Created
March 19, 2023 22:42
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Script to get firm historical HQ state and zipcode from 8K filings. See https://mingze-gao.com/posts/firm-historical-headquarter-state-from-10k/
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import sqlite3, sys, os, pathlib, logging | |
import pandas as pd | |
# fmt: off | |
states = [ 'AK', 'AL', 'AR', 'AZ', 'CA', 'CO', 'CT', 'DC', 'DE', 'FL', 'GA', | |
'HI', 'IA', 'ID', 'IL', 'IN', 'KS', 'KY', 'LA', 'MA', 'MD', 'ME', | |
'MI', 'MN', 'MO', 'MS', 'MT', 'NC', 'ND', 'NE', 'NH', 'NJ', 'NM', | |
'NV', 'NY', 'OH', 'OK', 'OR', 'PA', 'RI', 'SC', 'SD', 'TN', 'TX', | |
'UT', 'VA', 'VT', 'WA', 'WI', 'WV', 'WY'] | |
# fmt: on | |
logging.basicConfig( | |
stream=sys.stdout, | |
level=logging.DEBUG, | |
format="%(levelname)s - %(asctime)s - %(message)s", | |
datefmt="%m/%d/%Y %I:%M:%S %p", | |
) | |
def main(db: str, out: str): | |
conn = sqlite3.connect(db) | |
sql = """SELECT | |
DISTINCT cik, strftime("%Y", date) as year, state, zipcode | |
FROM files_zipcode | |
WHERE file_type="8-K" | |
ORDER BY cik, year;""" | |
df = pd.read_sql_query(sql, conn, parse_dates=["date"]) | |
conn.close() | |
logging.info(f"{len(df)} records") | |
# restrict to US firms | |
df = df[df.state.isin(states)] | |
logging.info(f"{len(df)} records of US firms") | |
dups = df.duplicated(subset=["cik", "year"]) | |
logging.info(f"{sum(dups)} duplicates") | |
df = df.drop_duplicates(subset=["cik", "year"], keep="last") | |
logging.info(f"{len(df)} records of US firms, keeping last record by year") | |
df.to_csv(out, index=False) | |
logging.info(f"result saved to {out}") | |
if __name__ == "__main__": | |
assert len(sys.argv) == 3 | |
db = pathlib.Path(sys.argv[1]).expanduser().resolve().as_posix() | |
out = pathlib.Path(sys.argv[2]).expanduser().resolve().as_posix() | |
if os.path.isfile(db): | |
main(db, out) | |
else: | |
sys.exit(1) |
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