CODEWITHSUNDEEP
pythonpandasnumpy
nik
nik

Reputation: 1784

Multiple conditions on datatimeindex

I m trying to create a bool with multiple conditions on a datetimeindex. Here is my example:

df = pd.DataFrame(index=pd.date_range('2020-05-24', '2020-05-26', freq='1H', closed='left'))
mybool = np.logical_and(df.index.weekday < 5 , df.index.hour > 7 , df.index.hour < 20)

So mybool should be True for Mon-Friday for 12 hrs from 8am to 8pm. However this returns true on Mon-Fri from 8am to midnight. So it looks like the first two conditions are picked up but the third is not. But this also returns no error.

Upvotes: 2

Views: 48

Answers (1)

yatu
yatu

Reputation: 88236

Chain your conditions with bitwise ands:

(df.index.weekday < 5) & (df.index.hour > 7) & (df.index.hour < 20)

Note that np.logical_and expects only two input arrays x1, x2. An alternative would be to use np.logical_and.reduce on a list of conditions:

np.logical_and.reduce([df.index.weekday < 5, df.index.hour > 7, df.index.hour < 20])

Upvotes: 1

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