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8.84 kB
| """Observations into spans, filers, and the CUSIP bridge.""" | |
| from __future__ import annotations | |
| from datetime import date | |
| import polars as pl | |
| from recipe.intervals import ( | |
| build_cusip_map, | |
| build_cusip_map_from_pairs, | |
| build_identifiers, | |
| build_issuers, | |
| build_pit, | |
| ftd_pairs, | |
| ) | |
| def test_a_ticker_change_becomes_two_spans(observations): | |
| spans = build_identifiers(observations) | |
| ticker = spans.filter( | |
| (pl.col("cik") == "0000000001") & (pl.col("kind") == "ticker") | |
| ).sort("valid_from") | |
| assert ticker["value"].to_list() == ["OLDT", "NEWT"] | |
| assert ticker["valid_from"].to_list() == [date(2012, 3, 1), date(2016, 3, 1)] | |
| assert ticker["valid_to"].to_list() == [date(2015, 3, 1), date(2024, 3, 1)] | |
| assert ticker["is_current"].to_list() == [False, True] | |
| def test_a_dormant_filer_holds_no_current_ticker(observations): | |
| """A company that stopped filing in 2014 is not currently listed under its | |
| 2014 ticker -- and PLUM belongs to whoever files under it now.""" | |
| spans = build_identifiers(observations) | |
| plum = spans.filter((pl.col("kind") == "ticker") & (pl.col("value") == "PLUM")) | |
| current = plum.filter(pl.col("is_current")) | |
| assert current.height == 1, "one live owner, not two" | |
| assert current["cik"][0] == "0000000003" | |
| # The dormant filer keeps its own history, flagged as its latest. | |
| dormant = plum.filter(pl.col("cik") == "0000000002").row(0, named=True) | |
| assert dormant["is_current"] is False | |
| assert dormant["is_latest_for_filer"] is True | |
| assert dormant["valid_to"] == date(2014, 5, 1) | |
| def test_issuer_keeps_its_name(observations): | |
| """Regression: the changes pivot produced a column called `name` too, and | |
| renaming after the join blanked every issuer's name.""" | |
| spans = build_identifiers(observations) | |
| issuers = build_issuers(spans, observations) | |
| row = issuers.filter(pl.col("cik") == "0000000001").row(0, named=True) | |
| assert row["name"] == "New Name Inc" | |
| assert row["primary_ticker"] == "NEWT" | |
| assert row["name_changes"] == 2 | |
| assert row["ticker_changes"] == 2 | |
| assert row["sic"] == "3571" | |
| def test_dormant_filers_are_marked_inactive(observations): | |
| spans = build_identifiers(observations) | |
| issuers = build_issuers(spans, observations) | |
| assert issuers.filter(pl.col("cik") == "0000000002")["is_active"][0] is False | |
| assert issuers.filter(pl.col("cik") == "0000000001")["is_active"][0] is True | |
| def test_a_reused_ticker_resolves_by_date(observations, ftd): | |
| """The point of the bridge: PLUM is two companies, and the CUSIP knows when.""" | |
| spans = build_identifiers(observations) | |
| bridge = build_cusip_map(ftd, spans) | |
| early = bridge.filter(pl.col("cusip") == "111111111").row(0, named=True) | |
| late = bridge.filter(pl.col("cusip") == "222222222").row(0, named=True) | |
| assert early["cik"] == "0000000002" and early["match_confidence"] == "high" | |
| assert late["cik"] == "0000000003" and late["match_confidence"] == "high" | |
| def test_a_cusip_with_no_filer_is_kept_and_labelled(observations, ftd): | |
| spans = build_identifiers(observations) | |
| bridge = build_cusip_map(ftd, spans) | |
| ghost = bridge.filter(pl.col("cusip") == "333333333").row(0, named=True) | |
| assert ghost["cik"] is None | |
| assert ghost["match_method"] == "unmatched" and ghost["match_confidence"] == "none" | |
| assert ghost["ticker"] == "GHOST", "the ticker is still usable without a filer" | |
| def test_cusip6_is_the_issuer_prefix(observations, ftd): | |
| bridge = build_cusip_map(ftd, build_identifiers(observations)) | |
| assert bridge.filter(pl.col("cusip") == "111111111")["cusip6"][0] == "111111" | |
| def test_pit_dates_every_span_and_never_leaks(observations): | |
| spans = build_identifiers(observations) | |
| pit = build_pit(spans) | |
| assert pit.height == spans.height | |
| assert pit["entity_id"].null_count() == 0 | |
| # Knowledge is the end of the day observed, so it never precedes the event. | |
| assert (pit["knowledge_date"].dt.date() >= pit["event_date"]).all() | |
| assert pit["knowledge_estimated"].all() | |
| def _bridge(observations, ftd_rows): | |
| return build_cusip_map(pl.DataFrame(ftd_rows, strict=False), build_identifiers(observations)) | |
| def _ftd(cusip, ticker, name, day): | |
| return {"cusip": cusip, "ticker": ticker, "issuer_name": name, "observed_on": day, | |
| "source_ref": "f"} | |
| def test_a_share_class_matches_across_separators(): | |
| """Settlement records write BRKB, filings BRK.B: one symbol, one filer.""" | |
| from conftest import observation | |
| obs = pl.DataFrame([ | |
| observation("0000000010", "ticker", "BRK.B", date(2015, 1, 1)), | |
| observation("0000000010", "ticker", "BRK.B", date(2020, 1, 1)), | |
| observation("0000000010", "name", "Berkshire Hathaway Inc", date(2020, 1, 1)), | |
| ], strict=False) | |
| bridge = _bridge(obs, [_ftd("084670702", "BRKB", "BERKSHIRE HATHAWAY INC CL B", date(2018, 1, 1))]) | |
| row = bridge.row(0, named=True) | |
| assert row["cik"] == "0000000010" and row["match_confidence"] == "high" | |
| assert row["ticker"] == "BRKB", "the published ticker is the one the record stated" | |
| def test_a_fund_is_not_the_company_that_shares_its_ticker(): | |
| """SPDR's MDY matched Midway Gold by ticker and date. A fund whose name shares | |
| no word with anything the filer was called is refused, not attached.""" | |
| from conftest import observation | |
| obs = pl.DataFrame([ | |
| observation("0000000020", "ticker", "MDY", date(2010, 1, 1)), | |
| observation("0000000020", "ticker", "MDY", date(2012, 1, 1)), | |
| observation("0000000020", "name", "Midway Gold Corp", date(2012, 1, 1)), | |
| ], strict=False) | |
| bridge = _bridge(obs, [_ftd("78467Y107", "MDY", "SPDR S&P MIDCAP 400 ETF TR UTS", date(2011, 1, 1))]) | |
| row = bridge.row(0, named=True) | |
| assert row["cik"] is None | |
| assert row["match_method"] == "name_conflict" and row["match_confidence"] == "none" | |
| def test_one_collision_does_not_name_a_whole_fund_family(): | |
| """iShares' ICF once matched ICF International, and inheriting by CUSIP prefix | |
| then gave that company's CIK to IVV, IWM, EFA and 71 more funds.""" | |
| from conftest import observation | |
| obs = pl.DataFrame([ | |
| observation("0000000030", "ticker", "ICF", date(2010, 1, 1)), | |
| observation("0000000030", "ticker", "ICF", date(2012, 1, 1)), | |
| ], strict=False) | |
| bridge = _bridge(obs, [ | |
| _ftd("464287564", "ICF", "ISHARES COHEN & STEERS REIT ETF", date(2011, 1, 1)), | |
| _ftd("464287200", "IVV", "ISHARES CORE S&P 500 ETF", date(2011, 1, 1)), | |
| ]) | |
| ivv = bridge.filter(pl.col("ticker") == "IVV").row(0, named=True) | |
| assert ivv["cik"] is None and ivv["match_method"] == "unmatched" | |
| def test_an_issuer_prefix_still_lends_its_filer_to_other_classes(): | |
| """The prefix rule is right for companies: a class A share of a company whose | |
| common stock matched belongs to the same filer.""" | |
| from conftest import observation | |
| obs = pl.DataFrame([ | |
| observation("0000000040", "ticker", "HEI", date(2010, 1, 1)), | |
| observation("0000000040", "ticker", "HEI", date(2020, 1, 1)), | |
| ], strict=False) | |
| bridge = _bridge(obs, [ | |
| _ftd("422806109", "HEI", "HEICO CORP", date(2015, 1, 1)), | |
| _ftd("422806208", "HEIXA", "HEICO CORP CL A", date(2015, 1, 1)), | |
| ]) | |
| cls = bridge.filter(pl.col("cusip") == "422806208").row(0, named=True) | |
| assert cls["cik"] == "0000000040" and cls["match_confidence"] == "medium" | |
| def test_clearing_placeholders_are_marked(): | |
| from conftest import observation | |
| obs = pl.DataFrame([observation("0000000050", "ticker", "XCEM", date(2015, 1, 1))], strict=False) | |
| bridge = _bridge(obs, [ | |
| _ftd("19762B202", "XCEMZZZZ", "COLUMBIA ETF TR II", date(2015, 1, 1)), | |
| _ftd("19762B203", "XCEM", "COLUMBIA ETF TR II", date(2015, 1, 1)), | |
| ]) | |
| flags = dict(bridge.select("ticker", "standard_symbol").iter_rows()) | |
| assert flags == {"XCEMZZZZ": False, "XCEM": True} | |
| def test_a_tie_between_two_filers_resolves_the_same_way_every_time(): | |
| """Two filers that each stated the symbol once are tied on every rank the | |
| bridge sorts by. Without a last key the winner was whichever row the join | |
| emitted first, and the same inputs in a different order gave a different | |
| filer.""" | |
| from conftest import observation | |
| obs = pl.DataFrame([ | |
| observation("0000000061", "ticker", "TIE", date(2011, 1, 1)), | |
| observation("0000000062", "ticker", "TIE", date(2011, 1, 1)), | |
| ], strict=False) | |
| identifiers = build_identifiers(obs) | |
| pairs = ftd_pairs(pl.DataFrame( | |
| [_ftd("111111105", "TIE", "TIE CORP", date(2011, 1, 1))], strict=False)) | |
| forward = build_cusip_map_from_pairs(pairs, identifiers) | |
| backward = build_cusip_map_from_pairs(pairs, identifiers.reverse()) | |
| assert forward.drop("inserted_at").equals(backward.drop("inserted_at")) | |