import json

file_path = "/home/aimo/dev/be-ircfa/src/root_cause/boiler_feedwater_pump_turbine.json"
with open(file_path, "r") as f:
    data = json.load(f)

for record in data:
    if "matrix" in record:
        for entry in record["matrix"]:
            if "action_to_confirm" in entry:
                del entry["action_to_confirm"]
            if "recommended_action" in entry:
                del entry["recommended_action"]

with open(file_path, "w") as f:
    json.dump(data, f, indent=4)