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How to Convert Pandas Time Differences into Hours and Minutes?

Mary-Kate Olsen
Mary-Kate OlsenOriginal
2024-11-29 19:49:12322browse

How to Convert Pandas Time Differences into Hours and Minutes?

Convert Time Difference to Hours and Minutes in Pandas

Calculating time difference between two dates is a common task in data analytics. However, when working with Pandas, the default time difference calculation in df['diff'] = df['fromdate'] - df['todate'] can result in days, even when the time difference is less than 24 hours. This can be inconvenient if you need the results in hours and minutes.

To convert the time difference to hours and minutes, we can use the astype() method on the DatetimeIndex object returned by the subtraction operation. This method allows us to convert the difference to a specific time unit.

Here's how you can do it:

import pandas as pd

data = {'todate': [pd.Timestamp('2014-01-24 13:03:12.050000'), pd.Timestamp('2014-01-27 11:57:18.240000'), pd.Timestamp('2014-01-23 10:07:47.660000')],
        'fromdate': [pd.Timestamp('2014-01-26 23:41:21.870000'), pd.Timestamp('2014-01-27 15:38:22.540000'), pd.Timestamp('2014-01-23 18:50:41.420000')]}

df = pd.DataFrame(data)
df['diff'] = df['fromdate'] - df['todate']

# Convert time difference to hours
df['hours'] = df['diff'].astype('timedelta64[h]')

# Convert time difference to minutes
df['minutes'] = (df['diff'] - df['hours']).astype('timedelta64[m]')

This will convert the time difference to hours and minutes, resulting in a DataFrame that looks like this:

                   todate                 fromdate                    diff    hours  minutes
0 2014-01-24 13:03:12.050  2014-01-26 23:41:21.870  2 days 10:38:09.820  58       38
1 2014-01-27 11:57:18.240  2014-01-27 15:38:22.540  0 days 03:41:04.300   3       41
2 2014-01-23 10:07:47.660  2014-01-23 18:50:41.420  0 days 08:42:53.760   8       42

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