Reputation: 2181
Here is a sample dataset:
ID Date
1 2/3/18
1 2/7/18
1 2/14/18
1 2/16/18
Here is what the final feature will look like:
ID Date Running_Mean
1 2/3/18 0
1 2/7/18 4
1 2/14/18 5.5
1 2/16/18 4.33
This is a rolling window that starts at the beginning of a sequence and continues to expand with the dataset.
Any help would be much appreciated.
Upvotes: 1
Views: 128
Reputation: 323326
By using expanding
same thing with rolling
when windows = len(df)
df.Date=pd.to_datetime(df.Date)
df.Date.diff().dt.days.expanding(1).mean()
Out[654]:
0 NaN
1 4.000000
2 5.500000
3 4.333333
Name: Date, dtype: float64
Upvotes: 5