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Runtime error
| import pandas as pd | |
| import hashlib | |
| def row_hash(row): | |
| """Generate a consistent hash for a DataFrame row.""" | |
| return hashlib.md5(str(row.values).encode()).hexdigest() | |
| def add_hash_column(df): | |
| """Add a 'hash' column to the DataFrame.""" | |
| df['hash'] = df.apply(row_hash, axis=1) | |
| return df | |
| def detect_changes(current_df, previous_df): | |
| """Return rows from current_df that are new or have changed.""" | |
| current_df = add_hash_column(current_df.copy()) | |
| previous_df = add_hash_column(previous_df.copy()) | |
| return current_df[~current_df['hash'].isin(previous_df['hash'])] | |