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0eb2e78 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 | #!/usr/bin/env python3
"""Agreement between keyword coding and manual judgement.
Usage: python3 -I scripts/agreement.py coded_kw.jsonl manual/judgement.csv
judgement.csv: idx (row order in coded file) or url, relevant (yes/adjacent/no), then optional
manual codes; empty code = not coded by hand (relevance only)."""
import csv, json, sys, collections
coded = [json.loads(l) for l in open(sys.argv[1])]
by_url = {c["url"]: c for c in coded}
rows = list(csv.DictReader(open(sys.argv[2])))
FIELDS = ["target_host", "app_type", "framework", "model_provider", "topic",
"error_type", "resolution_type", "ai_generated_app"]
def get(r):
if r.get("url"):
return by_url.get(r["url"])
return coded[int(r["idx"])]
rel = collections.Counter()
for r in rows:
c = get(r)
if c is None:
continue
rel[(c["kw_relevant"], r["relevant"])] += 1
n = sum(rel.values())
print(f"relevance (kw, manual) on {n}: {dict(rel)}")
yes_kw = sum(v for (k, m), v in rel.items() if k == "yes")
print(f" precision of kw 'yes' vs manual yes: {sum(v for (k, m), v in rel.items() if k == 'yes' and m == 'yes')}/{yes_kw}")
man_yes = sum(v for (k, m), v in rel.items() if m == "yes")
print(f" recall of kw 'yes' over manual yes: {rel[('yes', 'yes')]}/{man_yes}")
print(f" manual precision of the collected set: {man_yes}/{n} = {man_yes / n:.2f}")
coded_rows = [r for r in rows if r["relevant"] == "yes" and r.get("app_type")]
print(f"\nfield agreement on {len(coded_rows)} hand-coded relevant threads:")
for f in FIELDS:
ok = tot = 0
for r in coded_rows:
c = get(r)
kw = c["kw_" + f] if "kw_" + f in c else c.get(f)
if f == "topic" and kw is None: # coded files from before 2026-10-30
kw = c.get("kw_problem_category")
man = r.get(f) if f in r else r.get("problem_category", "") # judgement files keep the old column name
if f == "model_provider": # compare as sets
ok += set((kw or "").split(";")) == set(man.split(";"))
else:
ok += (kw or "") == man
tot += 1
print(f" {f:18s} {ok}/{tot} = {ok / tot:.2f}")
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