{
  "schemaVersion": "1.0",
  "slug": "interleaving-sequence-diversity-96-item-test",
  "title": "Is an Interleaved Practice Set Actually Interleaved? A 96-Item Sequence Test",
  "runDate": "2026-07-28",
  "executed": true,
  "sanitized": true,
  "question": "How differently do blocked, round-robin, paired, and seeded-shuffle generators distribute ninety-six practice items from eight categories?",
  "baseline": "A practice set can contain several categories yet remain locally blocked, so category count alone does not establish interleaving.",
  "protocol": [
    "Freeze ninety-six items with twelve instances from each of eight categories.",
    "Generate four sequences using declared deterministic rules.",
    "Measure adjacent category switches and retain every position-level record."
  ],
  "sample": {
    "itemsPerSequence": 96,
    "categories": 8,
    "generators": 4
  },
  "results": {
    "blocked": {
      "switches": 7,
      "switchRate": 0.074
    },
    "round-robin": {
      "switches": 95,
      "switchRate": 1
    },
    "paired": {
      "switches": 47,
      "switchRate": 0.495
    },
    "seeded-shuffle": {
      "switches": 83,
      "switchRate": 0.874
    }
  },
  "negativeFindings": [
    "A perfectly alternating round-robin sequence maximized switching but may be more predictable than a seeded shuffle."
  ],
  "limitations": [
    "Switch rate describes sequence structure; it does not show which ordering improves discrimination or retention for a learner."
  ],
  "records": [
    {
      "generator": "blocked",
      "position": 1,
      "category": "K1",
      "sameAsPrevious": false
    },
    {
      "generator": "blocked",
      "position": 2,
      "category": "K1",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 3,
      "category": "K1",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 4,
      "category": "K1",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 5,
      "category": "K1",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 6,
      "category": "K1",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 7,
      "category": "K1",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 8,
      "category": "K1",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 9,
      "category": "K1",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 10,
      "category": "K1",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 11,
      "category": "K1",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 12,
      "category": "K1",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 13,
      "category": "K2",
      "sameAsPrevious": false
    },
    {
      "generator": "blocked",
      "position": 14,
      "category": "K2",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 15,
      "category": "K2",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 16,
      "category": "K2",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 17,
      "category": "K2",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 18,
      "category": "K2",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 19,
      "category": "K2",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 20,
      "category": "K2",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 21,
      "category": "K2",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 22,
      "category": "K2",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 23,
      "category": "K2",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 24,
      "category": "K2",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 25,
      "category": "K3",
      "sameAsPrevious": false
    },
    {
      "generator": "blocked",
      "position": 26,
      "category": "K3",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 27,
      "category": "K3",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 28,
      "category": "K3",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 29,
      "category": "K3",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 30,
      "category": "K3",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 31,
      "category": "K3",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 32,
      "category": "K3",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 33,
      "category": "K3",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 34,
      "category": "K3",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 35,
      "category": "K3",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 36,
      "category": "K3",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 37,
      "category": "K4",
      "sameAsPrevious": false
    },
    {
      "generator": "blocked",
      "position": 38,
      "category": "K4",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 39,
      "category": "K4",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 40,
      "category": "K4",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 41,
      "category": "K4",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 42,
      "category": "K4",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 43,
      "category": "K4",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 44,
      "category": "K4",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 45,
      "category": "K4",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 46,
      "category": "K4",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 47,
      "category": "K4",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 48,
      "category": "K4",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 49,
      "category": "K5",
      "sameAsPrevious": false
    },
    {
      "generator": "blocked",
      "position": 50,
      "category": "K5",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 51,
      "category": "K5",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 52,
      "category": "K5",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 53,
      "category": "K5",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 54,
      "category": "K5",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 55,
      "category": "K5",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 56,
      "category": "K5",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 57,
      "category": "K5",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 58,
      "category": "K5",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 59,
      "category": "K5",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 60,
      "category": "K5",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 61,
      "category": "K6",
      "sameAsPrevious": false
    },
    {
      "generator": "blocked",
      "position": 62,
      "category": "K6",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 63,
      "category": "K6",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 64,
      "category": "K6",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 65,
      "category": "K6",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 66,
      "category": "K6",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 67,
      "category": "K6",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 68,
      "category": "K6",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 69,
      "category": "K6",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 70,
      "category": "K6",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 71,
      "category": "K6",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 72,
      "category": "K6",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 73,
      "category": "K7",
      "sameAsPrevious": false
    },
    {
      "generator": "blocked",
      "position": 74,
      "category": "K7",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 75,
      "category": "K7",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 76,
      "category": "K7",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 77,
      "category": "K7",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 78,
      "category": "K7",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 79,
      "category": "K7",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 80,
      "category": "K7",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 81,
      "category": "K7",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 82,
      "category": "K7",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 83,
      "category": "K7",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 84,
      "category": "K7",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 85,
      "category": "K8",
      "sameAsPrevious": false
    },
    {
      "generator": "blocked",
      "position": 86,
      "category": "K8",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 87,
      "category": "K8",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 88,
      "category": "K8",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 89,
      "category": "K8",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 90,
      "category": "K8",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 91,
      "category": "K8",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 92,
      "category": "K8",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 93,
      "category": "K8",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 94,
      "category": "K8",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 95,
      "category": "K8",
      "sameAsPrevious": true
    },
    {
      "generator": "blocked",
      "position": 96,
      "category": "K8",
      "sameAsPrevious": true
    },
    {
      "generator": "round-robin",
      "position": 1,
      "category": "K1",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 2,
      "category": "K2",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 3,
      "category": "K3",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 4,
      "category": "K4",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 5,
      "category": "K5",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 6,
      "category": "K6",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 7,
      "category": "K7",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 8,
      "category": "K8",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 9,
      "category": "K1",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 10,
      "category": "K2",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 11,
      "category": "K3",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 12,
      "category": "K4",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 13,
      "category": "K5",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 14,
      "category": "K6",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 15,
      "category": "K7",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 16,
      "category": "K8",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 17,
      "category": "K1",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 18,
      "category": "K2",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 19,
      "category": "K3",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 20,
      "category": "K4",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 21,
      "category": "K5",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 22,
      "category": "K6",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 23,
      "category": "K7",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 24,
      "category": "K8",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 25,
      "category": "K1",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 26,
      "category": "K2",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 27,
      "category": "K3",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 28,
      "category": "K4",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 29,
      "category": "K5",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 30,
      "category": "K6",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 31,
      "category": "K7",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 32,
      "category": "K8",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 33,
      "category": "K1",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 34,
      "category": "K2",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 35,
      "category": "K3",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 36,
      "category": "K4",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 37,
      "category": "K5",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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    },
    {
      "generator": "round-robin",
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    },
    {
      "generator": "round-robin",
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    },
    {
      "generator": "round-robin",
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    },
    {
      "generator": "round-robin",
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    },
    {
      "generator": "round-robin",
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    },
    {
      "generator": "round-robin",
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    },
    {
      "generator": "round-robin",
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    },
    {
      "generator": "round-robin",
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    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "category": "K1",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 61,
      "category": "K5",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 62,
      "category": "K6",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "category": "K7",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
      "position": 64,
      "category": "K8",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "category": "K1",
      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
    },
    {
      "generator": "round-robin",
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    },
    {
      "generator": "round-robin",
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      "sameAsPrevious": false
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    {
      "generator": "round-robin",
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    },
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    },
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}