MY555 commited on
Commit
9bd34f5
1 Parent(s): 70630d6
Files changed (1) hide show
  1. main.py +42 -0
main.py ADDED
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+ import pandas as pd
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+ import chardet
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+ import ftfy
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+
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+ def read_csv_with_encoding(file_path):
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+ # Detect the file encoding
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+ with open(file_path, 'rb') as f:
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+ result = chardet.detect(f.read())
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+ encoding = result['encoding']
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+
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+ # Try reading the file with the detected encoding
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+ try:
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+ df = pd.read_csv(file_path, encoding=encoding)
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+ return df
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+ except UnicodeDecodeError:
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+ # If the detected encoding fails, try other encodings
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+ for enc in ['utf-8', 'latin-1', 'cp1252']:
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+ try:
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+ df = pd.read_csv(file_path, encoding=enc, errors='replace')
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+ return df
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+ except UnicodeDecodeError:
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+ pass
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+
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+ # If all encodings fail, try fixing the text
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+ with open(file_path, 'rb') as f:
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+ text = f.read().decode('latin-1', errors='replace')
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+ fixed_text = ftfy.fix_text(text)
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+
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+ try:
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+ df = pd.read_csv(io.StringIO(fixed_text), encoding='utf-8')
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+ return df
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+ except UnicodeDecodeError:
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+ print(f"Failed to read {file_path} after trying multiple encodings and text fixes.")
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+ return None
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+
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+ # Example usage
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+ file_path = 'path/to/your/csv/file.csv'
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+ df = read_csv_with_encoding(file_path)
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+ if df is not None:
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+ print(df.head())
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+ else:
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+ print("Failed to read the CSV file.")