print(“\n — — Time Series Feature Extraction — -”)

# Extract Year, Month, DayName, and Hour from the InvoiceDate column
df[‘Year’] = df[‘InvoiceDate’].dt.year
df[‘Month’] = df[‘InvoiceDate’].dt.month
df[‘DayName’] = df[‘InvoiceDate’].dt.day_name()
df[‘Hour’] = df[‘InvoiceDate’].dt.hour
print(“New time features added: Year, Month, DayName, Hour.”)
print(df[[‘InvoiceDate’, ‘Year’, ‘Month’, ‘DayName’, ‘Hour’]].head())