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v0.1.0: 656-pick panel 2016-2026, codebook, coverage, analysis notes, build scripts
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#!/usr/bin/env python3
"""Re-fetch BBRef player pages for draft rows missing high_school_finish.
Fixes the High School vs High Schools: parser gap without full --force re-scrape.
Usage:
python repair_missing_hs.py
python repair_missing_hs.py --years 2020-2025
"""
from __future__ import annotations
import argparse
import csv
import time
from pathlib import Path
import requests
from fetch_bbref_draft_hs import (
SLEEP_S,
UA,
load_cache,
parse_player_hs,
parse_years,
save_cache,
)
ROOT = Path(__file__).resolve().parents[1]
RAW = ROOT / "sources" / "bbref_raw"
def repair_year(session: requests.Session, year: int, cache: dict) -> int:
path = RAW / f"draft_{year}.csv"
if not path.exists():
print(f"[{year}] missing {path}")
return 0
with path.open(encoding="utf-8") as f:
rows = list(csv.DictReader(f))
fields = list(rows[0].keys()) if rows else []
fixed = 0
for i, row in enumerate(rows, 1):
if (row.get("high_school_finish") or "").strip():
continue
url = (row.get("bbref_player_url") or "").strip()
slug = (row.get("bbref_player_slug") or "").strip()
if not url or not slug:
continue
print(f" [{year} {i}/{len(rows)}] refetch {row['player_name']} ({slug})")
time.sleep(SLEEP_S)
try:
r = session.get(url, timeout=45)
r.raise_for_status()
r.encoding = "utf-8"
hs = parse_player_hs(r.text)
hs["fetched"] = True
hs["repaired"] = True
except requests.HTTPError as e:
print(f" HTTP error: {e}")
continue
cache[slug] = hs
if hs.get("high_school_finish"):
row["high_school_finish"] = hs["high_school_finish"]
row["hs_city"] = hs.get("hs_city", "")
row["hs_state"] = hs.get("hs_state", "")
row["hs_raw"] = hs.get("hs_raw", "")
row["birth_place"] = hs.get("birth_place", "") or row.get("birth_place", "")
row["hs_source"] = "basketball_reference_player_page_repaired"
fixed += 1
print(f" -> {hs['high_school_finish']} ({hs.get('hs_city')}, {hs.get('hs_state')})")
if i % 5 == 0:
save_cache(cache)
with path.open("w", newline="", encoding="utf-8") as f:
w = csv.DictWriter(f, fieldnames=fields, extrasaction="ignore")
w.writeheader()
w.writerows(rows)
print(f"[{year}] fixed {fixed} previously missing HS rows")
return fixed
def main() -> None:
ap = argparse.ArgumentParser()
ap.add_argument("--years", default="2016-2025")
args = ap.parse_args()
years = parse_years(args.years)
cache = load_cache()
session = requests.Session()
session.headers.update({"User-Agent": UA, "Accept-Language": "en-US,en;q=0.9"})
total = 0
for year in years:
total += repair_year(session, year, cache)
save_cache(cache)
print(f"done; fixed {total} rows")
if __name__ == "__main__":
main()