-04",
        "2025-06-23",
        "2025-07-07",
        "2025-07-08",
        "2025-07-09",
        "2025-07-10"
      ],
      "horizonObservationCounts": {
        "1": 214,
        "5": 210,
        "10": 205
      },
      "baselineAvgForwardReturns": {
        "1": 0.0033939104045552304,
        "5": 0.017990352045004085,
        "10": 0.03572944593960864
      }
    },
    {
      "topN": 5,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5327102803738317,
        "5": 0.5190476190476191,
        "10": 0.5951219512195122
      },
      "hitRate1D": 0.5327102803738317,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.9061612822401839,
      "eligibleDays": 326,
      "fitnessScore": 0.8488807484709227,
      "lookbackDays": 63,
      "returnLift1D": -0.0013358819651670467,
      "hitRateLift1D": -0.01330198956481854,
      "portfolioSize": 5,
      "activationRate": 0.656441717791411,
      "activationCount": 214,
      "baselineHitRates": {
        "1": 0.5460122699386503,
        "5": 0.5993788819875776,
        "10": 0.694006309148265
      },
      "sampleConfidence": 0.99595015576324,
      "shadowSharpeLike": 1.0895394990561764,
      "avgForwardReturns": {
        "1": 0.0020580284393881838,
        "5": 0.0070533637777857984,
        "10": 0.012635774353562558
      },
      "shadowMaxDrawdown": -0.16280804314209563,
      "shadowTotalReturn": 0.44242773744259667,
      "avgForwardReturn1D": 0.0020580284393881838,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-14",
        "2025-05-15",
        "2025-05-16",
        "2025-05-28",
        "2025-06-04",
        "2025-06-23",
        "2025-07-07",
        "2025-07-08",
        "2025-07-09",
        "2025-07-10"
      ],
      "horizonObservationCounts": {
        "1": 214,
        "5": 210,
        "10": 205
      },
      "baselineAvgForwardReturns": {
        "1": 0.0033939104045552304,
        "5": 0.017990352045004085,
        "10": 0.03572944593960864
      }
    },
    {
      "topN": 4,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5253456221198156,
        "5": 0.5305164319248826,
        "10": 0.6346153846153846
      },
      "hitRate1D": 0.5253456221198156,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.85344811075432,
      "eligibleDays": 344,
      "fitnessScore": 0.7376191409204013,
      "lookbackDays": 45,
      "returnLift1D": -0.0011138692924991089,
      "hitRateLift1D": -0.024072982531347153,
      "portfolioSize": 4,
      "activationRate": 0.6308139534883721,
      "activationCount": 217,
      "baselineHitRates": {
        "1": 0.5494186046511628,
        "5": 0.5911764705882353,
        "10": 0.6746268656716418
      },
      "sampleConfidence": 0.9960061443932412,
      "shadowSharpeLike": 0.9725858852805123,
      "avgForwardReturns": {
        "1": 0.0018407478831151782,
        "5": 0.011670724762098746,
        "10": 0.022360470890838983
      },
      "shadowMaxDrawdown": -0.20345573108769555,
      "shadowTotalReturn": 0.38086286459135565,
      "avgForwardReturn1D": 0.0018407478831151782,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-11",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17",
        "2025-03-18",
        "2025-05-14",
        "2025-06-09",
        "2025-06-10",
        "2025-06-11",
        "2025-06-12"
      ],
      "horizonObservationCounts": {
        "1": 217,
        "5": 213,
        "10": 208
      },
      "baselineAvgForwardReturns": {
        "1": 0.002954617175614287,
        "5": 0.015241457248820811,
        "10": 0.02927836274615757
      }
    },
    {
      "topN": 5,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5253456221198156,
        "5": 0.5305164319248826,
        "10": 0.6346153846153846
      },
      "hitRate1D": 0.5253456221198156,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.85344811075432,
      "eligibleDays": 344,
      "fitnessScore": 0.7376191409204013,
      "lookbackDays": 45,
      "returnLift1D": -0.0011138692924991089,
      "hitRateLift1D": -0.024072982531347153,
      "portfolioSize": 5,
      "activationRate": 0.6308139534883721,
      "activationCount": 217,
      "baselineHitRates": {
        "1": 0.5494186046511628,
        "5": 0.5911764705882353,
        "10": 0.6746268656716418
      },
      "sampleConfidence": 0.9960061443932412,
      "shadowSharpeLike": 0.9725858852805123,
      "avgForwardReturns": {
        "1": 0.0018407478831151782,
        "5": 0.011670724762098746,
        "10": 0.022360470890838983
      },
      "shadowMaxDrawdown": -0.20345573108769555,
      "shadowTotalReturn": 0.38086286459135565,
      "avgForwardReturn1D": 0.0018407478831151782,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-11",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17",
        "2025-03-18",
        "2025-05-14",
        "2025-06-09",
        "2025-06-10",
        "2025-06-11",
        "2025-06-12"
      ],
      "horizonObservationCounts": {
        "1": 217,
        "5": 213,
        "10": 208
      },
      "baselineAvgForwardReturns": {
        "1": 0.002954617175614287,
        "5": 0.015241457248820811,
        "10": 0.02927836274615757
      }
    },
    {
      "topN": 3,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5396039603960396,
        "5": 0.5252525252525253,
        "10": 0.6269430051813472
      },
      "hitRate1D": 0.5396039603960396,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.8461358454587281,
      "eligibleDays": 344,
      "fitnessScore": 0.72501416057371,
      "lookbackDays": 45,
      "returnLift1D": -0.0010625429922881046,
      "hitRateLift1D": -0.009814644255123128,
      "portfolioSize": 3,
      "activationRate": 0.5872093023255814,
      "activationCount": 202,
      "baselineHitRates": {
        "1": 0.5494186046511628,
        "5": 0.5911764705882353,
        "10": 0.6746268656716418
      },
      "sampleConfidence": 0.9957095709570958,
      "shadowSharpeLike": 0.9689764328956474,
      "avgForwardReturns": {
        "1": 0.0018920741833261825,
        "5": 0.010899954667059123,
        "10": 0.02040635889499817
      },
      "shadowMaxDrawdown": -0.19302563362876302,
      "shadowTotalReturn": 0.3672683859012449,
      "avgForwardReturn1D": 0.0018920741833261825,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-13",
        "2025-03-14",
        "2025-03-17",
        "2025-03-18",
        "2025-06-10",
        "2025-06-11",
        "2025-06-12",
        "2025-06-13",
        "2025-06-16",
        "2025-06-17"
      ],
      "horizonObservationCounts": {
        "1": 202,
        "5": 198,
        "10": 193
      },
      "baselineAvgForwardReturns": {
        "1": 0.002954617175614287,
        "5": 0.015241457248820811,
        "10": 0.02927836274615757
      }
    },
    {
      "topN": 2,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5797101449275363,
        "5": 0.5373134328358209,
        "10": 0.6201550387596899
      },
      "hitRate1D": 0.5797101449275363,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.8346975361691165,
      "eligibleDays": 344,
      "fitnessScore": 0.7062443537778952,
      "lookbackDays": 45,
      "returnLift1D": -0.00026738116912513243,
      "hitRateLift1D": 0.030291540276373485,
      "portfolioSize": 2,
      "activationRate": 0.4011627906976744,
      "activationCount": 138,
      "baselineHitRates": {
        "1": 0.5494186046511628,
        "5": 0.5911764705882353,
        "10": 0.6746268656716418
      },
      "sampleConfidence": 0.9937198067632851,
      "shadowSharpeLike": 1.1082270256854982,
      "avgForwardReturns": {
        "1": 0.0026872360064891547,
        "5": 0.011055660028014481,
        "10": 0.01894234544838211
      },
      "shadowMaxDrawdown": -0.2020384637041609,
      "shadowTotalReturn": 0.37406887179955417,
      "avgForwardReturn1D": 0.0026872360064891547,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-13",
        "2025-03-17",
        "2025-06-16",
        "2025-06-17",
        "2025-06-18",
        "2025-06-20",
        "2025-06-23",
        "2025-07-02",
        "2025-07-03",
        "2025-07-07"
      ],
      "horizonObservationCounts": {
        "1": 138,
        "5": 134,
        "10": 129
      },
      "baselineAvgForwardReturns": {
        "1": 0.002954617175614287,
        "5": 0.015241457248820811,
        "10": 0.02927836274615757
      }
    },
    {
      "topN": 4,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5215311004784688,
        "5": 0.5560975609756098,
        "10": 0.6
      },
      "hitRate1D": 0.5215311004784688,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.7233843751647964,
      "eligibleDays": 368,
      "fitnessScore": 0.5614885989844776,
      "lookbackDays": 21,
      "returnLift1D": -0.0010403951051178926,
      "hitRateLift1D": -0.021947160391096343,
      "portfolioSize": 4,
      "activationRate": 0.5679347826086957,
      "activationCount": 209,
      "baselineHitRates": {
        "1": 0.5434782608695652,
        "5": 0.5741758241758241,
        "10": 0.6518105849582173
      },
      "sampleConfidence": 0.9958532695374801,
      "shadowSharpeLike": 0.7043503961210231,
      "avgForwardReturns": {
        "1": 0.0015480226668354333,
        "5": 0.00692517950009949,
        "10": 0.015148082531543485
      },
      "shadowMaxDrawdown": -0.21689722078621243,
      "shadowTotalReturn": 0.2699351278036233,
      "avgForwardReturn1D": 0.0015480226668354333,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-04",
        "2025-02-05",
        "2025-02-06",
        "2025-02-07",
        "2025-02-10",
        "2025-02-11",
        "2025-02-21",
        "2025-03-17",
        "2025-03-26",
        "2025-03-27"
      ],
      "horizonObservationCounts": {
        "1": 209,
        "5": 205,
        "10": 200
      },
      "baselineAvgForwardReturns": {
        "1": 0.002588417771953326,
        "5": 0.013095905557253444,
        "10": 0.026097752532104366
      }
    },
    {
      "topN": 5,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5215311004784688,
        "5": 0.5560975609756098,
        "10": 0.6
      },
      "hitRate1D": 0.5215311004784688,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.7233843751647964,
      "eligibleDays": 368,
      "fitnessScore": 0.5614885989844776,
      "lookbackDays": 21,
      "returnLift1D": -0.0010403951051178926,
      "hitRateLift1D": -0.021947160391096343,
      "portfolioSize": 5,
      "activationRate": 0.5679347826086957,
      "activationCount": 209,
      "baselineHitRates": {
        "1": 0.5434782608695652,
        "5": 0.5741758241758241,
        "10": 0.6518105849582173
      },
      "sampleConfidence": 0.9958532695374801,
      "shadowSharpeLike": 0.7043503961210231,
      "avgForwardReturns": {
        "1": 0.0015480226668354333,
        "5": 0.00692517950009949,
        "10": 0.015148082531543485
      },
      "shadowMaxDrawdown": -0.21689722078621243,
      "shadowTotalReturn": 0.2699351278036233,
      "avgForwardReturn1D": 0.0015480226668354333,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-04",
        "2025-02-05",
        "2025-02-06",
        "2025-02-07",
        "2025-02-10",
        "2025-02-11",
        "2025-02-21",
        "2025-03-17",
        "2025-03-26",
        "2025-03-27"
      ],
      "horizonObservationCounts": {
        "1": 209,
        "5": 205,
        "10": 200
      },
      "baselineAvgForwardReturns": {
        "1": 0.002588417771953326,
        "5": 0.013095905557253444,
        "10": 0.026097752532104366
      }
    },
    {
      "topN": 4,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5204081632653061,
        "5": 0.4739583333333333,
        "10": 0.5614973262032086
      },
      "hitRate1D": 0.5204081632653061,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.7054352016423227,
      "eligibleDays": 359,
      "fitnessScore": 0.5421295007241309,
      "lookbackDays": 30,
      "returnLift1D": -0.001145995593206385,
      "hitRateLift1D": -0.022767324199874928,
      "portfolioSize": 4,
      "activationRate": 0.5459610027855153,
      "activationCount": 196,
      "baselineHitRates": {
        "1": 0.5431754874651811,
        "5": 0.571830985915493,
        "10": 0.66
      },
      "sampleConfidence": 0.9955782312925171,
      "shadowSharpeLike": 0.7352214423799937,
      "avgForwardReturns": {
        "1": 0.0015131321053805159,
        "5": 0.005385468200712798,
        "10": 0.0121093040193774
      },
      "shadowMaxDrawdown": -0.19207646516132204,
      "shadowTotalReturn": 0.2537085840873896,
      "avgForwardReturn1D": 0.0015131321053805159,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-18",
        "2025-02-19",
        "2025-02-20",
        "2025-02-21",
        "2025-02-24",
        "2025-03-21",
        "2025-03-27",
        "2025-03-28",
        "2025-05-16",
        "2025-05-19"
      ],
      "horizonObservationCounts": {
        "1": 196,
        "5": 192,
        "10": 187
      },
      "baselineAvgForwardReturns": {
        "1": 0.002659127698586901,
        "5": 0.013458590383758337,
        "10": 0.027059595088589045
      }
    },
    {
      "topN": 5,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5204081632653061,
        "5": 0.4739583333333333,
        "10": 0.5614973262032086
      },
      "hitRate1D": 0.5204081632653061,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.7054352016423227,
      "eligibleDays": 359,
      "fitnessScore": 0.5421295007241309,
      "lookbackDays": 30,
      "returnLift1D": -0.001145995593206385,
      "hitRateLift1D": -0.022767324199874928,
      "portfolioSize": 5,
      "activationRate": 0.5459610027855153,
      "activationCount": 196,
      "baselineHitRates": {
        "1": 0.5431754874651811,
        "5": 0.571830985915493,
        "10": 0.66
      },
      "sampleConfidence": 0.9955782312925171,
      "shadowSharpeLike": 0.7352214423799937,
      "avgForwardReturns": {
        "1": 0.0015131321053805159,
        "5": 0.005385468200712798,
        "10": 0.0121093040193774
      },
      "shadowMaxDrawdown": -0.19207646516132204,
      "shadowTotalReturn": 0.2537085840873896,
      "avgForwardReturn1D": 0.0015131321053805159,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-18",
        "2025-02-19",
        "2025-02-20",
        "2025-02-21",
        "2025-02-24",
        "2025-03-21",
        "2025-03-27",
        "2025-03-28",
        "2025-05-16",
        "2025-05-19"
      ],
      "horizonObservationCounts": {
        "1": 196,
        "5": 192,
        "10": 187
      },
      "baselineAvgForwardReturns": {
        "1": 0.002659127698586901,
        "5": 0.013458590383758337,
        "10": 0.027059595088589045
      }
    },
    {
      "topN": 3,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5104166666666666,
        "5": 0.5319148936170213,
        "10": 0.5792349726775956
      },
      "hitRate1D": 0.5104166666666666,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.679221487876358,
      "eligibleDays": 375,
      "fitnessScore": 0.5150432035877206,
      "lookbackDays": 14,
      "returnLift1D": -0.0009986287283318682,
      "hitRateLift1D": -0.030916666666666703,
      "portfolioSize": 3,
      "activationRate": 0.512,
      "activationCount": 192,
      "baselineHitRates": {
        "1": 0.5413333333333333,
        "5": 0.5714285714285714,
        "10": 0.6420765027322405
      },
      "sampleConfidence": 0.9954861111111112,
      "shadowSharpeLike": 0.717332685180907,
      "avgForwardReturns": {
        "1": 0.0014787708192875195,
        "5": 0.005845256330168707,
        "10": 0.01063962994358411
      },
      "shadowMaxDrawdown": -0.1430996777004938,
      "shadowTotalReturn": 0.238377553298728,
      "avgForwardReturn1D": 0.0014787708192875195,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-01-24",
        "2025-01-27",
        "2025-01-28",
        "2025-01-29",
        "2025-01-30",
        "2025-01-31",
        "2025-02-05",
        "2025-02-21",
        "2025-03-18",
        "2025-03-19"
      ],
      "horizonObservationCounts": {
        "1": 192,
        "5": 188,
        "10": 183
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024773995476193877,
        "5": 0.012724436981668301,
        "10": 0.0251316834827589
      }
    },
    {
      "topN": 3,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5202312138728323,
        "5": 0.48520710059171596,
        "10": 0.5426829268292683
      },
      "hitRate1D": 0.5202312138728323,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.6712250841517857,
      "eligibleDays": 359,
      "fitnessScore": 0.5070208543815223,
      "lookbackDays": 30,
      "returnLift1D": -0.0009911557148327185,
      "hitRateLift1D": -0.02294427359234874,
      "portfolioSize": 3,
      "activationRate": 0.4818941504178273,
      "activationCount": 173,
      "baselineHitRates": {
        "1": 0.5431754874651811,
        "5": 0.571830985915493,
        "10": 0.66
      },
      "sampleConfidence": 0.994990366088632,
      "shadowSharpeLike": 0.7397365833984924,
      "avgForwardReturns": {
        "1": 0.0016679719837541824,
        "5": 0.006690626956553282,
        "10": 0.0076244797750398274
      },
      "shadowMaxDrawdown": -0.1875309616369737,
      "shadowTotalReturn": 0.24795450376206718,
      "avgForwardReturn1D": 0.0016679719837541824,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-18",
        "2025-02-19",
        "2025-02-20",
        "2025-02-21",
        "2025-02-24",
        "2025-03-21",
        "2025-03-27",
        "2025-03-28",
        "2025-05-16",
        "2025-05-19"
      ],
      "horizonObservationCounts": {
        "1": 173,
        "5": 169,
        "10": 164
      },
      "baselineAvgForwardReturns": {
        "1": 0.002659127698586901,
        "5": 0.013458590383758337,
        "10": 0.027059595088589045
      }
    },
    {
      "topN": 4,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5186915887850467,
        "5": 0.5238095238095238,
        "10": 0.5902439024390244
      },
      "hitRate1D": 0.5186915887850467,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.6444891624085339,
      "eligibleDays": 375,
      "fitnessScore": 0.48087849994278814,
      "lookbackDays": 14,
      "returnLift1D": -0.00117277074959201,
      "hitRateLift1D": -0.022641744548286602,
      "portfolioSize": 4,
      "activationRate": 0.5706666666666667,
      "activationCount": 214,
      "baselineHitRates": {
        "1": 0.5413333333333333,
        "5": 0.5714285714285714,
        "10": 0.6420765027322405
      },
      "sampleConfidence": 0.99595015576324,
      "shadowSharpeLike": 0.6033290660497629,
      "avgForwardReturns": {
        "1": 0.0013046287980273776,
        "5": 0.005499290799302294,
        "10": 0.010255340425774256
      },
      "shadowMaxDrawdown": -0.2483246090498089,
      "shadowTotalReturn": 0.216108629405525,
      "avgForwardReturn1D": 0.0013046287980273776,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-01-24",
        "2025-01-27",
        "2025-01-28",
        "2025-01-29",
        "2025-01-30",
        "2025-01-31",
        "2025-02-05",
        "2025-02-21",
        "2025-03-18",
        "2025-03-19"
      ],
      "horizonObservationCounts": {
        "1": 214,
        "5": 210,
        "10": 205
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024773995476193877,
        "5": 0.012724436981668301,
        "10": 0.0251316834827589
      }
    },
    {
      "topN": 5,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5186915887850467,
        "5": 0.5238095238095238,
        "10": 0.5902439024390244
      },
      "hitRate1D": 0.5186915887850467,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.6444891624085339,
      "eligibleDays": 375,
      "fitnessScore": 0.48087849994278814,
      "lookbackDays": 14,
      "returnLift1D": -0.00117277074959201,
      "hitRateLift1D": -0.022641744548286602,
      "portfolioSize": 5,
      "activationRate": 0.5706666666666667,
      "activationCount": 214,
      "baselineHitRates": {
        "1": 0.5413333333333333,
        "5": 0.5714285714285714,
        "10": 0.6420765027322405
      },
      "sampleConfidence": 0.99595015576324,
      "shadowSharpeLike": 0.6033290660497629,
      "avgForwardReturns": {
        "1": 0.0013046287980273776,
        "5": 0.005499290799302294,
        "10": 0.010255340425774256
      },
      "shadowMaxDrawdown": -0.2483246090498089,
      "shadowTotalReturn": 0.216108629405525,
      "avgForwardReturn1D": 0.0013046287980273776,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-01-24",
        "2025-01-27",
        "2025-01-28",
        "2025-01-29",
        "2025-01-30",
        "2025-01-31",
        "2025-02-05",
        "2025-02-21",
        "2025-03-18",
        "2025-03-19"
      ],
      "horizonObservationCounts": {
        "1": 214,
        "5": 210,
        "10": 205
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024773995476193877,
        "5": 0.012724436981668301,
        "10": 0.0251316834827589
      }
    },
    {
      "topN": 2,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5220588235294118,
        "5": 0.4772727272727273,
        "10": 0.5196850393700787
      },
      "hitRate1D": 0.5220588235294118,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.6049261900372471,
      "eligibleDays": 359,
      "fitnessScore": 0.44372744535874925,
      "lookbackDays": 30,
      "returnLift1D": -0.0008938682366374049,
      "hitRateLift1D": -0.021116663935769275,
      "portfolioSize": 2,
      "activationRate": 0.3788300835654596,
      "activationCount": 136,
      "baselineHitRates": {
        "1": 0.5431754874651811,
        "5": 0.571830985915493,
        "10": 0.66
      },
      "sampleConfidence": 0.9936274509803922,
      "shadowSharpeLike": 0.7329898991661695,
      "avgForwardReturns": {
        "1": 0.001765259461949496,
        "5": 0.0030234714508434878,
        "10": 0.002057330992243916
      },
      "shadowMaxDrawdown": -0.12254085423521521,
      "shadowTotalReturn": 0.2097524880436512,
      "avgForwardReturn1D": 0.001765259461949496,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-18",
        "2025-02-19",
        "2025-02-20",
        "2025-02-21",
        "2025-02-24",
        "2025-03-27",
        "2025-03-28",
        "2025-05-19",
        "2025-05-23",
        "2025-05-27"
      ],
      "horizonObservationCounts": {
        "1": 136,
        "5": 132,
        "10": 127
      },
      "baselineAvgForwardReturns": {
        "1": 0.002659127698586901,
        "5": 0.013458590383758337,
        "10": 0.027059595088589045
      }
    },
    {
      "topN": 2,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5633802816901409,
        "5": 0.5072463768115942,
        "10": 0.6074074074074074
      },
      "hitRate1D": 0.5633802816901409,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.6027245819444681,
      "eligibleDays": 326,
      "fitnessScore": 0.4417027226764489,
      "lookbackDays": 63,
      "returnLift1D": -0.002048446958142363,
      "hitRateLift1D": 0.01736801175149061,
      "portfolioSize": 2,
      "activationRate": 0.43558282208588955,
      "activationCount": 142,
      "baselineHitRates": {
        "1": 0.5460122699386503,
        "5": 0.5993788819875776,
        "10": 0.694006309148265
      },
      "sampleConfidence": 0.9948356807511738,
      "shadowSharpeLike": 0.5639668419987919,
      "avgForwardReturns": {
        "1": 0.0013454634464128673,
        "5": 0.0046905698657401405,
        "10": 0.011897723708851385
      },
      "shadowMaxDrawdown": -0.12879256203478584,
      "shadowTotalReturn": 0.14879143353835778,
      "avgForwardReturn1D": 0.0013454634464128673,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-14",
        "2025-05-15",
        "2025-06-04",
        "2025-07-09",
        "2025-07-11",
        "2025-07-14",
        "2025-07-15",
        "2025-07-16",
        "2025-07-17",
        "2025-07-18"
      ],
      "horizonObservationCounts": {
        "1": 142,
        "5": 138,
        "10": 135
      },
      "baselineAvgForwardReturns": {
        "1": 0.0033939104045552304,
        "5": 0.017990352045004085,
        "10": 0.03572944593960864
      }
    },
    {
      "topN": 3,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5129533678756477,
        "5": 0.5291005291005291,
        "10": 0.5815217391304348
      },
      "hitRate1D": 0.5129533678756477,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.3842920062409489,
      "eligibleDays": 368,
      "fitnessScore": 0.24629857392709492,
      "lookbackDays": 21,
      "returnLift1D": -0.0019166522897083402,
      "hitRateLift1D": -0.030524892993917474,
      "portfolioSize": 3,
      "activationRate": 0.5244565217391305,
      "activationCount": 193,
      "baselineHitRates": {
        "1": 0.5434782608695652,
        "5": 0.5741758241758241,
        "10": 0.6518105849582173
      },
      "sampleConfidence": 0.9955094991364422,
      "shadowSharpeLike": 0.26107846875386403,
      "avgForwardReturns": {
        "1": 0.0006717654822449855,
        "5": 0.004306137514817733,
        "10": 0.012475585019281562
      },
      "shadowMaxDrawdown": -0.2444240951321469,
      "shadowTotalReturn": 0.04987849097161723,
      "avgForwardReturn1D": 0.0006717654822449855,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-04",
        "2025-02-05",
        "2025-02-06",
        "2025-02-07",
        "2025-02-10",
        "2025-02-11",
        "2025-02-21",
        "2025-03-27",
        "2025-03-28",
        "2025-03-31"
      ],
      "horizonObservationCounts": {
        "1": 193,
        "5": 189,
        "10": 184
      },
      "baselineAvgForwardReturns": {
        "1": 0.002588417771953326,
        "5": 0.013095905557253444,
        "10": 0.026097752532104366
      }
    },
    {
      "topN": 2,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5030674846625767,
        "5": 0.5283018867924528,
        "10": 0.564935064935065
      },
      "hitRate1D": 0.5030674846625767,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.36567891112402057,
      "eligibleDays": 375,
      "fitnessScore": 0.2288240837712475,
      "lookbackDays": 14,
      "returnLift1D": -0.001804005313448476,
      "hitRateLift1D": -0.038265848670756664,
      "portfolioSize": 2,
      "activationRate": 0.43466666666666665,
      "activationCount": 163,
      "baselineHitRates": {
        "1": 0.5413333333333333,
        "5": 0.5714285714285714,
        "10": 0.6420765027322405
      },
      "sampleConfidence": 0.9946830265848672,
      "shadowSharpeLike": 0.2820811167104383,
      "avgForwardReturns": {
        "1": 0.0006733942341709116,
        "5": 0.0037718730388614104,
        "10": 0.009746006578655557
      },
      "shadowMaxDrawdown": -0.16494779833056883,
      "shadowTotalReturn": 0.05744257619281612,
      "avgForwardReturn1D": 0.0006733942341709116,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-01-24",
        "2025-01-27",
        "2025-01-28",
        "2025-01-29",
        "2025-01-30",
        "2025-01-31",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21"
      ],
      "horizonObservationCounts": {
        "1": 163,
        "5": 159,
        "10": 154
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024773995476193877,
        "5": 0.012724436981668301,
        "10": 0.0251316834827589
      }
    },
    {
      "topN": 2,
      "ticker": "VLO",
      "hitRates": {
        "1": 0.5294117647058824,
        "5": 0.48322147651006714,
        "10": 0.5625
      },
      "hitRate1D": 0.5294117647058824,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.32987963773614676,
      "eligibleDays": 368,
      "fitnessScore": 0.1940795127225626,
      "lookbackDays": 21,
      "returnLift1D": -0.0019157474809019144,
      "hitRateLift1D": -0.014066496163682829,
      "portfolioSize": 2,
      "activationRate": 0.4157608695652174,
      "activationCount": 153,
      "baselineHitRates": {
        "1": 0.5434782608695652,
        "5": 0.5741758241758241,
        "10": 0.6518105849582173
      },
      "sampleConfidence": 0.9943355119825709,
      "shadowSharpeLike": 0.21233290878944297,
      "avgForwardReturns": {
        "1": 0.0006726702910514115,
        "5": -0.0013347241323603035,
        "10": 0.006809546486064532
      },
      "shadowMaxDrawdown": -0.23287873962034333,
      "shadowTotalReturn": 0.03073959748834243,
      "avgForwardReturn1D": 0.0006726702910514115,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-04",
        "2025-02-05",
        "2025-02-06",
        "2025-02-07",
        "2025-02-10",
        "2025-02-11",
        "2025-03-27",
        "2025-03-28",
        "2025-03-31",
        "2025-04-01"
      ],
      "horizonObservationCounts": {
        "1": 153,
        "5": 149,
        "10": 144
      },
      "baselineAvgForwardReturns": {
        "1": 0.002588417771953326,
        "5": 0.013095905557253444,
        "10": 0.026097752532104366
      }
    }
  ],
  "interpretation": {
    "scoreMeaning": "The effective fit score after applying the conservative confidence penalty.",
    "backendMeaning": "This Force evaluator uses the alpha1 backend logic that powers the current Force preview path.",
    "fitScopeMeaning": "Force fit is currently universe-conditioned because the stock competes against the tested Force universe at each ranking step.",
    "rawScoreMeaning": "The unadjusted Force-family fit estimate before the conservative confidence penalty.",
    "algorithmFitMeaning": "Measures how consistently this stock works across the Force strategy family within this tested universe.",
    "confidenceAdjustmentMeaning": "The current conservative_penalty adjustment retains the existing formula used by the shared family-fit core."
  },
  "lookbackSummary": [
    {
      "comboQuality": 0.679221487876358,
      "fitnessScore": 0.5150432035877206,
      "lookbackDays": 14,
      "returnLift1D": -0.0009986287283318682,
      "activationRate": 0.512,
      "activationCount": 192,
      "sampleConfidence": 0.9954861111111112,
      "bestPortfolioSize": 3,
      "shadowTotalReturn": 0.238377553298728,
      "avgForwardReturn1D": 0.0014787708192875195
    },
    {
      "comboQuality": 0.7233843751647964,
      "fitnessScore": 0.5614885989844776,
      "lookbackDays": 21,
      "returnLift1D": -0.0010403951051178926,
      "activationRate": 0.5679347826086957,
      "activationCount": 209,
      "sampleConfidence": 0.9958532695374801,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": 0.2699351278036233,
      "avgForwardReturn1D": 0.0015480226668354333
    },
    {
      "comboQuality": 0.7054352016423227,
      "fitnessScore": 0.5421295007241309,
      "lookbackDays": 30,
      "returnLift1D": -0.001145995593206385,
      "activationRate": 0.5459610027855153,
      "activationCount": 196,
      "sampleConfidence": 0.9955782312925171,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": 0.2537085840873896,
      "avgForwardReturn1D": 0.0015131321053805159
    },
    {
      "comboQuality": 0.85344811075432,
      "fitnessScore": 0.7376191409204013,
      "lookbackDays": 45,
      "returnLift1D": -0.0011138692924991089,
      "activationRate": 0.6308139534883721,
      "activationCount": 217,
      "sampleConfidence": 0.9960061443932412,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": 0.38086286459135565,
      "avgForwardReturn1D": 0.0018407478831151782
    },
    {
      "comboQuality": 0.9321591031997087,
      "fitnessScore": 0.926474426211972,
      "lookbackDays": 63,
      "returnLift1D": -0.0010333978618291364,
      "activationRate": 0.6257668711656442,
      "activationCount": 204,
      "sampleConfidence": 0.9957516339869281,
      "bestPortfolioSize": 3,
      "shadowTotalReturn": 0.5060184237104954,
      "avgForwardReturn1D": 0.002360512542726094
    }
  ],
  "strategyOptions": {
    "shadow": "Scores the stock like a standalone trade-only-when-active strategy.",
    "blended": "Recommended. Mixes activation quality, activation frequency, return lift, and shadow performance.",
    "coverage": "Rewards stocks that activate often without giving up too much quality.",
    "precision": "Prioritizes hit rate and average return after activation."
  },
  "backendAlgorithm": "alpha1",
  "universeIdentity": {
    "hash": "6e944fa8b6642741f6f2a731dbf963fc602ebb5798beca4bafcd1d3ee6940cfc",
    "size": 13,
    "members": [
      "SMH",
      "VLO",
      "XLB",
      "XLC",
      "XLE",
      "XLF",
      "XLI",
      "XLK",
      "XLP",
      "XLRE",
      "XLU",
      "XLV",
      "XLY"
    ],
    "version": 1
  },
  "scoreModeDescription": "Recommended. Mixes activation quality, activation frequency, return lift, and shadow performance."
}