From 913aee9ec327f6640ff360dbc3ebd56d46188d13 Mon Sep 17 00:00:00 2001 From: jalammar Date: Sat, 5 May 2018 09:38:40 -0700 Subject: [PATCH] DOC: add reshaping visuals to the docs (Reshaping and Pivot Tables) --- doc/source/_static/reshaping_melt.png | Bin 0 -> 52900 bytes doc/source/_static/reshaping_pivot.png | Bin 0 -> 52132 bytes doc/source/_static/reshaping_stack.png | Bin 0 -> 54479 bytes doc/source/_static/reshaping_unstack.png | Bin 0 -> 53895 bytes doc/source/_static/reshaping_unstack_0.png | Bin 0 -> 58533 bytes doc/source/_static/reshaping_unstack_1.png | Bin 0 -> 57978 bytes doc/source/reshaping.rst | 51 +++++++++++++-------- 7 files changed, 32 insertions(+), 19 deletions(-) create mode 100644 doc/source/_static/reshaping_melt.png create mode 100644 doc/source/_static/reshaping_pivot.png create mode 100644 doc/source/_static/reshaping_stack.png create mode 100644 doc/source/_static/reshaping_unstack.png create mode 100644 doc/source/_static/reshaping_unstack_0.png create 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A better representation would be where the ``columns`` are the unique variables and an ``index`` of dates identifies individual observations. To reshape the data into @@ -96,10 +98,12 @@ are homogeneously-typed. Reshaping by stacking and unstacking ------------------------------------ -Closely related to the :meth:`~DataFrame.pivot` method are the related -:meth:`~DataFrame.stack` and :meth:`~DataFrame.unstack` methods available on -``Series`` and ``DataFrame``. These methods are designed to work together with -``MultiIndex`` objects (see the section on :ref:`hierarchical indexing +.. image:: _static/reshaping_stack.png + +Closely related to the :meth:`~DataFrame.pivot` method are the related +:meth:`~DataFrame.stack` and :meth:`~DataFrame.unstack` methods available on +``Series`` and ``DataFrame``. These methods are designed to work together with +``MultiIndex`` objects (see the section on :ref:`hierarchical indexing `). Here are essentially what these methods do: - ``stack``: "pivot" a level of the (possibly hierarchical) column labels, @@ -109,6 +113,8 @@ Closely related to the :meth:`~DataFrame.pivot` method are the related (possibly hierarchical) row index to the column axis, producing a reshaped ``DataFrame`` with a new inner-most level of column labels. +.. image:: _static/reshaping_unstack.png + The clearest way to explain is by example. Let's take a prior example data set from the hierarchical indexing section: @@ -149,6 +155,8 @@ unstacks the **last level**: .. _reshaping.unstack_by_name: +.. image:: _static/reshaping_unstack_1.png + If the indexes have names, you can use the level names instead of specifying the level numbers: @@ -156,6 +164,9 @@ the level numbers: stacked.unstack('second') + +.. image:: _static/reshaping_unstack_0.png + Notice that the ``stack`` and ``unstack`` methods implicitly sort the index levels involved. Hence a call to ``stack`` and then ``unstack``, or vice versa, will result in a **sorted** copy of the original ``DataFrame`` or ``Series``: @@ -266,11 +277,13 @@ the right thing: Reshaping by Melt ----------------- +.. image:: _static/reshaping_melt.png + The top-level :func:`~pandas.melt` function and the corresponding :meth:`DataFrame.melt` -are useful to massage a ``DataFrame`` into a format where one or more columns -are *identifier variables*, while all other columns, considered *measured -variables*, are "unpivoted" to the row axis, leaving just two non-identifier -columns, "variable" and "value". The names of those columns can be customized +are useful to massage a ``DataFrame`` into a format where one or more columns +are *identifier variables*, while all other columns, considered *measured +variables*, are "unpivoted" to the row axis, leaving just two non-identifier +columns, "variable" and "value". The names of those columns can be customized by supplying the ``var_name`` and ``value_name`` parameters. For instance, @@ -285,7 +298,7 @@ For instance, cheese.melt(id_vars=['first', 'last']) cheese.melt(id_vars=['first', 'last'], var_name='quantity') -Another way to transform is to use the :func:`~pandas.wide_to_long` panel data +Another way to transform is to use the :func:`~pandas.wide_to_long` panel data convenience function. It is less flexible than :func:`~pandas.melt`, but more user-friendly. @@ -332,8 +345,8 @@ While :meth:`~DataFrame.pivot` provides general purpose pivoting with various data types (strings, numerics, etc.), pandas also provides :func:`~pandas.pivot_table` for pivoting with aggregation of numeric data. -The function :func:`~pandas.pivot_table` can be used to create spreadsheet-style -pivot tables. See the :ref:`cookbook` for some advanced +The function :func:`~pandas.pivot_table` can be used to create spreadsheet-style +pivot tables. See the :ref:`cookbook` for some advanced strategies. It takes a number of arguments: @@ -485,7 +498,7 @@ using the ``normalize`` argument: pd.crosstab(df.A, df.B, normalize='columns') ``crosstab`` can also be passed a third ``Series`` and an aggregation function -(``aggfunc``) that will be applied to the values of the third ``Series`` within +(``aggfunc``) that will be applied to the values of the third ``Series`` within each group defined by the first two ``Series``: .. ipython:: python @@ -508,8 +521,8 @@ Finally, one can also add margins or normalize this output. Tiling ------ -The :func:`~pandas.cut` function computes groupings for the values of the input -array and is often used to transform continuous variables to discrete or +The :func:`~pandas.cut` function computes groupings for the values of the input +array and is often used to transform continuous variables to discrete or categorical variables: .. ipython:: python @@ -539,8 +552,8 @@ used to bin the passed data.:: Computing indicator / dummy variables ------------------------------------- -To convert a categorical variable into a "dummy" or "indicator" ``DataFrame``, -for example a column in a ``DataFrame`` (a ``Series``) which has ``k`` distinct +To convert a categorical variable into a "dummy" or "indicator" ``DataFrame``, +for example a column in a ``DataFrame`` (a ``Series``) which has ``k`` distinct values, can derive a ``DataFrame`` containing ``k`` columns of 1s and 0s using :func:`~pandas.get_dummies`: @@ -577,7 +590,7 @@ This function is often used along with discretization functions like ``cut``: See also :func:`Series.str.get_dummies `. :func:`get_dummies` also accepts a ``DataFrame``. By default all categorical -variables (categorical in the statistical sense, those with `object` or +variables (categorical in the statistical sense, those with `object` or `categorical` dtype) are encoded as dummy variables. @@ -587,7 +600,7 @@ variables (categorical in the statistical sense, those with `object` or 'C': [1, 2, 3]}) pd.get_dummies(df) -All non-object columns are included untouched in the output. You can control +All non-object columns are included untouched in the output. You can control the columns that are encoded with the ``columns`` keyword. .. ipython:: python @@ -640,7 +653,7 @@ When a column contains only one level, it will be omitted in the result. pd.get_dummies(df, drop_first=True) -By default new columns will have ``np.uint8`` dtype. +By default new columns will have ``np.uint8`` dtype. To choose another dtype, use the``dtype`` argument: .. ipython:: python