Convertir tiempo a variable categórica [duplicar]

Question

df 
Time      | Day_of_the_Week 
16:24:18  | Sat
17:00:01  | Sun
03:48:12  | Mon

Rendimiento esperado:

df 
Time      | Day_of_the_Week | Time_Category 
16:24:18  | Sat             |    Afternoon
17:00:01  | Sun             |    Evening
03:48:12  | Mon             |    Midnight

df['Hora'][1] devuelve una "fechahora.hora"

El código siguiente devuelve una sintaxis no válida.

for a in df:
    if df['Time'] > 17:00:00:
         df['Time_Category'] == 'Evening'
    elif df['Time'] > '12:00:00':
         df['Time_Category'] == 'Afternoon'
    elif df['Time'] > '04:00:00':
         df['Time_Category'] == 'Morning'
    else:
        df['Time_Category'] == 'Midnight'

Answer 1

Podemos intentarpd.cut

s = pd.cut(df.Time, pd.to_timedelta(['04:00:00','12:00:00','17:00:00','23:59:59']),
          labels=['Morning','Afternoon','Evening']).astype(str).replace('nan','Midnight')
Out[43]: 
0    Afternoon
1      Evening
2     Midnight
Name: Time, dtype: object
df['Time_category'] = s