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How to save Matplotlib 3d rotating plots?
To save Matplotlib 3D rotating plots, we can create an animated sequence and save it as a GIF or video file. This involves rotating the 3D plot through different angles and capturing each frame.
Basic Setup
First, let's create a basic 3D plot that we'll rotate ?
from mpl_toolkits.mplot3d import axes3d import matplotlib.pyplot as plt # Set figure size and layout plt.rcParams["figure.figsize"] = [7.50, 3.50] plt.rcParams["figure.autolayout"] = True # Create figure and 3D subplot fig = plt.figure() ax = fig.add_subplot(111, projection='3d') # Get test data and create wireframe X, Y, Z = axes3d.get_test_data(0.1) ax.plot_wireframe(X, Y, Z, rstride=5, cstride=5) plt.show()
Method 1: Saving Individual Frames
Save each rotation angle as a separate image file ?
from mpl_toolkits.mplot3d import axes3d
import matplotlib.pyplot as plt
import os
# Create directory for frames
os.makedirs('frames', exist_ok=True)
plt.rcParams["figure.figsize"] = [7.50, 3.50]
plt.rcParams["figure.autolayout"] = True
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')
X, Y, Z = axes3d.get_test_data(0.1)
ax.plot_wireframe(X, Y, Z, rstride=5, cstride=5)
# Save frames at different angles
for angle in range(0, 360, 10):
ax.view_init(30, angle)
plt.draw()
plt.savefig(f'frames/frame_{angle:03d}.png', dpi=100, bbox_inches='tight')
print(f"Saved frame at angle {angle}")
plt.close()
print("All frames saved successfully!")
Method 2: Creating Animated GIF
Use matplotlib's animation module to create and save an animated GIF ?
from mpl_toolkits.mplot3d import axes3d
import matplotlib.pyplot as plt
import matplotlib.animation as animation
def rotate_plot(angle, ax, X, Y, Z):
ax.clear()
ax.plot_wireframe(X, Y, Z, rstride=5, cstride=5)
ax.view_init(30, angle)
ax.set_title(f'3D Plot - Angle: {angle}°')
plt.rcParams["figure.figsize"] = [8, 6]
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')
X, Y, Z = axes3d.get_test_data(0.1)
# Create animation
angles = range(0, 360, 5)
ani = animation.FuncAnimation(fig, rotate_plot, frames=angles,
fargs=(ax, X, Y, Z), interval=100, repeat=True)
# Save as GIF (requires pillow: pip install pillow)
ani.save('rotating_3d_plot.gif', writer='pillow', fps=10)
print("Animated GIF saved as 'rotating_3d_plot.gif'")
Method 3: Saving as MP4 Video
Save the rotation as an MP4 video file ?
from mpl_toolkits.mplot3d import axes3d
import matplotlib.pyplot as plt
import matplotlib.animation as animation
def animate_rotation(frame, ax, X, Y, Z):
angle = frame * 2 # 2 degrees per frame
ax.view_init(30, angle)
return ax,
plt.rcParams["figure.figsize"] = [10, 8]
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')
X, Y, Z = axes3d.get_test_data(0.05)
ax.plot_wireframe(X, Y, Z, rstride=3, cstride=3, color='blue', alpha=0.7)
ax.set_title('Rotating 3D Wireframe Plot')
# Create animation with 180 frames (360° rotation)
ani = animation.FuncAnimation(fig, animate_rotation, frames=180,
fargs=(ax, X, Y, Z), interval=50, blit=False)
# Save as MP4 (requires ffmpeg)
ani.save('rotating_plot.mp4', writer='ffmpeg', fps=20, bitrate=1800)
print("Video saved as 'rotating_plot.mp4'")
Comparison of Methods
| Method | Output Format | File Size | Quality | Requirements |
|---|---|---|---|---|
| Individual Frames | PNG images | Large | High | Basic matplotlib |
| Animated GIF | GIF | Medium | Good | pillow package |
| MP4 Video | MP4 | Small | Excellent | ffmpeg |
Conclusion
Use individual frames for maximum control, animated GIFs for web compatibility, or MP4 videos for the best quality-to-size ratio. The animation module provides the most professional results for rotating 3D plots.
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