I am working with Python in Bigquery and have a large dataframe df (circa 7m rows). I also have a list lst that holds some dates (say all days in a given month).
I a
Use numpy.random.choice and if necessary convert dates by to_datetime:
df = pd.DataFrame({
'A':list('abcdef'),
'B':[4,5,4,5,5,4],
})
day_list = pd.to_datetime(['2015-01-02','2016-05-05','2015-08-09'])
#alternative
#day_list = pd.DatetimeIndex(['2015-01-02','2016-05-05','2015-08-09'])
df["rand_day"] = np.random.choice(day_list, size=len(df))
print (df)
A B rand_day
0 a 4 2016-05-05
1 b 5 2016-05-05
2 c 4 2015-08-09
3 d 5 2015-01-02
4 e 5 2015-08-09
5 f 4 2015-08-09