| { |
| "asset_id": "str", |
| "asset_type": "str", |
| "asset_criticality": "str", |
| "manufacturer": "str", |
| "model_number": "str", |
| "installation_date": "str", |
| "design_life_hours": "float64", |
| "nominal_operating_speed_rpm": "float64", |
| "nominal_load_capacity_pct": "float64", |
| "operating_environment": "str", |
| "industry_sector": "str", |
| "facility_id": "str", |
| "production_line_id": "str", |
| "redundancy_configuration": "str", |
| "observation_timestamp": "str", |
| "observation_cycle": "int64", |
| "cumulative_operating_hours": "float64", |
| "operating_hours_since_last_maintenance": "float64", |
| "vibration_rms_mm_s": "float64", |
| "vibration_peak_mm_s": "float64", |
| "vibration_crest_factor": "float64", |
| "vibration_kurtosis": "float64", |
| "bearing_defect_frequency_bpfi": "float64", |
| "bearing_defect_frequency_bpfo": "float64", |
| "acoustic_emission_db": "float64", |
| "temperature_bearing_c": "float64", |
| "temperature_winding_c": "float64", |
| "temperature_ambient_c": "float64", |
| "temperature_differential_c": "float64", |
| "oil_viscosity_cst": "float64", |
| "oil_particle_count_iso4406": "str", |
| "oil_water_content_ppm": "float64", |
| "oil_acid_number_mg_koh_g": "float64", |
| "oil_metal_iron_ppm": "float64", |
| "oil_metal_copper_ppm": "float64", |
| "pressure_inlet_bar": "float64", |
| "pressure_outlet_bar": "float64", |
| "pressure_differential_bar": "float64", |
| "flow_rate_m3_hr": "float64", |
| "current_draw_amps": "float64", |
| "power_consumption_kw": "float64", |
| "efficiency_pct": "float64", |
| "noise_level_dba": "float64", |
| "surface_crack_length_mm": "float64", |
| "corrosion_index": "float64", |
| "shaft_misalignment_mm": "float64", |
| "imbalance_g_mm": "float64", |
| "health_index": "float64", |
| "degradation_stage": "str", |
| "degradation_rate_per_hour": "float64", |
| "anomaly_score": "float64", |
| "anomaly_flag": "bool", |
| "failure_mode_primary": "str", |
| "failure_mode_secondary": "str", |
| "fault_severity_iso13379": "str", |
| "operating_age_fraction": "float64", |
| "cumulative_damage_index": "float64", |
| "thermal_activation_factor": "float64", |
| "crack_propagation_rate_mm_cycle": "float64", |
| "wear_volume_mm3": "float64", |
| "lubrication_effectiveness_pct": "float64", |
| "rul_actual_hours": "float64", |
| "rul_predicted_hours": "float64", |
| "rul_prediction_lower_ci_hrs": "float64", |
| "rul_prediction_upper_ci_hrs": "float64", |
| "rul_model_type": "str", |
| "rul_prediction_error_hrs": "float64", |
| "rul_mae_rolling_20": "float64", |
| "prognostic_horizon_hrs": "float64", |
| "failure_probability_30day": "float64", |
| "failure_probability_90day": "float64", |
| "failure_probability_365day": "float64", |
| "weibull_shape_beta": "float64", |
| "weibull_scale_eta": "float64", |
| "reliability_at_current_age": "float64", |
| "hazard_rate_per_hour": "float64", |
| "maintenance_event_flag": "bool", |
| "maintenance_type": "str", |
| "maintenance_action": "str", |
| "maintenance_downtime_hours": "float64", |
| "maintenance_cost_usd": "float64", |
| "parts_cost_usd": "float64", |
| "labour_hours": "float64", |
| "production_loss_usd": "float64", |
| "optimal_maintenance_window_start": "str", |
| "optimal_maintenance_window_end": "str", |
| "scheduling_algorithm": "str", |
| "maintenance_overdue_flag": "bool", |
| "technician_skill_level": "str", |
| "spare_parts_availability_flag": "bool", |
| "lead_time_days": "float64", |
| "maintenance_effectiveness_pct": "float64", |
| "post_maintenance_health_index": "float64", |
| "cbm_trigger_parameter": "str", |
| "alarm_priority": "str", |
| "asset_replacement_value_usd": "float64", |
| "annual_revenue_at_risk_usd": "float64", |
| "cost_of_failure_usd": "float64", |
| "annual_maintenance_budget_usd": "float64", |
| "roi_predictive_vs_reactive_pct": "float64", |
| "mtbf_historical_hours": "float64", |
| "mttr_historical_hours": "float64", |
| "availability_pct": "float64", |
| "oee_score_pct": "float64", |
| "p_f_interval_hours": "float64", |
| "safety_risk_score": "float64", |
| "environmental_risk_score": "float64", |
| "risk_priority_number": "int64", |
| "insurance_event_flag": "bool", |
| "regulatory_reportable_flag": "bool", |
| "load_profile_type": "str", |
| "load_pct_of_rated": "float64", |
| "operating_speed_pct": "float64", |
| "start_stop_cycles_total": "int64", |
| "thermal_cycling_events": "int64", |
| "overload_events_count": "int64", |
| "speed_transient_events": "int64", |
| "process_fluid_type": "str", |
| "process_fluid_contamination": "str", |
| "humidity_relative_pct": "float64", |
| "dust_concentration_mg_m3": "float64", |
| "vibration_environment_external_mm_s": "float64", |
| "power_quality_thd_pct": "float64", |
| "voltage_unbalance_pct": "float64", |
| "edge_case_type": "str" |
| } |