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 000000000000..7535a64ebcdf --- /dev/null +++ b/openbb_platform/core/openbb_core/provider/standard_models/management_discussion_analysis.py @@ -0,0 +1,45 @@ +"""Management Discussion & Analysis Standard Model.""" + +from datetime import date as dateType +from typing import 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 QUERY_DESCRIPTIONS +from pydantic import Field, field_validator + + +class ManagementDiscussionAnalysisQueryParams(QueryParams): + 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[int] = Field( + gt=0, + le=4, + 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="The symbol of the company.") + 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/openbb_equity/fundamental/fundamental_router.py b/openbb_platform/extensions/equity/openbb_equity/fundamental/fundamental_router.py index 36e6f52fa129..6d84075638ac 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 +477,17 @@ 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"})], +) +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/providers/sec/openbb_sec/__init__.py b/openbb_platform/providers/sec/openbb_sec/__init__.py index 4b49ed390326..d90b0afcb2e6 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.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 @@ "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 000000000000..348728a146af --- /dev/null +++ b/openbb_platform/providers/sec/openbb_sec/models/management_discussion_analysis.py @@ -0,0 +1,536 @@ +"""SEC Management & Discussion Model.""" + +# pylint: disable=unused-argument + +from typing import Any, 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.""" + + 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.", + ) + use_cache: bool = Field( + default=True, + description="When True, the file will be cached for use later. Default is True.", + ) + + +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. + 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 = query.calendar_period + 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 + + 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, + } + + def transform_data( + query: SecManagementDiscussionAnalysisQueryParams, + data: dict, + **kwargs: Any, + ) -> SecManagementDiscussionAnalysisData: + """Transform the data.""" + # pylint: disable=import-outside-toplevel + import re # noqa + from textwrap import wrap + from trafilatura import extract + + filing_str = data.get("content", "") + + extracted_text = extract( + filing_str, + url=data["url"], + include_tables=query.include_tables, + include_comments=False, + include_formatting=False, + include_images=True, + favor_precision=True, + ) + + if not extracted_text: + raise EmptyDataError("No text was extracted from the filing!") + + def insert_cell_dividers(line): + cells = line.split("|") + new_cells: list = [] + for cell in cells: + 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) + ): + # Handle cases with spaces between letters and numbers + new_cell = re.sub(r"(?<=[A-Za-z])\s+(?=[0-9])", " |", new_cell) + new_cell = re.sub(r"(?<=[A-Za-z])(?=[0-9])", "|", new_cell) + + # Insert divider between consecutive numbers + if ( + re.search(r"(\(\d+\)|\d+)\s+(\(\d+\)|\d+)", cell) + and "percent" not in cell.lower() + and "versus" not in cell.lower() + and "thru" not in cell.lower() + and "through" not in cell.lower() + ): + new_cell = re.sub( + r"(?<=(\)|[0-9]))\s+(?=(\(|[0-9]))", "|", new_cell + ) + + new_cells.append(new_cell) + + return "|".join(new_cells) + + new_lines: list = [] + starting_line = "Item 2." + annual_start = "Item 7." + ending_line = "Item 6." + annual_end = "PART III" + found_start = False + at_end = False + is_quarterly = data.get("report_type", "").endswith("Q") + previous_line = "" + + for line in extracted_text.splitlines(): + if ( + not line.strip() + or line.startswith("Page ") + or line.startswith("Table of Contents") + or line.strip() == "|" + or (len(line) < 3 and line.isnumeric()) + ): + 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 is False + ): + annual_end = "statements of consolidated" + + if ( + starting_line.lower() in line.lower() + or annual_start.lower() in line.lower() + ) and "management" in line.lower(): + found_start = True + + if ( + found_start + and (ending_line.lower() in line.lower() and "exhibits" in line.lower()) + or ( + annual_end.lower() in line.lower() + and not is_quarterly + and len(new_lines) > 1 + ) + ): + at_end = True + + 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() + ): + line = line[0] + " " + line[1:] # noqa + + if "●" in line or ("•") in line: + line = ( # noqa + line.replace("|", "").replace("●", "-").replace("•", "-") + ) + + if "|" in line: + + if query.include_tables is False: + continue + + if "|" not in previous_line and all( + [char == "|" for char in line.replace(" ", "")] + ): + line = line + "\n" + line.replace(" ", ":------:") # noqa + + else: + is_header = all( + [ + not char.isnumeric() + for char in line.replace("(", "") + .replace(")", "") + .replace(",", "") + .replace(" ", "") + .replace("|", "") + .replace("-", "") + ] + ) + is_multi_header = ( + "months ended" in line.lower() + or "change" in line.lower() + or "percent" in line.lower() + ) + is_date = ( + ", 20" in line + and "through" not in line.lower() + and "thru" not in line.lower() + and "from" not in line.lower() + ) + if is_header or is_date or is_multi_header: + if is_date: + line = line.replace(" | | ", " | ").replace( # noqa + " | |", " | " + ) + if is_multi_header or is_date: + line = "| " + line # noqa + else: + line = line.replace("| $ | ", "").replace( # noqa + "| % |", "" + ) + line = insert_cell_dividers(line) # noqa + line = ( # noqa + line.replace(" | | ", " | ") + .replace(" | |", " | ") + .replace("||", "|") + .replace("||", "|") + .replace(" | | | ", " | ") + ) + if line[-1] != "|": + line = line + "|" # noqa + + new_lines.append(line) + previous_line = line + else: + if "|" in previous_line: + new_lines.extend( + ["\n"] + wrap(line, width=query.wrap_length) + ["\n"] + ) + else: + new_lines.extend(wrap(line, width=query.wrap_length) + ["\n"]) + previous_line = line + + if not new_lines: + raise EmptyDataError( + "No content was found in the filing, likely a parsing error if the filing was a 10-K/Q!" + f" -> {data['url']}" + " -> Please report this issue to the OpenBB team. The content can be analyzed by inspecing" + " the output of `SecManagementDiscussionAnalysisFetcher.aextract_data`" + ) + + def is_title_case(line: str) -> bool: + """Check if line follows financial document title case patterns""" + IGNORE_WORDS = { + "and", + "the", + "of", + "in", + "to", + "for", + "with", + "on", + "at", + "by", + "from", + "versus", + } + + # Basic checks + if not line or not line.strip() or "|" in line or line.strip()[0].islower(): + return False + + words = line.strip().replace(".", "").split() + + if all(word.isupper() for word in words): + return True + + if ( + len(words) < 2 + and str(words).isnumeric() + and not str(words).startswith("(") + ): + return False + + # Check remaining words + for i, word in enumerate(words[1:], 1): + # Skip common lowercase words unless first/last + if word.lower() in IGNORE_WORDS and i != len(words) - 1: + continue + + # Allow numbers and abbreviations + if word.isupper() or word[0].isdigit(): + continue + + # Other words should be capitalized + if not word[0].isupper(): + return False + + return True + + def count_columns_in_data_row(data_row: str) -> int: + """Count actual columns from first data row""" + return len([cell for cell in data_row.split("|")]) + + 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 + cells = [" " for _ in range(target_cols - current_cols - 2)] + cells + return "|".join(cells) + + def process_document(document: list[str]) -> list[str]: + """Clean up document lines""" + cleaned_lines: list = [] + i = 0 + + while i < len(document): + current_line = document[i] + + # 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 + table_rows: list = [] + + # 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 + + # Reset and process rows with correct padding + table_i = i + 1 + while table_i < len(document): + if "|" not in document[table_i]: + break + row = document[table_i].strip() + if row and all(cell.strip() for cell in row.split("|")[1:-1]): + padded_row = pad_row_columns(row, max_cols) + table_rows.append(padded_row) + 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 + + elif is_title_case(current_line) and not document[i - 1].strip(): + cleaned_lines.append( + f"## **{current_line}**\n\n" + if current_line.strip().startswith("Item") + or current_line.strip().isupper() + else f"### **{current_line}**\n\n" + ) + i += 1 + + else: + # Check if this is a table row that needs padding + if "|" in current_line: + current_cols = count_columns_in_data_row(current_line) + if current_cols != max_cols: + padded_line = pad_row_columns(current_line, max_cols) + cleaned_lines.append(padded_line) + else: + cleaned_lines.append(current_line) + else: + # Not a table row, keep unchanged + cleaned_lines.append(current_line) + i += 1 + + return cleaned_lines + + document = "\n".join(new_lines) + + cleaned_lines = process_document(document.split("\n")) + + data["content"] = "\n".join(cleaned_lines) + + return SecManagementDiscussionAnalysisData(**data) diff --git a/openbb_platform/providers/sec/poetry.lock b/openbb_platform/providers/sec/poetry.lock index b47831f0657c..3a0cf8934b7f 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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