{
  "schema": "datapulse/v1/dataset-drift",
  "generated_at": "2026-08-27T13:20:57Z",
  "window_days": 30,
  "methodology": {
    "shape_signal": "adjacent versioned shape_hash transitions",
    "column_signal": "adjacent numeric column_count transitions",
    "window_baseline": "latest valid observation before the window",
    "daily_compaction_evidence": "latest retained observation per compacted UTC day; raw history takes precedence on overlap",
    "record_daily_sample": "latest successful numeric observation per UTC day",
    "minimum_record_sample_days": 2,
    "minimum_record_span_days": 1.0,
    "record_trend_threshold_pct": 5.0,
    "record_count_tolerance_ratio": 0.5,
    "verdict_precedence": [
      "drift_detected",
      "record_count_drift",
      "stable",
      "insufficient_data"
    ]
  },
  "summary": {
    "datasets_total": 389,
    "by_verdict": {
      "drift_detected": 0,
      "record_count_drift": 0,
      "stable": 230,
      "insufficient_data": 159
    }
  },
  "datasets": [
    {
      "dataset_id": "fuelprice",
      "name": "Malaysian Fuel Prices",
      "verdict": "stable",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
      "distinct_shape_count": 1,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 1,
      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 1,
      "record_history_span_days": 0.0,
      "record_count": 949,
      "column_count": 10,
      "expected_record_count": 945,
      "record_count_within_tolerance": true,
      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "eperolehan-diklankan",
      "name": "ePerolehan Tender Notices (DIIKLANKAN)",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 0,
      "distinct_shape_count": 0,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 0,
      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 0,
      "record_history_span_days": 0.0,
      "record_count": null,
      "column_count": null,
      "expected_record_count": null,
      "record_count_within_tolerance": null,
      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "pricecatcher",
      "name": "PriceCatcher (Grocery Prices)",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 0,
      "distinct_shape_count": 0,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 0,
      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 1,
      "record_history_span_days": 0.0,
      "record_count": 14734,
      "column_count": null,
      "expected_record_count": null,
      "record_count_within_tolerance": null,
      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "exchangerates_daily_0900",
      "name": "BNM Daily Exchange Rates (0900)",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
      "distinct_shape_count": 1,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 1,
      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 1,
      "record_history_span_days": 0.0,
      "record_count": 17153,
      "column_count": 29,
      "expected_record_count": null,
      "record_count_within_tolerance": null,
      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "exchangerates_daily_1130",
      "name": "BNM Daily Exchange Rates (1130)",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
      "distinct_shape_count": 1,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 1,
      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 1,
      "record_history_span_days": 0.0,
      "record_count": 11412,
      "column_count": 9,
      "expected_record_count": null,
      "record_count_within_tolerance": null,
      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "exchangerates_daily_1200",
      "name": "BNM Daily Exchange Rates (1200)",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
      "distinct_shape_count": 1,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 1,
      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 1,
      "record_history_span_days": 0.0,
      "record_count": 18718,
      "column_count": 29,
      "expected_record_count": null,
      "record_count_within_tolerance": null,
      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "exchangerates_daily_1700",
      "name": "BNM Daily Exchange Rates (1700)",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
      "distinct_shape_count": 1,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 1,
      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 1,
      "record_history_span_days": 0.0,
      "record_count": 17187,
      "column_count": 29,
      "expected_record_count": null,
      "record_count_within_tolerance": null,
      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "met_weather",
      "name": "MET Malaysia Weather Forecast",
      "verdict": "stable",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
      "distinct_shape_count": 1,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 1,
      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 1,
      "record_history_span_days": 0.0,
      "record_count": 3101,
      "column_count": 9,
      "expected_record_count": 2520,
      "record_count_within_tolerance": true,
      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "doe_apims",
      "name": "DOE APIMS Air Quality (Hourly API)",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 0,
      "distinct_shape_count": 0,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 0,
      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 0,
      "record_history_span_days": 0.0,
      "record_count": null,
      "column_count": null,
      "expected_record_count": null,
      "record_count_within_tolerance": null,
      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "doe_rqims",
      "name": "DOE RQIMS River Water Quality (Continuous)",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 0,
      "distinct_shape_count": 0,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 0,
      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 0,
      "record_history_span_days": 0.0,
      "record_count": null,
      "column_count": null,
      "expected_record_count": null,
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      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "doe_mqims",
      "name": "DOE MQIMS Marine Water Quality (Manual)",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 0,
      "distinct_shape_count": 0,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 0,
      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 0,
      "record_history_span_days": 0.0,
      "record_count": null,
      "column_count": null,
      "expected_record_count": null,
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      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "kkm_idengue",
      "name": "KKM iDengue Weekly Dengue Cases",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 0,
      "distinct_shape_count": 0,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 0,
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      "record_change_pct": null,
      "record_sample_days": 0,
      "record_history_span_days": 0.0,
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      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_crime_district",
      "name": "OpenDOSM Crime by District & Type (Annual)",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
      "distinct_shape_count": 1,
      "column_count_changed": null,
      "column_change_count": 0,
      "last_column_change_at": null,
      "column_sample_count": 1,
      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 1,
      "record_history_span_days": 0.0,
      "record_count": 19152,
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      "expected_record_count": null,
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      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_cpi_state",
      "name": "OpenDOSM Monthly CPI by State & Division",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
      "distinct_shape_count": 1,
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      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 1,
      "record_history_span_days": 0.0,
      "record_count": 44576,
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      "expected_record_count": null,
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      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_gdp_state_real_supply",
      "name": "OpenDOSM Annual Real GDP by State & Sector",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
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      "record_change_pct": null,
      "record_sample_days": 1,
      "record_history_span_days": 0.0,
      "record_count": 2163,
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      "expected_record_count": null,
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      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_gdp_qtr_real",
      "name": "OpenDOSM Quarterly Real GDP",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
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      "shape_sample_count": 1,
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      "record_change_pct": null,
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      "record_history_span_days": 0.0,
      "record_count": 133,
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      "expected_record_count": null,
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      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_gdp_annual_real_supply",
      "name": "OpenDOSM Annual Real GDP by Supply Sector",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
      "distinct_shape_count": 1,
      "column_count_changed": null,
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      "last_column_change_at": null,
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      "record_trend": "insufficient_data",
      "record_change_pct": null,
      "record_sample_days": 1,
      "record_history_span_days": 0.0,
      "record_count": 147,
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      "expected_record_count": null,
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      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_trade_headline",
      "name": "OpenDOSM Monthly Trade Headline",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
      "distinct_shape_count": 1,
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      "record_history_span_days": 0.0,
      "record_count": 743,
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      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_cpi_inflation",
      "name": "OpenDOSM Monthly CPI Inflation by Division",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
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      "record_history_span_days": 0.0,
      "record_count": 7812,
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      "expected_record_count": null,
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      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_trade_enduse_bec",
      "name": "OpenDOSM Monthly Trade by End Use (BEC)",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
      "shape_sample_count": 1,
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      "record_change_pct": null,
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      "record_history_span_days": 0.0,
      "record_count": 14478,
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      "expected_record_count": null,
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      "content_shape_changed_latest": false,
      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_lfs_qtr",
      "name": "OpenDOSM Quarterly Labour Force Statistics",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
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      "shape_sample_count": 1,
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      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_lfs_qtr_state",
      "name": "OpenDOSM Quarterly Labour Force Statistics by State",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
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      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_employment_sector",
      "name": "OpenDOSM Annual Employment by Sector and Sex",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
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      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_population_state",
      "name": "OpenDOSM Annual Population by State",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
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      "reason": "requires two comparable structural or record-count observations, or an evaluable expected count"
    },
    {
      "dataset_id": "dosm_gdp_annual_nominal_supply",
      "name": "OpenDOSM Annual Nominal GDP by Supply Sector",
      "verdict": "insufficient_data",
      "shape_changed_recently": false,
      "shape_change_count": 0,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "vaxreg_covid_demog",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "population_dun",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "population_parlimen",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_iowrt_3d",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_deaths_early_childhood",
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      "shape_changed_recently": false,
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_deaths_early_childhood_sex",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_deaths_early_childhood_state",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_deaths_early_childhood_state_sex",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_deaths_maternal",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_deaths_sex_ethnic",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "drug_addicts_education",
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      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "electricity_access",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "enrolment_school_district",
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      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "federal_finance_year_de",
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      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_fertility_state",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "record_count_within_tolerance": true,
      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_gdp_annual_real_supply_granular",
      "name": "Annual Real GDP by Economic Subsector",
      "verdict": "stable",
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      "shape_change_count": 0,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_gdp_district_real_supply",
      "name": "Annual Real GDP by District & Economic Sector",
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      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
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      "record_history_span_days": 0.0,
      "record_count": 10626,
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      "expected_record_count": 10000,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_gdp_gni_annual_real",
      "name": "Annual Real GDP & GNI: 1970 to Present",
      "verdict": "stable",
      "shape_changed_recently": false,
      "shape_change_count": 0,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_gdp_qtr_nominal_demand",
      "name": "Quarterly Nominal GDP by Expenditure Type",
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      "record_count": 844,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_gdp_qtr_real_sa_demand",
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      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_gdp_qtr_real_sa_supply",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "government_apps_active",
      "name": "Number of Active Government Mobile Applications",
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      "shape_changed_recently": false,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_hh_access_amenities",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_hh_income_dun",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_hh_income_parlimen",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "lecturers_uni",
      "name": "Lecturers in Public Universities by Citizenship & Sex",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "legal_advisory_branch",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "legal_advisory_case_type",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "legal_advisory_subcategory",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_lfs_district",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_lfs_month_duration",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_lfs_month_sa",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_lfs_month_status",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_lfs_parlimen",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_mineral_extraction",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "record_count_within_tolerance": true,
      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "passports",
      "name": "Monthly Passport Issuances by State and Branch",
      "verdict": "stable",
      "shape_changed_recently": false,
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      "record_count": 5684,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "pekab40_screenings",
      "name": "Daily PeKaB40 Health Screenings",
      "verdict": "stable",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_ppi_1d",
      "name": "Monthly PPI by Section (1 digit)",
      "verdict": "stable",
      "shape_changed_recently": false,
      "shape_change_count": 0,
      "last_shape_change_at": null,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_ppi_sitc",
      "name": "Monthly PPI by SITC Section (1 digit)",
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      "shape_change_count": 0,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "prisoners_prison",
      "name": "Prisoners by Prison Centre and Sex",
      "verdict": "stable",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_productivity_annual",
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      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_productivity_annual_priority",
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "dosm_productivity_qtr",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "sanitation_access",
      "name": "Access to Sanitary Latrines by State",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_sppi",
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      "last_shape_change_at": null,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "last_shape_change_at": null,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_sppi_2d",
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      "record_count": 1790,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "state_finance_revenue",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_stillbirths_state",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "teachers_district",
      "name": "Teachers in Government Schools by District",
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      "record_count": 8805,
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_timber_production",
      "name": "Production of Major Timber Products by State",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "trnsc_daily_directdebit",
      "name": "Daily DirectDebit Transactions",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "trnsc_daily_fpx",
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      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "trnsc_daily_jompay",
      "name": "Daily JomPAY Transactions",
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      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "trnsc_daily_san",
      "name": "Daily Shared ATM Network (SAN) Transactions",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "vaxreg_covid",
      "name": "Daily COVID-19 Vaccine Registrations by State",
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      "shape_changed_recently": false,
      "shape_change_count": 0,
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      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "water_pollution_basin",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
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    {
      "dataset_id": "almanak_astronomi",
      "name": "Astronomy Almanac",
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      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_arc_dosm",
      "name": "DOSM's Advance Release Calendar",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "dosm_bec",
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      "content_shape_changed_latest": false,
      "reason": "no structural transition or record-count tolerance failure was detected"
    },
    {
      "dataset_id": "cosmetics_manufacturers",
      "name": "Approved Manufacturers of Cosmetic Products",
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