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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'])] | |