{
  "schema": "datapulse/v1/dataset-trends",
  "generated_at": "2026-08-27T13:20:57Z",
  "window_days": 14,
  "methodology": {
    "metric": "freshness_delta_days",
    "daily_sample": "latest_successful_evaluable_observation_utc",
    "regression": "ordinary_least_squares",
    "minimum_sample_days": 3,
    "minimum_history_span_days": 2.0,
    "slope_threshold_days_per_day": 0.25,
    "deteriorating_requires_latest_above_cadence_multiplier": 1.5,
    "publish_on_time_cadence_multiplier": 1.5
  },
  "summary": {
    "datasets_total": 389,
    "by_trend": {
      "deteriorating": 0,
      "recovering": 0,
      "stable": 0,
      "insufficient_data": 389
    },
    "by_reliability_grade": {
      "A": 0,
      "B": 0,
      "C": 0,
      "D": 0,
      "F": 0,
      "insufficient_data": 389
    }
  },
  "datasets": [
    {
      "dataset_id": "fuelprice",
      "name": "Malaysian Fuel Prices",
      "latest_status": "fresh",
      "cadence_days": 7,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 7.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "eperolehan-diklankan",
      "name": "ePerolehan Tender Notices (DIIKLANKAN)",
      "latest_status": null,
      "cadence_days": 0.041667,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 0,
      "history_span_days": 0.0,
      "latest_staleness_days": null,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": null,
      "anomaly_sample_days": 0
    },
    {
      "dataset_id": "pricecatcher",
      "name": "PriceCatcher (Grocery Prices)",
      "latest_status": "fresh",
      "cadence_days": 30,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 5.056,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "exchangerates_daily_0900",
      "name": "BNM Daily Exchange Rates (0900)",
      "latest_status": "fresh",
      "cadence_days": 1,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 1.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "exchangerates_daily_1130",
      "name": "BNM Daily Exchange Rates (1130)",
      "latest_status": "fresh",
      "cadence_days": 1,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 1.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "exchangerates_daily_1200",
      "name": "BNM Daily Exchange Rates (1200)",
      "latest_status": "fresh",
      "cadence_days": 1,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 1.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "exchangerates_daily_1700",
      "name": "BNM Daily Exchange Rates (1700)",
      "latest_status": "fresh",
      "cadence_days": 1,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 1.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "met_weather",
      "name": "MET Malaysia Weather Forecast",
      "latest_status": "fresh",
      "cadence_days": 1,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 0.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "doe_apims",
      "name": "DOE APIMS Air Quality (Hourly API)",
      "latest_status": null,
      "cadence_days": 0.041667,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 0,
      "history_span_days": 0.0,
      "latest_staleness_days": null,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": null,
      "anomaly_sample_days": 0
    },
    {
      "dataset_id": "doe_rqims",
      "name": "DOE RQIMS River Water Quality (Continuous)",
      "latest_status": null,
      "cadence_days": 0.041667,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 0,
      "history_span_days": 0.0,
      "latest_staleness_days": null,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": null,
      "anomaly_sample_days": 0
    },
    {
      "dataset_id": "doe_mqims",
      "name": "DOE MQIMS Marine Water Quality (Manual)",
      "latest_status": null,
      "cadence_days": 30,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 0,
      "history_span_days": 0.0,
      "latest_staleness_days": null,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": null,
      "anomaly_sample_days": 0
    },
    {
      "dataset_id": "kkm_idengue",
      "name": "KKM iDengue Weekly Dengue Cases",
      "latest_status": null,
      "cadence_days": 1,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 0,
      "history_span_days": 0.0,
      "latest_staleness_days": null,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": null,
      "anomaly_sample_days": 0
    },
    {
      "dataset_id": "dosm_crime_district",
      "name": "OpenDOSM Crime by District & Type (Annual)",
      "latest_status": "stale",
      "cadence_days": 365,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 1334.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 100.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_cpi_state",
      "name": "OpenDOSM Monthly CPI by State & Division",
      "latest_status": "aging",
      "cadence_days": 30,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 57.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_gdp_state_real_supply",
      "name": "OpenDOSM Annual Real GDP by State & Sector",
      "latest_status": "aging",
      "cadence_days": 365,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 603.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_gdp_qtr_real",
      "name": "OpenDOSM Quarterly Real GDP",
      "latest_status": "aging",
      "cadence_days": 90,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 148.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_gdp_annual_real_supply",
      "name": "OpenDOSM Annual Real GDP by Supply Sector",
      "latest_status": "aging",
      "cadence_days": 365,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 603.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_trade_headline",
      "name": "OpenDOSM Monthly Trade Headline",
      "latest_status": "stale",
      "cadence_days": 30,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 148.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 100.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_cpi_inflation",
      "name": "OpenDOSM Monthly CPI Inflation by Division",
      "latest_status": "aging",
      "cadence_days": 30,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 57.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_trade_enduse_bec",
      "name": "OpenDOSM Monthly Trade by End Use (BEC)",
      "latest_status": "aging",
      "cadence_days": 30,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 87.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_lfs_qtr",
      "name": "OpenDOSM Quarterly Labour Force Statistics",
      "latest_status": "stale",
      "cadence_days": 90,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 422.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 100.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_lfs_qtr_state",
      "name": "OpenDOSM Quarterly Labour Force Statistics by State",
      "latest_status": "stale",
      "cadence_days": 90,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 422.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 100.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_employment_sector",
      "name": "OpenDOSM Annual Employment by Sector and Sex",
      "latest_status": "stale",
      "cadence_days": 365,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 1699.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 100.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_population_state",
      "name": "OpenDOSM Annual Population by State",
      "latest_status": "fresh",
      "cadence_days": 365,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 238.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_gdp_annual_nominal_supply",
      "name": "OpenDOSM Annual Nominal GDP by Supply Sector",
      "latest_status": "aging",
      "cadence_days": 365,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 603.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_gdp_qtr_nominal",
      "name": "OpenDOSM Quarterly Nominal GDP",
      "latest_status": "aging",
      "cadence_days": 90,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 148.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_gdp_qtr_real_sa",
      "name": "OpenDOSM Quarterly Real GDP (Seasonally Adjusted)",
      "latest_status": "aging",
      "cadence_days": 90,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 148.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_gdp_gni_annual_nominal",
      "name": "OpenDOSM Annual Nominal GDP and GNI",
      "latest_status": "aging",
      "cadence_days": 365,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 603.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_cpi_core_inflation",
      "name": "OpenDOSM Monthly Core CPI Inflation by Division",
      "latest_status": "aging",
      "cadence_days": 30,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 57.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_cpi_state_inflation",
      "name": "OpenDOSM Monthly CPI Inflation by State and Division",
      "latest_status": "aging",
      "cadence_days": 30,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 57.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_ppi",
      "name": "OpenDOSM Monthly Producer Price Index",
      "latest_status": "aging",
      "cadence_days": 30,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 87.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_lfs_year",
      "name": "OpenDOSM Annual Labour Force Statistics",
      "latest_status": "stale",
      "cadence_days": 365,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
      "history_span_days": 0.0,
      "latest_staleness_days": 1334.556,
      "slope_days_per_day": null,
      "slope_days_per_week": null,
      "publish_on_time_pct": null,
      "reliability_grade": "insufficient_data",
      "reliability_sample_days": 0,
      "anomaly_rate_pct": 100.0,
      "anomaly_sample_days": 1
    },
    {
      "dataset_id": "dosm_lfs_month",
      "name": "OpenDOSM Monthly Labour Force Statistics",
      "latest_status": "aging",
      "cadence_days": 30,
      "trend": "insufficient_data",
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      "name": "Daily Blood Donations by Blood Group",
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      "reason": "requires 3 daily samples spanning at least 2 days",
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      "reason": "requires 3 daily samples spanning at least 2 days",
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      "cadence_days": 365,
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      "trend_sample_days": 1,
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      "trend_sample_days": 1,
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      "trend": "insufficient_data",
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      "anomaly_sample_days": 1
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    {
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      "name": "Annual Productivity by Economic Sector",
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      "cadence_days": 365,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
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      "anomaly_sample_days": 1
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    {
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      "name": "Annual Productivity for Priority Subsectors",
      "latest_status": "aging",
      "cadence_days": 365,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
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      "anomaly_rate_pct": 0.0,
      "anomaly_sample_days": 1
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    {
      "dataset_id": "dosm_productivity_qtr",
      "name": "Quarterly Productivity by Economic Sector",
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      "cadence_days": 90,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
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      "anomaly_rate_pct": 100.0,
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    {
      "dataset_id": "sanitation_access",
      "name": "Access to Sanitary Latrines by State",
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      "cadence_days": 365,
      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
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      "anomaly_rate_pct": 100.0,
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      "name": "Headline Services Producer Price Index (SPPI)",
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      "trend": "insufficient_data",
      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
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      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
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      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
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      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
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      "reason": "requires 3 daily samples spanning at least 2 days",
      "trend_sample_days": 1,
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      "reason": "requires 3 daily samples spanning at least 2 days",
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      "name": "Production of Major Timber Products by State",
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      "reason": "requires 3 daily samples spanning at least 2 days",
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      "reason": "requires 3 daily samples spanning at least 2 days",
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    {
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      "trend_sample_days": 1,
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      "dataset_id": "lookup_money_banking",
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}
