问题
I'm plotting confidence ellipses for uniformly distributed points. When plotting the ellipse and the scatter plot using Matplotlib, I find that a portion of the ellipses are clipped by the subplot. So far, I have tried changing the figure sizes, but it does not change the plot.
How do I change the plot size to correctly fit the ellipses within the displayed plot?
Code to generate ellipses: Modified from below link
multidimensional confidence intervals
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
from matplotlib.patches import Ellipse
from scipy.stats import norm, chi2
sns.set()
def cov_ellipse(cov, q=None, nsig=None, ax=None, **kwargs):
if q is not None:
q = np.asarray(q)
elif nsig is not None:
q = 2 * norm.cdf(nsig) - 1
else:
raise ValueError('One of `q` and `nsig` should be specified.')
r2 = chi2.ppf(q, 2)
val, vec = np.linalg.eigh(cov)
width, height = 2 * np.sqrt(val[:, None] * r2)
rotation = np.degrees(np.arctan2(*vec[::-1, 0]))
return ellipse_plot(width, height, rotation, ax, **kwargs)
def ellipse_plot(width, height, rotation, ax=None, **kwargs):
if ax is None:
ax = plt.gca()
ellip = Ellipse(xy=points.mean(axis=0), width=width, height=height, angle=rotation, **kwargs)
ax.add_patch(ellip)
return ellip
if __name__ == '__main__':
#-- Example usage -----------------------
# Generate some random, correlated data
mu = [50, 105]
omega = np.array([1, 0.2, 0.2, 0.5]).reshape((2, 2))
points = np.random.multivariate_normal(mu, omega, 1000)
x1 = np.random.uniform(40, 60, 1000)
y1= np.random.uniform(100, 120, 1000)
points1 = np.random.uniform(40,60,[1000,2])
cov = np.cov(points1, rowvar=False)
plt.figure(figsize=(4, 3))
plt.plot(x1, y1, 'ro', alpha=0.5)
# Plot a transparent 3 standard deviation covariance ellipse
cov_ellipse(cov, q=None, nsig=2, color='green', alpha=0.3)
cov_ellipse(cov, q=None, nsig=1, color='red', alpha=0.3)
cov_ellipse(cov, q=None, nsig=3, color='blue', alpha=0.3)
#sns.jointplot(points[:,0], points[:,1])
sns.jointplot(x1,y1)
plt.show()
来源:https://stackoverflow.com/questions/58289316/changing-plot-size-in-matplotlib-to-fit-ellipses