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lines changed Original file line number Diff line number Diff line change @@ -413,6 +413,41 @@ using that handle to read.
413413`Write a multi-row index CSV without writing duplicates
414414<http://stackoverflow.com/questions/17349574/pandas-write-multiindex-rows-with-to-csv> `__
415415
416+ Parsing date components in multi-columns is faster with a format
417+
418+ .. code-block :: python
419+
420+ In [30 ]: i = pd.date_range(' 20000101' ,periods = 10000 )
421+
422+ In [31 ]: df = pd.DataFrame(dict (year = i.year, month = i.month, day = i.day))
423+
424+ In [32 ]: df.head()
425+ Out[32 ]:
426+ day month year
427+ 0 1 1 2000
428+ 1 2 1 2000
429+ 2 3 1 2000
430+ 3 4 1 2000
431+ 4 5 1 2000
432+
433+ In [33 ]: % timeit pd.to_datetime(df.year* 10000 + df.month* 100 + df.day,format = ' %Y%m%d ' )
434+ 100 loops, best of 3 : 7.08 ms per loop
435+
436+ # simulate combinging into a string, then parsing
437+ In [34 ]: ds = df.apply(lambda x : " %04d%02d%02d " % (x[' year' ],x[' month' ],x[' day' ]),axis = 1 )
438+
439+ In [35 ]: ds.head()
440+ Out[35 ]:
441+ 0 20000101
442+ 1 20000102
443+ 2 20000103
444+ 3 20000104
445+ 4 20000105
446+ dtype: object
447+
448+ In [36 ]: % timeit pd.to_datetime(ds)
449+ 1 loops, best of 3 : 488 ms per loop
450+
416451 .. _cookbook.sql :
417452
418453SQL
Original file line number Diff line number Diff line change @@ -3171,7 +3171,7 @@ The key functions are:
31713171
31723172.. autosummary ::
31733173 :toctree: generated/
3174-
3174+
31753175 read_sql_table
31763176 read_sql_query
31773177 read_sql
@@ -3183,7 +3183,7 @@ The key functions are:
31833183 :func: `~pandas.read_sql_table ` and :func: `~pandas.read_sql_query ` (and for
31843184 backward compatibility) and will delegate to specific function depending on
31853185 the provided input (database table name or sql query).
3186-
3186+
31873187In the following example, we use the `SQlite <http://www.sqlite.org/ >`__ SQL database
31883188engine. You can use a temporary SQLite database where data are stored in
31893189"memory".
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