def x_frame2D(X, plot_limits=None, resolution=None):
"""
Internal helper function for making plots, returns a set of input values to plot as well as lower and upper limits
"""
assert X.shape[1] == 2, \
'x_frame2D is defined for two-dimensional inputs'
if plot_limits is None:
(xmin, xmax) = (X.min(0), X.max(0))
(xmin, xmax) = (xmin - 0.2 * (xmax - xmin), xmax + 0.2 * (xmax
- xmin))
elif len(plot_limits) == 2:
(xmin, xmax) = plot_limits
else:
raise ValueError, 'Bad limits for plotting'
resolution = resolution or 50
(xx, yy) = np.mgrid[xmin[0]:xmax[0]:1j * resolution, xmin[1]:
xmax[1]:1j * resolution]
Xnew = np.vstack((xx.flatten(), yy.flatten())).T
return (Xnew, xx, yy, xmin, xmax)
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