diff --git a/openbb_platform/core/openbb_core/provider/standard_models/management_discussion_analysis.py b/openbb_platform/core/openbb_core/provider/standard_models/management_discussion_analysis.py new file mode 100644 index 00000000000..0c4b483cf7d --- /dev/null +++ b/openbb_platform/core/openbb_core/provider/standard_models/management_discussion_analysis.py @@ -0,0 +1,48 @@ +"""Management Discussion & Analysis Standard Model.""" + +from datetime import date as dateType +from typing import Literal, Optional + +from openbb_core.provider.abstract.data import Data +from openbb_core.provider.abstract.query_params import QueryParams +from openbb_core.provider.utils.descriptions import ( + DATA_DESCRIPTIONS, + QUERY_DESCRIPTIONS, +) +from pydantic import Field, field_validator + + +class ManagementDiscussionAnalysisQueryParams(QueryParams): + """Management Discussion & Analysis Query Parameters.""" + + symbol: str = Field(description=QUERY_DESCRIPTIONS.get("symbol", "")) + calendar_year: Optional[int] = Field( + default=None, + description="Calendar year of the report. By default, is the current year." + + " If the calendar period is not provided, but the calendar year is, it will return the annual report.", + ) + calendar_period: Optional[Literal["Q1", "Q2", "Q3", "Q4"]] = Field( + default=None, + description="Calendar period of the report. By default, is the most recent report available for the symbol." + + " If no calendar year and no calendar period are provided, it will return the most recent report.", + ) + + @field_validator("symbol", mode="before", check_fields=False) + @classmethod + def to_upper(cls, v: str): + """Convert field to uppercase.""" + return v.upper() + + +class ManagementDiscussionAnalysisData(Data): + """Management Discussion & Analysis Data.""" + + symbol: str = Field(description=DATA_DESCRIPTIONS.get("symbol", "")) + calendar_year: int = Field(description="The calendar year of the report.") + calendar_period: int = Field(description="The calendar period of the report.") + period_ending: Optional[dateType] = Field( + description="The end date of the reporting period.", default=None + ) + content: str = Field( + description="The content of the management discussion and analysis." + ) diff --git a/openbb_platform/extensions/equity/integration/test_equity_api.py b/openbb_platform/extensions/equity/integration/test_equity_api.py index ee1da7c3883..a99566b313d 100644 --- a/openbb_platform/extensions/equity/integration/test_equity_api.py +++ b/openbb_platform/extensions/equity/integration/test_equity_api.py @@ -2189,3 +2189,33 @@ def test_equity_ownership_government_trades(params, headers): result = requests.get(url, headers=headers, timeout=10) assert isinstance(result, requests.Response) assert result.status_code == 200 + + +@parametrize( + "params", + [ + ( + { + "symbol": "AAPL", + "calendar_year": 2024, + "calendar_period": "Q2", + "wrap_length": 120, + "include_tables": False, + "use_cache": True, + "raw_html": False, + "strategy": "trafilatura", + "provider": "sec", + } + ), + ], +) +@pytest.mark.integration +def test_equity_fundamental_management_discussion_analysis(params, headers): + """Test the equity fundamental management discussion analysis endpoint.""" + params = {p: v for p, v in params.items() if v} + + query_str = get_querystring(params, []) + url = f"http://0.0.0.0:8000/api/v1/equity/fundamental/management_discussion_analysis?{query_str}" + result = requests.get(url, headers=headers, timeout=10) + assert isinstance(result, requests.Response) + assert result.status_code == 200 diff --git a/openbb_platform/extensions/equity/integration/test_equity_python.py b/openbb_platform/extensions/equity/integration/test_equity_python.py index 4f25f68da0f..7be90e84e23 100644 --- a/openbb_platform/extensions/equity/integration/test_equity_python.py +++ b/openbb_platform/extensions/equity/integration/test_equity_python.py @@ -2049,3 +2049,30 @@ def test_equity_ownership_government_trades(params, obb): assert result assert isinstance(result, OBBject) assert len(result.results) > 0 + + +@parametrize( + "params", + [ + ( + { + "symbol": "AAPL", + "calendar_year": 2024, + "calendar_period": "Q2", + "wrap_length": 120, + "include_tables": False, + "use_cache": True, + "raw_html": False, + "strategy": "trafilatura", + "provider": "sec", + } + ), + ], +) +@pytest.mark.integration +def test_equity_fundamental_management_discussion_analysis(params, obb): + """Test the equity fundamental management discussion analysis endpoint.""" + result = obb.equity.fundamental.management_discussion_analysis(**params) + assert result + assert isinstance(result, OBBject) + assert len(result.results.content) > 0 diff --git a/openbb_platform/extensions/equity/openbb_equity/fundamental/fundamental_router.py b/openbb_platform/extensions/equity/openbb_equity/fundamental/fundamental_router.py index 36e6f52fa12..f48c20374aa 100644 --- a/openbb_platform/extensions/equity/openbb_equity/fundamental/fundamental_router.py +++ b/openbb_platform/extensions/equity/openbb_equity/fundamental/fundamental_router.py @@ -477,3 +477,58 @@ async def trailing_dividend_yield( ) -> OBBject: """Get the 1 year trailing dividend yield for a given company over time.""" return await OBBject.from_query(Query(**locals())) + + +@router.command( + model="ManagementDiscussionAnalysis", + examples=[ + APIEx(parameters={"symbol": "AAPL", "provider": "sec"}), + APIEx( + description="Get the Management Discussion & Analysis section by calendar year and period.", + parameters={ + "symbol": "AAPL", + "calendar_year": 2020, + "calendar_period": "Q4", + "provider": "sec", + }, + ), + APIEx( + description="Setting 'include_tables' to True will attempt to extract all tables in valid Markdown.", + parameters={ + "symbol": "AAPL", + "calendar_year": 2020, + "calendar_period": "Q4", + "provider": "sec", + "include_tables": True, + }, + ), + APIEx( + description="Setting 'raw_html' to True will bypass extraction and return the raw HTML file, as is." + + " Use this for custom parsing or to access the entire HTML filing.", + parameters={ + "symbol": "AAPL", + "calendar_year": 2020, + "calendar_period": "Q4", + "provider": "sec", + "raw_html": True, + }, + ), + ], + openapi_extra={ + "widget_config": { + "type": "markdown", + "data": {"dataKey": "results.content", "columnsDefs": []}, + "staleTime": 86400000, + "refetchInterval": 86400000, + "source": "SEC", + } + }, +) +async def management_discussion_analysis( + cc: CommandContext, + provider_choices: ProviderChoices, + standard_params: StandardParams, + extra_params: ExtraParams, +) -> OBBject: + """Get the Management Discussion & Analysis section from the financial statements for a given company.""" + return await OBBject.from_query(Query(**locals())) diff --git a/openbb_platform/openbb/assets/reference.json b/openbb_platform/openbb/assets/reference.json index fbe9d536a60..2cdbffdda01 100644 --- a/openbb_platform/openbb/assets/reference.json +++ b/openbb_platform/openbb/assets/reference.json @@ -26646,6 +26646,160 @@ }, "model": "TrailingDividendYield" }, + "/equity/fundamental/management_discussion_analysis": { + "deprecated": { + "flag": null, + "message": null + }, + "description": "Get the Management Discussion & Analysis section from the financial statements for a given company.", + "examples": "\nExamples\n--------\n\n```python\nfrom openbb import obb\nobb.equity.fundamental.management_discussion_analysis(symbol='AAPL', provider='sec')\n# Get the Management Discussion & Analysis section by calendar year and period.\nobb.equity.fundamental.management_discussion_analysis(symbol='AAPL', calendar_year=2020, calendar_period=4, provider='sec')\n# Setting 'include_tables' to True will attempt to extract all tables in valid Markdown.\nobb.equity.fundamental.management_discussion_analysis(symbol='AAPL', calendar_year=2020, calendar_period=4, provider='sec', include_tables=True)\n# Setting 'raw_html' to True will bypass extraction and return the raw HTML file, as is. Use this for custom parsing or to access the entire HTML filing.\nobb.equity.fundamental.management_discussion_analysis(symbol='AAPL', calendar_year=2020, calendar_period=4, provider='sec', raw_html=True)\n```\n\n", + "parameters": { + "standard": [ + { + "name": "symbol", + "type": "str", + "description": "Symbol to get data for.", + "default": "", + "optional": false, + "choices": null + }, + { + "name": "calendar_year", + "type": "int", + "description": "Calendar year of the report. By default, is the current year. If the calendar period is not provided, but the calendar year is, it will return the annual report.", + "default": null, + "optional": true, + "choices": null + }, + { + "name": "calendar_period", + "type": "int", + "description": "Calendar period of the report. By default, is the most recent report available for the symbol. If no calendar year and no calendar period are provided, it will return the most recent report.", + "default": null, + "optional": true, + "choices": null + } + ], + "sec": [ + { + "name": "wrap_length", + "type": "int", + "description": "The length to wrap the extracted text, excluding tables. Default is 120.", + "default": 120, + "optional": true, + "choices": null + }, + { + "name": "include_tables", + "type": "bool", + "description": "Return tables formatted as markdown in the text. Default is False. Tables may reveal 'missing' content, but will likely need some level of manual cleaning, post-request, to display properly. In some cases, tables may not be recoverable due to the nature of the document.", + "default": false, + "optional": true, + "choices": null + }, + { + "name": "use_cache", + "type": "bool", + "description": "When True, the file will be cached for use later. Default is True.", + "default": true, + "optional": true, + "choices": null + }, + { + "name": "raw_html", + "type": "bool", + "description": "When True, the raw HTML content of the entire filing will be returned. Default is False. Use this option to parse the document manually.", + "default": false, + "optional": true, + "choices": null + } + ] + }, + "returns": { + "OBBject": [ + { + "name": "results", + "type": "List[ManagementDiscussionAnalysis]", + "description": "Serializable results." + }, + { + "name": "provider", + "type": "Optional[Literal['sec']]", + "description": "Provider name." + }, + { + "name": "warnings", + "type": "Optional[List[Warning_]]", + "description": "List of warnings." + }, + { + "name": "chart", + "type": "Optional[Chart]", + "description": "Chart object." + }, + { + "name": "extra", + "type": "Dict[str, Any]", + "description": "Extra info." + } + ] + }, + "data": { + "standard": [ + { + "name": "symbol", + "type": "str", + "description": "Symbol representing the entity requested in the data.", + "default": "", + "optional": false, + "choices": null + }, + { + "name": "calendar_year", + "type": "int", + "description": "The calendar year of the report.", + "default": "", + "optional": false, + "choices": null + }, + { + "name": "calendar_period", + "type": "int", + "description": "The calendar period of the report.", + "default": "", + "optional": false, + "choices": null + }, + { + "name": "period_ending", + "type": "date", + "description": "The end date of the reporting period.", + "default": null, + "optional": true, + "choices": null + }, + { + "name": "content", + "type": "str", + "description": "The content of the management discussion and analysis.", + "default": "", + "optional": false, + "choices": null + } + ], + "sec": [ + { + "name": "url", + "type": "str", + "description": "The URL of the filing from which the data was extracted.", + "default": "", + "optional": false, + "choices": null + } + ] + }, + "model": "ManagementDiscussionAnalysis" + }, "/equity/ownership/major_holders": { "deprecated": { "flag": null, diff --git a/openbb_platform/openbb/package/equity_fundamental.py b/openbb_platform/openbb/package/equity_fundamental.py index c22a88c035b..96a7527a21a 100644 --- a/openbb_platform/openbb/package/equity_fundamental.py +++ b/openbb_platform/openbb/package/equity_fundamental.py @@ -29,6 +29,7 @@ class ROUTER_equity_fundamental(Container): latest_attributes management management_compensation + management_discussion_analysis metrics multiples ratios @@ -2782,6 +2783,112 @@ class ROUTER_equity_fundamental(Container): ) ) + @exception_handler + @validate + def management_discussion_analysis( + self, + symbol: Annotated[str, OpenBBField(description="Symbol to get data for.")], + calendar_year: Annotated[ + Optional[int], + OpenBBField( + description="Calendar year of the report. By default, is the current year. If the calendar period is not provided, but the calendar year is, it will return the annual report." + ), + ] = None, + calendar_period: Annotated[ + Optional[int], + OpenBBField( + description="Calendar period of the report. By default, is the most recent report available for the symbol. If no calendar year and no calendar period are provided, it will return the most recent report." + ), + ] = None, + provider: Annotated[ + Optional[Literal["sec"]], + OpenBBField( + description="The provider to use, by default None. If None, the priority list configured in the settings is used. Default priority: sec." + ), + ] = None, + **kwargs + ) -> OBBject: + """Get the Management Discussion & Analysis section from the financial statements for a given company. + + Parameters + ---------- + symbol : str + Symbol to get data for. + calendar_year : Optional[int] + Calendar year of the report. By default, is the current year. If the calendar period is not provided, but the calendar year is, it will return the annual report. + calendar_period : Optional[int] + Calendar period of the report. By default, is the most recent report available for the symbol. If no calendar year and no calendar period are provided, it will return the most recent report. + provider : Optional[Literal['sec']] + The provider to use, by default None. If None, the priority list configured in the settings is used. Default priority: sec. + wrap_length : int + The length to wrap the extracted text, excluding tables. Default is 120. (provider: sec) + include_tables : bool + Return tables formatted as markdown in the text. Default is False. Tables may reveal 'missing' content, but will likely need some level of manual cleaning, post-request, to display properly. In some cases, tables may not be recoverable due to the nature of the document. (provider: sec) + use_cache : bool + When True, the file will be cached for use later. Default is True. (provider: sec) + raw_html : bool + When True, the raw HTML content of the entire filing will be returned. Default is False. Use this option to parse the document manually. (provider: sec) + + Returns + ------- + OBBject + results : ManagementDiscussionAnalysis + Serializable results. + provider : Optional[Literal['sec']] + Provider name. + warnings : Optional[List[Warning_]] + List of warnings. + chart : Optional[Chart] + Chart object. + extra : Dict[str, Any] + Extra info. + + ManagementDiscussionAnalysis + ---------------------------- + symbol : str + Symbol representing the entity requested in the data. + calendar_year : int + The calendar year of the report. + calendar_period : int + The calendar period of the report. + period_ending : Optional[date] + The end date of the reporting period. + content : str + The content of the management discussion and analysis. + url : Optional[str] + The URL of the filing from which the data was extracted. (provider: sec) + + Examples + -------- + >>> from openbb import obb + >>> obb.equity.fundamental.management_discussion_analysis(symbol='AAPL', provider='sec') + >>> # Get the Management Discussion & Analysis section by calendar year and period. + >>> obb.equity.fundamental.management_discussion_analysis(symbol='AAPL', calendar_year=2020, calendar_period=4, provider='sec') + >>> # Setting 'include_tables' to True will attempt to extract all tables in valid Markdown. + >>> obb.equity.fundamental.management_discussion_analysis(symbol='AAPL', calendar_year=2020, calendar_period=4, provider='sec', include_tables=True) + >>> # Setting 'raw_html' to True will bypass extraction and return the raw HTML file, as is. Use this for custom parsing or to access the entire HTML filing. + >>> obb.equity.fundamental.management_discussion_analysis(symbol='AAPL', calendar_year=2020, calendar_period=4, provider='sec', raw_html=True) + """ # noqa: E501 + + return self._run( + "/equity/fundamental/management_discussion_analysis", + **filter_inputs( + provider_choices={ + "provider": self._get_provider( + provider, + "equity.fundamental.management_discussion_analysis", + ("sec",), + ) + }, + standard_params={ + "symbol": symbol, + "calendar_year": calendar_year, + "calendar_period": calendar_period, + }, + extra_params=kwargs, + ) + ) + @exception_handler @validate def metrics( diff --git a/openbb_platform/providers/sec/openbb_sec/__init__.py b/openbb_platform/providers/sec/openbb_sec/__init__.py index 4b49ed39032..d90b0afcb2e 100644 --- a/openbb_platform/providers/sec/openbb_sec/__init__.py +++ b/openbb_platform/providers/sec/openbb_sec/__init__.py @@ -11,6 +11,9 @@ from openbb_sec.models.form_13FHR import SecForm13FHRFetcher from openbb_sec.models.insider_trading import SecInsiderTradingFetcher from openbb_sec.models.institutions_search import SecInstitutionsSearchFetcher from openbb_sec.models.latest_financial_reports import SecLatestFinancialReportsFetcher +from openbb_sec.models.management_discussion_analysis import ( + SecManagementDiscussionAnalysisFetcher, +) from openbb_sec.models.rss_litigation import SecRssLitigationFetcher from openbb_sec.models.schema_files import SecSchemaFilesFetcher from openbb_sec.models.sic_search import SecSicSearchFetcher @@ -33,6 +36,7 @@ sec_provider = Provider( "InsiderTrading": SecInsiderTradingFetcher, "InstitutionsSearch": SecInstitutionsSearchFetcher, "LatestFinancialReports": SecLatestFinancialReportsFetcher, + "ManagementDiscussionAnalysis": SecManagementDiscussionAnalysisFetcher, "RssLitigation": SecRssLitigationFetcher, "SchemaFiles": SecSchemaFilesFetcher, "SicSearch": SecSicSearchFetcher, diff --git a/openbb_platform/providers/sec/openbb_sec/models/management_discussion_analysis.py b/openbb_platform/providers/sec/openbb_sec/models/management_discussion_analysis.py new file mode 100644 index 00000000000..602aa8077c4 --- /dev/null +++ b/openbb_platform/providers/sec/openbb_sec/models/management_discussion_analysis.py @@ -0,0 +1,1394 @@ +"""SEC Management & Discussion Model.""" + +# pylint: disable=unused-argument,too-many-branches,too-many-locals,too-many-statements,too-many-nested-blocks,too-many-boolean-expressions,too-many-lines + +from typing import Any, Literal, Optional + +from openbb_core.app.model.abstract.error import OpenBBError +from openbb_core.provider.abstract.fetcher import Fetcher +from openbb_core.provider.standard_models.management_discussion_analysis import ( + ManagementDiscussionAnalysisData, + ManagementDiscussionAnalysisQueryParams, +) +from openbb_core.provider.utils.errors import EmptyDataError +from pydantic import Field + + +class SecManagementDiscussionAnalysisQueryParams( + ManagementDiscussionAnalysisQueryParams +): + """SEC Management & Discussion Query.""" + + strategy: Literal["inscriptis", "trafilatura"] = Field( + default="trafilatura", + description="The strategy to use for extracting the text. Default is 'trafilatura'.", + ) + wrap_length: int = Field( + default=120, + description="The length to wrap the extracted text, excluding tables. Default is 120.", + ) + include_tables: bool = Field( + default=False, + description="Return tables formatted as markdown in the text. Default is False." + + " Tables may reveal 'missing' content," + + " but will likely need some level of manual cleaning, post-request, to display properly." + + " In some cases, tables may not be recoverable due to the nature of the document.", + ) + use_cache: bool = Field( + default=True, + description="When True, the file will be cached for use later. Default is True.", + ) + raw_html: bool = Field( + default=False, + description="When True, the raw HTML content of the entire filing will be returned. Default is False." + + " Use this option to parse the document manually.", + ) + + +class SecManagementDiscussionAnalysisData(ManagementDiscussionAnalysisData): + """SEC Management & Discussion Data.""" + + url: str = Field( + description="The URL of the filing from which the data was extracted." + ) + + +class SecManagementDiscussionAnalysisFetcher( + Fetcher[ + SecManagementDiscussionAnalysisQueryParams, SecManagementDiscussionAnalysisData + ] +): + """SEC Management & Discussion Fetcher.""" + + @staticmethod + def transform_query( + params: dict[str, Any] + ) -> SecManagementDiscussionAnalysisQueryParams: + """Transform the query.""" + return SecManagementDiscussionAnalysisQueryParams(**params) + + @staticmethod + async def aextract_data( + query: SecManagementDiscussionAnalysisQueryParams, + credentials: Optional[dict[str, Any]], + **kwargs: Any, + ) -> dict: + """Extract the data.""" + # pylint: disable=import-outside-toplevel + from aiohttp_client_cache import SQLiteBackend + from aiohttp_client_cache.session import CachedSession + from openbb_core.app.utils import get_user_cache_directory + from openbb_core.provider.utils.helpers import amake_request + from openbb_sec.models.company_filings import SecCompanyFilingsFetcher + from openbb_sec.utils.helpers import SEC_HEADERS, sec_callback + from pandas import offsets, to_datetime + + # Get the company filings to find the URL. + + if query.symbol == "BLK" or query.symbol.isnumeric(): + filings = await SecCompanyFilingsFetcher.fetch_data( + { + "cik": "0001364742" if query.symbol == "BLK" else query.symbol, + "form_type": "10-K,10-Q", + "use_cache": query.use_cache, + }, + {}, + ) + + else: + filings = await SecCompanyFilingsFetcher.fetch_data( + { + "symbol": query.symbol, + "form_type": "10-K,10-Q", + "use_cache": query.use_cache, + }, + {}, + ) + + if not filings: + raise OpenBBError( + f"Could not find any 10-K or 10-Q filings for the symbol. -> {query.symbol}" + ) + + # If no calendar year or period is provided, get the most recent filing. + + target_filing: Any = None + calendar_year: Any = None + calendar_period: Any = None + + if query.calendar_year is None and query.calendar_period is None: + target_filing = ( + filings[0] + if not query.calendar_year and not query.calendar_period + else None + ) + + if not target_filing: + if query.calendar_period and not query.calendar_year: + calendar_year = to_datetime("today").year + calendar_period = to_datetime("today").quarter + elif query.calendar_year and query.calendar_period: + calendar_year = query.calendar_year + calendar_period = int(query.calendar_period[1]) + elif query.calendar_year: + calendar_year = query.calendar_year + calendar_period = 1 + + if query.calendar_year and not query.calendar_period: + target_filing = [ + f + for f in filings + if f.report_type == "10-K" + and f.filing_date.year == query.calendar_year + ] + if not target_filing: + target_filing = [ + f for f in filings if f.filing_date.year == query.calendar_year + ] + if target_filing: + target_filing = target_filing[0] + + elif calendar_year and calendar_period: + start = to_datetime(f"{calendar_year}Q{calendar_period}") + start_date = ( + start - offsets.QuarterBegin(1) + offsets.MonthBegin(1) + ).date() + end_date = ( + start_date + offsets.QuarterEnd(0) - offsets.MonthEnd(0) + ).date() + + for filing in filings: + if start_date < filing.filing_date < end_date: + target_filing = filing + break + + if not target_filing: + raise OpenBBError( + f"Could not find a filing for the symbol -> {query.symbol}" + ) + + url = target_filing.report_url + response = "" + + if query.use_cache is True: + cache_dir = f"{get_user_cache_directory()}/http/sec_financials" + async with CachedSession(cache=SQLiteBackend(cache_dir)) as session: + try: + await session.delete_expired_responses() + response = await amake_request( + url, + headers=SEC_HEADERS, + response_callback=sec_callback, + session=session, + ) # type: ignore + finally: + await session.close() + else: + response = await amake_request(url, headers=SEC_HEADERS, response_callback=sec_callback) # type: ignore + + if response and not isinstance(response, str): + raise OpenBBError( + f"Unexpected response received. Expected string and got -> {response.__class__.__name__}" + f" -> {response[:100]}" + ) + + if isinstance(response, str): + return { + "symbol": query.symbol, + "calendar_year": ( + calendar_year if calendar_year else target_filing.report_date.year + ), + "calendar_period": ( + calendar_period + if calendar_period + else to_datetime(target_filing.report_date).quarter + ), + "period_ending": target_filing.report_date, + "report_type": target_filing.report_type, + "url": url, + "content": response, + } + + @staticmethod + def transform_data( # noqa: PLR0912 + query: SecManagementDiscussionAnalysisQueryParams, + data: dict, + **kwargs: Any, + ) -> SecManagementDiscussionAnalysisData: + """Transform the data.""" + # pylint: disable=import-outside-toplevel + import re # noqa + from inscriptis import get_text + from inscriptis.model.config import ParserConfig + from textwrap import wrap + from trafilatura import extract + from warnings import warn + + if query.raw_html is True: + return SecManagementDiscussionAnalysisData(**data) + + is_quarterly = data.get("report_type", "").endswith("Q") + is_inscriptis = query.strategy == "inscriptis" + + def is_table_header(line: str) -> bool: + """Check if line is a table header""" + return ( + ( + all( + not char.isnumeric() + for char in line.replace("(", "") + .replace(")", "") + .replace(",", "") + .replace(" ", "") + .replace("|", "") + ) + and line.replace("|", "").replace("-", "").strip() != "" + and "/" not in line + ) + or all( + len(str(word).strip()) == 4 and str(word).strip().startswith("20") + for word in line.split("|") + if word + ) + or line.replace("|", "").replace(" ", "").endswith(":") + or "of dollars" in line.lower() + ) + + def insert_cell_dividers(line): + cells = line.strip().split("|") + new_cells: list = [] + for cell in cells: + cell = cell.replace("$", "").replace(" % ", "").replace("%", "") # noqa + if ( + "par value" in cell.lower() + or "shares" in cell.lower() + or (" %-" in cell and "notes" in cell.lower()) + or "as of" in cell.lower() + or "of dollars" in cell.lower() + or "year" in cell.lower() + or "scenario" in cell.lower() + or " to " in cell.lower() + or "section" in cell.lower() + or "title" in cell.lower() + or "adverse currency fluctuation" in cell.lower() + or "vs" in cell.lower() + or cell.strip().endswith(",") + ): + new_cells.append(cell) + continue + if "Form 10-" in cell: + continue + new_cell = cell.strip() + if new_cell.endswith(("-", "—", "–")) and any( + c.isalpha() for c in new_cell + ): + # Remove the dash and insert a divider before it + new_cell = re.sub(r"[—\-–]+$", "", new_cell).strip() + " | —" + elif ( + re.search("[A-Za-z]", new_cell) + and re.search("[0-9]", new_cell) + and re.search(r"[A-Za-z]\s+[0-9]", new_cell) + and "thru" not in new_cell.lower() + and "through" not in new_cell.lower() + and "outstanding" not in new_cell.lower() + and "Tier" not in new_cell + and "%" not in new_cell + and "$" not in new_cell + and "in" not in new_cell + and "year" not in new_cell + and "scenario" not in new_cell + ): + # Handle cases with spaces between letters and numbers + new_cell = re.sub( + r"(?<=[A-Za-z])\s+(?=[0-9])(?!\([a-zA-Z])", " |", new_cell + ) + new_cell = re.sub( + r"(?<=[A-Za-z])(?=[0-9])(?!\([a-zA-Z])", "|", new_cell + ) + # Insert divider between consecutive numbers, excluding number(letter) + if ( + re.search( + r"(\(\d+\.?\d*\)|\d+\.?\d*)\s+(\(\d+\.?\d*\)|\d+\.?\d*)", + new_cell, + ) + and "versus" not in new_cell.lower() + and "thru" not in new_cell.lower() + and "through" not in new_cell.lower() + and not re.search(r"\d+\.?\d*\([a-zA-Z]\)", new_cell) + ): + new_cell = re.sub( + r"(\(\d+\)|\d+(?:\.\d+)?)\s+(?=\(|\d)(?!\([a-zA-Z])", + r"\1|", + new_cell, + ) + new_cells.append(new_cell) + return "|".join(new_cells) + + def process_extracted_text( # noqa: PLR0912 + extracted_text: str, is_inscriptis: bool + ) -> list: + """Process extracted text""" + + new_lines: list = [] + starting_line = "Item 2." + annual_start = "Item 7." + ending_line = "Item 6" + annual_end = "Item 8. " + found_start = False + at_end = False + previous_line = "" + start_line_text = "" + line_i = 0 + extracted_lines = extracted_text.splitlines() + + for line in extracted_lines: + line_i += 1 + if ( + not line.strip() + or line.replace("|", "") + .strip() + .startswith(("Page ", "Table of Contents")) + or line.strip() in ("|", start_line_text) + or (len(line) < 3 and line.isnumeric()) + or line.strip().replace("_", "").replace("**", "") == "" + ): + continue + + if ( + "Discussion and Analysis of Financial Condition and Results of Operations is presented in".lower() + in line.lower() + ): + annual_end = "PART IV" + elif ( + "see the information under" in line.lower() + and "discussion and analysis" in line.lower() + ) and ( + (is_quarterly and "10-K" not in line) + or (not is_quarterly and "10-Q" not in line) + ): + annual_end = "statements of consolidated" + ending_line = "statements of conslidated" + + if ( + ( + line.strip() + .lower() + .startswith( + ( + starting_line.lower(), + annual_start.lower(), + ) + ) + and "management" in line.lower() + ) + or ( + line.replace("|", "") + .lstrip(" ") + .lower() + .startswith("the following is management") + and "discussion and analysis of" in line.lower() + ) + or ( + line.endswith( + " “Management’s Discussion and Analysis of Financial Condition and Results of Operations” " + "below." + ) + ) + or ( + line.replace("*", "").strip().lower().startswith("item") + and line.replace("*", "") + .replace(".", "") + .strip() + .lower() + .endswith( + "discussion and analysis of financial condition and results of operations" + ) + ) + # Section may be in a nested table. + or ( + line.replace("*", "") + .replace("|", "") + .strip() + .lower() + .startswith("item") + and line.replace("*", "") + .replace("|", "") + .replace(".", "") + .rstrip(" ") + .lower() + .endswith( + "discussion and analysis of financial condition and results of operations" + ) + and line_i > 200 + ) + or ( + line.replace("*", "").replace("|", "").strip().lower() + == "financial review" + and line_i > 200 + ) + or ( + line.replace("*", "") + .replace("|", "") + .replace(".", "") + .strip() + .lower() + .endswith( + ( + "discussion and analysis", + "discussion and analysis of", + "analysis of financial", + "of financial condition", + ) + ) + and extracted_lines[line_i + 1] + .replace("|", "") + .replace(".", "") + .strip() + .lower() + .endswith(("financial condition", "results of operations")) + ) + or ( + line.replace("|", "").replace(".", "").strip() + == "Management’s Discussion and Analysis of Financial Condition and Results of Operations" + ) + or ( + line + in [ + "2. MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS", + "7. MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS", + "Items 2. and 3. Management’s Discussion and Analysis of Financial Condition and " + "Results of Operations; Quantitative and Qualitative Disclosures about Market Risk", + "MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS |", + "Item 2. Management’s Discussion and Analysis of Financial Condition and Results of Operations.", # noqa + "Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations.", # noqa + "MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS", + "Management's Discussion and Analysis of Financial Condition and Results of Operations", + "MANAGEMENT’S DISCUSSION AND ANALYSIS OF THE FINANCIAL CONDITION AND RESULTS OF", + "MANAGEMENT'S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS", + "Part I. Item 2. Management’s Discussion and Analysis of Financial Condition and Results of Operations", # noqa + "MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS (“MD&A”)", # noqa + "ITEM 7 – MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS (MD&A)", # noqa + "ITEM 2 – MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS (MD&A)", # noqa + "Part II. Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations", # noqa # pylint: disable=line-too-long + "| Item 2. | |", + "| Item 7. | |", + ] + ) + or line.startswith( + "Item 7—Management's Discussion and Analysis of Financial Conditions" + ) + or ( + line.startswith( + "MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS (MD&A)" + ) + and line_i > 200 + ) + or ( + line.replace("|", "").strip() + == "Management's Discussion and Analysis" + and line_i > 300 + ) + or ( + line.replace("|", "") + .strip() + .startswith( + "The following discussion and analysis of the financial condition and results of operations" + ) + ) + ): + line = line.replace("|", "").replace("*", "") # noqa + if line.strip(" ")[-1].isnumeric(): + continue + + if ( + extracted_lines[line_i + 1] + .replace("*", "") + .replace(".", "") + .strip() + .lower() + .endswith(("financial condition", "results of operations")) + ): + line = "Management’s Discussion and Analysis of Financial Condition and Results of Operations" # noqa + _ = extracted_lines.pop(line_i + 1) + found_start = True + at_end = False + start_line_text = line + new_lines.append( + "# **MANAGEMENT’S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS (MD&A)" + "**\n\n" + ) + continue + + if ( + found_start + and ( + line.replace("|", "") + .strip() + .lower() + .startswith(ending_line.lower()) + and is_quarterly + ) + or ( + annual_end.lower() in line.lower() + and not is_quarterly + and len(new_lines) > 20 + ) + or line.replace("|", "").strip().lower().startswith("signatures") + or line.strip().startswith( + "Item 8—Financial Statements and Supplementary Data" + ) + or line.strip().startswith("MANAGEMENT AND AUDITOR’S REPORTS") + or line == "EXHIBIT INDEX" + ): + at_end = True + line = line.replace("|", " ").replace(" ", " ") # noqa + + if found_start and not at_end: + if ( + line[0].isdigit() + or line[0] == "•" + or line[0] == "●" + and line[1] not in [".", " ", "\u0020"] + and line[1].isalpha() + ): + word = line.split(" ")[0] + if not word.replace(" ", "").isnumeric(): + line = line[0] + " " + line[1:] # noqa + + if "▪" in line: + line = line.replace("▪", "").replace("|", "").strip() # noqa + line = "- " + line # noqa + + if "●" in line or "•" in line or "◦" in line: + line = ( # noqa + line.replace("|", "") + .replace("●", "-") + .replace("•", "-") + .replace("◦", "-") + ) + + if ( + line.replace("|", "").strip().startswith("-") + and len(line.strip()) > 1 + and line.strip()[1] != " " + ): + line = "- " + line[1:] # noqa + + if "the following table" in line.lower(): + line = ( # noqa + line.replace("|", "").replace(" ", " ").strip() + "\n" + ) + + if ( + line.replace("|", "").replace(" ", "").strip().startswith("(") + and ( + line.replace("|", "").replace(" ", "").strip().endswith(")") + ) + and line.count("|") < 3 + ): + line = line.replace("|", "").replace(" ", "").strip() # noqa + next_line = ( + extracted_lines[line_i + 1] + if line_i + 1 < len(extracted_lines) + else "" + ) + if not next_line.replace("|", "").replace(" ", "").strip(): + next_line = ( + extracted_lines[line_i + 2] + if line_i + 2 < len(extracted_lines) + else "" + ) + if line_i + 1 < len(extracted_lines): + _ = extracted_lines.pop(line_i + 1) + if ( + next_line.replace("|", "") + .replace(" ", "") + .strip() + .endswith((",", ";", ".")) + ): + line = ( # noqa + line.replace("|", "").replace(" ", "").strip() + + " " + + next_line.replace("|", "").strip() + ) + _ = extracted_lines.pop(line_i + 1) + + if "|" in line: + first_word = line.split("|")[0].strip() + if first_word.isupper() or "item" in first_word.lower(): + line = ( # noqa + line.replace("|", " ").replace(" ", " ").strip() + ) + + if ( + line.endswith("|") + and not line.startswith("|") + and len(line) > 1 + ): + line = ( # noqa + "| " + line + if len(line.split("|")) > 1 + else line.replace("|", "").strip() + ) + elif ( + line.startswith("|") + and not line.endswith("|") + and len(line) > 1 + and len(line.split("|")) + ): + line = ( # noqa + line + " |" + if len(line.split("|")) > 1 + else line.replace("|", "").strip() + ) + + if query.include_tables is False and "|" in line: + continue + + if ( + "page" in line.replace("|", "").lower() + or "form 10-" in line.lower() + ): + continue + + if "$" in line: + line = line.replace("$ |", "").replace("| |", "|") # noqa + elif "%" in line: + line = line.replace("% |", "").replace("| |", "|") # noqa + + if "|" not in previous_line and all( + char == "|" for char in line.replace(" ", "") + ): + line = ( # noqa + line + + "\n" + + line.replace(" ", "") + .replace(" ", "") + .replace(" ", "") + .replace(" ", ":------:") + ) + + else: + is_header = is_table_header(line) + is_multi_header = ( + "months ended" in line.lower() + or "year ended" in line.lower() + or "quarter ended" in line.lower() + or "change" in line.lower() + or line.strip().endswith(",") + ) + is_date = ( + ", 20" in line + and "through" not in line.lower() + and "thru" not in line.lower() + and "from" not in line.lower() + ) or ( + "20" in line + and all( + len(d.strip()) == 4 for d in line.split("|") if d + ) + ) + if is_header or is_date or is_multi_header: + line = ( # noqa + line.replace(" | | ", " | ") + .replace(" | |", " | ") + .replace("| % |", "") + .replace("| $ |", "") + .replace("|$ |", "") + ) + if is_header: + line = "| " + line # noqa + else: + line = ( # noqa + line.replace("| $ | ", "") + .replace("| % |", "") + .replace(" ", "|") + .replace("|$ |", "") + ) + if not line.strip().startswith("|"): + line = "| " + line # noqa + line = insert_cell_dividers(line) # noqa + line = ( # noqa + line.replace(" | | ", " | ") + .replace(" | |", " |") + .replace("||", "|") + .replace("||", "|") + .replace(" | | | ", " | ") + .replace(" | | |", "|") + ) + if line[-1] != "|": + line = line + "|" # noqa + + previous_line = new_lines[-1] + next_line = extracted_lines[line_i + 1] + + if "|" in previous_line and not line.strip(): + continue + + if ( + "|" in previous_line + and "|" in next_line + and not line.strip("\n").replace(" ", "") + ): + continue + + if ( + "|" in previous_line + and "|" not in next_line + and "|" in extracted_lines[line_i + 2] + and not line.strip() + ): + line_i += 1 + continue + + if ( + "|" in previous_line + and "|" in next_line + and not line.strip("\n").replace(" ", "") + ): + continue + if ( + "|" in previous_line + and "|" not in next_line + and "|" in extracted_lines[line_i + 2] + and not line.strip() + ): + line_i += 1 + continue + + if is_inscriptis is True: + if ( + "|:-" in previous_line + and "|" in extracted_lines[line_i + 1] + and line.strip() + and not line.strip().startswith("|") + ): + line = "|" + line # noqa + if not line.strip().endswith("|"): + line = line + "|" # noqa + + line = ( # noqa + line.replace("||||", "|") + .replace("|||", "|") + .replace("| |", "") + .replace("| | |", "|") + .replace("| |", "|") + .replace(" ", "") + .replace("||", "|") + .replace("|%|", "") + .replace("|% |", "") + .replace("|$|", "") + .replace("|$ |", "") + .replace("|)", ")") + .replace(" )", ")") + .replace(" )", ")") + .replace("| | |", "|") + .replace("| |", "|") + .replace(" | | ", "|") + .replace("| |", "|") + ) + if ( + "months ended" in line.lower() + or "year ended" in line.lower() + or "quarter ended" in line.lower() + or "weeks ended" in line.lower() + and "|" not in line + and "|" in previous_line + ): + line = "|" + line # noqa + + if line not in ["||", "| |"]: + new_lines.append(line) + previous_line = line + else: + if ( + "|" in previous_line + and "|" in extracted_lines[line_i + 1] + and not line.strip() + ): + continue + + if is_inscriptis is True and ". " in line: + line = line.replace(". ", ".\n\n") # noqa + elif is_inscriptis is True and ". " in line: + line = line.replace(". ", ".\n\n") # noqa + + if " ." in line: + line = line.replace(" .", ".") # noqa + + if "|" in previous_line: + new_lines.extend( + ["\n"] + wrap(line, width=query.wrap_length) + ["\n"] + ) + elif line.strip().startswith("-"): + new_lines.extend([line] + ["\n"]) + else: + new_lines.extend( + wrap(line, width=query.wrap_length) + ["\n"] + ) + previous_line = line + + return new_lines + + # Do a first pass, and if extraction fails we can identify where the problem originates. + + def try_inscriptis(filing_str): + """Try using Inscriptis instead.""" + extracted_text = get_text( + filing_str, + config=ParserConfig( + table_cell_separator="|", + ), + ) + extracted_lines = [] + for line in extracted_text.splitlines(): + if not line.strip(): + continue + extracted_lines.append( + line.strip() + .replace(" , ", ", ") + .replace(" . ", ". ") + .replace(" .", ".") + .replace(" ’ ", "'") + .replace(" ' ", "'") + .replace("“ ", "“") + .replace(" ”", "”") + .replace("o f", "of") + .replace("a n", "an") + .replace("in crease", "increase") + ) + + return process_extracted_text("\n".join(extracted_lines), True) + + filing_str = data.get("content", "") + + if query.strategy == "trafilatura": + extracted_text = extract( + filing_str, + include_tables=True, + include_comments=True, + include_formatting=True, + include_images=True, + include_links=False, + ) + new_lines = process_extracted_text(extracted_text, False) + + if not new_lines: + warn("Trafilatura extraction failed, trying Inscriptis.") + new_lines = try_inscriptis(filing_str) + is_inscriptis = True + + else: + new_lines = try_inscriptis(filing_str) + + if not new_lines: + raise EmptyDataError( + "No content was found in the filing, likely a parsing error from unreachable content." + f" -> {data['url']}" + " -> The content can be analyzed by inspecting" + " the output of `SecManagementDiscussionAnalysisFetcher.aextract_data`," + " or by setting `raw_html=True` in the query." + ) + + # Second pass - clean up document + + def is_title_case(line: str) -> bool: + """Check if line follows financial document title case patterns""" + if ( + line.strip().startswith("-") + or line.strip().endswith(".") + or line.strip().endswith(",") + or "“" in line + or line.endswith("-") + or line.lower().endswith("ended") + ): + return False + + if line.istitle() and not line.endswith(".") and not line.startswith("-"): + return True + + if ( + line.strip().endswith(",") + or line.strip().startswith("-") + or line.strip().endswith(".") + ): + return False + + if ( + "|" not in line + and line.strip().isupper() + and len(line.strip()) > 1 + and line[-1].isalpha() + or line.strip().startswith("Item") + or line.strip().startswith("ITEM") + ): + return True + + return ( + line.replace("(", "") + .replace(")", "") + .replace(",", "") + .replace(" and ", " And ") + .replace(" of ", " Of ") + .replace(" the ", " The ") + .replace(" vs ", " VS ") + .replace(" in ", " In ") + .replace(" to ", " To ") + .replace(" for ", " For ") + .replace(" with ", " With ") + .replace(" on ", " On ") + .replace(" at ", " At ") + .replace(" from ", " From ") + .replace(" by ", " By ") + ).istitle() + + def count_columns_in_data_row(data_row: str) -> int: + """Count actual columns from first data row""" + return len(list(data_row.split("|"))) - 2 + + def pad_row_columns(row: str, target_cols: int) -> str: + """Pad a table row with empty cells to match target column count""" + cells = row.split("|") + current_cols = len(cells) - 2 # Exclude outer pipes + + if current_cols < target_cols: + # Add empty cells + if ( + is_table_header(row) + and row.replace("|", "").replace(" ", "").endswith(":") + or ( + row.replace("|", "").replace(" ", "").endswith(")") + and row.replace("|", "").replace(" ", "")[0].isalpha() + and len(row.split("|")) < 3 + ) + and not ( + "20" in row and all(len(d) == 4 for d in row.split("|") if d) + ) + ): + cells = [c for c in cells if c.strip()] + [ + " " for _ in range(target_cols - current_cols - 2) + ] + return "|" + "|".join(cells) + cells = [" " for _ in range(target_cols - current_cols - 2)] + cells + + return "|".join(cells) + + def process_document( # noqa: PLR0912 + document: list[str], is_inscriptis: bool + ) -> list[str]: + """Clean up document lines""" + cleaned_lines: list = [] + i = 0 + max_cols = 0 + + while i < len(document): + current_line = document[i] + if ( + "|" in document[i - 1] + and i - 1 > 1 + and i + 1 <= len(document) + and i + 1 < len(document) + and "|" in document[i + 1] + ) and ( + current_line == "" or current_line.replace("|", "").strip() == "" + ): + i += 1 + continue + + if is_inscriptis is True and "|" not in current_line: + current_line = current_line.replace(" ", " ") + + if is_inscriptis is True and "-::-" in current_line: + current_line = ( + current_line.replace(":------::", "") + .replace("::------:", "") + .replace("::------::", "") + .replace(" ", "") + ).strip() + if ( + is_inscriptis is True + and "|:-" in current_line + and "|" not in document[i - 1] + ): + cleaned_lines.append("| " * current_line.count("|")) + + if is_inscriptis is True and "|" in document[i - 1]: + if current_line.strip() in [ + '""', + "", + " ", + "\n", + "|", + "| | | | |", + "| | |", + ]: + _ = document.pop(i) + continue + + current_line = current_line.replace(" ", " ") + + if ( + current_line.strip().startswith("(inmillions") + and "|" not in current_line + ): + current_line = "|" + current_line + + if ( + current_line.strip().startswith("|:-") + and current_line[-1] != "|" + ): + current_line = current_line + "|" + + if ( + "in the preceding table" in current_line.lower() + or "in the table above" in current_line.lower() + or "the following tables present" in current_line.lower() + and "|" in document[i - 1] + ): + cleaned_lines.append("\n") + current_line = "\n" + current_line.replace("|", "").strip() + + if ( + current_line.startswith("# ") + and "|" not in current_line + and "|" in document[i - 1] + ): + current_line = "|" + current_line.replace("# ", " *") + cleaned_lines.append(current_line) + i += 1 + continue + + if ( + "|" in document[i - 1] + and len(current_line) > 1 + and "|" not in current_line + and current_line.replace(")", "")[-1].isnumeric() + ): + current_line = "|" + current_line + " |" + + if ( + current_line.strip() + and current_line.strip().startswith("-") + and current_line.strip().endswith("-") + and len(current_line.strip().replace("-", "").replace(" ", "")) < 4 + and current_line.strip() + .replace("-", "") + .replace(" ", "") + .isnumeric() + ): + i += 1 + continue + if "![" in current_line: + image_file = ( + current_line.split("]")[1].replace("(", "").replace(")", "") + ) + base_url = data["url"].rsplit("/", 1)[0] + image_url = f"{base_url}/{image_file}" + cleaned_lines.append(f"![Graphic]({image_url})") + i += 1 + continue + + if current_line.strip() == "| | o |": + i += 1 + current_line = "- " + document[i].replace("|", "").strip() + cleaned_lines.append(current_line) + i += 1 + continue + if current_line.strip() == ":------:": + i += 1 + continue + if current_line.count("|") < 3: + current_line = ( + current_line.replace("|", "").replace(":------:", "").strip() + ) + cleaned_lines.append(current_line) + i += 1 + continue + + next_line = document[i + 1] if i + 1 < len(document) else "" + + if next_line.replace("**", "").strip() == "AND RESULTS OF OPERATIONS": + current_line = ( + "**" + + current_line.replace("**", "").replace("\n", "").strip() + + " " + + "AND RESULTS OF OPERATIONS" + + "**" + ) + _ = document.pop(i + 1) + cleaned_lines.append(current_line) + i += 1 + continue + + previous_line = document[i - 1] if i > 0 else "" + + if current_line.strip() in ( + "--", + "-", + "|:------:|", + "||", + "| |", + ":------:", + ): + if not next_line.strip() or next_line == current_line: + i += 2 + continue + i += 1 + continue + + if "| :-" in current_line: + current_line = current_line.replace(" :- ", ":-") + + if "|:-" in current_line and not current_line.strip().endswith("|"): + current_line = current_line + "|" + + if ( + not current_line.strip() + and "|" in document[i - 1] + and "|" in document[i + 1] + ): + continue + + if ( + query.include_tables is False + and "|" in current_line + and "|" not in document[i - 1] + ): + current_line = current_line.replace("|", "") + + if current_line.startswith(" -"): + current_line = "- " + current_line[2:] + + if ( + current_line.startswith(("(", "[")) + and current_line.endswith((")", "]")) + and len(current_line) < 4 + ): + current_line = current_line.replace("[", "(").replace("]", ")") + dead_line = True + new_i = i + while dead_line is True: + new_i += 1 + next_line = document[new_i] + if next_line.replace("|", "").strip(): + dead_line = False + break + + next_line = next_line.replace("|", "").rstrip() + + if document[new_i + 1].replace("|", "").rstrip() == next_line: + new_i += 1 + + current_line = ( + current_line + + " " + + next_line.replace("|", "").strip().rstrip(" ") + ).strip() + i = new_i + previous_line = document[i - 1] + + if ( + current_line.replace("|", "").strip().startswith("-") + and current_line[1] != " " + ): + current_line = current_line.replace("|", "").replace("-", "- ") + + if ( + "|" in current_line + and "|" in previous_line + and "|" in next_line + and "|:-" not in next_line + and current_line.replace(" ", "").replace("|", "") == "" + ): + i += 1 + continue + + if query.include_tables is False and "|" in current_line: + i += 1 + continue + + # Fix table header rows with missing dividers. + # We can't fix all tables, but this helps with some. + + if ( + "|" in current_line + and "|" not in previous_line + and "|:-" not in next_line + ) and current_line.count("|") > 2: + n_bars = current_line.replace(" | | ", "|").count("|") + inserted_line = ("|:------:" * (n_bars - 2)) + "|" + + document.insert( + i + 1, + inserted_line.replace(":------:", " ").strip()[1:-2], + ) + document.insert(i + 2, inserted_line) + current_line = current_line.replace("|", "").lstrip(" ") + "\n" + + elif ( + "|:-" in current_line + and "|" not in previous_line + and "|" in next_line + ): + inserted_line = current_line.replace("-", "").replace("::", " ") + + if previous_line.strip(): + inserted_line = "\n" + inserted_line + + document.insert(i - 1, inserted_line) + cleaned_lines.append(inserted_line) + + if current_line.startswith("|:-") and not current_line.strip().endswith( + "|" + ): + current_line = current_line + "|" + + # Detect table by empty header pattern + if ( + i + 2 < len(document) + and "|" in current_line + and all(not cell.strip() for cell in current_line.split("|")[1:-1]) + and ":---" in document[i + 1] + ): + table_i = i + 2 + max_cols = 0 + # First pass - find max columns + while table_i < len(document): + if "|" not in document[table_i]: + break + row = document[table_i].strip() + if row and row != "|": + cols = count_columns_in_data_row(row) + max_cols = max(max_cols, cols) + table_i += 1 + + # Fix empty header row + header_line = ( + "| " + " | ".join([" " for _ in range(max_cols)]) + " |" + ) + cleaned_lines.append(header_line) + + # Fix separator row + separator_line = ( + "|" + "|".join([":------:" for _ in range(max_cols)]) + "|" + ) + cleaned_lines.append(separator_line) + + i += 2 # Skip original header and separator + else: + if current_line.strip().startswith("-"): + current_line = current_line.replace("|", "") + if current_line.strip()[-1] not in (".", ";", ":") and ( + ( + next_line.replace("|", "").strip().islower() + and next_line.replace("|", "").strip().endswith(".") + ) + or not next_line.strip() + and i + 2 < len(document) + and document[i + 2].replace("|", "").strip().endswith(".") + ): + if not next_line.strip() and i + 2 <= len(document): + next_line = document[i + 2].strip() + + current_line = ( + current_line + " " + next_line.replace("|", "").strip() + ) + cleaned_lines.append(current_line) + i += 2 + continue + # Check if this is a table row that needs padding + current_line = current_line.replace(") (", ")|(") + if ( + current_line.strip().startswith("-") + and "|" not in current_line + and "." in current_line + and ( + document[i - 1].strip().endswith(", and") + or document[i - 1].strip().endswith(" and") + ) + ): + clean_line = current_line.split(".")[0] + ".\n\n" + if len(current_line.split(".")) > 1: + remaining = ". ".join(current_line.split(".")[1:]) + clean_line += remaining + "\n" + cleaned_lines.append(clean_line) + i += 1 + continue + + if current_line.strip().startswith("-") and ( + "|" not in current_line + and not previous_line.replace("|", "") + .strip() + .endswith((";", ".", ":")) + and current_line.strip() + .replace("-", "") + .replace(" ", "") + .islower() + ): + old_line = cleaned_lines.pop(-1) + if not old_line.strip("\n"): + old_line = cleaned_lines.pop(-2) + + cleaned_lines.append( + old_line.strip("\n") + + " " + + current_line.replace("-", "").strip() + ) + + elif "|" in current_line: + current_line = current_line.replace("|)|", ")|").replace( + "| | (Dollars in ", "| (Dollars in " + ) + if ( + current_line in ("| |", "| |", "|") + or "form 10-k" in current_line.replace("|", "").lower() + ): + i += 1 + continue + current_cols = count_columns_in_data_row(current_line) + if max_cols and max_cols > 0 and current_cols != max_cols: + padded_line = pad_row_columns(current_line, max_cols) + cleaned_lines.append(padded_line.strip()) + else: + cleaned_lines.append(current_line) + + # Not a table row, keep unchanged + else: + cleaned_lines.append(current_line) + i += 1 + + return cleaned_lines + + document = "\n".join(new_lines) + + cleaned_lines = process_document(document.splitlines(), is_inscriptis) + + finished_lines: list = [] + + i = 0 + for line in cleaned_lines: + i += 1 + line = line.replace( # noqa + "(amountsinmillions,exceptpershare,share,percentagesandwarehousecountdata) ", + "", + ) + if ( + "|" not in line + and "#" not in line + and is_title_case(line) + and "|" not in cleaned_lines[i - 1] + ): + if "." in line and " " not in line: + continue + if len(finished_lines) > 1 and "|" not in finished_lines[-1]: + finished_lines.append( + f"## **{line.strip().replace('*', '').rstrip()}**" + if line.strip().startswith("Item") or line.strip().isupper() + else f"### **{line.strip().replace('*', '').rstrip()}**" + ) + else: + finished_lines.append(line) + + data["content"] = "\n".join(finished_lines) + + return SecManagementDiscussionAnalysisData(**data) diff --git a/openbb_platform/providers/sec/poetry.lock b/openbb_platform/providers/sec/poetry.lock index b47831f0657..512bd951cf5 100644 --- a/openbb_platform/providers/sec/poetry.lock +++ b/openbb_platform/providers/sec/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand. 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'33188' + x-amz-replication-status: + - COMPLETED + x-amz-request-id: + - 7GS8TKZ6QX7B6FHZ + x-amz-server-side-encryption: + - AES256 + x-amz-version-id: + - BgoPXOwah9NxqZCR48ifzwvq9_RNCacL + status: + code: 200 + message: OK +version: 1 diff --git a/openbb_platform/providers/sec/tests/test_sec_fetchers.py b/openbb_platform/providers/sec/tests/test_sec_fetchers.py index 4a0dfd23300..6c9dd44c1be 100644 --- a/openbb_platform/providers/sec/tests/test_sec_fetchers.py +++ b/openbb_platform/providers/sec/tests/test_sec_fetchers.py @@ -14,6 +14,9 @@ from openbb_sec.models.form_13FHR import SecForm13FHRFetcher from openbb_sec.models.insider_trading import SecInsiderTradingFetcher from openbb_sec.models.institutions_search import SecInstitutionsSearchFetcher from openbb_sec.models.latest_financial_reports import SecLatestFinancialReportsFetcher +from openbb_sec.models.management_discussion_analysis import ( + SecManagementDiscussionAnalysisFetcher, +) from openbb_sec.models.rss_litigation import SecRssLitigationFetcher from openbb_sec.models.schema_files import SecSchemaFilesFetcher from openbb_sec.models.sic_search import SecSicSearchFetcher @@ -186,3 +189,21 @@ def test_sec_insider_trading_fetcher(credentials=test_credentials): fetcher = SecInsiderTradingFetcher() result = fetcher.test(params, credentials) assert result is None + + +@pytest.mark.record_http +def test_sec_management_discussion_analysis_fetcher(credentials=test_credentials): + """Test the SEC Management Discussion Analysis fetcher.""" + params = { + "symbol": "AAPL", + "calendar_year": 2024, + "calendar_period": "Q2", + "wrap_length": 120, + "include_tables": False, + "use_cache": False, + "raw_html": False, + } + + fetcher = SecManagementDiscussionAnalysisFetcher() + result = fetcher.test(params, credentials) + assert result is None