pandas.DataFrame.boxplot¶
Make a box plot from DataFrame columns.
Make a box-and-whisker plot from DataFrame columns, optionally grouped by some other columns. A box plot is a method for graphically depicting groups of numerical data through their quartiles. The box extends from the Q1 to Q3 quartile values of the data, with a line at the median (Q2). The whiskers extend from the edges of box to show the range of the data. The position of the whiskers is set by default to 1.5 * IQR (IQR = Q3 - Q1) from the edges of the box. Outlier points are those past the end of the whiskers.
For further details see Wikipedia’s entry for boxplot.
- param column
- str or list of str, optional
Column name or list of names, or vector. Can be any valid input to
pandas.DataFrame.groupby()
.
- param by
- str or array-like, optional
Column in the DataFrame to
pandas.DataFrame.groupby()
. One box-plot will be done per value of columns in by.
- param ax
- object of class matplotlib.axes.Axes, optional
The matplotlib axes to be used by boxplot.
- param fontsize
- float or str
Tick label font size in points or as a string (e.g., large).
- param rot
- int or float, default 0
The rotation angle of labels (in degrees) with respect to the screen coordinate system.
- param grid
- bool, default True
Setting this to True will show the grid.
- param figsize
- A tuple (width, height) in inches
The size of the figure to create in matplotlib.
- param layout
- tuple (rows, columns), optional
For example, (3, 5) will display the subplots using 3 columns and 5 rows, starting from the top-left.
- param return_type
- {‘axes’, ‘dict’, ‘both’} or None, default ‘axes’
The kind of object to return. The default is
axes
.‘axes’ returns the matplotlib axes the boxplot is drawn on.
- ‘dict’ returns a dictionary whose values are the matplotlib
Lines of the boxplot.
‘both’ returns a namedtuple with the axes and dict.
- when grouping with
by
, a Series mapping columns to return_type
is returned.
- when grouping with
If
return_type
is None, a NumPy array of axes with the same shape aslayout
is returned. **kwds All other plotting keyword arguments to be passed tomatplotlib.pyplot.boxplot()
.
- return
result See Notes.
Warning
This feature is currently unsupported by Intel Scalable Dataframe Compiler