{
  "ticker": {
    "uuid": "81ecc11b-64a3-49a7-b36b-199b084297e7",
    "symbol": "8031",
    "name": "ETS Group Limited",
    "exchange": "HKG",
    "country": "HK",
    "assetType": "equity"
  },
  "methodBoundary": "Trend Architecture is a weekly structural classification, not a forecast, probability of return, recommendation or execution signal. Confidence measures geometric agreement and external confirmation only.",
  "analysis": {
    "eligible": true,
    "as_of": "2026-08-28",
    "benchmark": "^HSI",
    "stage": 4,
    "stage_name": "Declining",
    "phase": "4a",
    "phase_label": "Stage 4A \u00b7 Breakdown",
    "transition": "stage_4_declining",
    "transition_label": "Stage 4 decline intact",
    "confidence": 96.0,
    "architecture_regime": "downward_expansion",
    "architecture_regime_label": "Downward Expansion",
    "architecture_modifier": "Early contraction",
    "architecture_gate": "down",
    "architecture_direction": -69.495,
    "architecture_energy": 67.952,
    "architecture_maturity": 34.0,
    "architecture_confidence": 85.822,
    "architecture_tenure": "Developing",
    "architecture": {
      "interpretation": {
        "headline": "The weekly architecture is expanding downward.",
        "body": "Trend and Activity show sustained negative alignment with weak price acceptance. Repair requires persistent improvement across the structure, not merely one strong observation."
      },
      "scores": {
        "balance": 10.61,
        "rotation_up": 11.95,
        "upward_expansion": 14.23,
        "deceleration": 38.27,
        "rotation_down": 74.49,
        "downward_expansion": 92.23
      },
      "activity_lines": [
        0.299667,
        0.318909,
        0.350262,
        0.367312
      ],
      "activity_state": "Moderate",
      "activity_direction": "Expanding",
      "rotation_direction": "Weakening",
      "price_acceptance": -1.0
    },
    "latest_close": 0.285,
    "trend_reference": 0.396167,
    "distance_from_trend": -0.280606,
    "trend_direction": "Improving",
    "fair_value": 0.263152,
    "distance_from_fair_value": 0.083022,
    "fair_value_direction": "Weakening",
    "relative_strength": -12.05863,
    "relative_strength_direction": "Weakening",
    "price_momentum": -0.380435,
    "excess_performance": -0.341166,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.280606,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.007374,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.083022,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.15797,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.120586,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.344783,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.380435,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.563971,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 458000,
      "relative_activity": 1.045185,
      "balance": 0.563971,
      "dry_up": 0.547695,
      "accumulation_observations": 1,
      "distribution_observations": 1
    },
    "risk": {
      "range_context": 0.210526,
      "annualized_volatility": 1.066415,
      "from_high_reference": -0.62987,
      "from_low_reference": 1.478261
    },
    "levels": {
      "trend_reference": 0.396167,
      "fair_value_reference": 0.263152,
      "structural_low": 0.275,
      "invalidation": "Reclaiming a flat-to-rising Trend with improving relative strength is required before the declining diagnosis is repaired."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 24,
        "median_return": 0.0,
        "positive_rate": 0.416667,
        "directional_follow_through": 0.458333,
        "median_excess_return": -0.006031,
        "regime_survival": 0.791667,
        "best_return": 1.216748,
        "worst_return": -0.395,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 9,
        "median_return": -0.087497,
        "positive_rate": 0.444444,
        "directional_follow_through": 0.555556,
        "median_excess_return": -0.024462,
        "regime_survival": 0.444444,
        "best_return": 1.5,
        "worst_return": -0.324,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 6,
        "median_return": 0.42402,
        "positive_rate": 0.833333,
        "directional_follow_through": 0.166667,
        "median_excess_return": 0.305255,
        "regime_survival": 0.166667,
        "best_return": 1.074691,
        "worst_return": -0.448,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 4,
        "median_return": 1.114789,
        "positive_rate": 0.75,
        "directional_follow_through": 0.25,
        "median_excess_return": 1.200253,
        "regime_survival": 0.0,
        "best_return": 2.71719,
        "worst_return": -0.204,
        "sufficient": false
      }
    ],
    "ledger": [
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2024-11-29",
        "end": "2024-12-20",
        "tenure": "New",
        "return": 0.566667,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2024-12-27",
        "end": "2025-01-31",
        "tenure": "Developing",
        "return": -0.153191,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2025-02-07",
        "end": "2025-02-21",
        "tenure": "New",
        "return": 0.075377,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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        "tenure": "Developing",
        "return": -0.079439,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "end": "2025-04-04",
        "tenure": "New",
        "return": 0.0,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
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        "end": "2025-06-06",
        "tenure": "Developing",
        "return": -0.194737,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-06-13",
        "end": "2025-10-03",
        "tenure": "Established",
        "return": -0.052288,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "violet",
        "start": "2025-10-10",
        "end": "2025-11-28",
        "tenure": "Developing",
        "return": -0.193548,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "end": "2025-12-05",
        "tenure": "New",
        "return": 0.0,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "end": "2025-12-19",
        "tenure": "New",
        "return": 0.255708,
        "active": false
      },
      {
        "regime": "upward_expansion",
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        "return": 0.388889,
        "active": false
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      {
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        "active": false
      },
      {
        "regime": "balance",
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        "return": 0.03125,
        "active": false
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      {
        "regime": "downward_expansion",
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        "active": true
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        ]
      },
      {
        "date": "2026-05-22",
        "close": 0.37,
        "volume": 272000,
        "typical_volume": 3184200.0,
        "trend": 0.356,
        "fair_value": 0.262534,
        "relative_strength": 38.634136,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
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        "energy": 4.677602,
        "activity_lines": [
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      },
      {
        "date": "2026-05-29",
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        "typical_volume": 3177700.0,
        "trend": 0.3607,
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        "relative_strength": 22.41968,
        "stage": 3,
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        "modifier": "Momentum cooling",
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        "energy": 19.047515,
        "activity_lines": [
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          0.399535
        ]
      },
      {
        "date": "2026-06-05",
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        "volume": 762000,
        "typical_volume": 3214000.0,
        "trend": 0.372333,
        "fair_value": 0.263159,
        "relative_strength": 88.974976,
        "stage": 3,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
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        "energy": 21.040245,
        "activity_lines": [
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      },
      {
        "date": "2026-06-12",
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        "volume": 292000,
        "typical_volume": 1980300.0,
        "trend": 0.382933,
        "fair_value": 0.264207,
        "relative_strength": 73.781807,
        "stage": 2,
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        "modifier": "Recompressing",
        "gate": "up",
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        "energy": 24.101881,
        "activity_lines": [
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      },
      {
        "date": "2026-06-19",
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        "volume": 312000,
        "typical_volume": 1634700.0,
        "trend": 0.393267,
        "fair_value": 0.265062,
        "relative_strength": 64.762282,
        "stage": 2,
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        "energy": 26.277478,
        "activity_lines": [
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      },
      {
        "date": "2026-06-26",
        "close": 0.325,
        "volume": 144000,
        "typical_volume": 1538800.0,
        "trend": 0.3991,
        "fair_value": 0.265427,
        "relative_strength": 25.328292,
        "stage": 3,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
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        "activity_lines": [
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      },
      {
        "date": "2026-07-03",
        "close": 0.32,
        "volume": 182000,
        "typical_volume": 1460100.0,
        "trend": 0.4048,
        "fair_value": 0.265279,
        "relative_strength": 18.625655,
        "stage": 3,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "mixed",
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      },
      {
        "date": "2026-07-10",
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        "typical_volume": 1460200.0,
        "trend": 0.4085,
        "fair_value": 0.264917,
        "relative_strength": 17.111598,
        "stage": 3,
        "regime": "balance",
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        "energy": 60.396875,
        "activity_lines": [
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      },
      {
        "date": "2026-07-17",
        "close": 0.41,
        "volume": 0,
        "typical_volume": 1373100.0,
        "trend": 0.413,
        "fair_value": 0.265093,
        "relative_strength": 40.984729,
        "stage": 3,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -49.982591,
        "energy": 50.634497,
        "activity_lines": [
          0.361667,
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          0.405559
        ]
      },
      {
        "date": "2026-07-24",
        "close": 0.34,
        "volume": 64000,
        "typical_volume": 1310000.0,
        "trend": 0.415333,
        "fair_value": 0.265098,
        "relative_strength": 13.684871,
        "stage": 3,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -57.872026,
        "energy": 56.356227,
        "activity_lines": [
          0.353,
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      },
      {
        "date": "2026-07-31",
        "close": 0.345,
        "volume": 330000,
        "typical_volume": 1274600.0,
        "trend": 0.415167,
        "fair_value": 0.264984,
        "relative_strength": 9.907664,
        "stage": 3,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -55.536168,
        "energy": 42.044864,
        "activity_lines": [
          0.353,
          0.367182,
          0.381857,
          0.396312
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      },
      {
        "date": "2026-08-07",
        "close": 0.325,
        "volume": 84000,
        "typical_volume": 1239900.0,
        "trend": 0.416667,
        "fair_value": 0.264742,
        "relative_strength": 3.134363,
        "stage": 3,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -60.247015,
        "energy": 34.490829,
        "activity_lines": [
          0.345,
          0.356727,
          0.375262,
          0.390495
        ]
      },
      {
        "date": "2026-08-14",
        "close": 0.305,
        "volume": 200000,
        "typical_volume": 1237100.0,
        "trend": 0.416,
        "fair_value": 0.264371,
        "relative_strength": -2.208987,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -66.415117,
        "energy": 51.420682,
        "activity_lines": [
          0.33,
          0.342636,
          0.367429,
          0.38329
        ]
      },
      {
        "date": "2026-08-21",
        "close": 0.29,
        "volume": 218000,
        "typical_volume": 430600.0,
        "trend": 0.406667,
        "fair_value": 0.263752,
        "relative_strength": -11.119427,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -67.431738,
        "energy": 60.265371,
        "activity_lines": [
          0.311667,
          0.329545,
          0.358714,
          0.375161
        ]
      },
      {
        "date": "2026-08-28",
        "close": 0.285,
        "volume": 458000,
        "typical_volume": 438200.0,
        "trend": 0.396167,
        "fair_value": 0.263152,
        "relative_strength": -12.05863,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -69.494944,
        "energy": 67.951875,
        "activity_lines": [
          0.299667,
          0.318909,
          0.350262,
          0.367312
        ]
      }
    ],
    "method": {
      "price_basis": "completed market observations",
      "trend": "Trend provides the primary directional reference.",
      "fair_value": "Fair Value provides long-term price context and is not a forecast or target.",
      "relative_strength": "Relative Strength shows leadership or lagging performance against the market benchmark.",
      "classification": "The SM framework combines Trend, Activity, Fair Value, Relative Strength and participation into a structural read."
    }
  }
}