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| import time |
| import threading |
| import requests |
| import pandas as pd |
| from xml.etree import ElementTree as ET |
|
|
| |
| TEST_CIKS = { |
| 320193: 'AAPL', |
| 789019: 'MSFT', |
| 1045810: 'NVDA', |
| 1018724: 'AMZN', |
| 1652044: 'GOOGL', |
| } |
| DATE_START = '2024-01-01' |
| DATE_END = '2024-12-31' |
| MAX_XML_PER_CIK = 3 |
|
|
| HEADERS = {'User-Agent': 'S2880814 University of Edinburgh s.g.vishnu@sms.ed.ac.uk'} |
| TIMEOUT = 15 |
|
|
| EXPECTED_INDEX_COLS = {'cik', 'ticker', 'filing_date', 'accession', 'primary_doc'} |
| EXPECTED_TXN_COLS = { |
| 'cik', 'ticker', 'filing_date', 'accession', |
| 'owner_name', 'is_director', 'is_officer', 'is_ten_pct_owner', 'officer_title', |
| 'security_title', 'transaction_date', 'transaction_code', |
| 'acquired_disposed', 'shares', 'price_per_share', 'shares_after_txn', |
| } |
|
|
| PASS = ' [PASS]' |
| FAIL = ' [FAIL]' |
| INFO = ' [INFO]' |
|
|
|
|
| |
| class RateLimiter: |
| def __init__(self, rate): |
| self._lock = threading.Lock() |
| self._min_gap = 1.0 / rate |
| self._last = 0.0 |
| def wait(self): |
| with self._lock: |
| gap = self._min_gap - (time.monotonic() - self._last) |
| if gap > 0: |
| time.sleep(gap) |
| self._last = time.monotonic() |
|
|
| limiter = RateLimiter(8.0) |
|
|
|
|
| def safe_get(url, retries=3): |
| for attempt in range(retries): |
| limiter.wait() |
| try: |
| r = requests.get(url, headers=HEADERS, timeout=TIMEOUT) |
| if r.status_code == 200: |
| return r |
| elif r.status_code == 429: |
| print(f" [429] Rate limited, sleeping 10s...") |
| time.sleep(10) |
| except requests.RequestException as e: |
| print(f" [WARN] Request error (attempt {attempt+1}): {e}") |
| time.sleep(2) |
| return None |
|
|
|
|
| |
| print("=" * 60) |
| print("TEST 1 — EDGAR API reachability") |
| print("=" * 60) |
|
|
| r = safe_get("https://data.sec.gov/submissions/CIK0000320193.json") |
| if r: |
| data = r.json() |
| company_name = data.get('name', 'unknown') |
| print(f"{PASS} EDGAR submissions API reachable") |
| print(f"{INFO} Response: {company_name} (CIK 320193 = Apple)") |
| else: |
| print(f"{FAIL} Could not reach EDGAR API — check internet connection") |
| exit(1) |
|
|
|
|
| |
| print() |
| print("=" * 60) |
| print("TEST 2 — Form 4 metadata fetch (5 companies, 2024 only)") |
| print("=" * 60) |
|
|
| def get_form4_meta(cik): |
| r = safe_get(f"https://data.sec.gov/submissions/CIK{cik:010d}.json") |
| if not r: |
| return [] |
| data = r.json() |
| recent = data.get('filings', {}).get('recent', {}) |
|
|
| forms = recent.get('form', []) |
| accs = recent.get('accessionNumber', []) |
| dates = recent.get('filingDate', []) |
| docs = recent.get('primaryDocument', []) |
|
|
| result = [] |
| for form, acc, date, doc in zip(forms, accs, dates, docs): |
| if form == '4' and DATE_START <= date <= DATE_END: |
| result.append({'accession': acc, 'filing_date': date, 'primary_doc': doc}) |
| return result |
|
|
| index_rows = [] |
| all_test_filings = [] |
|
|
| for cik, ticker in TEST_CIKS.items(): |
| filings = get_form4_meta(cik) |
| print(f"{INFO} {ticker:6s} (CIK {cik}): {len(filings):3d} Form 4 filings in 2024") |
| if filings: |
| print(f"{PASS} Metadata fetch OK — sample accession: {filings[0]['accession']}") |
| else: |
| print(f"{FAIL} No Form 4 filings found for {ticker} in 2024") |
|
|
| for f in filings: |
| index_rows.append({ |
| 'cik': cik, 'ticker': ticker, |
| 'filing_date': f['filing_date'], |
| 'accession': f['accession'], |
| 'primary_doc': f['primary_doc'], |
| }) |
| all_test_filings.append((cik, ticker, f)) |
|
|
| print(f"\n{INFO} Total filings collected across 5 companies: {len(index_rows)}") |
|
|
| |
| index_df = pd.DataFrame(index_rows) |
| missing_cols = EXPECTED_INDEX_COLS - set(index_df.columns) |
| if not missing_cols: |
| print(f"{PASS} Index columns all present: {sorted(index_df.columns.tolist())}") |
| else: |
| print(f"{FAIL} Missing index columns: {missing_cols}") |
|
|
|
|
| |
| print() |
| print("=" * 60) |
| print(f"TEST 3 — XML download + parse (first {MAX_XML_PER_CIK} filings per company)") |
| print("=" * 60) |
|
|
| def find_xml_in_filing(cik, accession): |
| """Fetch filing directory and return the XML data filename.""" |
| import re |
| acc_clean = accession.replace('-', '') |
| r = safe_get(f"https://www.sec.gov/Archives/edgar/data/{cik}/{acc_clean}/") |
| if not r: |
| return None |
| matches = re.findall(r'href="([^"]+\.xml)"', r.text, re.IGNORECASE) |
| for m in matches: |
| fname = m.split('/')[-1] |
| if fname and 'index' not in fname.lower(): |
| return fname |
| return None |
|
|
|
|
| def parse_form4(cik, ticker, accession, primary_doc, filing_date): |
| """ |
| Download Form 4 XML and extract non-derivative transactions. |
| |
| Resolution order (no extra API calls in the common case): |
| 1. If primaryDoc is .htm, try swapping extension to .xml first |
| 2. If that fails, fall back to directory listing (1 extra call) |
| 3. If all else fails, return error |
| """ |
| acc_clean = accession.replace('-', '') |
|
|
| candidates = [primary_doc] |
| if primary_doc.lower().endswith(('.htm', '.html')): |
| xml_variant = primary_doc.rsplit('.', 1)[0] + '.xml' |
| candidates = [xml_variant, primary_doc] |
| print(f" [INFO] HTML primaryDoc — trying XML variant first: {xml_variant}") |
|
|
| root = None |
| tried = [] |
| for doc in candidates: |
| url = f"https://www.sec.gov/Archives/edgar/data/{cik}/{acc_clean}/{doc}" |
| r = safe_get(url) |
| tried.append(doc) |
| if not r: |
| print(f" [WARN] HTTP failed for {doc}") |
| continue |
| try: |
| root = ET.fromstring(r.content) |
| print(f" [INFO] Parsed successfully: {doc}") |
| break |
| except ET.ParseError as e: |
| print(f" [WARN] XML parse error on {doc}: {e}") |
| continue |
|
|
| |
| if root is None: |
| print(f" [INFO] Trying directory listing fallback...") |
| xml_fname = find_xml_in_filing(cik, accession) |
| if xml_fname and xml_fname not in tried: |
| url = f"https://www.sec.gov/Archives/edgar/data/{cik}/{acc_clean}/{xml_fname}" |
| r = safe_get(url) |
| if r: |
| try: |
| root = ET.fromstring(r.content) |
| print(f" [INFO] Directory fallback succeeded: {xml_fname}") |
| except ET.ParseError as e: |
| return None, f"All fallbacks exhausted. Last error: {e}" |
| else: |
| return None, "HTTP failed on directory fallback" |
| elif xml_fname in tried: |
| return None, "Directory fallback returned same filename already tried" |
| else: |
| return None, "No XML found in filing directory" |
|
|
| if root is None: |
| return None, "Could not obtain valid XML root" |
|
|
| owner_name = '' |
| is_dir = is_off = is_10pct = '0' |
| officer_title = '' |
| for rpt in root.findall('.//reportingOwner'): |
| owner_name = rpt.findtext('.//rptOwnerName', '').strip() |
| rel = rpt.find('.//reportingOwnerRelationship') |
| if rel is not None: |
| is_dir = rel.findtext('isDirector', '0').strip() |
| is_off = rel.findtext('isOfficer', '0').strip() |
| is_10pct = rel.findtext('isTenPercentOwner', '0').strip() |
| officer_title = rel.findtext('officerTitle', '').strip() |
|
|
| records = [] |
| for txn in root.findall('.//nonDerivativeTransaction'): |
| records.append({ |
| 'cik': cik, |
| 'ticker': ticker, |
| 'filing_date': filing_date, |
| 'accession': accession, |
| 'owner_name': owner_name, |
| 'is_director': is_dir, |
| 'is_officer': is_off, |
| 'is_ten_pct_owner': is_10pct, |
| 'officer_title': officer_title, |
| 'security_title': txn.findtext('.//securityTitle/value', '').strip(), |
| 'transaction_date': txn.findtext('.//transactionDate/value', '').strip(), |
| 'transaction_code': txn.findtext('.//transactionCoding/transactionCode', '').strip(), |
| 'acquired_disposed': txn.findtext( |
| './/transactionAmounts/transactionAcquiredDisposedCode/value', '').strip(), |
| 'shares': txn.findtext( |
| './/transactionAmounts/transactionShares/value', ''), |
| 'price_per_share': txn.findtext( |
| './/transactionAmounts/transactionPricePerShare/value', ''), |
| 'shares_after_txn': txn.findtext( |
| './/postTransactionAmounts/sharesOwnedFollowingTransaction/value', ''), |
| }) |
| return records, None |
|
|
| txn_rows = [] |
| xml_ok = 0 |
| xml_fail = 0 |
| xml_empty = 0 |
|
|
| |
| from collections import defaultdict |
| by_cik = defaultdict(list) |
| for cik, ticker, f in all_test_filings: |
| by_cik[cik].append((ticker, f)) |
|
|
| for cik, items in by_cik.items(): |
| ticker = items[0][0] |
| sample = items[:MAX_XML_PER_CIK] |
| print(f"\n {ticker} — parsing {len(sample)} XML(s):") |
| for _, f in sample: |
| records, err = parse_form4(cik, ticker, f['accession'], f['primary_doc'], f['filing_date']) |
| if err: |
| print(f" {FAIL} {f['accession']}: {err}") |
| xml_fail += 1 |
| elif records is None: |
| print(f" {FAIL} {f['accession']}: no result returned") |
| xml_fail += 1 |
| elif len(records) == 0: |
| print(f" {INFO} {f['accession']}: parsed OK but 0 non-derivative transactions (options only filing)") |
| xml_empty += 1 |
| xml_ok += 1 |
| else: |
| r0 = records[0] |
| print(f" {PASS} {f['accession']}: {len(records)} transaction(s)") |
| print(f" Insider : {r0['owner_name']} | Title: {r0['officer_title']}") |
| print(f" Date : {r0['transaction_date']} | Code: {r0['transaction_code']} | A/D: {r0['acquired_disposed']}") |
| print(f" Shares : {r0['shares']} @ ${r0['price_per_share']}") |
| xml_ok += 1 |
| txn_rows.extend(records) |
|
|
|
|
| |
| print() |
| print("=" * 60) |
| print("TEST 4 — Output validation") |
| print("=" * 60) |
|
|
| if txn_rows: |
| txn_df = pd.DataFrame(txn_rows) |
|
|
| |
| missing = EXPECTED_TXN_COLS - set(txn_df.columns) |
| if not missing: |
| print(f"{PASS} All expected transaction columns present") |
| else: |
| print(f"{FAIL} Missing columns: {missing}") |
|
|
| |
| valid_ad = txn_df['acquired_disposed'].isin(['A', 'D', '']) |
| if valid_ad.all(): |
| print(f"{PASS} acquired_disposed values all valid (A/D/blank)") |
| else: |
| bad = txn_df[~valid_ad]['acquired_disposed'].unique() |
| print(f"{FAIL} Unexpected acquired_disposed values: {bad}") |
|
|
| |
| known_codes = {'P', 'S', 'A', 'D', 'F', 'M', 'G', 'C', 'E', 'H', 'I', 'J', 'L', 'O', 'U', 'W', 'X', 'Z', ''} |
| bad_codes = set(txn_df['transaction_code'].unique()) - known_codes |
| if not bad_codes: |
| print(f"{PASS} Transaction codes all recognised: {sorted(txn_df['transaction_code'].unique())}") |
| else: |
| print(f"{FAIL} Unknown transaction codes: {bad_codes}") |
|
|
| |
| try: |
| pd.to_datetime(txn_df['transaction_date']) |
| print(f"{PASS} transaction_date parses as dates OK") |
| except Exception: |
| print(f"{FAIL} transaction_date has unparseable values") |
|
|
| |
| print(f"\n{INFO} Sample transactions (first 5 rows):") |
| print(txn_df[['ticker', 'owner_name', 'officer_title', |
| 'transaction_date', 'transaction_code', |
| 'acquired_disposed', 'shares', 'price_per_share']].head().to_string(index=False)) |
| else: |
| print(f"{INFO} No non-derivative transactions found in sampled filings (may be options-only batch)") |
|
|
|
|
| |
| print() |
| print("=" * 60) |
| print("SUMMARY") |
| print("=" * 60) |
| print(f" XMLs parsed successfully : {xml_ok}") |
| print(f" XMLs failed : {xml_fail}") |
| print(f" Filings with 0 non-deriv : {xml_empty}") |
| print(f" Transaction rows parsed : {len(txn_rows)}") |
| print() |
| if xml_fail == 0: |
| print(" ALL TESTS PASSED — pipeline is working correctly.") |
| print(" Safe to run the full collect_form4.py overnight.") |
| else: |
| print(f" {xml_fail} XML(s) failed — check errors above before full run.") |
| print("=" * 60) |
|
|