{ "model_type": "zeno-divergent-multi", "arch_version": "surprise-arch/0.5.0", "version": "0.7.0", "domains": [ { "domain_id": "seismic", "n_features": 137, "n_targets": 5, "schema_hash": "8753db3bb6f6ca11", "feature_names": [ "log_gap_last", "gap_ratio_median", "log_median_gap", "gap_cv", "log_gap_prev", "log_magnitude_last", "magnitude_ratio_median", "log_median_magnitude", "magnitude_logsd", "magnitude_available", "magnitude_missing_rate", "log_depth_km_last", "depth_km_ratio_median", "log_median_depth_km", "depth_km_logsd", "depth_km_available", "depth_km_missing_rate", "log_azimuthal_gap_last", "azimuthal_gap_ratio_median", "log_median_azimuthal_gap", "azimuthal_gap_logsd", "azimuthal_gap_available", "azimuthal_gap_missing_rate", "log_rms_residual_last", "rms_residual_ratio_median", "log_median_rms_residual", "rms_residual_logsd", "rms_residual_available", "rms_residual_missing_rate", "reference_missing_rate", "cat_last__micro_shallow", "cat_last__light_shallow", 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"magnitude_hill_tail", "depth_km_skew", "depth_km_kurtosis", "depth_km_quantile_pos", "depth_km_exceed_p95_rate", "depth_km_hill_tail", "azimuthal_gap_skew", "azimuthal_gap_kurtosis", "azimuthal_gap_quantile_pos", "azimuthal_gap_exceed_p95_rate", "azimuthal_gap_hill_tail", "rms_residual_skew", "rms_residual_kurtosis", "rms_residual_quantile_pos", "rms_residual_exceed_p95_rate", "rms_residual_hill_tail", "resid_ewma_fast", "resid_ewma_slow", "resid_drift", "resid_median", "resid_seasonal_naive", "baseline_spread", "baseline_max_abs", "baseline_available" ] }, { "domain_id": "hydrology", "n_features": 120, "n_targets": 5, "schema_hash": "ff76f6afd69fbb8f", "feature_names": [ "log_gap_last", "gap_ratio_median", "log_median_gap", "gap_cv", "log_gap_prev", "log_discharge_cfs_last", "discharge_cfs_ratio_median", "log_median_discharge_cfs", "discharge_cfs_logsd", "discharge_cfs_available", "discharge_cfs_missing_rate", "log_abs_daily_change_cfs_last", "abs_daily_change_cfs_ratio_median", "log_median_abs_daily_change_cfs", "abs_daily_change_cfs_logsd", "abs_daily_change_cfs_available", "abs_daily_change_cfs_missing_rate", "log_rise_ratio_last", "rise_ratio_ratio_median", "log_median_rise_ratio", "rise_ratio_logsd", "rise_ratio_available", "rise_ratio_missing_rate", "reference_missing_rate", "cat_last__very_low_flow", "cat_last__low_flow", "cat_last__normal_flow", "cat_last__elevated_flow", "cat_last__high_flow", "cat_last__flood_flow", "cat_last__no_flow", "cat_last__estimated_record", "cat_last__unknown", "cat_rate__very_low_flow", "cat_rate__low_flow", "cat_rate__normal_flow", "cat_rate__elevated_flow", "cat_rate__high_flow", "cat_rate__flood_flow", "cat_rate__no_flow", "cat_rate__estimated_record", "cat_rate__unknown", "cat_entropy", "unknown_cat_rate", "cat_switch_rate", "source_count_last", "source_count_mean", "log_confirmations", "contradiction_rate", "ref_resid_gap", "ref_resid_magnitude", "ref_resid_category", "ref_disagreement", "ref_avail_gap", "ref_avail_magnitude", "ref_avail_category", "gap_trend", "cat_concentration", "recent_vs_old_gap", "discharge_cfs_trend", "abs_daily_change_cfs_trend", "rise_ratio_trend", "log_n_past", "is_cold_start", "censored_horizon", "gap_ratio_median_short", "gap_ratio_median_long", "gap_cv_short", "gap_cv_long", "gap_median_short_over_long", "discharge_cfs_ratio_median_short", "discharge_cfs_ratio_median_long", "discharge_cfs_median_short_over_long", "abs_daily_change_cfs_ratio_median_short", "abs_daily_change_cfs_ratio_median_long", "abs_daily_change_cfs_median_short_over_long", "rise_ratio_ratio_median_short", "rise_ratio_ratio_median_long", "rise_ratio_median_short_over_long", "log_count_24h", "log_count_7d", "log_count_30d", "rate_ratio_24h_30d", "hour_sin", "hour_cos", "dow_sin", "dow_cos", "doy_sin", "doy_cos", "discharge_cfs_vs_climatology", "discharge_cfs_climatology_available", "abs_daily_change_cfs_vs_climatology", "abs_daily_change_cfs_climatology_available", "rise_ratio_vs_climatology", "rise_ratio_climatology_available", "gap_quantile_pos", "gap_exceed_p95_rate", "discharge_cfs_skew", "discharge_cfs_kurtosis", "discharge_cfs_quantile_pos", "discharge_cfs_exceed_p95_rate", "discharge_cfs_hill_tail", "abs_daily_change_cfs_skew", "abs_daily_change_cfs_kurtosis", "abs_daily_change_cfs_quantile_pos", "abs_daily_change_cfs_exceed_p95_rate", "abs_daily_change_cfs_hill_tail", "rise_ratio_skew", "rise_ratio_kurtosis", "rise_ratio_quantile_pos", "rise_ratio_exceed_p95_rate", "rise_ratio_hill_tail", "resid_ewma_fast", "resid_ewma_slow", "resid_drift", "resid_median", "resid_seasonal_naive", "baseline_spread", "baseline_max_abs", "baseline_available" ] }, { "domain_id": "markets", "n_features": 137, "n_targets": 5, "schema_hash": "25d7d18416182f69", "feature_names": [ "log_gap_last", "gap_ratio_median", "log_median_gap", "gap_cv", "log_gap_prev", "log_abs_return_bps_last", "abs_return_bps_ratio_median", "log_median_abs_return_bps", "abs_return_bps_logsd", "abs_return_bps_available", "abs_return_bps_missing_rate", "log_range_bps_last", "range_bps_ratio_median", "log_median_range_bps", "range_bps_logsd", "range_bps_available", "range_bps_missing_rate", "log_volume_base_last", "volume_base_ratio_median", "log_median_volume_base", "volume_base_logsd", "volume_base_available", "volume_base_missing_rate", "log_notional_usd_last", "notional_usd_ratio_median", "log_median_notional_usd", "notional_usd_logsd", "notional_usd_available", "notional_usd_missing_rate", "reference_missing_rate", "cat_last__quiet_drift", "cat_last__mild_up", "cat_last__mild_down", "cat_last__strong_up", "cat_last__strong_down", "cat_last__shock_up", "cat_last__shock_down", "cat_last__illiquid_session", "cat_last__unknown", "cat_rate__quiet_drift", "cat_rate__mild_up", "cat_rate__mild_down", "cat_rate__strong_up", "cat_rate__strong_down", "cat_rate__shock_up", "cat_rate__shock_down", "cat_rate__illiquid_session", "cat_rate__unknown", "cat_entropy", "unknown_cat_rate", "cat_switch_rate", "source_count_last", "source_count_mean", "log_confirmations", "contradiction_rate", "ref_resid_gap", "ref_resid_magnitude", "ref_resid_category", "ref_disagreement", "ref_avail_gap", "ref_avail_magnitude", "ref_avail_category", "gap_trend", "cat_concentration", "recent_vs_old_gap", "abs_return_bps_trend", "range_bps_trend", "volume_base_trend", "notional_usd_trend", "log_n_past", "is_cold_start", "censored_horizon", "gap_ratio_median_short", "gap_ratio_median_long", "gap_cv_short", "gap_cv_long", "gap_median_short_over_long", "abs_return_bps_ratio_median_short", "abs_return_bps_ratio_median_long", "abs_return_bps_median_short_over_long", "range_bps_ratio_median_short", "range_bps_ratio_median_long", "range_bps_median_short_over_long", "volume_base_ratio_median_short", "volume_base_ratio_median_long", "volume_base_median_short_over_long", "notional_usd_ratio_median_short", "notional_usd_ratio_median_long", "notional_usd_median_short_over_long", "log_count_24h", "log_count_7d", "log_count_30d", "rate_ratio_24h_30d", "hour_sin", "hour_cos", "dow_sin", "dow_cos", "doy_sin", "doy_cos", "abs_return_bps_vs_climatology", "abs_return_bps_climatology_available", "range_bps_vs_climatology", "range_bps_climatology_available", "volume_base_vs_climatology", "volume_base_climatology_available", "notional_usd_vs_climatology", "notional_usd_climatology_available", "gap_quantile_pos", "gap_exceed_p95_rate", "abs_return_bps_skew", "abs_return_bps_kurtosis", "abs_return_bps_quantile_pos", "abs_return_bps_exceed_p95_rate", "abs_return_bps_hill_tail", "range_bps_skew", "range_bps_kurtosis", "range_bps_quantile_pos", "range_bps_exceed_p95_rate", "range_bps_hill_tail", "volume_base_skew", "volume_base_kurtosis", "volume_base_quantile_pos", "volume_base_exceed_p95_rate", "volume_base_hill_tail", "notional_usd_skew", "notional_usd_kurtosis", "notional_usd_quantile_pos", "notional_usd_exceed_p95_rate", "notional_usd_hill_tail", "resid_ewma_fast", "resid_ewma_slow", "resid_drift", "resid_median", "resid_seasonal_naive", "baseline_spread", "baseline_max_abs", "baseline_available" ] }, { "domain_id": "spaceweather", "n_features": 135, "n_targets": 6, "schema_hash": "e470be55b5ec586a", "feature_names": [ "log_gap_last", "gap_ratio_median", "log_median_gap", "gap_cv", "log_gap_prev", "log_kp_last", "kp_ratio_median", "log_median_kp", "kp_logsd", "kp_available", "kp_missing_rate", "log_ap_last", "ap_ratio_median", "log_median_ap", "ap_logsd", "ap_available", "ap_missing_rate", "log_ap_rise_last", "ap_rise_ratio_median", "log_median_ap_rise", "ap_rise_logsd", "ap_rise_available", "ap_rise_missing_rate", "log_f107_last", "f107_ratio_median", "log_median_f107", "f107_logsd", "f107_available", "f107_missing_rate", "reference_missing_rate", "cat_last__quiet", "cat_last__unsettled", "cat_last__active", "cat_last__minor_storm", "cat_last__moderate_storm", "cat_last__strong_storm", "cat_last__severe_storm", "cat_last__unknown", "cat_rate__quiet", "cat_rate__unsettled", "cat_rate__active", "cat_rate__minor_storm", "cat_rate__moderate_storm", "cat_rate__strong_storm", "cat_rate__severe_storm", "cat_rate__unknown", "cat_entropy", "unknown_cat_rate", "cat_switch_rate", "source_count_last", "source_count_mean", "log_confirmations", "contradiction_rate", "ref_resid_gap", "ref_resid_magnitude", "ref_resid_category", "ref_disagreement", "ref_avail_gap", "ref_avail_magnitude", "ref_avail_category", "gap_trend", "cat_concentration", "recent_vs_old_gap", "kp_trend", "ap_trend", "ap_rise_trend", "f107_trend", "log_n_past", "is_cold_start", "censored_horizon", "gap_ratio_median_short", "gap_ratio_median_long", "gap_cv_short", "gap_cv_long", "gap_median_short_over_long", "kp_ratio_median_short", "kp_ratio_median_long", "kp_median_short_over_long", "ap_ratio_median_short", "ap_ratio_median_long", "ap_median_short_over_long", "ap_rise_ratio_median_short", "ap_rise_ratio_median_long", "ap_rise_median_short_over_long", "f107_ratio_median_short", "f107_ratio_median_long", "f107_median_short_over_long", "log_count_24h", "log_count_7d", "log_count_30d", "rate_ratio_24h_30d", "hour_sin", "hour_cos", "dow_sin", "dow_cos", "doy_sin", "doy_cos", "kp_vs_climatology", "kp_climatology_available", "ap_vs_climatology", "ap_climatology_available", "ap_rise_vs_climatology", "ap_rise_climatology_available", "f107_vs_climatology", "f107_climatology_available", "gap_quantile_pos", "gap_exceed_p95_rate", "kp_skew", "kp_kurtosis", "kp_quantile_pos", "kp_exceed_p95_rate", "kp_hill_tail", "ap_skew", "ap_kurtosis", "ap_quantile_pos", "ap_exceed_p95_rate", "ap_hill_tail", "ap_rise_skew", "ap_rise_kurtosis", "ap_rise_quantile_pos", "ap_rise_exceed_p95_rate", "ap_rise_hill_tail", "f107_skew", "f107_kurtosis", "f107_quantile_pos", "f107_exceed_p95_rate", "f107_hill_tail", "resid_ewma_fast", "resid_ewma_slow", "resid_drift", "resid_median", "resid_seasonal_naive", "baseline_spread", "baseline_max_abs", "baseline_available" ] }, { "domain_id": "climate", "n_features": 135, "n_targets": 6, "schema_hash": "0e637920318818fc", "feature_names": [ "log_gap_last", "gap_ratio_median", "log_median_gap", "gap_cv", "log_gap_prev", "log_tmax_c_last", "tmax_c_ratio_median", "log_median_tmax_c", "tmax_c_logsd", "tmax_c_available", "tmax_c_missing_rate", "log_trange_c_last", "trange_c_ratio_median", "log_median_trange_c", "trange_c_logsd", "trange_c_available", "trange_c_missing_rate", "log_anomaly_c_last", "anomaly_c_ratio_median", "log_median_anomaly_c", "anomaly_c_logsd", "anomaly_c_available", "anomaly_c_missing_rate", "log_precip_mm_last", "precip_mm_ratio_median", "log_median_precip_mm", "precip_mm_logsd", "precip_mm_available", "precip_mm_missing_rate", "reference_missing_rate", "cat_last__cold_anomaly", "cat_last__cool", "cat_last__seasonal_normal", "cat_last__warm", "cat_last__heat_anomaly", "cat_last__wet_day", "cat_last__extreme_precip", "cat_last__unknown", "cat_rate__cold_anomaly", "cat_rate__cool", "cat_rate__seasonal_normal", "cat_rate__warm", "cat_rate__heat_anomaly", "cat_rate__wet_day", "cat_rate__extreme_precip", "cat_rate__unknown", "cat_entropy", "unknown_cat_rate", "cat_switch_rate", "source_count_last", "source_count_mean", "log_confirmations", "contradiction_rate", "ref_resid_gap", "ref_resid_magnitude", "ref_resid_category", "ref_disagreement", "ref_avail_gap", "ref_avail_magnitude", "ref_avail_category", "gap_trend", "cat_concentration", "recent_vs_old_gap", "tmax_c_trend", "trange_c_trend", "anomaly_c_trend", "precip_mm_trend", "log_n_past", "is_cold_start", "censored_horizon", "gap_ratio_median_short", "gap_ratio_median_long", "gap_cv_short", "gap_cv_long", "gap_median_short_over_long", "tmax_c_ratio_median_short", "tmax_c_ratio_median_long", "tmax_c_median_short_over_long", "trange_c_ratio_median_short", "trange_c_ratio_median_long", "trange_c_median_short_over_long", "anomaly_c_ratio_median_short", "anomaly_c_ratio_median_long", "anomaly_c_median_short_over_long", "precip_mm_ratio_median_short", "precip_mm_ratio_median_long", "precip_mm_median_short_over_long", "log_count_24h", "log_count_7d", "log_count_30d", "rate_ratio_24h_30d", "hour_sin", "hour_cos", "dow_sin", "dow_cos", "doy_sin", "doy_cos", "tmax_c_vs_climatology", "tmax_c_climatology_available", "trange_c_vs_climatology", "trange_c_climatology_available", "anomaly_c_vs_climatology", "anomaly_c_climatology_available", "precip_mm_vs_climatology", "precip_mm_climatology_available", "gap_quantile_pos", "gap_exceed_p95_rate", "tmax_c_skew", "tmax_c_kurtosis", "tmax_c_quantile_pos", "tmax_c_exceed_p95_rate", "tmax_c_hill_tail", "trange_c_skew", "trange_c_kurtosis", "trange_c_quantile_pos", "trange_c_exceed_p95_rate", "trange_c_hill_tail", "anomaly_c_skew", "anomaly_c_kurtosis", "anomaly_c_quantile_pos", "anomaly_c_exceed_p95_rate", "anomaly_c_hill_tail", "precip_mm_skew", "precip_mm_kurtosis", "precip_mm_quantile_pos", "precip_mm_exceed_p95_rate", "precip_mm_hill_tail", "resid_ewma_fast", "resid_ewma_slow", "resid_drift", "resid_median", "resid_seasonal_naive", "baseline_spread", "baseline_max_abs", "baseline_available" ] }, { "domain_id": "macro", "n_features": 135, "n_targets": 6, "schema_hash": "29cb21c7dfc09981", "feature_names": [ "log_gap_last", "gap_ratio_median", "log_median_gap", "gap_cv", "log_gap_prev", "log_level_last", "level_ratio_median", "log_median_level", "level_logsd", "level_available", "level_missing_rate", "log_abs_change_last", "abs_change_ratio_median", "log_median_abs_change", "abs_change_logsd", "abs_change_available", "abs_change_missing_rate", "log_z_change_last", "z_change_ratio_median", "log_median_z_change", "z_change_logsd", "z_change_available", "z_change_missing_rate", "log_days_since_prev_last", "days_since_prev_ratio_median", "log_median_days_since_prev", "days_since_prev_logsd", "days_since_prev_available", "days_since_prev_missing_rate", "reference_missing_rate", "cat_last__stable_print", "cat_last__mild_move", "cat_last__notable_move", "cat_last__large_move", "cat_last__shock_print", "cat_last__revision", "cat_last__stale_print", "cat_last__unknown", "cat_rate__stable_print", "cat_rate__mild_move", "cat_rate__notable_move", "cat_rate__large_move", "cat_rate__shock_print", "cat_rate__revision", "cat_rate__stale_print", "cat_rate__unknown", "cat_entropy", "unknown_cat_rate", "cat_switch_rate", "source_count_last", "source_count_mean", "log_confirmations", "contradiction_rate", "ref_resid_gap", "ref_resid_magnitude", "ref_resid_category", "ref_disagreement", "ref_avail_gap", "ref_avail_magnitude", "ref_avail_category", "gap_trend", "cat_concentration", "recent_vs_old_gap", "level_trend", "abs_change_trend", "z_change_trend", "days_since_prev_trend", "log_n_past", "is_cold_start", "censored_horizon", "gap_ratio_median_short", "gap_ratio_median_long", "gap_cv_short", "gap_cv_long", "gap_median_short_over_long", "level_ratio_median_short", "level_ratio_median_long", "level_median_short_over_long", "abs_change_ratio_median_short", "abs_change_ratio_median_long", "abs_change_median_short_over_long", "z_change_ratio_median_short", "z_change_ratio_median_long", "z_change_median_short_over_long", "days_since_prev_ratio_median_short", "days_since_prev_ratio_median_long", "days_since_prev_median_short_over_long", "log_count_24h", "log_count_7d", "log_count_30d", "rate_ratio_24h_30d", "hour_sin", "hour_cos", "dow_sin", "dow_cos", "doy_sin", "doy_cos", "level_vs_climatology", "level_climatology_available", "abs_change_vs_climatology", "abs_change_climatology_available", "z_change_vs_climatology", "z_change_climatology_available", "days_since_prev_vs_climatology", "days_since_prev_climatology_available", "gap_quantile_pos", "gap_exceed_p95_rate", "level_skew", "level_kurtosis", "level_quantile_pos", "level_exceed_p95_rate", "level_hill_tail", "abs_change_skew", "abs_change_kurtosis", "abs_change_quantile_pos", "abs_change_exceed_p95_rate", "abs_change_hill_tail", "z_change_skew", "z_change_kurtosis", "z_change_quantile_pos", "z_change_exceed_p95_rate", "z_change_hill_tail", "days_since_prev_skew", "days_since_prev_kurtosis", "days_since_prev_quantile_pos", "days_since_prev_exceed_p95_rate", "days_since_prev_hill_tail", "resid_ewma_fast", "resid_ewma_slow", "resid_drift", "resid_median", "resid_seasonal_naive", "baseline_spread", "baseline_max_abs", "baseline_available" ] }, { "domain_id": "wildfire", "n_features": 135, "n_targets": 6, "schema_hash": "eb9e09646761bb3e", "feature_names": [ "log_gap_last", "gap_ratio_median", "log_median_gap", "gap_cv", "log_gap_prev", "log_frp_mw_last", "frp_mw_ratio_median", "log_median_frp_mw", "frp_mw_logsd", "frp_mw_available", "frp_mw_missing_rate", "log_brightness_k_last", "brightness_k_ratio_median", "log_median_brightness_k", "brightness_k_logsd", "brightness_k_available", "brightness_k_missing_rate", "log_detections_last", "detections_ratio_median", "log_median_detections", "detections_logsd", "detections_available", "detections_missing_rate", "log_frp_growth_last", "frp_growth_ratio_median", "log_median_frp_growth", "frp_growth_logsd", "frp_growth_available", "frp_growth_missing_rate", "reference_missing_rate", "cat_last__sparse_detection", "cat_last__cluster_forming", "cat_last__active_front", "cat_last__intense_front", "cat_last__extreme_front", "cat_last__night_detection", "cat_last__low_confidence", "cat_last__unknown", "cat_rate__sparse_detection", "cat_rate__cluster_forming", "cat_rate__active_front", "cat_rate__intense_front", "cat_rate__extreme_front", "cat_rate__night_detection", "cat_rate__low_confidence", "cat_rate__unknown", "cat_entropy", "unknown_cat_rate", "cat_switch_rate", "source_count_last", "source_count_mean", "log_confirmations", "contradiction_rate", "ref_resid_gap", "ref_resid_magnitude", "ref_resid_category", "ref_disagreement", "ref_avail_gap", "ref_avail_magnitude", "ref_avail_category", "gap_trend", "cat_concentration", "recent_vs_old_gap", "frp_mw_trend", "brightness_k_trend", "detections_trend", "frp_growth_trend", "log_n_past", "is_cold_start", "censored_horizon", "gap_ratio_median_short", "gap_ratio_median_long", "gap_cv_short", "gap_cv_long", "gap_median_short_over_long", "frp_mw_ratio_median_short", "frp_mw_ratio_median_long", "frp_mw_median_short_over_long", "brightness_k_ratio_median_short", "brightness_k_ratio_median_long", "brightness_k_median_short_over_long", "detections_ratio_median_short", "detections_ratio_median_long", "detections_median_short_over_long", "frp_growth_ratio_median_short", "frp_growth_ratio_median_long", "frp_growth_median_short_over_long", "log_count_24h", "log_count_7d", "log_count_30d", "rate_ratio_24h_30d", "hour_sin", "hour_cos", "dow_sin", "dow_cos", "doy_sin", "doy_cos", "frp_mw_vs_climatology", "frp_mw_climatology_available", "brightness_k_vs_climatology", "brightness_k_climatology_available", "detections_vs_climatology", "detections_climatology_available", "frp_growth_vs_climatology", "frp_growth_climatology_available", "gap_quantile_pos", "gap_exceed_p95_rate", "frp_mw_skew", "frp_mw_kurtosis", "frp_mw_quantile_pos", "frp_mw_exceed_p95_rate", "frp_mw_hill_tail", "brightness_k_skew", "brightness_k_kurtosis", "brightness_k_quantile_pos", "brightness_k_exceed_p95_rate", "brightness_k_hill_tail", "detections_skew", "detections_kurtosis", "detections_quantile_pos", "detections_exceed_p95_rate", "detections_hill_tail", "frp_growth_skew", "frp_growth_kurtosis", "frp_growth_quantile_pos", "frp_growth_exceed_p95_rate", "frp_growth_hill_tail", "resid_ewma_fast", "resid_ewma_slow", "resid_drift", "resid_median", "resid_seasonal_naive", "baseline_spread", "baseline_max_abs", "baseline_available" ] }, { "domain_id": "chaos", "n_features": 133, "n_targets": 5, "schema_hash": "c037a57b78b4a96b", "feature_names": [ "log_gap_last", "gap_ratio_median", "log_median_gap", "gap_cv", "log_gap_prev", "log_energy_last", "energy_ratio_median", "log_median_energy", "energy_logsd", "energy_available", "energy_missing_rate", "log_residual_last", "residual_ratio_median", "log_median_residual", "residual_logsd", "residual_available", "residual_missing_rate", "log_spread_last", "spread_ratio_median", "log_median_spread", "spread_logsd", "spread_available", "spread_missing_rate", "log_order_param_last", "order_param_ratio_median", "log_median_order_param", "order_param_logsd", "order_param_available", "order_param_missing_rate", "reference_missing_rate", "cat_last__fixed_point", "cat_last__periodic", "cat_last__quasiperiodic", "cat_last__weak_chaos", "cat_last__strong_chaos", "cat_last__intermittent", "cat_last__unknown", "cat_rate__fixed_point", "cat_rate__periodic", "cat_rate__quasiperiodic", "cat_rate__weak_chaos", "cat_rate__strong_chaos", "cat_rate__intermittent", "cat_rate__unknown", "cat_entropy", "unknown_cat_rate", "cat_switch_rate", "source_count_last", "source_count_mean", "log_confirmations", "contradiction_rate", "ref_resid_gap", "ref_resid_magnitude", "ref_resid_category", "ref_disagreement", "ref_avail_gap", "ref_avail_magnitude", "ref_avail_category", "gap_trend", "cat_concentration", "recent_vs_old_gap", "energy_trend", "residual_trend", "spread_trend", "order_param_trend", "log_n_past", "is_cold_start", "censored_horizon", "gap_ratio_median_short", "gap_ratio_median_long", "gap_cv_short", "gap_cv_long", "gap_median_short_over_long", "energy_ratio_median_short", "energy_ratio_median_long", "energy_median_short_over_long", "residual_ratio_median_short", "residual_ratio_median_long", "residual_median_short_over_long", "spread_ratio_median_short", "spread_ratio_median_long", "spread_median_short_over_long", "order_param_ratio_median_short", "order_param_ratio_median_long", "order_param_median_short_over_long", "log_count_24h", "log_count_7d", "log_count_30d", "rate_ratio_24h_30d", "hour_sin", "hour_cos", "dow_sin", "dow_cos", "doy_sin", "doy_cos", "energy_vs_climatology", "energy_climatology_available", "residual_vs_climatology", "residual_climatology_available", "spread_vs_climatology", "spread_climatology_available", "order_param_vs_climatology", "order_param_climatology_available", "gap_quantile_pos", "gap_exceed_p95_rate", "energy_skew", "energy_kurtosis", "energy_quantile_pos", "energy_exceed_p95_rate", "energy_hill_tail", "residual_skew", "residual_kurtosis", "residual_quantile_pos", "residual_exceed_p95_rate", "residual_hill_tail", "spread_skew", "spread_kurtosis", "spread_quantile_pos", "spread_exceed_p95_rate", "spread_hill_tail", "order_param_skew", "order_param_kurtosis", "order_param_quantile_pos", "order_param_exceed_p95_rate", "order_param_hill_tail", "resid_ewma_fast", "resid_ewma_slow", "resid_drift", "resid_median", "resid_seasonal_naive", "baseline_spread", "baseline_max_abs", "baseline_available" ] } ], "d_model": 256, "latent": 96, "steps": 12, "dilations": [ 1, 2, 4 ], "dropout": 0.1, "counter_expectation": true, "domain_adversarial": true, "n_domains_adv": 8, "sequence": { "sequence_steps": 12, "sequence_version": "surprise-sequence/0.4.0", "domains": [ "seismic", "hydrology", "markets", "spaceweather", "climate", "macro", "wildfire", "chaos" ] } }