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HEAD:
```
In [1]: import pandas as pd; import numpy as np
In [2]: s = pd.Series(pd.to_datetime(np.arange(100000), unit='ms'))
In [3]: %timeit s - s.shift()
2.73 ms ± 30.1 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
```
0.21.0rc1:
```
527 ms ± 11.6 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)
```
0.20.3
```
2.4 ms ± 57.8 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
```
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