plot_cates_true_vs_estimated

extensions.plots.plot_cates_true_vs_estimated(true_cates, estimated_cates, *, figure_kwargs={}, scatter_kwargs={})

Plots a scatter plot of the estimated CATEs against the true CATEs.

Parameters

Name Type Description Default
estimated_cates numpy.typing.ArrayLike The estimated CATEs. required
figure_kwargs dict Matplotlib figure arguments. {}
scatter_kwargs dict Matplotlib line arguments. {}

Returns

Type Description
matplotlib.figure.Figure The line plot figure object.

Examples

import numpy as np
from caml.extensions.plots import plot_cates_true_vs_estimated

np.random.seed(42)
true_cates = np.random.normal(0, 1, 100)
estimated_cates = true_cates + np.random.normal(0, 0.5, 100)

fig = plot_cates_true_vs_estimated(true_cates, estimated_cates)
fig

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