CODEWITHSUNDEEP
pythonpandasdataframedatedatetime
user13074756
user13074756

Reputation: 413

Find if Date is weekend or weekday in Pandas DataFrame

I have a Dataframe, df, with 3 columns: Year, Month and Date. I want to use this information to determine if this date falls on a weekend or weekday and which day of the week it is.

I am trying to use the below code to determine if its weekend or weekday but it is not working

from datetime import datetime
from datetime import date

def is_weekend(d = datetime.today()):
  return d.weekday() > 4

df['weekend'] = df.apply(lambda x: is_weekend(date(x['Year'], x['Month'], x['Day'])), axis=1)

I am getting this error:

TypeError: cannot convert the series to <class 'int'>

Apart from this, how do I find out if this date falls on which day of the week.

Upvotes: 11

Views: 23023

Answers (2)

Ufos
Ufos

Reputation: 3305

How about we do it in a readable self-explanatory way?

dates = pd.to_datetime({"year": df.Year, "month": df.Month, "day": df.Day})
df["Is Weekend"] = dates.dt.day_name().isin(['Saturday', 'Sunday'])

Upvotes: 7

Mustafa Aydın
Mustafa Aydın

Reputation: 18306

You can first form a dates series from your Year, Month and Day columns:

dates = pd.to_datetime({"year": df.Year, "month": df.Month, "day": df.Day})

then you can check the dayofweek (note the dt accessor before it):

df["Day of Week"] = dates.dt.dayofweek

and form the is_weekend column with your logic:

df["Is Weekend"] = dates.dt.dayofweek > 4

where we don't need apply anymore since we have a unified dates series and it supports this kind of all-at-once comparison.

Upvotes: 25

Related Questions