{
  "ticker": {
    "uuid": "956b35cf-fdd4-4d3c-ad14-509ae48772da",
    "symbol": "KK",
    "name": "K&K Superstore Southern 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": 64.734,
    "architecture_regime": "balance",
    "architecture_regime_label": "Balance",
    "architecture_modifier": "Upper balance after advance",
    "architecture_gate": "up",
    "architecture_direction": 17.102,
    "architecture_energy": 7.32,
    "architecture_maturity": 19.967,
    "architecture_confidence": 63.27,
    "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": 69.81,
        "rotation_up": 25.39,
        "upward_expansion": 43.72,
        "deceleration": 82.36,
        "rotation_down": 18.82,
        "downward_expansion": 21.72
      },
      "activity_lines": [
        1.019333,
        1.02,
        1.028143,
        1.018031
      ],
      "activity_state": "Compressed",
      "activity_direction": "Contracting",
      "rotation_direction": "Weakening",
      "price_acceptance": 0.0
    },
    "latest_close": 1.02,
    "trend_reference": 0.986289,
    "distance_from_trend": 0.03418,
    "trend_direction": "Improving",
    "fair_value": 1.287834,
    "distance_from_fair_value": -0.207973,
    "fair_value_direction": "Improving",
    "relative_strength": -8.19345,
    "relative_strength_direction": "Weakening",
    "price_momentum": 0.295026,
    "excess_performance": 0.102701,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.03418,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.054775,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.207973,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": true,
        "value": 0.066104,
        "read": "Closing upward"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.081935,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.082715,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.295026,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 15.547299,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 161300,
      "relative_activity": 0.11339,
      "balance": 15.547299,
      "dry_up": 0.203511,
      "accumulation_observations": 3,
      "distribution_observations": 0
    },
    "risk": {
      "range_context": 0.074661,
      "annualized_volatility": 0.308508,
      "from_high_reference": -0.285503,
      "from_low_reference": 0.671003
    },
    "levels": {
      "trend_reference": 0.986289,
      "fair_value_reference": 1.287834,
      "structural_low": 0.787629,
      "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": 12,
        "median_return": -0.023676,
        "positive_rate": 0.25,
        "directional_follow_through": 0.25,
        "median_excess_return": -0.02024,
        "regime_survival": 0.5,
        "best_return": 0.728573,
        "worst_return": -0.096385,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 6,
        "median_return": -0.0503,
        "positive_rate": 0.166667,
        "directional_follow_through": 0.166667,
        "median_excess_return": -0.066571,
        "regime_survival": 0.0,
        "best_return": 0.357143,
        "worst_return": -0.318681,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 5,
        "median_return": -0.129986,
        "positive_rate": 0.2,
        "directional_follow_through": 0.2,
        "median_excess_return": -0.079173,
        "regime_survival": 0.2,
        "best_return": 0.457144,
        "worst_return": -0.4357,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
        "median_return": -0.35882,
        "positive_rate": 0.0,
        "directional_follow_through": 0.0,
        "median_excess_return": -0.285172,
        "regime_survival": 0.0,
        "best_return": -0.203716,
        "worst_return": -0.513924,
        "sufficient": false
      }
    ],
    "ledger": [
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2024-02-16",
        "end": "2024-03-29",
        "tenure": "Developing",
        "return": -0.073418,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2024-04-05",
        "end": "2024-05-31",
        "tenure": "Developing",
        "return": 0.021505,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2024-06-07",
        "end": "2024-06-21",
        "tenure": "New",
        "return": -0.073684,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2024-06-28",
        "end": "2024-09-06",
        "tenure": "Developing",
        "return": 0.045454,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2024-09-13",
        "end": "2024-10-25",
        "tenure": "Developing",
        "return": -0.131868,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2024-11-01",
        "end": "2025-08-22",
        "tenure": "Extended",
        "return": -0.527027,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-08-29",
        "end": "2025-09-05",
        "tenure": "New",
        "return": 0.057144,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2025-09-12",
        "end": "2025-09-26",
        "tenure": "New",
        "return": -0.090225,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2025-10-03",
        "end": "2025-10-24",
        "tenure": "New",
        "return": -0.04386,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2025-10-31",
        "end": "2026-01-30",
        "tenure": "Established",
        "return": -0.147368,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2026-02-06",
        "end": "2026-02-27",
        "tenure": "New",
        "return": 0.275,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2026-03-06",
        "end": "2026-05-22",
        "tenure": "Developing",
        "return": 0.085412,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2026-05-29",
        "end": "2026-07-03",
        "tenure": "Developing",
        "return": -0.097345,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2026-07-10",
        "end": "2026-08-07",
        "tenure": "Developing",
        "return": 0.009901,
        "active": true
      }
    ],
    "chart_path": [
      {
        "date": "2023-08-18",
        "close": 2.035999,
        "volume": 60900,
        "typical_volume": 131960.0,
        "trend": 2.21067,
        "fair_value": 2.463664,
        "relative_strength": -7.41647,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
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        "direction": -59.439685,
        "energy": 41.041902,
        "activity_lines": [
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      },
      {
        "date": "2023-08-25",
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      },
      {
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      },
      {
        "date": "2023-09-15",
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        "date": "2026-04-17",
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      },
      {
        "date": "2026-07-17",
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        "volume": 592200,
        "typical_volume": 1497670.0,
        "trend": 0.969287,
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        "relative_strength": -8.899011,
        "stage": 1,
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        "energy": 14.963955,
        "activity_lines": [
          1.018,
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          1.009207
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      },
      {
        "date": "2026-07-24",
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        "volume": 226800,
        "typical_volume": 1449050.0,
        "trend": 0.974407,
        "fair_value": 1.301104,
        "relative_strength": -9.378435,
        "stage": 1,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "up",
        "direction": 17.365533,
        "energy": 9.811684,
        "activity_lines": [
          1.017333,
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          1.012478
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      },
      {
        "date": "2026-07-31",
        "close": 1.02,
        "volume": 177700,
        "typical_volume": 1429640.0,
        "trend": 0.979527,
        "fair_value": 1.294225,
        "relative_strength": -8.535048,
        "stage": 1,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "up",
        "direction": 17.166578,
        "energy": 8.571702,
        "activity_lines": [
          1.018667,
          1.022545,
          1.028571,
          1.01542
        ]
      },
      {
        "date": "2026-08-07",
        "close": 1.02,
        "volume": 161300,
        "typical_volume": 1422530.0,
        "trend": 0.986289,
        "fair_value": 1.287834,
        "relative_strength": -8.19345,
        "stage": 1,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "up",
        "direction": 17.101732,
        "energy": 7.319622,
        "activity_lines": [
          1.019333,
          1.02,
          1.028143,
          1.018031
        ]
      }
    ],
    "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."
    }
  }
}