How to combine date column and time column

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I have data look like this

        Date        Time     Open     High      Low    Close  Volume
0      2013.07.09   7:00  101.056  101.151  101.016  101.130    1822
1      2013.07.09   8:00  101.130  101.257  101.128  101.226    2286
2      2013.07.09   9:00  101.226  101.299  101.175  101.180    2685
3      2013.07.09  10:00  101.178  101.188  101.019  101.154    2980
4      2013.07.09  11:00  101.153  101.239  101.146  101.188    2623

How to combine Date column and Time column into one column which is Date Time. And I wonder if i do that whether I have to change the string to date. Thank in advance.

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