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Python Pandas - Select final periods of time series data based on a date offset
To select final periods of time series based on a date offset, use the last() method. At first, set the date index with periods and freq. Freq is for frequency −
i = pd.date_range('2021-07-15', periods=5, freq='3D')
Now, create a DataFrame with above index −
dataFrame = pd.DataFrame({'k': [1, 2, 3, 4, 5]},index=i)
Fetch rows from last 4 days i.e. 4D −
dataFrame.last('4D')
Example
Following is the complete code −
import pandas as pd
# date index set with 5 periods and frequency of 3 days
i = pd.date_range('2021-07-15', periods=5, freq='3D')
# creating DataFrame with above index
dataFrame = pd.DataFrame({'k': [1, 2, 3, 4, 5]}, index=i)
print"DataFrame...\n",dataFrame
# fetching last few rows
# fetch rows from last 4 days
print"Last few rows fetched..\n",dataFrame.last('4D');
Output
This will produce the following output −
DataFrame... k 2021-07-15 1 2021-07-18 2 2021-07-21 3 2021-07-24 4 2021-07-27 5 Last few rows fetched.. k 2021-07-24 4 2021-07-27 5
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