Yes, you can use the `numpy` library to calculate the time difference. Here's an example: First, convert the index to numpy array: index = df.index.values. Next, subtract the shifted index from the original index: diff = index[1:] - index[:-1]. Finally, convert the time difference to seconds: diff.astype('timedelta64[s]').astype(int).