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    "daily_distribution": [
        {
            "date": "2026-06-01",
            "movement_groups_reviewed": 269,
            "cases": 20,
            "critical": 7,
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            "medium": 4,
            "reference_records": 269,
            "strong_history": 15,
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            "sparse_activity": 0,
            "no_prior_activity": 0,
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            "suppressed": 249,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 17,
            "cost_value": 2207.8817,
            "case_share": 0.07434944237918216,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-02",
            "movement_groups_reviewed": 266,
            "cases": 16,
            "critical": 3,
            "high": 13,
            "medium": 0,
            "reference_records": 266,
            "strong_history": 9,
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            "sparse_activity": 0,
            "no_prior_activity": 3,
            "excluded_cases": 0,
            "suppressed": 250,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 15,
            "cost_value": 20612.126,
            "case_share": 0.06015037593984962,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-03",
            "movement_groups_reviewed": 358,
            "cases": 24,
            "critical": 8,
            "high": 11,
            "medium": 5,
            "reference_records": 358,
            "strong_history": 14,
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            "sparse_activity": 2,
            "no_prior_activity": 2,
            "excluded_cases": 0,
            "suppressed": 334,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 20,
            "cost_value": 30464.2908,
            "case_share": 0.0670391061452514,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-04",
            "movement_groups_reviewed": 309,
            "cases": 21,
            "critical": 4,
            "high": 15,
            "medium": 2,
            "reference_records": 309,
            "strong_history": 15,
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            "sparse_activity": 0,
            "no_prior_activity": 2,
            "excluded_cases": 0,
            "suppressed": 288,
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            "patient_dispensing": 17,
            "cost_value": 10673.8556,
            "case_share": 0.06796116504854369,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-05",
            "movement_groups_reviewed": 209,
            "cases": 8,
            "critical": 1,
            "high": 6,
            "medium": 1,
            "reference_records": 209,
            "strong_history": 8,
            "limited_history": 0,
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            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 201,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 8,
            "cost_value": 602.2578,
            "case_share": 0.03827751196172249,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-06",
            "movement_groups_reviewed": 331,
            "cases": 14,
            "critical": 0,
            "high": 10,
            "medium": 4,
            "reference_records": 331,
            "strong_history": 11,
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            "sparse_activity": 0,
            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 317,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 14,
            "cost_value": 2213.2374,
            "case_share": 0.04229607250755287,
            "operational_note": "Review the leading stores and movement types for this day."
        },
        {
            "date": "2026-06-07",
            "movement_groups_reviewed": 323,
            "cases": 22,
            "critical": 7,
            "high": 10,
            "medium": 5,
            "reference_records": 323,
            "strong_history": 18,
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            "no_prior_activity": 1,
            "excluded_cases": 0,
            "suppressed": 301,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 20,
            "cost_value": 4152.7186,
            "case_share": 0.06811145510835913,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-08",
            "movement_groups_reviewed": 322,
            "cases": 27,
            "critical": 7,
            "high": 17,
            "medium": 3,
            "reference_records": 322,
            "strong_history": 16,
            "limited_history": 10,
            "sparse_activity": 0,
            "no_prior_activity": 1,
            "excluded_cases": 0,
            "suppressed": 295,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 20,
            "cost_value": 6721.1611,
            "case_share": 0.08385093167701864,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-09",
            "movement_groups_reviewed": 308,
            "cases": 16,
            "critical": 3,
            "high": 12,
            "medium": 1,
            "reference_records": 308,
            "strong_history": 11,
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            "no_prior_activity": 2,
            "excluded_cases": 0,
            "suppressed": 292,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 14,
            "cost_value": 4711.7913,
            "case_share": 0.05194805194805195,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-10",
            "movement_groups_reviewed": 345,
            "cases": 20,
            "critical": 3,
            "high": 12,
            "medium": 5,
            "reference_records": 345,
            "strong_history": 16,
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            "sparse_activity": 0,
            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 325,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 19,
            "cost_value": 3455.9375,
            "case_share": 0.057971014492753624,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-11",
            "movement_groups_reviewed": 300,
            "cases": 34,
            "critical": 6,
            "high": 18,
            "medium": 10,
            "reference_records": 300,
            "strong_history": 26,
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            "sparse_activity": 2,
            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 266,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 28,
            "cost_value": 19006.0547,
            "case_share": 0.11333333333333333,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-12",
            "movement_groups_reviewed": 230,
            "cases": 20,
            "critical": 6,
            "high": 11,
            "medium": 3,
            "reference_records": 230,
            "strong_history": 16,
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            "no_prior_activity": 1,
            "excluded_cases": 0,
            "suppressed": 210,
            "inventory_count_cases": 0,
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            "patient_dispensing": 20,
            "cost_value": 2095.2278,
            "case_share": 0.08695652173913043,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-13",
            "movement_groups_reviewed": 286,
            "cases": 21,
            "critical": 4,
            "high": 12,
            "medium": 5,
            "reference_records": 286,
            "strong_history": 14,
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            "sparse_activity": 0,
            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 265,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 18,
            "cost_value": 2122.7994,
            "case_share": 0.07342657342657342,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-14",
            "movement_groups_reviewed": 294,
            "cases": 24,
            "critical": 6,
            "high": 14,
            "medium": 4,
            "reference_records": 294,
            "strong_history": 16,
            "limited_history": 3,
            "sparse_activity": 2,
            "no_prior_activity": 3,
            "excluded_cases": 0,
            "suppressed": 270,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 16,
            "cost_value": 20518.7091,
            "case_share": 0.08163265306122448,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-15",
            "movement_groups_reviewed": 290,
            "cases": 16,
            "critical": 1,
            "high": 11,
            "medium": 4,
            "reference_records": 290,
            "strong_history": 13,
            "limited_history": 3,
            "sparse_activity": 0,
            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 274,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 13,
            "cost_value": 5788.2468,
            "case_share": 0.05517241379310345,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-16",
            "movement_groups_reviewed": 298,
            "cases": 15,
            "critical": 6,
            "high": 8,
            "medium": 1,
            "reference_records": 298,
            "strong_history": 8,
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            "sparse_activity": 3,
            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 283,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 12,
            "cost_value": 13724.6128,
            "case_share": 0.050335570469798654,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-17",
            "movement_groups_reviewed": 259,
            "cases": 14,
            "critical": 4,
            "high": 7,
            "medium": 3,
            "reference_records": 259,
            "strong_history": 10,
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            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 245,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 14,
            "cost_value": 5582.6911,
            "case_share": 0.05405405405405406,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-18",
            "movement_groups_reviewed": 346,
            "cases": 34,
            "critical": 7,
            "high": 18,
            "medium": 9,
            "reference_records": 346,
            "strong_history": 19,
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            "sparse_activity": 4,
            "no_prior_activity": 1,
            "excluded_cases": 0,
            "suppressed": 312,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 19,
            "cost_value": 47269.4812,
            "case_share": 0.09826589595375723,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-19",
            "movement_groups_reviewed": 225,
            "cases": 7,
            "critical": 2,
            "high": 4,
            "medium": 1,
            "reference_records": 225,
            "strong_history": 5,
            "limited_history": 1,
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            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 218,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 7,
            "cost_value": 213.6018,
            "case_share": 0.03111111111111111,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-20",
            "movement_groups_reviewed": 276,
            "cases": 28,
            "critical": 5,
            "high": 13,
            "medium": 10,
            "reference_records": 276,
            "strong_history": 22,
            "limited_history": 3,
            "sparse_activity": 1,
            "no_prior_activity": 2,
            "excluded_cases": 0,
            "suppressed": 248,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 24,
            "cost_value": 12382.1425,
            "case_share": 0.10144927536231885,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-21",
            "movement_groups_reviewed": 311,
            "cases": 23,
            "critical": 4,
            "high": 15,
            "medium": 4,
            "reference_records": 311,
            "strong_history": 16,
            "limited_history": 3,
            "sparse_activity": 1,
            "no_prior_activity": 3,
            "excluded_cases": 0,
            "suppressed": 288,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 18,
            "cost_value": 11551.4614,
            "case_share": 0.07395498392282958,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-22",
            "movement_groups_reviewed": 251,
            "cases": 12,
            "critical": 2,
            "high": 7,
            "medium": 3,
            "reference_records": 251,
            "strong_history": 6,
            "limited_history": 4,
            "sparse_activity": 0,
            "no_prior_activity": 2,
            "excluded_cases": 0,
            "suppressed": 239,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 9,
            "cost_value": 8050.7826,
            "case_share": 0.04780876494023904,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-23",
            "movement_groups_reviewed": 297,
            "cases": 14,
            "critical": 3,
            "high": 8,
            "medium": 3,
            "reference_records": 297,
            "strong_history": 10,
            "limited_history": 4,
            "sparse_activity": 0,
            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 283,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 13,
            "cost_value": 1821.4915,
            "case_share": 0.04713804713804714,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-24",
            "movement_groups_reviewed": 378,
            "cases": 29,
            "critical": 8,
            "high": 18,
            "medium": 3,
            "reference_records": 378,
            "strong_history": 19,
            "limited_history": 9,
            "sparse_activity": 0,
            "no_prior_activity": 1,
            "excluded_cases": 0,
            "suppressed": 349,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 19,
            "cost_value": 11746.4853,
            "case_share": 0.07671957671957672,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-25",
            "movement_groups_reviewed": 364,
            "cases": 47,
            "critical": 20,
            "high": 18,
            "medium": 9,
            "reference_records": 364,
            "strong_history": 31,
            "limited_history": 14,
            "sparse_activity": 2,
            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 317,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 45,
            "cost_value": 5448.5036,
            "case_share": 0.12912087912087913,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-26",
            "movement_groups_reviewed": 194,
            "cases": 12,
            "critical": 4,
            "high": 8,
            "medium": 0,
            "reference_records": 194,
            "strong_history": 7,
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            "sparse_activity": 0,
            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 182,
            "inventory_count_cases": 0,
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            "patient_dispensing": 12,
            "cost_value": 1754.82,
            "case_share": 0.061855670103092786,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-27",
            "movement_groups_reviewed": 262,
            "cases": 11,
            "critical": 2,
            "high": 6,
            "medium": 3,
            "reference_records": 262,
            "strong_history": 7,
            "limited_history": 4,
            "sparse_activity": 0,
            "no_prior_activity": 0,
            "excluded_cases": 0,
            "suppressed": 251,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 9,
            "cost_value": 4814.6421,
            "case_share": 0.04198473282442748,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-28",
            "movement_groups_reviewed": 286,
            "cases": 24,
            "critical": 4,
            "high": 19,
            "medium": 1,
            "reference_records": 286,
            "strong_history": 9,
            "limited_history": 2,
            "sparse_activity": 4,
            "no_prior_activity": 9,
            "excluded_cases": 0,
            "suppressed": 262,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 12,
            "cost_value": 56644.8653,
            "case_share": 0.08391608391608392,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-29",
            "movement_groups_reviewed": 291,
            "cases": 16,
            "critical": 2,
            "high": 11,
            "medium": 3,
            "reference_records": 291,
            "strong_history": 14,
            "limited_history": 0,
            "sparse_activity": 1,
            "no_prior_activity": 1,
            "excluded_cases": 0,
            "suppressed": 275,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 13,
            "cost_value": 3546.5937,
            "case_share": 0.054982817869415807,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        },
        {
            "date": "2026-06-30",
            "movement_groups_reviewed": 278,
            "cases": 20,
            "critical": 2,
            "high": 17,
            "medium": 1,
            "reference_records": 278,
            "strong_history": 12,
            "limited_history": 0,
            "sparse_activity": 4,
            "no_prior_activity": 4,
            "excluded_cases": 0,
            "suppressed": 258,
            "inventory_count_cases": 0,
            "adjustment_cases": 0,
            "patient_dispensing": 13,
            "cost_value": 33530.631,
            "case_share": 0.07194244604316546,
            "operational_note": "Critical cases are present; begin with document and approval verification."
        }
    ],
    "store_analysis": [
        {
            "site_code": "MNH",
            "store_code": "7",
            "store": "Inpatient Pharmacy",
            "cases": 455,
            "critical": 104,
            "high": 251,
            "medium": 100,
            "cost_value": 76455.38450000012,
            "quantity": 6614,
            "movement_lines": 1395,
            "share": 0.7471264367816092,
            "items": 201,
            "users": 17,
            "dominant_movement": "Dispense To Patient"
        },
        {
            "site_code": "MNH",
            "store_code": "1",
            "store": "Drugs Store",
            "cases": 82,
            "critical": 27,
            "high": 51,
            "medium": 4,
            "cost_value": 197567.84510000004,
            "quantity": 6446,
            "movement_lines": 89,
            "share": 0.13464696223316913,
            "items": 53,
            "users": 9,
            "dominant_movement": "Stock Transfer"
        },
        {
            "site_code": "MNH",
            "store_code": "37",
            "store": "ER Drugs",
            "cases": 29,
            "critical": 4,
            "high": 22,
            "medium": 3,
            "cost_value": 23845.61509999999,
            "quantity": 148,
            "movement_lines": 72,
            "share": 0.047619047619047616,
            "items": 17,
            "users": 13,
            "dominant_movement": "Dispense To Patient"
        },
        {
            "site_code": "MNH",
            "store_code": "55",
            "store": "Expire Store",
            "cases": 15,
            "critical": 3,
            "high": 12,
            "medium": 0,
            "cost_value": 55001.74829999999,
            "quantity": 2578,
            "movement_lines": 31,
            "share": 0.024630541871921183,
            "items": 14,
            "users": 1,
            "dominant_movement": "Exchange items to supplier"
        },
        {
            "site_code": "MNH",
            "store_code": "29",
            "store": "Delivery Drugs",
            "cases": 12,
            "critical": 0,
            "high": 12,
            "medium": 0,
            "cost_value": 65.41159999999999,
            "quantity": 26,
            "movement_lines": 26,
            "share": 0.019704433497536946,
            "items": 1,
            "users": 5,
            "dominant_movement": "Dispense To Patient"
        },
        {
            "site_code": "MNH",
            "store_code": "25",
            "store": "OR Drugs",
            "cases": 9,
            "critical": 2,
            "high": 5,
            "medium": 2,
            "cost_value": 411.9999,
            "quantity": 32,
            "movement_lines": 28,
            "share": 0.014778325123152709,
            "items": 7,
            "users": 7,
            "dominant_movement": "Dispense To Patient"
        },
        {
            "site_code": "MNH",
            "store_code": "36",
            "store": "NARCOTIC DRUGS STORE",
            "cases": 5,
            "critical": 1,
            "high": 3,
            "medium": 1,
            "cost_value": 69.14620000000001,
            "quantity": 35,
            "movement_lines": 5,
            "share": 0.008210180623973728,
            "items": 2,
            "users": 4,
            "dominant_movement": "Stock Transfer"
        },
        {
            "site_code": "MNH",
            "store_code": "32",
            "store": "ICU Drugs",
            "cases": 2,
            "critical": 0,
            "high": 2,
            "medium": 0,
            "cost_value": 11.9508,
            "quantity": 6,
            "movement_lines": 6,
            "share": 0.003284072249589491,
            "items": 1,
            "users": 2,
            "dominant_movement": "Dispense To Patient"
        }
    ],
    "movement_analysis": [
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        {
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        {
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        {
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        {
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        {
            "site_code": "MNH",
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        {
            "site_code": "MNH",
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            "first_day": "2026-06-30",
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        {
            "site_code": "MNH",
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        {
            "site_code": "MNH",
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        {
            "site_code": "MNH",
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            "first_day": "2026-06-09",
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        {
            "site_code": "MNH",
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        {
            "site_code": "MNH",
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    ],
    "statistical_basis": {
        "baseline_days": 365,
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            {
                "indicator": "Quantity",
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                "above_p95": 284,
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                "above_max": 114,
                "interpretation": "The further quantity rises above prior behaviour, the higher the review priority."
            },
            {
                "indicator": "Cost Value",
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                "above_p95": 299,
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                "interpretation": "Directs attention to greater financial scale without treating the amount as confirmed loss."
            },
            {
                "indicator": "Transaction Count",
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                "above_p95": 128,
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                "interpretation": "Identifies unusual repetition even when individual movements are small."
            },
            {
                "indicator": "Largest Movement",
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                "interpretation": "Highlights unusually large individual movements."
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            {
                "indicator": "Resumed Activity",
                "meaning": "Time elapsed since the last similar activity.",
                "above_p95": 0,
                "above_p99": 0,
                "above_max": 0,
                "interpretation": "Activity after a long gap increases the need to verify the reason and documents."
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            "Strong history": 413,
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        "priority": {
            "CRITICAL": {
                "cases": 141,
                "cost": 143441.2153
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            "HIGH": {
                "cases": 358,
                "cost": 193840.49609999947
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            "MEDIUM": {
                "cases": 110,
                "cost": 16147.390099999997
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        "total_cost": 353429.1015
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    "statistical_comparisons": [
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            "store": "Drugs Store",
            "cases": 82,
            "critical": 27,
            "high": 51,
            "medium": 4,
            "cost_value": 197567.84510000004,
            "quantity": 6446,
            "movement_lines": 89,
            "share": 0.13464696223316913,
            "items": 53,
            "users": 9,
            "dominant_movement": "Stock Transfer"
        },
        {
            "site_code": "MNH",
            "store_code": "37",
            "store": "ER Drugs",
            "cases": 29,
            "critical": 4,
            "high": 22,
            "medium": 3,
            "cost_value": 23845.61509999999,
            "quantity": 148,
            "movement_lines": 72,
            "share": 0.047619047619047616,
            "items": 17,
            "users": 13,
            "dominant_movement": "Dispense To Patient"
        },
        {
            "site_code": "MNH",
            "store_code": "55",
            "store": "Expire Store",
            "cases": 15,
            "critical": 3,
            "high": 12,
            "medium": 0,
            "cost_value": 55001.74829999999,
            "quantity": 2578,
            "movement_lines": 31,
            "share": 0.024630541871921183,
            "items": 14,
            "users": 1,
            "dominant_movement": "Exchange items to supplier"
        },
        {
            "site_code": "MNH",
            "store_code": "29",
            "store": "Delivery Drugs",
            "cases": 12,
            "critical": 0,
            "high": 12,
            "medium": 0,
            "cost_value": 65.41159999999999,
            "quantity": 26,
            "movement_lines": 26,
            "share": 0.019704433497536946,
            "items": 1,
            "users": 5,
            "dominant_movement": "Dispense To Patient"
        }
    ],
    "top_items": [
        {
            "site_code": "MNH",
            "item_code": "14984623",
            "item": "PETHIDINE HCL 100 MG/2ML SC IM IV 1ML AMP",
            "cases": 17,
            "critical": 2,
            "high": 15,
            "medium": 0,
            "quantity": 2032,
            "cost_value": 5097.507300000001,
            "highest_score": 94.5,
            "first_day": "2026-06-05",
            "last_day": "2026-06-30",
            "stores": 3,
            "movement_types": 3
        },
        {
            "site_code": "MNH",
            "item_code": "14280094",
            "item": "DEMENTILE 10MG TAB.  B/30",
            "cases": 15,
            "critical": 0,
            "high": 15,
            "medium": 0,
            "quantity": 16,
            "cost_value": 139.7952,
            "highest_score": 70,
            "first_day": "2026-06-01",
            "last_day": "2026-06-15",
            "stores": 1,
            "movement_types": 1
        },
        {
            "site_code": "MNH",
            "item_code": "14727500",
            "item": "BEPANTHEN CREAM 5%  30GM",
            "cases": 12,
            "critical": 0,
            "high": 12,
            "medium": 0,
            "quantity": 43,
            "cost_value": 884.6120000000001,
            "highest_score": 70,
            "first_day": "2026-06-03",
            "last_day": "2026-06-18",
            "stores": 2,
            "movement_types": 3
        },
        {
            "site_code": "MNH",
            "item_code": "14383823",
            "item": "PROTEC 1GM VIAL",
            "cases": 10,
            "critical": 3,
            "high": 5,
            "medium": 2,
            "quantity": 243,
            "cost_value": 7243.0863,
            "highest_score": 92,
            "first_day": "2026-06-11",
            "last_day": "2026-06-24",
            "stores": 2,
            "movement_types": 4
        },
        {
            "site_code": "MNH",
            "item_code": "14390017",
            "item": "AMOXIPLUS 1.2GM VIAL",
            "cases": 9,
            "critical": 2,
            "high": 6,
            "medium": 1,
            "quantity": 126,
            "cost_value": 612.9833000000001,
            "highest_score": 93.75,
            "first_day": "2026-06-01",
            "last_day": "2026-06-30",
            "stores": 2,
            "movement_types": 2
        }
    ],
    "top_movements": [
        {
            "site_code": "MNH",
            "movement_code": "7",
            "movement_type": "Dispense To Patient",
            "direction": "OUT",
            "cases": 443,
            "critical": 85,
            "high": 257,
            "medium": 101,
            "cost_value": 65693.56770000012,
            "mass_event_cases": 0,
            "share": 0.7274220032840722,
            "stores": 5,
            "items": 200
        },
        {
            "site_code": "MNH",
            "movement_code": "9",
            "movement_type": "Stock Transfer",
            "direction": "OUT",
            "cases": 58,
            "critical": 17,
            "high": 35,
            "medium": 6,
            "cost_value": 87762.79949999998,
            "mass_event_cases": 0,
            "share": 0.09523809523809523,
            "stores": 3,
            "items": 39
        },
        {
            "site_code": "MNH",
            "movement_code": "4",
            "movement_type": "Return From Patient",
            "direction": "IN",
            "cases": 55,
            "critical": 22,
            "high": 30,
            "medium": 3,
            "cost_value": 11601.824400000003,
            "mass_event_cases": 0,
            "share": 0.090311986863711,
            "stores": 2,
            "items": 43
        },
        {
            "site_code": "MNH",
            "movement_code": "2",
            "movement_type": "Add",
            "direction": "IN",
            "cases": 33,
            "critical": 12,
            "high": 21,
            "medium": 0,
            "cost_value": 117045.23159999998,
            "mass_event_cases": 0,
            "share": 0.054187192118226604,
            "stores": 2,
            "items": 28
        },
        {
            "site_code": "MNH",
            "movement_code": "28",
            "movement_type": "Exchange items to supplier",
            "direction": "OUT",
            "cases": 19,
            "critical": 5,
            "high": 14,
            "medium": 0,
            "cost_value": 70190.41829999999,
            "mass_event_cases": 0,
            "share": 0.031198686371100164,
            "stores": 2,
            "items": 18
        }
    ],
    "insights": [
        "6.96% of reviewed movement groups produced a frozen review case.",
        "141 critical cases represent 23.2% of the review population.",
        "Inpatient Pharmacy contains 455 cases and should be reviewed first.",
        "Dispense To Patient is the movement type most associated with cases.",
        "2026-06-25 was the peak review day with 47 cases.",
        "The associated value of SAR 353,429.10 is inventory-cost scale, not confirmed financial loss."
    ],
    "recommendations": [
        "Open critical cases first and match source documents, approvals, balances and associated users.",
        "Review high-volume inventory-count or adjustment activity as one operational event before separating individual exceptions.",
        "Begin with Inpatient Pharmacy because it has the highest case concentration.",
        "Focus on Dispense To Patient and compare requests, issues and subsequent returns.",
        "Record the decision, owner, result and management notes in the All Cases sheet to preserve the follow-up trail."
    ],
    "errors": [],
    "generated_at": "2026-07-25 12:00:02",
    "snapshot_library": [
        {
            "site_code": "MNH",
            "source_db": "ORAMNH",
            "snapshot_id": 2,
            "version_no": 1,
            "status": "CLOSED",
            "month": "2026-06",
            "cases": 609,
            "critical": 141,
            "high": 358,
            "medium": 110,
            "associated_cost": 353429.1015,
            "transactions": 1630,
            "snapshot_hash": "162bb1bc974fa780d09a17dab6476d4616c622d51149b49f441ffe9e98935426",
            "updated_through": "2026-06-30"
        }
    ],
    "movement_detail_count": 1652,
    "cache": {
        "release": "DIAR-6B.5-R2.5",
        "prepared_at": "2026-07-25T12:01:20+03:00",
        "scope_code": "MNH",
        "selected_month": "2026-06",
        "export_ready": true,
        "source": "PREBUILT"
    }
}