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      "fewer_executions": 12253,
      "equal_executions": 0,
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    },
    {
      "period": "2024-2025",
      "buffer_pct": 2.0,
      "execution_delta": {
        "n": 12033,
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        "q25": -72.0,
        "median": -35,
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        "max": -6
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      "execution_percent_change": {
        "n": 12033,
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      "fewer_executions": 12033,
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  ],
  "close_length_buffer_examples": [
    {
      "period": "2021-2023",
      "market": "BTCUSDT",
      "candle_size": "2h",
      "fast_length": 100,
      "slow_length": 110,
      "mode": "trend",
      "rule_mode": 0,
      "buffer_pct": 0.0,
      "executions": 252,
      "source_run_id": "010"
    },
    {
      "period": "2021-2023",
      "market": "BTCUSDT",
      "candle_size": "2h",
      "fast_length": 100,
      "slow_length": 110,
      "mode": "trend",
      "rule_mode": 0,
      "buffer_pct": 0.25,
      "executions": 79,
      "source_run_id": "010"
    },
    {
      "period": "2024-2025",
      "market": "BTCUSDT",
      "candle_size": "2h",
      "fast_length": 100,
      "slow_length": 110,
      "mode": "trend",
      "rule_mode": 0,
      "buffer_pct": 0.0,
      "executions": 144,
      "source_run_id": "012"
    },
    {
      "period": "2024-2025",
      "market": "BTCUSDT",
      "candle_size": "2h",
      "fast_length": 100,
      "slow_length": 110,
      "mode": "trend",
      "rule_mode": 0,
      "buffer_pct": 0.25,
      "executions": 50,
      "source_run_id": "012"
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  ],
  "original_nine_dataset_examples": [
    {
      "market": "BTC",
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      "period": "2021-2023",
      "filename": "002-btc-2h-2021-2023-cost010-2320.json",
      "sha256": "7b47cabf1e851ef11645c3e65ca99068773872408fb214792299f62f8e8b4f4c",
      "slow_length": 110,
      "buffer_pct": 0,
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      "rows": [
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          "source_row": 1475
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        {
          "fast_length": 75,
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        {
          "fast_length": 100,
          "executions": 252,
          "source_row": 1566
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      ]
    },
    {
      "market": "BTC",
      "candle_size": "2h",
      "period": "2024-2025",
      "filename": "003-btc-2h-2024-2025-cost010-2320.json",
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      "slow_length": 110,
      "buffer_pct": 0,
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        {
          "fast_length": 75,
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        },
        {
          "fast_length": 100,
          "executions": 144,
          "source_row": 1561
        }
      ]
    },
    {
      "market": "ETH",
      "candle_size": "2h",
      "period": "2024-2025",
      "filename": "004-eth-2h-2024-2025-cost010-2320.json",
      "sha256": "e561b3a4cc8a0091541d5602b64face08aa1209f19fcdc6d95b54f77cef77153",
      "slow_length": 110,
      "buffer_pct": 0,
      "mode": "trend",
      "rows": [
        {
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        },
        {
          "fast_length": 75,
          "executions": 96,
          "source_row": 1523
        },
        {
          "fast_length": 100,
          "executions": 152,
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        }
      ]
    },
    {
      "market": "ETH",
      "candle_size": "4h",
      "period": "2024-2025",
      "filename": "split/005-eth-4h-2024-2025-cost010.json",
      "sha256": "2fc48027e70cadf79953e9c8cc22f5659280fe0c6d3401f07510d6bceed4a927",
      "slow_length": 110,
      "buffer_pct": 0,
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      "rows": [
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        },
        {
          "fast_length": 75,
          "executions": 48,
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        {
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          "executions": 80,
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        }
      ]
    },
    {
      "market": "ETH",
      "candle_size": "6h",
      "period": "2024-2025",
      "filename": "split/005-eth-6h-2024-2025-cost010.json",
      "sha256": "2e80326481869fcfd118327823e13c16d24cb442df69faf19b09835c6420eb00",
      "slow_length": 110,
      "buffer_pct": 0,
      "mode": "trend",
      "rows": [
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        {
          "fast_length": 75,
          "executions": 34,
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        {
          "fast_length": 100,
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        }
      ]
    },
    {
      "market": "ETH",
      "candle_size": "12h",
      "period": "2024-2025",
      "filename": "split/005-eth-12h-2024-2025-cost010.json",
      "sha256": "e46675bf179cf6f32a30960f660f27ca90d039b627746ee0cf2f359dd66cd509",
      "slow_length": 110,
      "buffer_pct": 0,
      "mode": "trend",
      "rows": [
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          "source_row": 565
        },
        {
          "fast_length": 75,
          "executions": 10,
          "source_row": 613
        },
        {
          "fast_length": 100,
          "executions": 12,
          "source_row": 656
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      ]
    },
    {
      "market": "BTC",
      "candle_size": "4h",
      "period": "2024-2025",
      "filename": "split/006-btc-4h-2024-2025-cost010.json",
      "sha256": "4933a62c6670210e4a07184c42c60298b975822c5216149a21d9ed4cc31f2423",
      "slow_length": 110,
      "buffer_pct": 0,
      "mode": "trend",
      "rows": [
        {
          "fast_length": 50,
          "executions": 40,
          "source_row": 1473
        },
        {
          "fast_length": 75,
          "executions": 46,
          "source_row": 1521
        },
        {
          "fast_length": 100,
          "executions": 70,
          "source_row": 1564
        }
      ]
    },
    {
      "market": "BTC",
      "candle_size": "6h",
      "period": "2024-2025",
      "filename": "split/006-btc-6h-2024-2025-cost010.json",
      "sha256": "413c5cf9cbf69d9fbb912b98cc0a8965c98eb24b0280e225940fa614beaba775",
      "slow_length": 110,
      "buffer_pct": 0,
      "mode": "trend",
      "rows": [
        {
          "fast_length": 50,
          "executions": 32,
          "source_row": 1474
        },
        {
          "fast_length": 75,
          "executions": 30,
          "source_row": 1522
        },
        {
          "fast_length": 100,
          "executions": 52,
          "source_row": 1565
        }
      ]
    },
    {
      "market": "BTC",
      "candle_size": "12h",
      "period": "2024-2025",
      "filename": "split/006-btc-12h-2024-2025-cost010.json",
      "sha256": "e23087fbabc189c8823102120c2e15aa0418a3e76242df574293917fdb970c99",
      "slow_length": 110,
      "buffer_pct": 0,
      "mode": "trend",
      "rows": [
        {
          "fast_length": 50,
          "executions": 12,
          "source_row": 563
        },
        {
          "fast_length": 75,
          "executions": 16,
          "source_row": 611
        },
        {
          "fast_length": 100,
          "executions": 26,
          "source_row": 654
        }
      ]
    }
  ],
  "multi_frame_trend_activity_comparisons": {
    "definition": {
      "mode": "trend",
      "rule_mode": 0,
      "measurement": "Individual BUY plus SELL executions; not completed round trips.",
      "dataset_frames": 9,
      "markets": [
        "BTC/USDT",
        "ETH/USDT"
      ],
      "candle_sizes": [
        "2h",
        "4h",
        "6h",
        "12h"
      ],
      "periods": "Eight market/timeframe frames in 2024\u20132025, plus BTC 2h in 2021\u20132023.",
      "fast_1_to_10": "Matched identical slow length and buffer, trend only. All 29 slow lengths 20\u2013300 step 10, and all five buffers 0/.25/.5/1/2 percent: 145 pairs per frame.",
      "buffer_0_to_025": "Matched identical fast and slow lengths, trend only. Fast lengths 1/5/10/20/30/50/75/100; slow lengths 20\u2013300 step 10; fast<slow: 210 pairs per frame.",
      "inclusion": "Both comparison sides must be observed valid exported rows. No zero-trade tuples or cost diagnostic runs were imputed.",
      "interpretation": "Overlapping market histories, candle sizes and nearby settings are coverage, not independent statistical trials. These historical crypto frames do not establish every market or SMA pairing."
    },
    "independent_audit_filename": "multiframe-publication-excerpt.json",
    "independent_audit_sha256": "2347c8877e8a6cbe066fc4d33384c0cc9e731013ff73ae1a511b53a3b5a6f4da",
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        "fewer_execution_pairs": 1296,
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    ],
    "frames": [
      {
        "market": "BTC",
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        "period": "2021-2023",
        "source_filename": "002-btc-2h-2021-2023-cost010-2320.json",
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          }
        ]
      },
      {
        "market": "BTC",
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        "period": "2024-2025",
        "source_filename": "003-btc-2h-2024-2025-cost010-2320.json",
        "source_sha256": "89bdc8a75f9af067767e545c681bc4c2da9e7f6e1ea33c5c0927b5628e5a2f2e",
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        ]
      },
      {
        "market": "ETH",
        "candle_size": "2h",
        "period": "2024-2025",
        "source_filename": "004-eth-2h-2024-2025-cost010-2320.json",
        "source_sha256": "e561b3a4cc8a0091541d5602b64face08aa1209f19fcdc6d95b54f77cef77153",
        "comparisons": [
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            "equal_execution_pairs": 0,
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            "median_execution_change": -65
          },
          {
            "parameter": "buffer_pct",
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            "equal_execution_pairs": 19,
            "more_execution_pairs": 0,
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          }
        ]
      },
      {
        "market": "ETH",
        "candle_size": "4h",
        "period": "2024-2025",
        "source_filename": "split/005-eth-4h-2024-2025-cost010.json",
        "source_sha256": "2fc48027e70cadf79953e9c8cc22f5659280fe0c6d3401f07510d6bceed4a927",
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          },
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          }
        ]
      },
      {
        "market": "ETH",
        "candle_size": "6h",
        "period": "2024-2025",
        "source_filename": "split/005-eth-6h-2024-2025-cost010.json",
        "source_sha256": "2e80326481869fcfd118327823e13c16d24cb442df69faf19b09835c6420eb00",
        "comparisons": [
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          },
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            "observed_pairs": 210,
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          }
        ]
      },
      {
        "market": "ETH",
        "candle_size": "12h",
        "period": "2024-2025",
        "source_filename": "split/005-eth-12h-2024-2025-cost010.json",
        "source_sha256": "e46675bf179cf6f32a30960f660f27ca90d039b627746ee0cf2f359dd66cd509",
        "comparisons": [
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          },
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        ]
      },
      {
        "market": "BTC",
        "candle_size": "4h",
        "period": "2024-2025",
        "source_filename": "split/006-btc-4h-2024-2025-cost010.json",
        "source_sha256": "4933a62c6670210e4a07184c42c60298b975822c5216149a21d9ed4cc31f2423",
        "comparisons": [
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          },
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        ]
      },
      {
        "market": "BTC",
        "candle_size": "6h",
        "period": "2024-2025",
        "source_filename": "split/006-btc-6h-2024-2025-cost010.json",
        "source_sha256": "413c5cf9cbf69d9fbb912b98cc0a8965c98eb24b0280e225940fa614beaba775",
        "comparisons": [
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          },
          {
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        ]
      },
      {
        "market": "BTC",
        "candle_size": "12h",
        "period": "2024-2025",
        "source_filename": "split/006-btc-12h-2024-2025-cost010.json",
        "source_sha256": "e23087fbabc189c8823102120c2e15aa0418a3e76242df574293917fdb970c99",
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    ]
  },
  "original_sparse_study": {
    "dataset_frames": 9,
    "valid_configurations_per_frame": 2100,
    "valid_evaluations": 18900,
    "exported_traded_rows": 18869,
    "valid_unexported_zero_trade_tuples": 31,
    "activity_comparisons": [
      {
        "period": "2021-2023",
        "market": "BTCUSDT",
        "candle_size": "2h",
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        "comparison": "fast_length",
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        "median_execution_change": -94,
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        "source_filename": "002-btc-2h-2021-2023-cost010-2320.json",
        "source_sha256": "7b47cabf1e851ef11645c3e65ca99068773872408fb214792299f62f8e8b4f4c"
      },
      {
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        "source_filename": "002-btc-2h-2021-2023-cost010-2320.json",
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      },
      {
        "period": "2021-2023",
        "market": "BTCUSDT",
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        "mode": "dip",
        "comparison": "fast_length",
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        "source_filename": "002-btc-2h-2021-2023-cost010-2320.json",
        "source_sha256": "7b47cabf1e851ef11645c3e65ca99068773872408fb214792299f62f8e8b4f4c"
      },
      {
        "period": "2021-2023",
        "market": "BTCUSDT",
        "candle_size": "2h",
        "mode": "dip",
        "comparison": "buffer_pct",
        "baseline": 0,
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        "median_execution_change": -72,
        "fewer_execution_pairs": 209,
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        "source_filename": "002-btc-2h-2021-2023-cost010-2320.json",
        "source_sha256": "7b47cabf1e851ef11645c3e65ca99068773872408fb214792299f62f8e8b4f4c"
      },
      {
        "period": "2024-2025",
        "market": "BTCUSDT",
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        "comparison": "fast_length",
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        "more_execution_pairs": 0,
        "source_filename": "003-btc-2h-2024-2025-cost010-2320.json",
        "source_sha256": "89bdc8a75f9af067767e545c681bc4c2da9e7f6e1ea33c5c0927b5628e5a2f2e"
      },
      {
        "period": "2024-2025",
        "market": "BTCUSDT",
        "candle_size": "2h",
        "mode": "trend",
        "comparison": "buffer_pct",
        "baseline": 0,
        "candidate": 2,
        "observed_pairs": 208,
        "median_execution_change": -60.0,
        "fewer_execution_pairs": 208,
        "equal_execution_pairs": 0,
        "more_execution_pairs": 0,
        "source_filename": "003-btc-2h-2024-2025-cost010-2320.json",
        "source_sha256": "89bdc8a75f9af067767e545c681bc4c2da9e7f6e1ea33c5c0927b5628e5a2f2e"
      },
      {
        "period": "2024-2025",
        "market": "BTCUSDT",
        "candle_size": "2h",
        "mode": "dip",
        "comparison": "fast_length",
        "baseline": 1,
        "candidate": 10,
        "observed_pairs": 145,
        "median_execution_change": -90,
        "fewer_execution_pairs": 145,
        "equal_execution_pairs": 0,
        "more_execution_pairs": 0,
        "source_filename": "003-btc-2h-2024-2025-cost010-2320.json",
        "source_sha256": "89bdc8a75f9af067767e545c681bc4c2da9e7f6e1ea33c5c0927b5628e5a2f2e"
      },
      {
        "period": "2024-2025",
        "market": "BTCUSDT",
        "candle_size": "2h",
        "mode": "dip",
        "comparison": "buffer_pct",
        "baseline": 0,
        "candidate": 2,
        "observed_pairs": 206,
        "median_execution_change": -45.0,
        "fewer_execution_pairs": 206,
        "equal_execution_pairs": 0,
        "more_execution_pairs": 0,
        "source_filename": "003-btc-2h-2024-2025-cost010-2320.json",
        "source_sha256": "89bdc8a75f9af067767e545c681bc4c2da9e7f6e1ea33c5c0927b5628e5a2f2e"
      }
    ]
  },
  "interpretation_limits": [
    "Execution counts include individual BUY and SELL executions; they are not completed round trips.",
    "Nearby parameter settings overlap heavily. Test volume describes coverage, not independent statistical evidence.",
    "Distributions and pairs use observed valid exported rows only. Missing tuples are not assigned return, fee or drawdown values.",
    "Same-period end-price and buy-and-hold fingerprints, initial capital, candle size, parameters and error flags were validated on every dense row.",
    "Dates, exchange and fee setting require the operator's UI provenance; compact exports do not independently contain them.",
    "Two BTC periods and the original crypto examples do not establish the behavior in every market.",
    "The fixed slow=110 illustration was chosen from the original sparse data before the dense campaign. It is an explanatory example, not a recommended setting."
  ]
}