{
  "ticker": {
    "uuid": "38a07ae8-7b89-428f-8893-4e2ba908bea5",
    "symbol": "RMMZ",
    "name": "RiverNorth Managed Duration Municipal Income Fund II Inc.",
    "exchange": "NYSE",
    "country": "US",
    "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": "SPY",
    "stage": 3,
    "stage_name": "Distribution",
    "phase": "3b",
    "phase_label": "Stage 3B \u00b7 Distribution",
    "transition": "stage_3_churning",
    "transition_label": "Stage 3 range intact",
    "confidence": 82.043,
    "architecture_regime": "upward_expansion",
    "architecture_regime_label": "Upward Expansion",
    "architecture_modifier": "Established expansion",
    "architecture_gate": "up",
    "architecture_direction": 41.635,
    "architecture_energy": 20.232,
    "architecture_maturity": 49.971,
    "architecture_confidence": 68.035,
    "architecture_tenure": "Established",
    "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": 41.9,
        "rotation_up": 36.96,
        "upward_expansion": 62.55,
        "deceleration": 82.73,
        "rotation_down": 22.82,
        "downward_expansion": 12.55
      },
      "activity_lines": [
        14.814874,
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        14.781388,
        14.707959
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      "activity_state": "Compressed",
      "activity_direction": "Contracting",
      "rotation_direction": "Weakening",
      "price_acceptance": 0.5
    },
    "latest_close": 14.89,
    "trend_reference": 14.608757,
    "distance_from_trend": 0.019252,
    "trend_direction": "Improving",
    "fair_value": 13.685875,
    "distance_from_fair_value": 0.087983,
    "fair_value_direction": "Weakening",
    "relative_strength": -7.830829,
    "relative_strength_direction": "Weakening",
    "price_momentum": 0.020643,
    "excess_performance": -0.104982,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.019252,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.014621,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.087983,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.00796,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.078308,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.01792,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.020643,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.664473,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 28245,
      "relative_activity": 0.377341,
      "balance": 0.664473,
      "dry_up": 0.776718,
      "accumulation_observations": 2,
      "distribution_observations": 4
    },
    "risk": {
      "range_context": 0.020849,
      "annualized_volatility": 0.094935,
      "from_high_reference": -0.012576,
      "from_low_reference": 0.125109
    },
    "levels": {
      "trend_reference": 14.608757,
      "fair_value_reference": 13.685875,
      "structural_low": 13.909115,
      "invalidation": "A decisive breakout above range resistance with renewed RS leadership invalidates the distribution reading; a range-low break confirms deterioration."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 18,
        "median_return": -0.001818,
        "positive_rate": 0.444444,
        "directional_follow_through": 0.444444,
        "median_excess_return": -0.010162,
        "regime_survival": 0.666667,
        "best_return": 0.029493,
        "worst_return": -0.043741,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 6,
        "median_return": -0.001969,
        "positive_rate": 0.5,
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        "median_excess_return": -0.062165,
        "regime_survival": 0.333333,
        "best_return": 0.01454,
        "worst_return": -0.061324,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 4,
        "median_return": 0.040101,
        "positive_rate": 1.0,
        "directional_follow_through": 1.0,
        "median_excess_return": -0.058409,
        "regime_survival": 0.25,
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        "worst_return": 0.029445,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
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        "worst_return": 0.001189,
        "sufficient": false
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        "end": "2024-08-16",
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        "regime": "downward_expansion",
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        "regime": "downward_expansion",
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        "typical_volume": 129226.55,
        "trend": 14.296321,
        "fair_value": 13.454184,
        "relative_strength": -3.711832,
        "stage": 2,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "up",
        "direction": 57.662645,
        "energy": 27.74282,
        "activity_lines": [
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      },
      {
        "date": "2026-04-24",
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        "typical_volume": 119626.25,
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        "fair_value": 13.470078,
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        "stage": 2,
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        "activity_lines": [
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      },
      {
        "date": "2026-05-01",
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        "typical_volume": 116060.25,
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        "fair_value": 13.483387,
        "relative_strength": -5.359617,
        "stage": 3,
        "regime": "balance",
        "modifier": "Upper balance after advance",
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        "energy": 44.050173,
        "activity_lines": [
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      },
      {
        "date": "2026-05-08",
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        "typical_volume": 108343.4,
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        "fair_value": 13.498016,
        "relative_strength": -6.038869,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Re-accelerating",
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        "direction": 62.018329,
        "energy": 54.250098,
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      },
      {
        "date": "2026-05-15",
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        "typical_volume": 107143.45,
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        "fair_value": 13.515631,
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        "regime": "upward_expansion",
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        "gate": "up",
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        "energy": 53.619031,
        "activity_lines": [
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        ]
      },
      {
        "date": "2026-05-22",
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        "typical_volume": 97263.1,
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        "fair_value": 13.532383,
        "relative_strength": -8.282845,
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        "gate": "up",
        "direction": 51.906984,
        "energy": 35.192914,
        "activity_lines": [
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      },
      {
        "date": "2026-05-29",
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        "typical_volume": 93998.4,
        "trend": 14.398239,
        "fair_value": 13.550385,
        "relative_strength": -7.721401,
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        "activity_lines": [
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      },
      {
        "date": "2026-06-05",
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        "typical_volume": 93060.2,
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        "fair_value": 13.567012,
        "relative_strength": -5.385933,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Early expansion",
        "gate": "up",
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        "energy": 30.152404,
        "activity_lines": [
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      },
      {
        "date": "2026-06-12",
        "close": 14.693798,
        "volume": 113778,
        "typical_volume": 95260.65,
        "trend": 14.416814,
        "fair_value": 13.580761,
        "relative_strength": -5.945282,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Early expansion",
        "gate": "up",
        "direction": 48.55813,
        "energy": 23.817252,
        "activity_lines": [
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      },
      {
        "date": "2026-06-19",
        "close": 14.851428,
        "volume": 30893,
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        "regime": "upward_expansion",
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        "gate": "up",
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        "energy": 30.533877,
        "activity_lines": [
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      },
      {
        "date": "2026-06-26",
        "close": 14.801725,
        "volume": 62672,
        "typical_volume": 81101.8,
        "trend": 14.4684,
        "fair_value": 13.608323,
        "relative_strength": -3.536387,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Early expansion",
        "gate": "up",
        "direction": 52.411237,
        "energy": 29.548342,
        "activity_lines": [
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          14.58595
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      },
      {
        "date": "2026-07-03",
        "close": 14.950835,
        "volume": 101540,
        "typical_volume": 83123.65,
        "trend": 14.496099,
        "fair_value": 13.621774,
        "relative_strength": -4.516085,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 62.452522,
        "energy": 42.48689,
        "activity_lines": [
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      },
      {
        "date": "2026-07-10",
        "close": 14.87131,
        "volume": 76578,
        "typical_volume": 82699.1,
        "trend": 14.516673,
        "fair_value": 13.634661,
        "relative_strength": -6.169171,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 57.036754,
        "energy": 49.577415,
        "activity_lines": [
          14.864115,
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      },
      {
        "date": "2026-07-17",
        "close": 14.8709,
        "volume": 94998,
        "typical_volume": 81654.55,
        "trend": 14.536414,
        "fair_value": 13.647829,
        "relative_strength": -4.613075,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 54.282683,
        "energy": 45.224691,
        "activity_lines": [
          14.876475,
          14.828002,
          14.744538,
          14.664136
        ]
      },
      {
        "date": "2026-07-24",
        "close": 14.72,
        "volume": 50895,
        "typical_volume": 78066.0,
        "trend": 14.559807,
        "fair_value": 13.659618,
        "relative_strength": -4.955866,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 50.722646,
        "energy": 29.229295,
        "activity_lines": [
          14.826728,
          14.813787,
          14.752114,
          14.67598
        ]
      },
      {
        "date": "2026-07-31",
        "close": 14.75,
        "volume": 58420,
        "typical_volume": 76848.55,
        "trend": 14.584521,
        "fair_value": 13.671657,
        "relative_strength": -5.640053,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 36.659565,
        "energy": 18.867534,
        "activity_lines": [
          14.795744,
          14.808765,
          14.761007,
          14.68825
        ]
      },
      {
        "date": "2026-08-07",
        "close": 14.89,
        "volume": 28245,
        "typical_volume": 74852.75,
        "trend": 14.608757,
        "fair_value": 13.685875,
        "relative_strength": -7.830829,
        "stage": 3,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 41.635343,
        "energy": 20.232384,
        "activity_lines": [
          14.814874,
          14.824888,
          14.781388,
          14.707959
        ]
      }
    ],
    "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."
    }
  }
}