{
  "ticker": {
    "uuid": "612e9667-6174-4d8d-a5cd-5bf0ab4ac15b",
    "symbol": "BTS",
    "name": "BTS Group Holdings Public Company Limited",
    "exchange": "SET",
    "country": "TH",
    "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": "2026-08-07",
    "benchmark": "^SET.BK",
    "stage": 4,
    "stage_name": "Declining",
    "phase": "4b",
    "phase_label": "Stage 4B \u00b7 Declining",
    "transition": "stage_4_declining",
    "transition_label": "Stage 4 decline intact",
    "confidence": 74.574,
    "architecture_regime": "balance",
    "architecture_regime_label": "Balance",
    "architecture_modifier": "Balance after decline",
    "architecture_gate": "down",
    "architecture_direction": -18.138,
    "architecture_energy": 9.241,
    "architecture_maturity": 19.709,
    "architecture_confidence": 55.435,
    "architecture_tenure": "Developing",
    "architecture": {
      "interpretation": {
        "headline": "Directional pressure has compressed into balance.",
        "body": "Trend and Activity are compressed into balance, so neither side has durable control. Prior structure and the next directional change provide context; balance alone is not assumed to be a base."
      },
      "scores": {
        "balance": 49.05,
        "rotation_up": 26.34,
        "upward_expansion": 28.86,
        "deceleration": 38.87,
        "rotation_down": 32.52,
        "downward_expansion": 48.53
      },
      "activity_lines": [
        2.110667,
        2.110545,
        2.095143,
        2.108559
      ],
      "activity_state": "Compressed",
      "activity_direction": "Contracting",
      "rotation_direction": "Improving",
      "price_acceptance": 0.166667
    },
    "latest_close": 2.08,
    "trend_reference": 2.146,
    "distance_from_trend": -0.030755,
    "trend_direction": "Weakening",
    "fair_value": 4.497564,
    "distance_from_fair_value": -0.537527,
    "fair_value_direction": "Improving",
    "relative_strength": -27.160994,
    "relative_strength_direction": "Improving",
    "price_momentum": -0.054545,
    "excess_performance": -0.24687,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.030755,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.050723,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.537527,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": true,
        "value": 0.045154,
        "read": "Closing upward"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.27161,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.125484,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.054545,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 2.535115,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 212573500,
      "relative_activity": 1.124117,
      "balance": 2.535115,
      "dry_up": 1.868939,
      "accumulation_observations": 4,
      "distribution_observations": 3
    },
    "risk": {
      "range_context": 0.047337,
      "annualized_volatility": 0.419296,
      "from_high_reference": -0.412429,
      "from_low_reference": 0.050505
    },
    "levels": {
      "trend_reference": 2.146,
      "fair_value_reference": 4.497564,
      "structural_low": 1.98,
      "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": 17,
        "median_return": -0.028037,
        "positive_rate": 0.294118,
        "directional_follow_through": 0.294118,
        "median_excess_return": -0.008993,
        "regime_survival": 0.529412,
        "best_return": 0.159274,
        "worst_return": -0.190164,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 9,
        "median_return": -0.071038,
        "positive_rate": 0.222222,
        "directional_follow_through": 0.222222,
        "median_excess_return": -0.00119,
        "regime_survival": 0.222222,
        "best_return": 0.30531,
        "worst_return": -0.360656,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 6,
        "median_return": -0.026694,
        "positive_rate": 0.166667,
        "directional_follow_through": 0.166667,
        "median_excess_return": 0.007885,
        "regime_survival": 0.166667,
        "best_return": 0.063958,
        "worst_return": -0.401379,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 4,
        "median_return": -0.148191,
        "positive_rate": 0.25,
        "directional_follow_through": 0.25,
        "median_excess_return": -0.085001,
        "regime_survival": 0.25,
        "best_return": 0.016662,
        "worst_return": -0.629091,
        "sufficient": false
      }
    ],
    "ledger": [
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2023-03-10",
        "end": "2023-07-07",
        "tenure": "Established",
        "return": -0.006622,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2023-07-14",
        "end": "2024-01-19",
        "tenure": "Extended",
        "return": -0.098388,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2024-01-26",
        "end": "2024-05-03",
        "tenure": "Established",
        "return": -0.059701,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2024-05-10",
        "end": "2024-05-31",
        "tenure": "New",
        "return": -0.02459,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2024-06-07",
        "end": "2024-10-04",
        "tenure": "Established",
        "return": -0.08502,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2024-10-11",
        "end": "2024-10-18",
        "tenure": "New",
        "return": 0.0,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2024-10-25",
        "end": "2024-11-01",
        "tenure": "New",
        "return": 0.09292,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2024-11-08",
        "end": "2024-11-15",
        "tenure": "New",
        "return": -0.024194,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2024-11-22",
        "end": "2024-12-13",
        "tenure": "New",
        "return": 0.184739,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2024-12-20",
        "end": "2025-03-21",
        "tenure": "Established",
        "return": -0.026786,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-03-28",
        "end": "2025-04-04",
        "tenure": "New",
        "return": -0.090909,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2025-04-11",
        "end": "2025-05-16",
        "tenure": "Developing",
        "return": 0.044843,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-05-23",
        "end": "2026-07-03",
        "tenure": "Extended",
        "return": -0.53304,
        "active": false
      },
      {
        "regime": "balance",
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        "color": "blue",
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        "end": "2026-08-07",
        "tenure": "Developing",
        "return": -0.028037,
        "active": true
      }
    ],
    "chart_path": [
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      },
      {
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      },
      {
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        "fair_value": 4.635468,
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        "stage": 4,
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        "energy": 12.425245,
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      },
      {
        "date": "2026-07-17",
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        "volume": 635743000,
        "typical_volume": 193274920.0,
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        "fair_value": 4.601282,
        "relative_strength": -29.050114,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
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        "direction": -4.203045,
        "energy": 12.109308,
        "activity_lines": [
          2.133333,
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          2.090381,
          2.119054
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      },
      {
        "date": "2026-07-24",
        "close": 2.08,
        "volume": 294176000,
        "typical_volume": 187019890.0,
        "trend": 2.154,
        "fair_value": 4.565641,
        "relative_strength": -30.740565,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -14.745754,
        "energy": 13.668058,
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          2.118667,
          2.104,
          2.09019,
          2.113935
        ]
      },
      {
        "date": "2026-07-31",
        "close": 2.14,
        "volume": 271193000,
        "typical_volume": 188901095.0,
        "trend": 2.149333,
        "fair_value": 4.530385,
        "relative_strength": -26.763994,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -6.348092,
        "energy": 10.75807,
        "activity_lines": [
          2.126667,
          2.113818,
          2.095714,
          2.113032
        ]
      },
      {
        "date": "2026-08-07",
        "close": 2.08,
        "volume": 212573500,
        "typical_volume": 189102660.0,
        "trend": 2.146,
        "fair_value": 4.497564,
        "relative_strength": -27.160994,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -18.138258,
        "energy": 9.240614,
        "activity_lines": [
          2.110667,
          2.110545,
          2.095143,
          2.108559
        ]
      }
    ],
    "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."
    }
  }
}