def create_xy_pdf(self, where=None, color=None):
if where is None:
where = self.good
if color is None:
color = '#bbbbbb'
xmin, xmax = self.xlim
ymin, ymax = self.ylim
X, Y = np.mgrid[xmin:xmax:100j, ymin:ymax:100j]
positions = np.vstack([X.ravel(), Y.ravel()])
values = np.vstack([self.x[where], self.y[where]])
xy_kde = stats.gaussian_kde(values)
xy_pdf = np.reshape(xy_kde(positions), X.shape)
"""
vmin = np.nanmin(xy_pdf)
vmax = np.nanmax(xy_pdf)
cmap = matplotlib.cm.gray_r
xy_pdf = self.crossplot_ax.contourf(X, Y, xy_pdf, 20, cmap=cmap,
vmin=vmin, vmax=2*vmax, alpha=alpha,
zorder=-2)
"""
xy_pdf = self.crossplot_ax.contour(X, Y, xy_pdf, 5, colors=color[:3],
alpha=color[-1], zorder=-2)
#"""
self.xy_pdfs.append(xy_pdf)
self.crossplot_ax.set_xlim(*self.xlim)
self.crossplot_ax.set_ylim(*self.ylim)
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