import pandas as pd import glob print("=== INSPEKSI FILE 2025 ===") for f in sorted(glob.glob("Data_Tracerstudy/*2025*")): ext = f.split('.')[-1] if ext == 'csv': try: df = pd.read_csv(f, sep=';', encoding='utf-8-sig') non_empty = df.dropna(how='all') # find nim col nim_col = [c for c in df.columns if 'nim' in c.lower()] valid_nim = df[nim_col[0]].dropna() if nim_col else [] valid_nim_clean = [x for x in valid_nim if str(x).strip() not in ['', 'nan']] print(f"CSV {f}: total_rows={len(df)}, non_empty_rows={len(non_empty)}, valid_nims={len(valid_nim_clean)}") except Exception as e: print(f"CSV {f} ERROR: {e}") elif ext == 'xlsx': try: df = pd.read_excel(f) non_empty = df.dropna(how='all') nim_col = [c for c in df.columns if 'nim' in c.lower()] valid_nim = df[nim_col[0]].dropna() if nim_col else [] valid_nim_clean = [x for x in valid_nim if str(x).strip() not in ['', 'nan']] print(f"XLSX {f}: total_rows={len(df)}, non_empty_rows={len(non_empty)}, valid_nims={len(valid_nim_clean)}") except Exception as e: print(f"XLSX {f} ERROR: {e}")