{ "schema": "datapulse/v1/dataset-trends", "generated_at": "2026-10-12T14:17:52Z", "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": 440, "by_trend": { "deteriorating": 217, "recovering": 51, "stable": 106, "insufficient_data": 66 }, "by_reliability_grade": { "A": 60, "B": 0, "C": 9, "D": 9, "F": 296, "insufficient_data": 66 } }, "datasets": [ { "dataset_id": "fuelprice", "name": "Malaysian Fuel Prices", "latest_status": "fresh", "cadence_days": 7, "trend": "stable", "reason": "slope is within the stable band or latest freshness remains on time", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 4.596, 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13, "history_span_days": 12.603, "latest_staleness_days": 0.596, "slope_days_per_day": 0.019, "slope_days_per_week": 0.132, "publish_on_time_pct": 61.5, "reliability_grade": "D", "reliability_sample_days": 13, "anomaly_rate_pct": 0.0, "anomaly_sample_days": 13 }, { "dataset_id": "exchangerates_daily_1200", "name": "BNM Daily Exchange Rates (1200)", "latest_status": "fresh", "cadence_days": 1, "trend": "stable", "reason": "slope is within the stable band or latest freshness remains on time", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 0.596, "slope_days_per_day": 0.051, "slope_days_per_week": 0.356, "publish_on_time_pct": 69.2, "reliability_grade": "D", "reliability_sample_days": 13, "anomaly_rate_pct": 0.0, "anomaly_sample_days": 13 }, { "dataset_id": "exchangerates_daily_1700", "name": "BNM Daily Exchange Rates (1700)", "latest_status": "fresh", "cadence_days": 1, "trend": "stable", "reason": "slope is within the stable band or latest freshness remains on time", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 0.596, "slope_days_per_day": 0.051, "slope_days_per_week": 0.356, "publish_on_time_pct": 69.2, "reliability_grade": "D", "reliability_sample_days": 13, "anomaly_rate_pct": 0.0, "anomaly_sample_days": 13 }, { "dataset_id": "met_weather", "name": "MET Malaysia Weather Forecast", "latest_status": "fresh", "cadence_days": 1, "trend": "stable", "reason": "slope is within the stable band or latest freshness remains on time", "trend_sample_days": 11, "history_span_days": 10.675, "latest_staleness_days": 0.668, "slope_days_per_day": 0.17, "slope_days_per_week": 1.187, "publish_on_time_pct": 72.7, "reliability_grade": "C", "reliability_sample_days": 11, "anomaly_rate_pct": 18.2, "anomaly_sample_days": 11 }, { "dataset_id": "mbpp_weather_stations", "name": "MBPP Weather Station Observations", "latest_status": "fresh", "cadence_days": 0.041667, "trend": "stable", "reason": "slope is within the stable 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"anomaly_sample_days": 13 }, { "dataset_id": "dosm_gdp_qtr_real", "name": "OpenDOSM Quarterly Real GDP", "latest_status": "fresh", "cadence_days": 90, "trend": "deteriorating", "reason": "staleness is increasing and latest freshness is beyond the on-time cadence boundary", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 194.596, "slope_days_per_day": 1.0, "slope_days_per_week": 7.0, "publish_on_time_pct": 0.0, "reliability_grade": "F", "reliability_sample_days": 13, "anomaly_rate_pct": 0.0, "anomaly_sample_days": 13 }, { "dataset_id": "dosm_gdp_annual_real_supply", "name": "OpenDOSM Annual Real GDP by Supply Sector", "latest_status": "aging", "cadence_days": 365, "trend": "deteriorating", "reason": "staleness is increasing and latest freshness is beyond the on-time cadence boundary", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 649.596, "slope_days_per_day": 1.0, "slope_days_per_week": 7.0, "publish_on_time_pct": 0.0, 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"history_span_days": 12.603, "latest_staleness_days": 194.596, "slope_days_per_day": -19.041, "slope_days_per_week": -133.286, "publish_on_time_pct": 0.0, "reliability_grade": "F", "reliability_sample_days": 13, "anomaly_rate_pct": 76.9, "anomaly_sample_days": 13 }, { "dataset_id": "dosm_lfs_qtr_state", "name": "OpenDOSM Quarterly Labour Force Statistics by State", "latest_status": "aging", "cadence_days": 90, "trend": "recovering", "reason": "staleness is decreasing faster than the recovery threshold", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 194.596, "slope_days_per_day": -19.041, "slope_days_per_week": -133.286, "publish_on_time_pct": 0.0, "reliability_grade": "F", "reliability_sample_days": 13, "anomaly_rate_pct": 76.9, "anomaly_sample_days": 13 }, { "dataset_id": "dosm_employment_sector", "name": "OpenDOSM Annual Employment by Sector and Sex", "latest_status": "stale", "cadence_days": 365, "trend": "deteriorating", "reason": "staleness is increasing and latest freshness is beyond the on-time cadence boundary", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 1745.596, "slope_days_per_day": 1.0, "slope_days_per_week": 7.0, "publish_on_time_pct": 0.0, "reliability_grade": "F", "reliability_sample_days": 13, "anomaly_rate_pct": 100.0, "anomaly_sample_days": 13 }, { "dataset_id": "dosm_population_state", "name": "OpenDOSM Annual Population by State", "latest_status": "fresh", "cadence_days": 365, "trend": "stable", "reason": "slope is within the stable band or latest freshness remains on time", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 284.596, "slope_days_per_day": 1.0, "slope_days_per_week": 7.0, "publish_on_time_pct": 100.0, "reliability_grade": "A", "reliability_sample_days": 13, "anomaly_rate_pct": 0.0, "anomaly_sample_days": 13 }, { "dataset_id": "dosm_gdp_annual_nominal_supply", "name": "OpenDOSM Annual Nominal GDP by Supply Sector", "latest_status": "aging", "cadence_days": 365, "trend": "deteriorating", "reason": "staleness is increasing and latest freshness is beyond the on-time cadence boundary", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 649.596, "slope_days_per_day": 1.0, "slope_days_per_week": 7.0, "publish_on_time_pct": 0.0, "reliability_grade": "F", "reliability_sample_days": 13, "anomaly_rate_pct": 0.0, "anomaly_sample_days": 13 }, { "dataset_id": "dosm_gdp_qtr_nominal", "name": "OpenDOSM Quarterly Nominal GDP", "latest_status": "fresh", "cadence_days": 90, "trend": "deteriorating", "reason": "staleness is increasing and latest freshness is beyond the on-time cadence boundary", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 194.596, "slope_days_per_day": 1.0, "slope_days_per_week": 7.0, "publish_on_time_pct": 0.0, "reliability_grade": "F", "reliability_sample_days": 13, "anomaly_rate_pct": 0.0, "anomaly_sample_days": 13 }, { "dataset_id": "dosm_gdp_qtr_real_sa", "name": "OpenDOSM Quarterly Real GDP (Seasonally Adjusted)", "latest_status": "fresh", "cadence_days": 90, "trend": "deteriorating", "reason": "staleness is increasing and latest freshness is beyond the on-time cadence boundary", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 194.596, "slope_days_per_day": 1.0, "slope_days_per_week": 7.0, "publish_on_time_pct": 0.0, "reliability_grade": "F", "reliability_sample_days": 13, "anomaly_rate_pct": 0.0, "anomaly_sample_days": 13 }, { "dataset_id": "dosm_gdp_gni_annual_nominal", "name": "OpenDOSM Annual Nominal GDP and GNI", "latest_status": "aging", "cadence_days": 365, "trend": "deteriorating", "reason": "staleness is increasing and latest freshness is beyond the on-time cadence boundary", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 649.596, "slope_days_per_day": 1.0, "slope_days_per_week": 7.0, "publish_on_time_pct": 0.0, "reliability_grade": "F", "reliability_sample_days": 13, "anomaly_rate_pct": 0.0, "anomaly_sample_days": 13 }, { "dataset_id": "dosm_cpi_core_inflation", "name": "OpenDOSM Monthly Core CPI Inflation by Division", "latest_status": "fresh", "cadence_days": 30, "trend": "deteriorating", "reason": "staleness is increasing and latest freshness is beyond the on-time cadence boundary", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 72.596, "slope_days_per_day": 1.0, "slope_days_per_week": 7.0, "publish_on_time_pct": 0.0, "reliability_grade": "F", "reliability_sample_days": 13, "anomaly_rate_pct": 0.0, "anomaly_sample_days": 13 }, { "dataset_id": "dosm_cpi_state_inflation", "name": "OpenDOSM Monthly CPI Inflation by State and Division", "latest_status": "fresh", "cadence_days": 30, "trend": "deteriorating", "reason": "staleness is increasing and latest freshness is beyond the on-time cadence boundary", "trend_sample_days": 13, "history_span_days": 12.603, "latest_staleness_days": 72.596, 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