spain-reference-personas-frontier / scripts /create_safe_public_subset.py
Miguel
Prepare DOI-ready governance release
2b3f8d7
#!/usr/bin/env python3
from pathlib import Path
import argparse
import json
import shutil
def fail(msg):
raise SystemExit(msg)
def import_arrow():
try:
import pyarrow as pa
import pyarrow.parquet as pq
import pyarrow.compute as pc
return pa, pq, pc
except Exception as e:
fail(f"pyarrow is required for safe subset creation: {e}")
def auto_col(cols, candidates):
lower = {c.lower(): c for c in cols}
for cand in candidates:
if cand.lower() in lower:
return lower[cand.lower()]
return None
def is_lfs_pointer(path):
try:
return path.read_bytes()[:120].startswith(b"version https://git-lfs.github.com/spec/v1")
except OSError:
return False
def main():
parser = argparse.ArgumentParser()
parser.add_argument("--root", default=".")
parser.add_argument("--out", default="safe_public_subset")
parser.add_argument("--risk-column", default=None)
parser.add_argument("--id-column", default=None)
parser.add_argument("--exclude-risk-values", default="high", help="Comma-separated risk values to exclude")
parser.add_argument("--overwrite", action="store_true")
args = parser.parse_args()
pa, pq, pc = import_arrow()
root = Path(args.root)
out = Path(args.out)
persona_path = root / "persona_core.parquet"
if not persona_path.exists():
fail("persona_core.parquet not found")
if is_lfs_pointer(persona_path):
fail("persona_core.parquet is a Git LFS pointer. Pull the real Parquet payload before creating a safe subset.")
table = pq.read_table(persona_path)
cols = table.column_names
if out.exists():
if not args.overwrite:
fail(f"Output directory exists: {out}. Use --overwrite to replace it.")
shutil.rmtree(out)
out.mkdir(parents=True)
risk_col = args.risk_column or auto_col(cols, [
"disclosure_risk_level",
"disclosure_risk",
"privacy_risk_level",
"risk_level",
])
if not risk_col:
fail(f"Could not auto-detect disclosure risk column. Columns: {cols}")
id_col = args.id_column or auto_col(cols, [
"synthetic_person_id",
"persona_id",
"person_id",
"synthetic_person_id",
"id",
])
if not id_col:
fail(f"Could not auto-detect persona id column. Columns: {cols}")
exclude_values = [x.strip().lower() for x in args.exclude_risk_values.split(",") if x.strip()]
risk_lower = pc.utf8_lower(table[risk_col].cast(pa.string()))
excluded_mask = pc.is_in(risk_lower, value_set=pa.array(exclude_values))
keep_mask = pc.invert(excluded_mask)
safe_persona = table.filter(keep_mask)
high_persona = table.filter(excluded_mask)
removed_ids = set(high_persona[id_col].to_pylist())
pq.write_table(safe_persona, out / "persona_core_safe.parquet")
report = {
"risk_column": risk_col,
"id_column": id_col,
"exclude_risk_values": exclude_values,
"persona_core_rows_before": table.num_rows,
"persona_core_rows_after": safe_persona.num_rows,
"removed_persona_rows": len(removed_ids),
"artifacts": {
"persona_core": {
"input": "persona_core.parquet",
"output": "persona_core_safe.parquet",
"rows_before": table.num_rows,
"rows_after": safe_persona.num_rows,
}
},
}
for name in ["persona_views", "actor_state_init"]:
p = root / f"{name}.parquet"
if not p.exists():
continue
if is_lfs_pointer(p):
report["artifacts"][name] = {"input": p.name, "skipped": "Git LFS pointer; real Parquet payload not present"}
continue
t = pq.read_table(p)
if id_col not in t.column_names:
report["artifacts"][name] = {"input": p.name, "skipped": f"missing id column {id_col}"}
continue
remove_mask = pc.is_in(t[id_col], value_set=pa.array(list(removed_ids), type=t[id_col].type))
keep = pc.invert(remove_mask)
safe_t = t.filter(keep)
out_name = f"{name}_safe.parquet"
pq.write_table(safe_t, out / out_name)
report["artifacts"][name] = {
"input": p.name,
"output": out_name,
"rows_before": t.num_rows,
"rows_after": safe_t.num_rows,
}
(out / "safe_subset_report.json").write_text(json.dumps(report, indent=2, ensure_ascii=False), encoding="utf-8")
print(json.dumps(report, indent=2, ensure_ascii=False))
if __name__ == "__main__":
main()