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https://github.com/mblanke/Gov_Travel_App.git
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Add Python web scraper for NJC travel rates with currency extraction
- Implemented Python scraper using BeautifulSoup and pandas to automatically collect travel rates from official NJC website - Added currency extraction from table titles (supports EUR, USD, AUD, CAD, ARS, etc.) - Added country extraction from table titles for international rates - Flatten pandas MultiIndex columns for cleaner data structure - Default to CAD for domestic Canadian sources (accommodations and domestic tables) - Created SQLite database schema (raw_tables, rate_entries, exchange_rates, accommodations) - Successfully scraped 92 tables with 17,205 rate entries covering 25 international cities - Added migration script to convert scraped data to Node.js database format - Updated .gitignore for Python files (.venv/, __pycache__, *.pyc, *.sqlite3) - Fixed city validation and currency conversion in main app - Added comprehensive debug and verification scripts This replaces manual JSON maintenance with automated data collection from official government source.
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39
scripts/analyze_sources.py
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39
scripts/analyze_sources.py
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import sqlite3
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conn = sqlite3.connect('data/travel_rates_scraped.sqlite3')
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cursor = conn.cursor()
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print("Tables by source:\n")
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cursor.execute("""
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SELECT source, COUNT(*) as count
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FROM raw_tables
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GROUP BY source
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""")
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for row in cursor.fetchall():
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print(f" {row[0]}: {row[1]} tables")
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print("\nRate entries by source:\n")
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cursor.execute("""
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SELECT source, COUNT(*) as count,
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SUM(CASE WHEN currency IS NULL THEN 1 ELSE 0 END) as null_count,
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SUM(CASE WHEN currency IS NOT NULL THEN 1 ELSE 0 END) as has_currency_count
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FROM rate_entries
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GROUP BY source
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""")
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for row in cursor.fetchall():
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print(f" {row[0]}: {row[1]} total | {row[2]} NULL | {row[3]} with currency")
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print("\nSample titles by source:\n")
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for source in ['international', 'domestic', 'accommodations']:
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cursor.execute(f"""
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SELECT title
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FROM raw_tables
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WHERE source = '{source}'
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LIMIT 3
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""")
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print(f"\n{source}:")
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for row in cursor.fetchall():
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title = row[0] if row[0] else "NO TITLE"
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print(f" {title[:80]}")
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conn.close()
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