Scraping Municipal Budget Data: City Finance Transparency

Scraping Municipal Budget Data: City Finance Transparency City budgets determine how billions of public dollars are spent, yet most budget data is locked in PDFs, outdated portals, or hard-to-navigate websites. Let's build a Python scraper that extracts municipal budget data and makes it accessible for analysis. Why Municipal Budget Data Matters Local government spending directly impacts communities — policing, education, infrastructure, public health. Journalists investigating budget priorities, researchers studying fiscal policy, and civic tech organizations all need structured budget data. Most cities don't make this easy. Scraping Open Data Portals Many cities use Socrata-powered open data portals with consistent APIs: import requests import pandas as pd class SocrataPortalScraper : def __init__ ( self , app_token = None ): self . app_token = app_token self . headers = {} if app_token : self . headers [ " X-App-Token " ] = app_token def search_datasets ( self , domain , query = " b