{
  "ticker": {
    "uuid": "3b394d40-0e3a-4364-bbcb-abff75f93c42",
    "symbol": "ILM",
    "name": "Index Living Mall 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": 1,
    "stage_name": "Basing",
    "phase": "1b",
    "phase_label": "Stage 1B \u00b7 Basing",
    "transition": "stage_1_building",
    "transition_label": "Base still building",
    "confidence": 73.288,
    "architecture_regime": "upward_expansion",
    "architecture_regime_label": "Upward Expansion",
    "architecture_modifier": "Early expansion",
    "architecture_gate": "up",
    "architecture_direction": 76.123,
    "architecture_energy": 70.824,
    "architecture_maturity": 6.462,
    "architecture_confidence": 60.212,
    "architecture_tenure": "New",
    "architecture": {
      "interpretation": {
        "headline": "The weekly architecture is expanding upward.",
        "body": "Trend and Activity show sustained positive alignment with constructive price acceptance. Directional energy remains positive; cooling within this regime can indicate that it is maturing."
      },
      "scores": {
        "balance": 28.33,
        "rotation_up": 76.01,
        "upward_expansion": 90.03,
        "deceleration": 42.22,
        "rotation_down": 9.32,
        "downward_expansion": 14.36
      },
      "activity_lines": [
        13.22,
        13.029091,
        12.857086,
        12.823926
      ],
      "activity_state": "Moderate",
      "activity_direction": "Expanding",
      "rotation_direction": "Improving",
      "price_acceptance": 0.833333
    },
    "latest_close": 13.5,
    "trend_reference": 12.78687,
    "distance_from_trend": 0.05577,
    "trend_direction": "Weakening",
    "fair_value": 14.978528,
    "distance_from_fair_value": -0.09871,
    "fair_value_direction": "Improving",
    "relative_strength": -11.332329,
    "relative_strength_direction": "Improving",
    "price_momentum": 0.081058,
    "excess_performance": -0.111267,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.05577,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.000872,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.09871,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": true,
        "value": 0.048815,
        "read": "Closing upward"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.113323,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.01423,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.081058,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 1.030608,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 1691900,
      "relative_activity": 1.519607,
      "balance": 1.030608,
      "dry_up": 1.166673,
      "accumulation_observations": 2,
      "distribution_observations": 2
    },
    "risk": {
      "range_context": 0.031054,
      "annualized_volatility": 0.197418,
      "from_high_reference": -0.119138,
      "from_low_reference": 0.115702
    },
    "levels": {
      "trend_reference": 12.78687,
      "fair_value_reference": 14.978528,
      "structural_low": 12.1,
      "invalidation": "A renewed decline below the structural range low, widening the discount to current Fair Value while Trend falls, weakens the base diagnosis."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 21,
        "median_return": 0.005525,
        "positive_rate": 0.52381,
        "directional_follow_through": 0.52381,
        "median_excess_return": 0.01456,
        "regime_survival": 0.714286,
        "best_return": 0.138365,
        "worst_return": -0.189502,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 8,
        "median_return": 0.091694,
        "positive_rate": 0.625,
        "directional_follow_through": 0.625,
        "median_excess_return": 0.10148,
        "regime_survival": 0.5,
        "best_return": 0.25641,
        "worst_return": -0.256678,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 5,
        "median_return": 0.052007,
        "positive_rate": 0.6,
        "directional_follow_through": 0.6,
        "median_excess_return": 0.163973,
        "regime_survival": 0.2,
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        "worst_return": -0.230404,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
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        "positive_rate": 1.0,
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        "worst_return": 0.16684,
        "sufficient": false
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        "regime": "balance",
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      {
        "regime": "downward_expansion",
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      {
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      {
        "regime": "downward_expansion",
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        "regime": "deceleration",
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        "active": false
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        ]
      },
      {
        "date": "2026-04-17",
        "close": 12.771583,
        "volume": 622700,
        "typical_volume": 1321360.0,
        "trend": 13.140539,
        "fair_value": 15.498003,
        "relative_strength": -15.22336,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -48.27942,
        "energy": 36.231569,
        "activity_lines": [
          12.607602,
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        ]
      },
      {
        "date": "2026-04-24",
        "close": 12.582374,
        "volume": 923200,
        "typical_volume": 1354140.0,
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        "fair_value": 15.472028,
        "relative_strength": -14.581081,
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        "regime": "balance",
        "modifier": "Balance after decline",
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        "energy": 24.429481,
        "activity_lines": [
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        ]
      },
      {
        "date": "2026-05-01",
        "close": 12.771583,
        "volume": 553800,
        "typical_volume": 1370085.0,
        "trend": 12.998633,
        "fair_value": 15.452418,
        "relative_strength": -15.184842,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -34.041823,
        "energy": 16.290091,
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          12.683285,
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        ]
      },
      {
        "date": "2026-05-08",
        "close": 13.15,
        "volume": 2166700,
        "typical_volume": 1445015.0,
        "trend": 12.93241,
        "fair_value": 15.425669,
        "relative_strength": -12.755342,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -15.627444,
        "energy": 9.642019,
        "activity_lines": [
          12.847266,
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        ]
      },
      {
        "date": "2026-05-15",
        "close": 12.5,
        "volume": 2816600,
        "typical_volume": 1555840.0,
        "trend": 12.882362,
        "fair_value": 15.400067,
        "relative_strength": -17.647772,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -36.965407,
        "energy": 14.497739,
        "activity_lines": [
          12.756739,
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        ]
      },
      {
        "date": "2026-05-22",
        "close": 12.5,
        "volume": 1610000,
        "typical_volume": 1627055.0,
        "trend": 12.832314,
        "fair_value": 15.363307,
        "relative_strength": -18.307111,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -38.905129,
        "energy": 15.552976,
        "activity_lines": [
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        ]
      },
      {
        "date": "2026-05-29",
        "close": 12.5,
        "volume": 1557800,
        "typical_volume": 1677600.0,
        "trend": 12.798033,
        "fair_value": 15.324954,
        "relative_strength": -19.368593,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -49.39991,
        "energy": 23.116434,
        "activity_lines": [
          12.604772,
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        ]
      },
      {
        "date": "2026-06-05",
        "close": 12.7,
        "volume": 220700,
        "typical_volume": 1601495.0,
        "trend": 12.783033,
        "fair_value": 15.284694,
        "relative_strength": -18.374505,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -46.017343,
        "energy": 31.079221,
        "activity_lines": [
          12.61,
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      },
      {
        "date": "2026-06-12",
        "close": 12.5,
        "volume": 798500,
        "typical_volume": 1514615.0,
        "trend": 12.770827,
        "fair_value": 15.245278,
        "relative_strength": -19.736088,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -51.206114,
        "energy": 38.373177,
        "activity_lines": [
          12.553333,
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        ]
      },
      {
        "date": "2026-06-19",
        "close": 12.5,
        "volume": 135800,
        "typical_volume": 1441005.0,
        "trend": 12.768081,
        "fair_value": 15.210644,
        "relative_strength": -18.360296,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -53.117846,
        "energy": 38.456773,
        "activity_lines": [
          12.54,
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          12.70862
        ]
      },
      {
        "date": "2026-06-26",
        "close": 12.4,
        "volume": 352100,
        "typical_volume": 1419430.0,
        "trend": 12.755695,
        "fair_value": 15.174306,
        "relative_strength": -17.015866,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -57.482849,
        "energy": 40.398565,
        "activity_lines": [
          12.493333,
          12.554101,
          12.627956,
          12.684873
        ]
      },
      {
        "date": "2026-07-03",
        "close": 12.9,
        "volume": 610800,
        "typical_volume": 1361940.0,
        "trend": 12.747362,
        "fair_value": 15.144892,
        "relative_strength": -16.986445,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -22.814946,
        "energy": 13.186991,
        "activity_lines": [
          12.62,
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          12.641105,
          12.694183
        ]
      },
      {
        "date": "2026-07-10",
        "close": 13.0,
        "volume": 1330000,
        "typical_volume": 1328420.0,
        "trend": 12.748669,
        "fair_value": 15.115056,
        "relative_strength": -16.481574,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "mixed",
        "direction": 16.305001,
        "energy": 11.840367,
        "activity_lines": [
          12.753333,
          12.671818,
          12.664967,
          12.710482
        ]
      },
      {
        "date": "2026-07-17",
        "close": 13.2,
        "volume": 1024800,
        "typical_volume": 1259610.0,
        "trend": 12.762949,
        "fair_value": 15.080127,
        "relative_strength": -15.717991,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "mixed",
        "direction": 25.50874,
        "energy": 30.662305,
        "activity_lines": [
          12.933333,
          12.769091,
          12.711295,
          12.7396
        ]
      },
      {
        "date": "2026-07-24",
        "close": 13.0,
        "volume": 1609700,
        "typical_volume": 1209800.0,
        "trend": 12.761103,
        "fair_value": 15.042854,
        "relative_strength": -16.828058,
        "stage": 1,
        "regime": "rotation_up",
        "modifier": "Structural repair",
        "gate": "mixed",
        "direction": 15.409317,
        "energy": 31.929458,
        "activity_lines": [
          13.0,
          12.829091,
          12.741941,
          12.754894
        ]
      },
      {
        "date": "2026-07-31",
        "close": 13.1,
        "volume": 869400,
        "typical_volume": 1128175.0,
        "trend": 12.768897,
        "fair_value": 15.007284,
        "relative_strength": -14.842745,
        "stage": 1,
        "regime": "rotation_up",
        "modifier": "Emerging rotation",
        "gate": "up",
        "direction": 57.166593,
        "energy": 56.898666,
        "activity_lines": [
          13.066667,
          12.898182,
          12.781473,
          12.776758
        ]
      },
      {
        "date": "2026-08-07",
        "close": 13.5,
        "volume": 1691900,
        "typical_volume": 1113380.0,
        "trend": 12.78687,
        "fair_value": 14.978528,
        "relative_strength": -11.332329,
        "stage": 1,
        "regime": "upward_expansion",
        "modifier": "Early expansion",
        "gate": "up",
        "direction": 76.122743,
        "energy": 70.823579,
        "activity_lines": [
          13.22,
          13.029091,
          12.857086,
          12.823926
        ]
      }
    ],
    "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."
    }
  }
}