A Python package for parsing SEC data with XML and web scraping tools
Project description
sec_eagle
sec_eagle is a Python package for fetching and parsing SEC (Securities and Exchange Commission) filings. It leverages web scraping and XML parsing to help analysts and developers extract structured financial data.
🔍 Features
- Fetch SEC filing data using Requests
- Export data to Pandas DataFrames
- Utilities for identifying key financial metrics
- Any Inline Fact with a tag is scrapable
🚀 Installation
-- pip install sec_eagle
## 📦 Example Usage
from sec_eagle import FileGather, SecCompany
import pandas as pd
# Initialize FileGather to search for filings
email = "your.email@example.com"
filings = FileGather(email=email, return_type="df")
# Specify the tickers and filing types
tickers = ["AAPL", "AMZN", "NFLX"]
filing_types = ["10-K", "10-Q", "20-F", "40-F"]
urls = filings.company_file(filing_types, tickers, "ticker")
# Tags to extract from XML filings
data_tags = ["dei:EntityCommonStockSharesOutstanding","dei:SecurityExchangeName"] # example tags
data = []
# Loop through filings and collect parsed data
for url in urls:
company = SecCompany(url=url, email=email, return_type="df")
xml_data = company.xml_parser(data_tags)
data.append(xml_data)
# Combine all company data into a single DataFrame
df = pd.concat(data).reset_index(drop=True)
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