import json import os from minio import Minio mc = Minio(os.environ["MINIO_ENDPOINT"], access_key=os.environ["MINIO_ACCESS_KEY"], secret_key=os.environ["MINIO_SECRET_KEY"], secure=False) raw_objs = list(mc.list_objects("stonks-llm-results", recursive=True)) # Find extractions with companies and check their summaries for o in raw_objs: data = json.loads(mc.get_object("stonks-llm-results", o.object_name).read()) if not data.get("success"): continue attempts = data.get("attempts", []) if not attempts: continue raw_out = attempts[-1].get("raw_output", "") try: parsed = json.loads(raw_out) companies = parsed.get("companies", []) summary = parsed.get("summary", "") conf = parsed.get("confidence", 0) # Show high-confidence ones that still have no companies if conf >= 0.5 and not companies: ticker = o.object_name.split("/")[1] print(f"HIGH CONF ({conf}) NO COMPANIES - {ticker}:") print(f" summary: {summary[:120]}") print() except: pass