pandas.plotting.scatter_matrix
- pandas.plotting. scatter_matrix ( frame, alpha=0.5, figsize=None, ax=None, grid=False, diagonal='hist', marker='.', density_kwds=None, hist_kwds=None, range_padding=0.05, **kwargs ) [source]
-
Draw a matrix of scatter plots.
- Parameters
-
- frame :DataFrame
- alpha :float, optional
-
Amount of transparency applied.
- figsize :(float,float), optional
-
A tuple (width, height) in inches.
- ax :Matplotlib axis object, optional
- grid :bool, optional
-
Setting this to True will show the grid.
- diagonal :{‘hist’, ‘kde’}
-
Pick between ‘kde’ and ‘hist’ for either Kernel Density Estimation or Histogram plot in the diagonal.
- marker :str, optional
-
Matplotlib marker type, default ‘.’.
- density_kwds :keywords
-
Keyword arguments to be passed to kernel density estimate plot.
- hist_kwds :keywords
-
Keyword arguments to be passed to hist function.
- range_padding :float, default 0.05
-
Relative extension of axis range in x and y with respect to (x_max - x_min) or (y_max - y_min).
- **kwargs
-
Keyword arguments to be passed to scatter function.
- Returns
-
- numpy.ndarray
-
A matrix of scatter plots.
Examples
>>> df = pd.DataFrame(np.random.randn(1000, 4), columns=['A','B','C','D']) >>> pd.plotting.scatter_matrix(df, alpha=0.2) array([[<AxesSubplot:xlabel='A', ylabel='A'>, <AxesSubplot:xlabel='B', ylabel='A'>, <AxesSubplot:xlabel='C', ylabel='A'>, <AxesSubplot:xlabel='D', ylabel='A'>], [<AxesSubplot:xlabel='A', ylabel='B'>, <AxesSubplot:xlabel='B', ylabel='B'>, <AxesSubplot:xlabel='C', ylabel='B'>, <AxesSubplot:xlabel='D', ylabel='B'>], [<AxesSubplot:xlabel='A', ylabel='C'>, <AxesSubplot:xlabel='B', ylabel='C'>, <AxesSubplot:xlabel='C', ylabel='C'>, <AxesSubplot:xlabel='D', ylabel='C'>], [<AxesSubplot:xlabel='A', ylabel='D'>, <AxesSubplot:xlabel='B', ylabel='D'>, <AxesSubplot:xlabel='C', ylabel='D'>, <AxesSubplot:xlabel='D', ylabel='D'>]], dtype=object)
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Licensed under the 3-clause BSD License.
https://pandas.pydata.org/pandas-docs/version/1.4.0/reference/api/pandas.plotting.scatter_matrix.html