{
  "config": {
    "topNs": [
      2,
      3,
      4,
      5
    ],
    "universe": [
      "XLK",
      "XLF",
      "XLV",
      "XLY",
      "XLI",
      "XLP",
      "XLE",
      "XLB",
      "XLU",
      "XLRE",
      "XLC",
      "SMH",
      "QQQ"
    ],
    "lookbacks": [
      14,
      21,
      30,
      45,
      63
    ],
    "forwardDays": [
      1,
      5,
      10
    ],
    "maxHoldings": 5,
    "minHoldings": 2,
    "fallbackTicker": "VOO",
    "riskOffEnabled": true,
    "adaptationSpeed": "balanced",
    "benchmarkTicker": "VOO"
  },
  "ticker": "QQQ",
  "fitScope": "universe_conditioned",
  "algorithm": "aptet",
  "bestCombo": {
    "topN": 3,
    "ticker": "QQQ",
    "hitRates": {
      "1": 0.6666666666666666,
      "5": 0.7575757575757576,
      "10": 0.8181818181818182
    },
    "hitRate1D": 0.6666666666666666,
    "comboQuality": 0.7446409668171788,
    "eligibleDays": 352,
    "fitnessScore": 0.5854509630708902,
    "lookbackDays": 14,
    "returnLift1D": 0.0024217833084353244,
    "hitRateLift1D": 0.11721611721611713,
    "activationRate": 0.09375,
    "activationCount": 33,
    "baselineHitRates": {
      "1": 0.5494505494505495,
      "5": 0.5977011494252874,
      "10": 0.6341463414634146
    },
    "sampleConfidence": 1,
    "shadowSharpeLike": 2.0370150452640394,
    "avgForwardReturns": {
      "1": 0.0041902336031679885,
      "5": 0.01674486275935663,
      "10": 0.03373598980490419
    },
    "shadowMaxDrawdown": -0.030240994896005402,
    "shadowTotalReturn": 0.14415280896974214,
    "avgForwardReturn1D": 0.0041902336031679885,
    "riskOffActivations": 0,
    "activationDatesSample": [
      "2026-04-17",
      "2026-04-20",
      "2026-04-21",
      "2026-04-22",
      "2026-04-23",
      "2026-04-24",
      "2026-04-27",
      "2026-04-28",
      "2026-04-29",
      "2026-04-30"
    ],
    "horizonObservationCounts": {
      "1": 33,
      "5": 33,
      "10": 33
    },
    "baselineAvgForwardReturns": {
      "1": 0.001768450294732664,
      "5": 0.009675994200141721,
      "10": 0.022749201398022806
    }
  },
  "dateRange": {
    "end": "2026-07-25",
    "start": "2025-01-01"
  },
  "scoreMode": "blended",
  "calibration": {
    "bestComboQuality": 0.7446409668171788,
    "comboQualityScale": 0.22,
    "comboQualityCenter": 0.35,
    "medianComboQuality": 0.13675597801659806,
    "bestRawFitnessScore": 0.5854509630708902,
    "upperQuartileComboQuality": 0.5704238696855696
  },
  "algorithmFit": {
    "label": "weak",
    "score": 0.3580158522680778,
    "rawScore": 0.4166470157660467,
    "confidence": 0.7185571417562192,
    "bestProfile": {
      "topN": 3,
      "lookbackDays": 14
    },
    "profileBreadth": 0.3707781580549822,
    "recommendedRegion": {
      "topNs": [
        3,
        4,
        5
      ],
      "lookbackDays": [
        14,
        21
      ]
    },
    "parameterStability": 0.5382125605771914,
    "confidenceAdjustment": "conservative_penalty"
  },
  "rankedCombos": [
    {
      "topN": 3,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.6666666666666666,
        "5": 0.7575757575757576,
        "10": 0.8181818181818182
      },
      "hitRate1D": 0.6666666666666666,
      "comboQuality": 0.7446409668171788,
      "eligibleDays": 352,
      "fitnessScore": 0.5854509630708902,
      "lookbackDays": 14,
      "returnLift1D": 0.0024217833084353244,
      "hitRateLift1D": 0.11721611721611713,
      "activationRate": 0.09375,
      "activationCount": 33,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 2.0370150452640394,
      "avgForwardReturns": {
        "1": 0.0041902336031679885,
        "5": 0.01674486275935663,
        "10": 0.03373598980490419
      },
      "shadowMaxDrawdown": -0.030240994896005402,
      "shadowTotalReturn": 0.14415280896974214,
      "avgForwardReturn1D": 0.0041902336031679885,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-17",
        "2026-04-20",
        "2026-04-21",
        "2026-04-22",
        "2026-04-23",
        "2026-04-24",
        "2026-04-27",
        "2026-04-28",
        "2026-04-29",
        "2026-04-30"
      ],
      "horizonObservationCounts": {
        "1": 33,
        "5": 33,
        "10": 33
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 3,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.6666666666666666,
        "5": 0.7,
        "10": 0.7333333333333333
      },
      "hitRate1D": 0.6666666666666666,
      "comboQuality": 0.6878812830941083,
      "eligibleDays": 339,
      "fitnessScore": 0.5238511832336086,
      "lookbackDays": 21,
      "returnLift1D": 0.0018790468203291216,
      "hitRateLift1D": 0.11721611721611713,
      "activationRate": 0.08849557522123894,
      "activationCount": 30,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.7465840707673637,
      "avgForwardReturns": {
        "1": 0.0036474971150617856,
        "5": 0.012269390349318128,
        "10": 0.027522340305662252
      },
      "shadowMaxDrawdown": -0.029791927296106357,
      "shadowTotalReturn": 0.11183707392194542,
      "avgForwardReturn1D": 0.0036474971150617856,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-22",
        "2026-04-23",
        "2026-04-24",
        "2026-04-27",
        "2026-04-28",
        "2026-04-29",
        "2026-04-30",
        "2026-05-01",
        "2026-05-04",
        "2026-05-05"
      ],
      "horizonObservationCounts": {
        "1": 30,
        "5": 30,
        "10": 30
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 4,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.625,
        "5": 0.725,
        "10": 0.775
      },
      "hitRate1D": 0.625,
      "comboQuality": 0.6442500270032351,
      "eligibleDays": 352,
      "fitnessScore": 0.48064892068400056,
      "lookbackDays": 14,
      "returnLift1D": 0.0014474746956848542,
      "hitRateLift1D": 0.0755494505494505,
      "activationRate": 0.11363636363636363,
      "activationCount": 40,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.6832699717754633,
      "avgForwardReturns": {
        "1": 0.003215924990417518,
        "5": 0.014865655413713551,
        "10": 0.029302264886819796
      },
      "shadowMaxDrawdown": -0.05326256084747372,
      "shadowTotalReturn": 0.1326991506362889,
      "avgForwardReturn1D": 0.003215924990417518,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-15",
        "2026-04-16",
        "2026-04-17",
        "2026-04-20",
        "2026-04-21",
        "2026-04-22",
        "2026-04-23",
        "2026-04-24",
        "2026-04-27",
        "2026-04-28"
      ],
      "horizonObservationCounts": {
        "1": 40,
        "5": 40,
        "10": 40
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 5,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.625,
        "5": 0.725,
        "10": 0.775
      },
      "hitRate1D": 0.625,
      "comboQuality": 0.6442500270032351,
      "eligibleDays": 352,
      "fitnessScore": 0.48064892068400056,
      "lookbackDays": 14,
      "returnLift1D": 0.0014474746956848542,
      "hitRateLift1D": 0.0755494505494505,
      "activationRate": 0.11363636363636363,
      "activationCount": 40,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.6832699717754633,
      "avgForwardReturns": {
        "1": 0.003215924990417518,
        "5": 0.014865655413713551,
        "10": 0.029302264886819796
      },
      "shadowMaxDrawdown": -0.05326256084747372,
      "shadowTotalReturn": 0.1326991506362889,
      "avgForwardReturn1D": 0.003215924990417518,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-15",
        "2026-04-16",
        "2026-04-17",
        "2026-04-20",
        "2026-04-21",
        "2026-04-22",
        "2026-04-23",
        "2026-04-24",
        "2026-04-27",
        "2026-04-28"
      ],
      "horizonObservationCounts": {
        "1": 40,
        "5": 40,
        "10": 40
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 4,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.6388888888888888,
        "5": 0.6944444444444444,
        "10": 0.75
      },
      "hitRate1D": 0.6388888888888888,
      "comboQuality": 0.5877676639906599,
      "eligibleDays": 339,
      "fitnessScore": 0.4280438181135948,
      "lookbackDays": 21,
      "returnLift1D": 0.001028972697830892,
      "hitRateLift1D": 0.08943833943833934,
      "activationRate": 0.10619469026548672,
      "activationCount": 36,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.2726811818799053,
      "avgForwardReturns": {
        "1": 0.002797422992563556,
        "5": 0.012649243241101742,
        "10": 0.027891863429128923
      },
      "shadowMaxDrawdown": -0.06408047515128001,
      "shadowTotalReturn": 0.10022277012700065,
      "avgForwardReturn1D": 0.002797422992563556,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-16",
        "2026-04-17",
        "2026-04-22",
        "2026-04-23",
        "2026-04-24",
        "2026-04-27",
        "2026-04-28",
        "2026-04-29",
        "2026-04-30",
        "2026-05-01"
      ],
      "horizonObservationCounts": {
        "1": 36,
        "5": 36,
        "10": 36
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 5,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.6097560975609756,
        "5": 0.6829268292682927,
        "10": 0.75
      },
      "hitRate1D": 0.6097560975609756,
      "comboQuality": 0.5646426049172061,
      "eligibleDays": 339,
      "fitnessScore": 0.407205649968588,
      "lookbackDays": 21,
      "returnLift1D": 0.0008750868721582117,
      "hitRateLift1D": 0.0603055481104261,
      "activationRate": 0.12094395280235988,
      "activationCount": 41,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 0.9983739837398374,
      "shadowSharpeLike": 1.366052805021553,
      "avgForwardReturns": {
        "1": 0.0026435371668908757,
        "5": 0.0117459425449406,
        "10": 0.027082022896218506
      },
      "shadowMaxDrawdown": -0.06133425871745979,
      "shadowTotalReturn": 0.10867692736714085,
      "avgForwardReturn1D": 0.0026435371668908757,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-16",
        "2026-04-17",
        "2026-04-20",
        "2026-04-21",
        "2026-04-22",
        "2026-04-23",
        "2026-04-24",
        "2026-04-27",
        "2026-04-28",
        "2026-04-29"
      ],
      "horizonObservationCounts": {
        "1": 41,
        "5": 41,
        "10": 40
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 3,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5641025641025641,
        "5": 0.6410256410256411,
        "10": 0.6410256410256411
      },
      "hitRate1D": 0.5641025641025641,
      "comboQuality": 0.5249338651823241,
      "eligibleDays": 330,
      "fitnessScore": 0.3719600167682122,
      "lookbackDays": 30,
      "returnLift1D": 0.001304120236211711,
      "hitRateLift1D": 0.0146520146520146,
      "activationRate": 0.11818181818181818,
      "activationCount": 39,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.4482623871619558,
      "avgForwardReturns": {
        "1": 0.003072570530944375,
        "5": 0.011851160705749675,
        "10": 0.01938713346856942
      },
      "shadowMaxDrawdown": -0.05928287279497446,
      "shadowTotalReturn": 0.123296312023355,
      "avgForwardReturn1D": 0.003072570530944375,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-27",
        "2026-04-28",
        "2026-04-29",
        "2026-04-30",
        "2026-05-01",
        "2026-05-04",
        "2026-05-05",
        "2026-05-06",
        "2026-05-07",
        "2026-05-08"
      ],
      "horizonObservationCounts": {
        "1": 39,
        "5": 39,
        "10": 39
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 4,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5641025641025641,
        "5": 0.6410256410256411,
        "10": 0.6410256410256411
      },
      "hitRate1D": 0.5641025641025641,
      "comboQuality": 0.5249338651823241,
      "eligibleDays": 330,
      "fitnessScore": 0.3719600167682122,
      "lookbackDays": 30,
      "returnLift1D": 0.001304120236211711,
      "hitRateLift1D": 0.0146520146520146,
      "activationRate": 0.11818181818181818,
      "activationCount": 39,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.4482623871619558,
      "avgForwardReturns": {
        "1": 0.003072570530944375,
        "5": 0.011851160705749675,
        "10": 0.01938713346856942
      },
      "shadowMaxDrawdown": -0.05928287279497446,
      "shadowTotalReturn": 0.123296312023355,
      "avgForwardReturn1D": 0.003072570530944375,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-27",
        "2026-04-28",
        "2026-04-29",
        "2026-04-30",
        "2026-05-01",
        "2026-05-04",
        "2026-05-05",
        "2026-05-06",
        "2026-05-07",
        "2026-05-08"
      ],
      "horizonObservationCounts": {
        "1": 39,
        "5": 39,
        "10": 39
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 5,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5641025641025641,
        "5": 0.6410256410256411,
        "10": 0.6410256410256411
      },
      "hitRate1D": 0.5641025641025641,
      "comboQuality": 0.5249338651823241,
      "eligibleDays": 330,
      "fitnessScore": 0.3719600167682122,
      "lookbackDays": 30,
      "returnLift1D": 0.001304120236211711,
      "hitRateLift1D": 0.0146520146520146,
      "activationRate": 0.11818181818181818,
      "activationCount": 39,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.4482623871619558,
      "avgForwardReturns": {
        "1": 0.003072570530944375,
        "5": 0.011851160705749675,
        "10": 0.01938713346856942
      },
      "shadowMaxDrawdown": -0.05928287279497446,
      "shadowTotalReturn": 0.123296312023355,
      "avgForwardReturn1D": 0.003072570530944375,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-27",
        "2026-04-28",
        "2026-04-29",
        "2026-04-30",
        "2026-05-01",
        "2026-05-04",
        "2026-05-05",
        "2026-05-06",
        "2026-05-07",
        "2026-05-08"
      ],
      "horizonObservationCounts": {
        "1": 39,
        "5": 39,
        "10": 39
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 5,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.4827586206896552,
        "5": 0.4,
        "10": 0.25
      },
      "hitRate1D": 0.4827586206896552,
      "comboQuality": 0.14215499565532824,
      "eligibleDays": 297,
      "fitnessScore": -0.045451199995485775,
      "lookbackDays": 63,
      "returnLift1D": -0.0021781396633168775,
      "hitRateLift1D": -0.0666919287608943,
      "activationRate": 0.09764309764309764,
      "activationCount": 29,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 0.9701149425287356,
      "shadowSharpeLike": -0.14869813371226925,
      "avgForwardReturns": {
        "1": -0.0004096893685842134,
        "5": -0.007149063176658585,
        "10": -0.01383819738545255
      },
      "shadowMaxDrawdown": -0.06815574600175445,
      "shadowTotalReturn": -0.015189945566197016,
      "avgForwardReturn1D": -0.0004096893685842134,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-12",
        "2026-06-15",
        "2026-06-16",
        "2026-06-17",
        "2026-06-18",
        "2026-06-22",
        "2026-06-23",
        "2026-06-24",
        "2026-06-25",
        "2026-06-26"
      ],
      "horizonObservationCounts": {
        "1": 29,
        "5": 25,
        "10": 20
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 3,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.48,
        "5": 0.375,
        "10": 0.25
      },
      "hitRate1D": 0.48,
      "comboQuality": 0.13135696037786787,
      "eligibleDays": 297,
      "fitnessScore": -0.06558302799989225,
      "lookbackDays": 63,
      "returnLift1D": -0.0023215301541283147,
      "hitRateLift1D": -0.06945054945054951,
      "activationRate": 0.08417508417508418,
      "activationCount": 25,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 0.984,
      "shadowSharpeLike": -0.2006939648081599,
      "avgForwardReturns": {
        "1": -0.0005530798593956509,
        "5": -0.007540478839772245,
        "10": -0.01383819738545255
      },
      "shadowMaxDrawdown": -0.06899766827827425,
      "shadowTotalReturn": -0.018283590173445274,
      "avgForwardReturn1D": -0.0005530798593956509,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-12",
        "2026-06-15",
        "2026-06-16",
        "2026-06-17",
        "2026-06-18",
        "2026-06-22",
        "2026-06-23",
        "2026-06-24",
        "2026-06-25",
        "2026-06-26"
      ],
      "horizonObservationCounts": {
        "1": 25,
        "5": 24,
        "10": 20
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 3,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.42857142857142855,
        "5": 0.6071428571428571,
        "10": 0.42857142857142855
      },
      "hitRate1D": 0.42857142857142855,
      "comboQuality": 0.12365113350351856,
      "eligibleDays": 315,
      "fitnessScore": -0.08082602202724508,
      "lookbackDays": 45,
      "returnLift1D": -0.0015579749836558692,
      "hitRateLift1D": -0.12087912087912095,
      "activationRate": 0.08888888888888889,
      "activationCount": 28,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 0.06661893754839132,
      "avgForwardReturns": {
        "1": 0.00021047531107679492,
        "5": 0.00447294524770211,
        "10": 0.0011392417095902171
      },
      "shadowMaxDrawdown": -0.05928287279497435,
      "shadowTotalReturn": 0.002754759436641274,
      "avgForwardReturn1D": 0.00021047531107679492,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-18",
        "2026-05-19",
        "2026-05-20",
        "2026-05-21",
        "2026-05-22",
        "2026-05-26",
        "2026-05-27",
        "2026-05-28",
        "2026-05-29",
        "2026-06-01"
      ],
      "horizonObservationCounts": {
        "1": 28,
        "5": 28,
        "10": 28
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 4,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.48148148148148145,
        "5": 0.375,
        "10": 0.25
      },
      "hitRate1D": 0.48148148148148145,
      "comboQuality": 0.11797882837813968,
      "eligibleDays": 297,
      "fitnessScore": -0.09257639183592517,
      "lookbackDays": 63,
      "returnLift1D": -0.002748618830967473,
      "hitRateLift1D": -0.06796906796906804,
      "activationRate": 0.09090909090909091,
      "activationCount": 27,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 0.9753086419753088,
      "shadowSharpeLike": -0.35525759112275324,
      "avgForwardReturns": {
        "1": -0.000980168536234809,
        "5": -0.007540478839772245,
        "10": -0.01383819738545255
      },
      "shadowMaxDrawdown": -0.08076879509021195,
      "shadowTotalReturn": -0.030695920368212892,
      "avgForwardReturn1D": -0.000980168536234809,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-12",
        "2026-06-15",
        "2026-06-16",
        "2026-06-17",
        "2026-06-18",
        "2026-06-22",
        "2026-06-23",
        "2026-06-24",
        "2026-06-25",
        "2026-06-26"
      ],
      "horizonObservationCounts": {
        "1": 27,
        "5": 24,
        "10": 20
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 5,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.4166666666666667,
        "5": 0.5277777777777778,
        "10": 0.3888888888888889
      },
      "hitRate1D": 0.4166666666666667,
      "comboQuality": 0.11140865616249665,
      "eligibleDays": 315,
      "fitnessScore": -0.10681513266348155,
      "lookbackDays": 45,
      "returnLift1D": -0.0018499860313154464,
      "hitRateLift1D": -0.1327838827838828,
      "activationRate": 0.11428571428571428,
      "activationCount": 36,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.057069042390129394,
      "avgForwardReturns": {
        "1": -0.00008153573658278229,
        "5": 0.0005754987065497955,
        "10": -0.003952312157105752
      },
      "shadowMaxDrawdown": -0.05928287279497435,
      "shadowTotalReturn": -0.007873599505004991,
      "avgForwardReturn1D": -0.00008153573658278229,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-18",
        "2026-05-19",
        "2026-05-20",
        "2026-05-21",
        "2026-05-22",
        "2026-05-26",
        "2026-05-27",
        "2026-05-28",
        "2026-05-29",
        "2026-06-01"
      ],
      "horizonObservationCounts": {
        "1": 36,
        "5": 36,
        "10": 36
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 4,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.4117647058823529,
        "5": 0.5588235294117647,
        "10": 0.4117647058823529
      },
      "hitRate1D": 0.4117647058823529,
      "comboQuality": 0.10924425803609686,
      "eligibleDays": 315,
      "fitnessScore": -0.11166647474317046,
      "lookbackDays": 45,
      "returnLift1D": -0.0018058755266218511,
      "hitRateLift1D": -0.13768584356819658,
      "activationRate": 0.10793650793650794,
      "activationCount": 34,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.02642685996340948,
      "avgForwardReturns": {
        "1": -0.00003742523188918702,
        "5": 0.0022176416050474295,
        "10": -0.00200718629751212
      },
      "shadowMaxDrawdown": -0.05928287279497435,
      "shadowTotalReturn": -0.005194678462638991,
      "avgForwardReturn1D": -0.00003742523188918702,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-18",
        "2026-05-19",
        "2026-05-20",
        "2026-05-21",
        "2026-05-22",
        "2026-05-26",
        "2026-05-27",
        "2026-05-28",
        "2026-05-29",
        "2026-06-01"
      ],
      "horizonObservationCounts": {
        "1": 34,
        "5": 34,
        "10": 34
      },
      "baselineAvgForwardReturns": {
        "1": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 2,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08403549749295179,
      "eligibleDays": 352,
      "fitnessScore": -0.17552242873288612,
      "lookbackDays": 14,
      "returnLift1D": -0.001768450294732664,
      "hitRateLift1D": -0.5494505494505495,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "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": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 2,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08403549749295179,
      "eligibleDays": 339,
      "fitnessScore": -0.17552242873288612,
      "lookbackDays": 21,
      "returnLift1D": -0.001768450294732664,
      "hitRateLift1D": -0.5494505494505495,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "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": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 2,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08403549749295179,
      "eligibleDays": 330,
      "fitnessScore": -0.17552242873288612,
      "lookbackDays": 30,
      "returnLift1D": -0.001768450294732664,
      "hitRateLift1D": -0.5494505494505495,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "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": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 2,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08403549749295179,
      "eligibleDays": 315,
      "fitnessScore": -0.17552242873288612,
      "lookbackDays": 45,
      "returnLift1D": -0.001768450294732664,
      "hitRateLift1D": -0.5494505494505495,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "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": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    },
    {
      "topN": 2,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08403549749295179,
      "eligibleDays": 297,
      "fitnessScore": -0.17552242873288612,
      "lookbackDays": 63,
      "returnLift1D": -0.001768450294732664,
      "hitRateLift1D": -0.5494505494505495,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5494505494505495,
        "5": 0.5977011494252874,
        "10": 0.6341463414634146
      },
      "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": 0.001768450294732664,
        "5": 0.009675994200141721,
        "10": 0.022749201398022806
      }
    }
  ],
  "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": 3,
      "comboQuality": 0.7446409668171788,
      "fitnessScore": 0.5854509630708902,
      "lookbackDays": 14,
      "returnLift1D": 0.0024217833084353244,
      "activationRate": 0.09375,
      "activationCount": 33,
      "sampleConfidence": 1,
      "shadowTotalReturn": 0.14415280896974214,
      "avgForwardReturn1D": 0.0041902336031679885
    },
    {
      "bestTopN": 3,
      "comboQuality": 0.6878812830941083,
      "fitnessScore": 0.5238511832336086,
      "lookbackDays": 21,
      "returnLift1D": 0.0018790468203291216,
      "activationRate": 0.08849557522123894,
      "activationCount": 30,
      "sampleConfidence": 1,
      "shadowTotalReturn": 0.11183707392194542,
      "avgForwardReturn1D": 0.0036474971150617856
    },
    {
      "bestTopN": 3,
      "comboQuality": 0.5249338651823241,
      "fitnessScore": 0.3719600167682122,
      "lookbackDays": 30,
      "returnLift1D": 0.001304120236211711,
      "activationRate": 0.11818181818181818,
      "activationCount": 39,
      "sampleConfidence": 1,
      "shadowTotalReturn": 0.123296312023355,
      "avgForwardReturn1D": 0.003072570530944375
    },
    {
      "bestTopN": 3,
      "comboQuality": 0.12365113350351856,
      "fitnessScore": -0.08082602202724508,
      "lookbackDays": 45,
      "returnLift1D": -0.0015579749836558692,
      "activationRate": 0.08888888888888889,
      "activationCount": 28,
      "sampleConfidence": 1,
      "shadowTotalReturn": 0.002754759436641274,
      "avgForwardReturn1D": 0.00021047531107679492
    },
    {
      "bestTopN": 5,
      "comboQuality": 0.14215499565532824,
      "fitnessScore": -0.045451199995485775,
      "lookbackDays": 63,
      "returnLift1D": -0.0021781396633168775,
      "activationRate": 0.09764309764309764,
      "activationCount": 29,
      "sampleConfidence": 0.9701149425287356,
      "shadowTotalReturn": -0.015189945566197016,
      "avgForwardReturn1D": -0.0004096893685842134
    }
  ],
  "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": "306d6a624d82a872b239dbdce777a2b20f2837a08d405495245ab48fe524d1cc",
    "size": 13,
    "members": [
      "QQQ",
      "SMH",
      "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",
      "QQQ"
    ],
    "lookbacks": [
      14,
      21,
      30,
      45,
      63
    ],
    "forwardDays": [
      1,
      5,
      10
    ],
    "portfolioSizes": [
      2,
      3,
      4,
      5
    ],
    "safetyNetEquity": "VOO"
  },
  "ticker": "QQQ",
  "fitScope": "universe_conditioned",
  "algorithm": "force",
  "bestCombo": {
    "topN": 4,
    "ticker": "QQQ",
    "hitRates": {
      "1": 0.59375,
      "5": 0.7,
      "10": 0.73125
    },
    "hitRate1D": 0.59375,
    "rankWeights": [
      0.4000000000000001,
      0.30000000000000004,
      0.20000000000000004,
      0.10000000000000002
    ],
    "comboQuality": 0.8878594460146272,
    "eligibleDays": 359,
    "fitnessScore": 0.8051932919914883,
    "lookbackDays": 30,
    "returnLift1D": 0.0012136993685884405,
    "hitRateLift1D": 0.028290389972144836,
    "portfolioSize": 4,
    "activationRate": 0.4456824512534819,
    "activationCount": 160,
    "baselineHitRates": {
      "1": 0.5654596100278552,
      "5": 0.5830985915492958,
      "10": 0.6171428571428571
    },
    "sampleConfidence": 1,
    "shadowSharpeLike": 1.8223749496486568,
    "avgForwardReturns": {
      "1": 0.0020401619227671556,
      "5": 0.009544792019928505,
      "10": 0.019875659414535934
    },
    "shadowMaxDrawdown": -0.10292045695522933,
    "shadowTotalReturn": 0.34251908506838347,
    "avgForwardReturn1D": 0.0020401619227671556,
    "riskOffActivations": 0,
    "activationDatesSample": [
      "2025-02-18",
      "2025-04-30",
      "2025-05-02",
      "2025-05-12",
      "2025-05-13",
      "2025-05-14",
      "2025-05-15",
      "2025-05-16",
      "2025-05-19",
      "2025-05-20"
    ],
    "horizonObservationCounts": {
      "1": 160,
      "5": 160,
      "10": 160
    },
    "baselineAvgForwardReturns": {
      "1": 0.000826462554178715,
      "5": 0.004295245678385814,
      "10": 0.009656619838705338
    }
  },
  "dateRange": {
    "end": "2026-07-25",
    "start": "2025-01-01"
  },
  "scoreMode": "blended",
  "calibration": {
    "bestComboQuality": 0.8878594460146272,
    "comboQualityScale": 0.22,
    "comboQualityCenter": 0.35,
    "medianComboQuality": 0.4677109686583909,
    "bestRawFitnessScore": 0.8051932919914883,
    "upperQuartileComboQuality": 0.6692554558243846
  },
  "algorithmFit": {
    "label": "moderate",
    "score": 0.5548321309204995,
    "rawScore": 0.6212362656288657,
    "confidence": 0.7862193874301704,
    "bestProfile": {
      "lookbackDays": 30,
      "portfolioSize": 4
    },
    "profileBreadth": 0.3919099506757998,
    "recommendedRegion": {
      "lookbackDays": [
        30,
        45
      ],
      "portfolioSizes": [
        4,
        5
      ]
    },
    "parameterStability": 0.6682954865360952,
    "confidenceAdjustment": "conservative_penalty"
  },
  "rankedCombos": [
    {
      "topN": 4,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.59375,
        "5": 0.7,
        "10": 0.73125
      },
      "hitRate1D": 0.59375,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.8878594460146272,
      "eligibleDays": 359,
      "fitnessScore": 0.8051932919914883,
      "lookbackDays": 30,
      "returnLift1D": 0.0012136993685884405,
      "hitRateLift1D": 0.028290389972144836,
      "portfolioSize": 4,
      "activationRate": 0.4456824512534819,
      "activationCount": 160,
      "baselineHitRates": {
        "1": 0.5654596100278552,
        "5": 0.5830985915492958,
        "10": 0.6171428571428571
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.8223749496486568,
      "avgForwardReturns": {
        "1": 0.0020401619227671556,
        "5": 0.009544792019928505,
        "10": 0.019875659414535934
      },
      "shadowMaxDrawdown": -0.10292045695522933,
      "shadowTotalReturn": 0.34251908506838347,
      "avgForwardReturn1D": 0.0020401619227671556,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-18",
        "2025-04-30",
        "2025-05-02",
        "2025-05-12",
        "2025-05-13",
        "2025-05-14",
        "2025-05-15",
        "2025-05-16",
        "2025-05-19",
        "2025-05-20"
      ],
      "horizonObservationCounts": {
        "1": 160,
        "5": 160,
        "10": 160
      },
      "baselineAvgForwardReturns": {
        "1": 0.000826462554178715,
        "5": 0.004295245678385814,
        "10": 0.009656619838705338
      }
    },
    {
      "topN": 5,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.59375,
        "5": 0.7,
        "10": 0.73125
      },
      "hitRate1D": 0.59375,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.8878594460146272,
      "eligibleDays": 359,
      "fitnessScore": 0.8051932919914883,
      "lookbackDays": 30,
      "returnLift1D": 0.0012136993685884405,
      "hitRateLift1D": 0.028290389972144836,
      "portfolioSize": 5,
      "activationRate": 0.4456824512534819,
      "activationCount": 160,
      "baselineHitRates": {
        "1": 0.5654596100278552,
        "5": 0.5830985915492958,
        "10": 0.6171428571428571
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.8223749496486568,
      "avgForwardReturns": {
        "1": 0.0020401619227671556,
        "5": 0.009544792019928505,
        "10": 0.019875659414535934
      },
      "shadowMaxDrawdown": -0.10292045695522933,
      "shadowTotalReturn": 0.34251908506838347,
      "avgForwardReturn1D": 0.0020401619227671556,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-18",
        "2025-04-30",
        "2025-05-02",
        "2025-05-12",
        "2025-05-13",
        "2025-05-14",
        "2025-05-15",
        "2025-05-16",
        "2025-05-19",
        "2025-05-20"
      ],
      "horizonObservationCounts": {
        "1": 160,
        "5": 160,
        "10": 160
      },
      "baselineAvgForwardReturns": {
        "1": 0.000826462554178715,
        "5": 0.004295245678385814,
        "10": 0.009656619838705338
      }
    },
    {
      "topN": 4,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.588957055214724,
        "5": 0.6441717791411042,
        "10": 0.6625766871165644
      },
      "hitRate1D": 0.588957055214724,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.8272555693910242,
      "eligibleDays": 344,
      "fitnessScore": 0.6945861004668654,
      "lookbackDays": 45,
      "returnLift1D": 0.0002846917424116145,
      "hitRateLift1D": 0.016282636610072787,
      "portfolioSize": 4,
      "activationRate": 0.4738372093023256,
      "activationCount": 163,
      "baselineHitRates": {
        "1": 0.5726744186046512,
        "5": 0.6088235294117647,
        "10": 0.6447761194029851
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.3974178099740024,
      "avgForwardReturns": {
        "1": 0.0015169540278653795,
        "5": 0.0064312417066987645,
        "10": 0.011976868848694594
      },
      "shadowMaxDrawdown": -0.07031997684181479,
      "shadowTotalReturn": 0.24981811253529806,
      "avgForwardReturn1D": 0.0015169540278653795,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-13",
        "2025-05-14",
        "2025-05-15",
        "2025-05-16",
        "2025-05-19",
        "2025-05-20",
        "2025-05-21",
        "2025-05-22",
        "2025-05-23",
        "2025-05-27"
      ],
      "horizonObservationCounts": {
        "1": 163,
        "5": 163,
        "10": 163
      },
      "baselineAvgForwardReturns": {
        "1": 0.001232262285453765,
        "5": 0.0062589076972794245,
        "10": 0.012782708402747867
      }
    },
    {
      "topN": 5,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.588957055214724,
        "5": 0.6441717791411042,
        "10": 0.6625766871165644
      },
      "hitRate1D": 0.588957055214724,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.8272555693910242,
      "eligibleDays": 344,
      "fitnessScore": 0.6945861004668654,
      "lookbackDays": 45,
      "returnLift1D": 0.0002846917424116145,
      "hitRateLift1D": 0.016282636610072787,
      "portfolioSize": 5,
      "activationRate": 0.4738372093023256,
      "activationCount": 163,
      "baselineHitRates": {
        "1": 0.5726744186046512,
        "5": 0.6088235294117647,
        "10": 0.6447761194029851
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.3974178099740024,
      "avgForwardReturns": {
        "1": 0.0015169540278653795,
        "5": 0.0064312417066987645,
        "10": 0.011976868848694594
      },
      "shadowMaxDrawdown": -0.07031997684181479,
      "shadowTotalReturn": 0.24981811253529806,
      "avgForwardReturn1D": 0.0015169540278653795,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-13",
        "2025-05-14",
        "2025-05-15",
        "2025-05-16",
        "2025-05-19",
        "2025-05-20",
        "2025-05-21",
        "2025-05-22",
        "2025-05-23",
        "2025-05-27"
      ],
      "horizonObservationCounts": {
        "1": 163,
        "5": 163,
        "10": 163
      },
      "baselineAvgForwardReturns": {
        "1": 0.001232262285453765,
        "5": 0.0062589076972794245,
        "10": 0.012782708402747867
      }
    },
    {
      "topN": 3,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5877862595419847,
        "5": 0.6946564885496184,
        "10": 0.6793893129770993
      },
      "hitRate1D": 0.5877862595419847,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.7373598939881127,
      "eligibleDays": 344,
      "fitnessScore": 0.5771041121976845,
      "lookbackDays": 45,
      "returnLift1D": 0.00028069752797980864,
      "hitRateLift1D": 0.015111840937333532,
      "portfolioSize": 3,
      "activationRate": 0.3808139534883721,
      "activationCount": 131,
      "baselineHitRates": {
        "1": 0.5726744186046512,
        "5": 0.6088235294117647,
        "10": 0.6447761194029851
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.228069210060667,
      "avgForwardReturns": {
        "1": 0.0015129598134335737,
        "5": 0.008305624088347695,
        "10": 0.013156874081634537
      },
      "shadowMaxDrawdown": -0.0703199768418149,
      "shadowTotalReturn": 0.19451179022153497,
      "avgForwardReturn1D": 0.0015129598134335737,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-13",
        "2025-05-21",
        "2025-05-22",
        "2025-05-23",
        "2025-05-28",
        "2025-05-30",
        "2025-06-02",
        "2025-06-03",
        "2025-06-04",
        "2025-06-05"
      ],
      "horizonObservationCounts": {
        "1": 131,
        "5": 131,
        "10": 131
      },
      "baselineAvgForwardReturns": {
        "1": 0.001232262285453765,
        "5": 0.0062589076972794245,
        "10": 0.012782708402747867
      }
    },
    {
      "topN": 3,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5869565217391305,
        "5": 0.6739130434782609,
        "10": 0.75
      },
      "hitRate1D": 0.5869565217391305,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.6465539764364753,
      "eligibleDays": 359,
      "fitnessScore": 0.482863698606799,
      "lookbackDays": 30,
      "returnLift1D": 0.001103659799274792,
      "hitRateLift1D": 0.021496911711275324,
      "portfolioSize": 3,
      "activationRate": 0.2562674094707521,
      "activationCount": 92,
      "baselineHitRates": {
        "1": 0.5654596100278552,
        "5": 0.5830985915492958,
        "10": 0.6171428571428571
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.1659147356801758,
      "avgForwardReturns": {
        "1": 0.0019301223534535072,
        "5": 0.009140570603305899,
        "10": 0.021125709987752123
      },
      "shadowMaxDrawdown": -0.07078481685339366,
      "shadowTotalReturn": 0.16101312957653247,
      "avgForwardReturn1D": 0.0019301223534535072,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-02",
        "2025-05-13",
        "2025-05-14",
        "2025-05-15",
        "2025-05-16",
        "2025-05-19",
        "2025-05-20",
        "2025-05-21",
        "2025-05-23",
        "2025-05-27"
      ],
      "horizonObservationCounts": {
        "1": 92,
        "5": 92,
        "10": 92
      },
      "baselineAvgForwardReturns": {
        "1": 0.000826462554178715,
        "5": 0.004295245678385814,
        "10": 0.009656619838705338
      }
    },
    {
      "topN": 2,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.8,
        "5": 0.8,
        "10": 0.6
      },
      "hitRate1D": 0.8,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.6377789793896509,
      "eligibleDays": 368,
      "fitnessScore": 0.4744621875970894,
      "lookbackDays": 21,
      "returnLift1D": 0.006610936204628319,
      "hitRateLift1D": 0.22934782608695659,
      "portfolioSize": 2,
      "activationRate": 0.01358695652173913,
      "activationCount": 5,
      "baselineHitRates": {
        "1": 0.5706521739130435,
        "5": 0.5906593406593407,
        "10": 0.6100278551532033
      },
      "sampleConfidence": 0.7250000000000001,
      "shadowSharpeLike": 1.3237426698102477,
      "avgForwardReturns": {
        "1": 0.007521304305092236,
        "5": 0.008539568360964322,
        "10": 0.04596452616472615
      },
      "shadowMaxDrawdown": -0.0009997493134370483,
      "shadowTotalReturn": 0.03497116156789315,
      "avgForwardReturn1D": 0.007521304305092236,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-30",
        "2025-05-01",
        "2025-05-02",
        "2025-08-08",
        "2025-08-13"
      ],
      "horizonObservationCounts": {
        "1": 5,
        "5": 5,
        "10": 5
      },
      "baselineAvgForwardReturns": {
        "1": 0.0009103681004639166,
        "5": 0.0044954276666062725,
        "10": 0.009182262576233736
      }
    },
    {
      "topN": 3,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5466666666666666,
        "5": 0.6133333333333333,
        "10": 0.6133333333333333
      },
      "hitRate1D": 0.5466666666666666,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.5587876516864987,
      "eligibleDays": 375,
      "fitnessScore": 0.4019735159285215,
      "lookbackDays": 14,
      "returnLift1D": 0.0015433479087594171,
      "hitRateLift1D": -0.01866666666666672,
      "portfolioSize": 3,
      "activationRate": 0.2,
      "activationCount": 75,
      "baselineHitRates": {
        "1": 0.5653333333333334,
        "5": 0.5929919137466307,
        "10": 0.6120218579234973
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.2988178556711916,
      "avgForwardReturns": {
        "1": 0.00236456901362453,
        "5": 0.008782144266734649,
        "10": 0.016157063545784087
      },
      "shadowMaxDrawdown": -0.09756432681925564,
      "shadowTotalReturn": 0.16138483392481584,
      "avgForwardReturn1D": 0.00236456901362453,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-14",
        "2025-02-20",
        "2025-04-24",
        "2025-04-25",
        "2025-04-28",
        "2025-04-29",
        "2025-05-02",
        "2025-05-05",
        "2025-05-08",
        "2025-05-09"
      ],
      "horizonObservationCounts": {
        "1": 75,
        "5": 75,
        "10": 75
      },
      "baselineAvgForwardReturns": {
        "1": 0.0008212211048651126,
        "5": 0.004427066251767308,
        "10": 0.009257988014567039
      }
    },
    {
      "topN": 3,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.6285714285714286,
        "5": 0.6714285714285714,
        "10": 0.6857142857142857
      },
      "hitRate1D": 0.6285714285714286,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.5461201087609274,
      "eligibleDays": 368,
      "fitnessScore": 0.3907013914275519,
      "lookbackDays": 21,
      "returnLift1D": 0.0005422480466719332,
      "hitRateLift1D": 0.0579192546583851,
      "portfolioSize": 3,
      "activationRate": 0.19021739130434784,
      "activationCount": 70,
      "baselineHitRates": {
        "1": 0.5706521739130435,
        "5": 0.5906593406593407,
        "10": 0.6100278551532033
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 0.7300577657746652,
      "avgForwardReturns": {
        "1": 0.0014526161471358498,
        "5": 0.008221844097698114,
        "10": 0.019319818246553894
      },
      "shadowMaxDrawdown": -0.0705303548433347,
      "shadowTotalReturn": 0.08237315885371177,
      "avgForwardReturn1D": 0.0014526161471358498,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-18",
        "2025-04-29",
        "2025-04-30",
        "2025-05-01",
        "2025-05-02",
        "2025-05-05",
        "2025-05-06",
        "2025-05-08",
        "2025-05-19",
        "2025-05-20"
      ],
      "horizonObservationCounts": {
        "1": 70,
        "5": 70,
        "10": 70
      },
      "baselineAvgForwardReturns": {
        "1": 0.0009103681004639166,
        "5": 0.0044954276666062725,
        "10": 0.009182262576233736
      }
    },
    {
      "topN": 2,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.75,
        "5": 0.75,
        "10": 0.5
      },
      "hitRate1D": 0.75,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.47004453144647934,
      "eligibleDays": 375,
      "fitnessScore": 0.3236075804421574,
      "lookbackDays": 14,
      "returnLift1D": 0.002980270845354447,
      "hitRateLift1D": 0.18466666666666665,
      "portfolioSize": 2,
      "activationRate": 0.010666666666666666,
      "activationCount": 4,
      "baselineHitRates": {
        "1": 0.5653333333333334,
        "5": 0.5929919137466307,
        "10": 0.6120218579234973
      },
      "sampleConfidence": 0.6959674775249769,
      "shadowSharpeLike": 0.8137141694544782,
      "avgForwardReturns": {
        "1": 0.00380149195021956,
        "5": 0.002857110434417387,
        "10": -0.004894209759443463
      },
      "shadowMaxDrawdown": -0.002576157387030431,
      "shadowTotalReturn": 0.011204890301678816,
      "avgForwardReturn1D": 0.00380149195021956,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-30",
        "2025-06-06",
        "2025-08-13",
        "2025-11-05"
      ],
      "horizonObservationCounts": {
        "1": 4,
        "5": 4,
        "10": 4
      },
      "baselineAvgForwardReturns": {
        "1": 0.0008212211048651126,
        "5": 0.004427066251767308,
        "10": 0.009257988014567039
      }
    },
    {
      "topN": 4,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5736434108527132,
        "5": 0.6356589147286822,
        "10": 0.6744186046511628
      },
      "hitRate1D": 0.5736434108527132,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.46537740587030246,
      "eligibleDays": 368,
      "fitnessScore": 0.3194832798091569,
      "lookbackDays": 21,
      "returnLift1D": -0.00013061455520283556,
      "hitRateLift1D": 0.002991236939669739,
      "portfolioSize": 4,
      "activationRate": 0.35054347826086957,
      "activationCount": 129,
      "baselineHitRates": {
        "1": 0.5706521739130435,
        "5": 0.5906593406593407,
        "10": 0.6100278551532033
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 0.4782214565031927,
      "avgForwardReturns": {
        "1": 0.0007797535452610811,
        "5": 0.0064712296015290004,
        "10": 0.01447822216317891
      },
      "shadowMaxDrawdown": -0.16541909988359205,
      "shadowTotalReturn": 0.06849111358738047,
      "avgForwardReturn1D": 0.0007797535452610811,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-18",
        "2025-02-20",
        "2025-04-28",
        "2025-04-29",
        "2025-04-30",
        "2025-05-01",
        "2025-05-02",
        "2025-05-05",
        "2025-05-06",
        "2025-05-07"
      ],
      "horizonObservationCounts": {
        "1": 129,
        "5": 129,
        "10": 129
      },
      "baselineAvgForwardReturns": {
        "1": 0.0009103681004639166,
        "5": 0.0044954276666062725,
        "10": 0.009182262576233736
      }
    },
    {
      "topN": 5,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5736434108527132,
        "5": 0.6356589147286822,
        "10": 0.6744186046511628
      },
      "hitRate1D": 0.5736434108527132,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.46537740587030246,
      "eligibleDays": 368,
      "fitnessScore": 0.3194832798091569,
      "lookbackDays": 21,
      "returnLift1D": -0.00013061455520283556,
      "hitRateLift1D": 0.002991236939669739,
      "portfolioSize": 5,
      "activationRate": 0.35054347826086957,
      "activationCount": 129,
      "baselineHitRates": {
        "1": 0.5706521739130435,
        "5": 0.5906593406593407,
        "10": 0.6100278551532033
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 0.4782214565031927,
      "avgForwardReturns": {
        "1": 0.0007797535452610811,
        "5": 0.0064712296015290004,
        "10": 0.01447822216317891
      },
      "shadowMaxDrawdown": -0.16541909988359205,
      "shadowTotalReturn": 0.06849111358738047,
      "avgForwardReturn1D": 0.0007797535452610811,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-18",
        "2025-02-20",
        "2025-04-28",
        "2025-04-29",
        "2025-04-30",
        "2025-05-01",
        "2025-05-02",
        "2025-05-05",
        "2025-05-06",
        "2025-05-07"
      ],
      "horizonObservationCounts": {
        "1": 129,
        "5": 129,
        "10": 129
      },
      "baselineAvgForwardReturns": {
        "1": 0.0009103681004639166,
        "5": 0.0044954276666062725,
        "10": 0.009182262576233736
      }
    },
    {
      "topN": 4,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5413533834586466,
        "5": 0.5639097744360902,
        "10": 0.6165413533834586
      },
      "hitRate1D": 0.5413533834586466,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.4352051590201866,
      "eligibleDays": 375,
      "fitnessScore": 0.29265809954744526,
      "lookbackDays": 14,
      "returnLift1D": -0.00006923140344498955,
      "hitRateLift1D": -0.023979949874686768,
      "portfolioSize": 4,
      "activationRate": 0.3546666666666667,
      "activationCount": 133,
      "baselineHitRates": {
        "1": 0.5653333333333334,
        "5": 0.5929919137466307,
        "10": 0.6120218579234973
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 0.4106742006285332,
      "avgForwardReturns": {
        "1": 0.000751989701420123,
        "5": 0.003700489770817619,
        "10": 0.010135116805396107
      },
      "shadowMaxDrawdown": -0.10288120210077778,
      "shadowTotalReturn": 0.061307969214758895,
      "avgForwardReturn1D": 0.000751989701420123,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-14",
        "2025-02-18",
        "2025-02-19",
        "2025-02-20",
        "2025-03-28",
        "2025-04-10",
        "2025-04-16",
        "2025-04-24",
        "2025-04-25",
        "2025-04-28"
      ],
      "horizonObservationCounts": {
        "1": 133,
        "5": 133,
        "10": 133
      },
      "baselineAvgForwardReturns": {
        "1": 0.0008212211048651126,
        "5": 0.004427066251767308,
        "10": 0.009257988014567039
      }
    },
    {
      "topN": 5,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5413533834586466,
        "5": 0.5639097744360902,
        "10": 0.6165413533834586
      },
      "hitRate1D": 0.5413533834586466,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.4352051590201866,
      "eligibleDays": 375,
      "fitnessScore": 0.29265809954744526,
      "lookbackDays": 14,
      "returnLift1D": -0.00006923140344498955,
      "hitRateLift1D": -0.023979949874686768,
      "portfolioSize": 5,
      "activationRate": 0.3546666666666667,
      "activationCount": 133,
      "baselineHitRates": {
        "1": 0.5653333333333334,
        "5": 0.5929919137466307,
        "10": 0.6120218579234973
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 0.4106742006285332,
      "avgForwardReturns": {
        "1": 0.000751989701420123,
        "5": 0.003700489770817619,
        "10": 0.010135116805396107
      },
      "shadowMaxDrawdown": -0.10288120210077778,
      "shadowTotalReturn": 0.061307969214758895,
      "avgForwardReturn1D": 0.000751989701420123,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-14",
        "2025-02-18",
        "2025-02-19",
        "2025-02-20",
        "2025-03-28",
        "2025-04-10",
        "2025-04-16",
        "2025-04-24",
        "2025-04-25",
        "2025-04-28"
      ],
      "horizonObservationCounts": {
        "1": 133,
        "5": 133,
        "10": 133
      },
      "baselineAvgForwardReturns": {
        "1": 0.0008212211048651126,
        "5": 0.004427066251767308,
        "10": 0.009257988014567039
      }
    },
    {
      "topN": 3,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5398230088495575,
        "5": 0.584070796460177,
        "10": 0.6055045871559633
      },
      "hitRate1D": 0.5398230088495575,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.4080784079623464,
      "eligibleDays": 326,
      "fitnessScore": 0.268178733459583,
      "lookbackDays": 63,
      "returnLift1D": -0.0009090300769309162,
      "hitRateLift1D": -0.036864107714859706,
      "portfolioSize": 3,
      "activationRate": 0.34662576687116564,
      "activationCount": 113,
      "baselineHitRates": {
        "1": 0.5766871165644172,
        "5": 0.6149068322981367,
        "10": 0.668769716088328
      },
      "sampleConfidence": 0.9976401179941004,
      "shadowSharpeLike": 0.34528822292092837,
      "avgForwardReturns": {
        "1": 0.000523777421194262,
        "5": 0.003207319551091307,
        "10": 0.006726865906957009
      },
      "shadowMaxDrawdown": -0.07031997684181435,
      "shadowTotalReturn": 0.04361790106508989,
      "avgForwardReturn1D": 0.000523777421194262,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-28",
        "2025-06-09",
        "2025-06-10",
        "2025-06-11",
        "2025-06-12",
        "2025-06-13",
        "2025-06-16",
        "2025-06-17",
        "2025-06-18",
        "2025-06-20"
      ],
      "horizonObservationCounts": {
        "1": 113,
        "5": 113,
        "10": 109
      },
      "baselineAvgForwardReturns": {
        "1": 0.0014328074981251782,
        "5": 0.007823612872531494,
        "10": 0.015593531531688362
      }
    },
    {
      "topN": 4,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5246913580246914,
        "5": 0.5849056603773585,
        "10": 0.5909090909090909
      },
      "hitRate1D": 0.5246913580246914,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.2960296214627006,
      "eligibleDays": 326,
      "fitnessScore": 0.15941911334885062,
      "lookbackDays": 63,
      "returnLift1D": -0.0015157494107358124,
      "hitRateLift1D": -0.05199575853972582,
      "portfolioSize": 4,
      "activationRate": 0.49693251533742333,
      "activationCount": 162,
      "baselineHitRates": {
        "1": 0.5766871165644172,
        "5": 0.6149068322981367,
        "10": 0.668769716088328
      },
      "sampleConfidence": 0.9954732510288067,
      "shadowSharpeLike": -0.19135614338868354,
      "avgForwardReturns": {
        "1": -0.00008294191261063413,
        "5": 0.0027375868999429606,
        "10": 0.005974007186601395
      },
      "shadowMaxDrawdown": -0.15648026887124633,
      "shadowTotalReturn": -0.04343064244568118,
      "avgForwardReturn1D": -0.00008294191261063413,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-28",
        "2025-06-02",
        "2025-06-05",
        "2025-06-06",
        "2025-06-09",
        "2025-06-10",
        "2025-06-11",
        "2025-06-12",
        "2025-06-13",
        "2025-06-16"
      ],
      "horizonObservationCounts": {
        "1": 162,
        "5": 159,
        "10": 154
      },
      "baselineAvgForwardReturns": {
        "1": 0.0014328074981251782,
        "5": 0.007823612872531494,
        "10": 0.015593531531688362
      }
    },
    {
      "topN": 5,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0.5246913580246914,
        "5": 0.5849056603773585,
        "10": 0.5909090909090909
      },
      "hitRate1D": 0.5246913580246914,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.2960296214627006,
      "eligibleDays": 326,
      "fitnessScore": 0.15941911334885062,
      "lookbackDays": 63,
      "returnLift1D": -0.0015157494107358124,
      "hitRateLift1D": -0.05199575853972582,
      "portfolioSize": 5,
      "activationRate": 0.49693251533742333,
      "activationCount": 162,
      "baselineHitRates": {
        "1": 0.5766871165644172,
        "5": 0.6149068322981367,
        "10": 0.668769716088328
      },
      "sampleConfidence": 0.9954732510288067,
      "shadowSharpeLike": -0.19135614338868354,
      "avgForwardReturns": {
        "1": -0.00008294191261063413,
        "5": 0.0027375868999429606,
        "10": 0.005974007186601395
      },
      "shadowMaxDrawdown": -0.15648026887124633,
      "shadowTotalReturn": -0.04343064244568118,
      "avgForwardReturn1D": -0.00008294191261063413,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-28",
        "2025-06-02",
        "2025-06-05",
        "2025-06-06",
        "2025-06-09",
        "2025-06-10",
        "2025-06-11",
        "2025-06-12",
        "2025-06-13",
        "2025-06-16"
      ],
      "horizonObservationCounts": {
        "1": 162,
        "5": 159,
        "10": 154
      },
      "baselineAvgForwardReturns": {
        "1": 0.0014328074981251782,
        "5": 0.007823612872531494,
        "10": 0.015593531531688362
      }
    },
    {
      "topN": 2,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.08471776298282345,
      "eligibleDays": 359,
      "fitnessScore": -0.17357957901799362,
      "lookbackDays": 30,
      "returnLift1D": -0.000826462554178715,
      "hitRateLift1D": -0.5654596100278552,
      "portfolioSize": 2,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5654596100278552,
        "5": 0.5830985915492958,
        "10": 0.6171428571428571
      },
      "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": 0.000826462554178715,
        "5": 0.004295245678385814,
        "10": 0.009656619838705338
      }
    },
    {
      "topN": 2,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.08442323509242307,
      "eligibleDays": 344,
      "fitnessScore": -0.1744165409637484,
      "lookbackDays": 45,
      "returnLift1D": -0.001232262285453765,
      "hitRateLift1D": -0.5726744186046512,
      "portfolioSize": 2,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5726744186046512,
        "5": 0.6088235294117647,
        "10": 0.6447761194029851
      },
      "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": 0.001232262285453765,
        "5": 0.0062589076972794245,
        "10": 0.012782708402747867
      }
    },
    {
      "topN": 2,
      "ticker": "QQQ",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.08427802359438602,
      "eligibleDays": 326,
      "fitnessScore": -0.1748301654648832,
      "lookbackDays": 63,
      "returnLift1D": -0.0014328074981251782,
      "hitRateLift1D": -0.5766871165644172,
      "portfolioSize": 2,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5766871165644172,
        "5": 0.6149068322981367,
        "10": 0.668769716088328
      },
      "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": 0.0014328074981251782,
        "5": 0.007823612872531494,
        "10": 0.015593531531688362
      }
    }
  ],
  "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": 0.5587876516864987,
      "fitnessScore": 0.4019735159285215,
      "lookbackDays": 14,
      "returnLift1D": 0.0015433479087594171,
      "activationRate": 0.2,
      "activationCount": 75,
      "sampleConfidence": 1,
      "bestPortfolioSize": 3,
      "shadowTotalReturn": 0.16138483392481584,
      "avgForwardReturn1D": 0.00236456901362453
    },
    {
      "comboQuality": 0.6377789793896509,
      "fitnessScore": 0.4744621875970894,
      "lookbackDays": 21,
      "returnLift1D": 0.006610936204628319,
      "activationRate": 0.01358695652173913,
      "activationCount": 5,
      "sampleConfidence": 0.7250000000000001,
      "bestPortfolioSize": 2,
      "shadowTotalReturn": 0.03497116156789315,
      "avgForwardReturn1D": 0.007521304305092236
    },
    {
      "comboQuality": 0.8878594460146272,
      "fitnessScore": 0.8051932919914883,
      "lookbackDays": 30,
      "returnLift1D": 0.0012136993685884405,
      "activationRate": 0.4456824512534819,
      "activationCount": 160,
      "sampleConfidence": 1,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": 0.34251908506838347,
      "avgForwardReturn1D": 0.0020401619227671556
    },
    {
      "comboQuality": 0.8272555693910242,
      "fitnessScore": 0.6945861004668654,
      "lookbackDays": 45,
      "returnLift1D": 0.0002846917424116145,
      "activationRate": 0.4738372093023256,
      "activationCount": 163,
      "sampleConfidence": 1,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": 0.24981811253529806,
      "avgForwardReturn1D": 0.0015169540278653795
    },
    {
      "comboQuality": 0.4080784079623464,
      "fitnessScore": 0.268178733459583,
      "lookbackDays": 63,
      "returnLift1D": -0.0009090300769309162,
      "activationRate": 0.34662576687116564,
      "activationCount": 113,
      "sampleConfidence": 0.9976401179941004,
      "bestPortfolioSize": 3,
      "shadowTotalReturn": 0.04361790106508989,
      "avgForwardReturn1D": 0.000523777421194262
    }
  ],
  "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": "306d6a624d82a872b239dbdce777a2b20f2837a08d405495245ab48fe524d1cc",
    "size": 13,
    "members": [
      "QQQ",
      "SMH",
      "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."
}