[2ff88f42] einfügen
einfügen
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95
company-explorer/backend/scripts/import_job_titles.py
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95
company-explorer/backend/scripts/import_job_titles.py
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import sys
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import os
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import csv
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import argparse
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from datetime import datetime
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# Setup Environment
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sys.path.append(os.path.join(os.path.dirname(__file__), "../../"))
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from backend.database import SessionLocal, RawJobTitle, init_db, engine, Base
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def import_titles(file_path: str, delimiter: str = ';'):
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print(f"🚀 Starting Import from {file_path}...")
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# Ensure Table Exists
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RawJobTitle.__table__.create(bind=engine, checkfirst=True)
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db = SessionLocal()
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total_rows = 0
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new_titles = 0
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updated_titles = 0
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try:
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with open(file_path, 'r', encoding='utf-8-sig') as f: # utf-8-sig handles BOM from Excel
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# Try to detect header
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sample = f.read(1024)
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has_header = csv.Sniffer().has_header(sample)
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f.seek(0)
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reader = csv.reader(f, delimiter=delimiter)
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if has_header:
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headers = next(reader)
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print(f"ℹ️ Header detected: {headers}")
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# Try to find the right column index
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col_idx = 0
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for i, h in enumerate(headers):
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if h.lower() in ['funktion', 'jobtitle', 'title', 'position', 'rolle']:
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col_idx = i
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print(f" -> Using column '{h}' (Index {i})")
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break
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else:
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col_idx = 0
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print("ℹ️ No header detected, using first column.")
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# Process Rows
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for row in reader:
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if not row: continue
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if len(row) <= col_idx: continue
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raw_title = row[col_idx].strip()
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if not raw_title: continue # Skip empty
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total_rows += 1
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# Check existance
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existing = db.query(RawJobTitle).filter(RawJobTitle.title == raw_title).first()
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if existing:
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existing.count += 1
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existing.updated_at = datetime.utcnow()
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updated_titles += 1
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else:
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db.add(RawJobTitle(title=raw_title, count=1))
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new_titles += 1
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if total_rows % 100 == 0:
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db.commit()
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print(f" Processed {total_rows} rows...", end='\r')
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db.commit()
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except Exception as e:
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print(f"\n❌ Error: {e}")
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db.rollback()
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finally:
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db.close()
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print(f"\n✅ Import Complete.")
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print(f" Total Processed: {total_rows}")
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print(f" New Unique Titles: {new_titles}")
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print(f" Updated Frequencies: {updated_titles}")
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if __name__ == "__main__":
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parser = argparse.ArgumentParser(description="Import Job Titles from CSV")
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parser.add_argument("file", help="Path to CSV file")
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parser.add_argument("--delimiter", default=";", help="CSV Delimiter (default: ';')")
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args = parser.parse_args()
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if not os.path.exists(args.file):
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print(f"❌ File not found: {args.file}")
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sys.exit(1)
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import_titles(args.file, args.delimiter)
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