@@ -45,21 +45,22 @@ Object Creation
4545
4646See the :ref: `Data Structure Intro section <dsintro >`
4747
48- Creating a `` Series `` by passing a list of values, letting pandas create a default
49- integer index
48+ Creating a :class: ` Series ` by passing a list of values, letting pandas create
49+ a default integer index:
5050
5151.. ipython :: python
5252
5353 s = pd.Series([1 ,3 ,5 ,np.nan,6 ,8 ])
5454 s
5555
56- Creating a ``DataFrame `` by passing a numpy array, with a datetime index and labeled columns.
56+ Creating a :class: `DataFrame ` by passing a numpy array, with a datetime index
57+ and labeled columns:
5758
5859.. ipython :: python
5960
60- dates = pd.date_range(' 20130101' ,periods = 6 )
61+ dates = pd.date_range(' 20130101' , periods = 6 )
6162 dates
62- df = pd.DataFrame(np.random.randn(6 ,4 ),index = dates,columns = list (' ABCD' ))
63+ df = pd.DataFrame(np.random.randn(6 ,4 ), index = dates, columns = list (' ABCD' ))
6364 df
6465
6566 Creating a ``DataFrame `` by passing a dict of objects that can be converted to series-like.
@@ -128,7 +129,7 @@ See the top & bottom rows of the frame
128129 df.head()
129130 df.tail(3 )
130131
131- Display the index,columns, and the underlying numpy data
132+ Display the index, columns, and the underlying numpy data
132133
133134.. ipython :: python
134135
@@ -462,7 +463,7 @@ operations.
462463
463464See the :ref: `Merging section <merging >`
464465
465- Concatenating pandas objects together
466+ Concatenating pandas objects together with :func: ` concat `:
466467
467468.. ipython :: python
468469
@@ -555,16 +556,17 @@ Stack
555556 df2 = df[:4 ]
556557 df2
557558
558- The ``stack `` function "compresses" a level in the DataFrame's columns.
559+ The :meth: `~DataFrame.stack ` method "compresses" a level in the DataFrame's
560+ columns.
559561
560562.. ipython :: python
561563
562564 stacked = df2.stack()
563565 stacked
564566
565567 With a "stacked" DataFrame or Series (having a ``MultiIndex `` as the
566- ``index ``), the inverse operation of `` stack `` is `` unstack ``, which by default
567- unstacks the **last level **:
568+ ``index ``), the inverse operation of :meth: ` ~DataFrame. stack ` is
569+ :meth: ` ~DataFrame.unstack `, which by default unstacks the **last level **:
568570
569571.. ipython :: python
570572
@@ -708,7 +710,8 @@ Plotting
708710 @savefig series_plot_basic.png
709711 ts.plot()
710712
711- On DataFrame, ``plot `` is a convenience to plot all of the columns with labels:
713+ On DataFrame, :meth: `~DataFrame.plot ` is a convenience to plot all of the
714+ columns with labels:
712715
713716.. ipython :: python
714717
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