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lines changed Original file line number Diff line number Diff line change @@ -418,7 +418,7 @@ You can also include the grouping columns if you want to operate on them.
418418
419419 .. note ::
420420
421- The ``groupby `` operation in Pandas drops the ``name `` field of the columns Index object
421+ The ``groupby `` operation in pandas drops the ``name `` field of the columns Index object
422422 after the operation. This change ensures consistency in syntax between different
423423 column selection methods within groupby operations.
424424
Original file line number Diff line number Diff line change @@ -990,7 +990,7 @@ Thousand separators
990990
991991For large numbers that have been written with a thousands separator, you can
992992set the ``thousands `` keyword to a string of length 1 so that integers will be parsed
993- correctly:
993+ correctly.
994994
995995By default, numbers with a thousands separator will be parsed as strings:
996996
Original file line number Diff line number Diff line change @@ -586,7 +586,7 @@ A string argument to ``indicator`` will use the value as the name for the indica
586586 Overlapping value columns
587587~~~~~~~~~~~~~~~~~~~~~~~~~
588588
589- The merge ``suffixes `` argument takes a tuple of list of strings to append to
589+ The merge ``suffixes `` argument takes a tuple or list of strings to append to
590590overlapping column names in the input :class: `DataFrame ` to disambiguate the result
591591columns:
592592
@@ -979,7 +979,7 @@ nearest key rather than equal keys. For each row in the ``left`` :class:`DataFra
979979the last row in the ``right `` :class: `DataFrame ` are selected where the ``on `` key is less
980980than the left's key. Both :class: `DataFrame ` must be sorted by the key.
981981
982- Optionally an :func: `merge_asof ` can perform a group-wise merge by matching the
982+ Optionally :func: `merge_asof ` can perform a group-wise merge by matching the
983983``by `` key in addition to the nearest match on the ``on `` key.
984984
985985.. ipython :: python
Original file line number Diff line number Diff line change @@ -5,7 +5,7 @@ Scaling to large datasets
55*************************
66
77pandas provides data structures for in-memory analytics, which makes using pandas
8- to analyze datasets that are larger than memory datasets somewhat tricky. Even datasets
8+ to analyze datasets that are larger than memory somewhat tricky. Even datasets
99that are a sizable fraction of memory become unwieldy, as some pandas operations need
1010to make intermediate copies.
1111
Original file line number Diff line number Diff line change @@ -1580,7 +1580,7 @@ the pandas objects.
15801580 ts = ts[:5 ]
15811581 ts.shift(1 )
15821582
1583- The ``shift `` method accepts an ``freq `` argument which can accept a
1583+ The ``shift `` method accepts a ``freq `` argument which can accept a
15841584``DateOffset `` class or other ``timedelta ``-like object or also an
15851585:ref: `offset alias <timeseries.offset_aliases >`.
15861586
@@ -2570,7 +2570,7 @@ because daylight savings time (DST) in a local time zone causes some times to oc
25702570twice within one day ("clocks fall back"). The following options are available:
25712571
25722572* ``'raise' ``: Raises a ``ValueError `` (the default behavior)
2573- * ``'infer' ``: Attempt to determine the correct offset base on the monotonicity of the timestamps
2573+ * ``'infer' ``: Attempt to determine the correct offset based on the monotonicity of the timestamps
25742574* ``'NaT' ``: Replaces ambiguous times with ``NaT ``
25752575* ``bool ``: ``True `` represents a DST time, ``False `` represents non-DST time. An array-like of ``bool `` values is supported for a sequence of times.
25762576
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