#1. Classification Dictionary (Python‑ready) RT_CLASSIFICATION = { "primary_streams": { "piping": "Process piping for refineries, chemical plants, power generation", "pipeline": "Transmission pipelines including HSAW and LSAW", "structural": "Load-bearing weldments, offshore and civil structures", "castings": "Valves, pumps, and complex casting geometries" }, "welding_processes": { "standard": ["TIG (GTAW)", "SMAW", "SAW", "ARC"], "pipeline_specific": ["LSAW", "HSAW"] }, "material_of_construction": { "carbon_steel": ["ASTM A106", "ASTM A333"], "corrosion_resistant": ["SS", "DSS", "SDSS"], "special_alloys": ["Cu-Ni", "High-performance alloys"] }, "regulatory": { "global_codes": [ "ASME B31.3", "API 1104", "AWS D1.1", "ASME Section VIII" ], "client_specs": { "Shell": "DEP", "BP": "GP", "ADNOC": "Technical Standards" } }, "environmental_metadata": { "environment": ["Open Yard", "Controlled Shed"], "temperature_effects": "High/low ambient temperature affecting HAZ cooling", "temporal": "Timestamped logging" }, "actors": { "operators": "Welding personnel + machine IDs", "inspectors": "Level II/III RT technicians", "clients": "Final acceptance authority" }, "documentation": { "procedures": ["WPS", "PQR"], "corroborative_reports": ["MPT", "DPT"] } }