3D Scatter Plot with Matplotlib



Welcome to another 3D Matplotlib tutorial, covering how to graph a 3D scatter plot.

Graphing a 3D scatter plot is very similar to the typical scatter plot as well as the 3D wire_frame.

A quick example:

from mpl_toolkits.mplot3d import axes3d
import matplotlib.pyplot as plt
from matplotlib import style

style.use('ggplot')

fig = plt.figure()
ax1 = fig.add_subplot(111, projection='3d')

x = [1,2,3,4,5,6,7,8,9,10]
y = [5,6,7,8,2,5,6,3,7,2]
z = [1,2,6,3,2,7,3,3,7,2]

x2 = [-1,-2,-3,-4,-5,-6,-7,-8,-9,-10]
y2 = [-5,-6,-7,-8,-2,-5,-6,-3,-7,-2]
z2 = [1,2,6,3,2,7,3,3,7,2]

ax1.scatter(x, y, z, c='g', marker='o')
ax1.scatter(x2, y2, z2, c ='r', marker='o')

ax1.set_xlabel('x axis')
ax1.set_ylabel('y axis')
ax1.set_zlabel('z axis')

plt.show()

The result here:

Note here that you can change the size and marker with these plots, just like you can with a typical scatter plot.

The next tutorial:





  • Introduction to Matplotlib and basic line
  • Legends, Titles, and Labels with Matplotlib
  • Bar Charts and Histograms with Matplotlib
  • Scatter Plots with Matplotlib
  • Stack Plots with Matplotlib
  • Pie Charts with Matplotlib
  • Loading Data from Files for Matplotlib
  • Data from the Internet for Matplotlib
  • Converting date stamps for Matplotlib
  • Basic customization with Matplotlib
  • Unix Time with Matplotlib
  • Colors and Fills with Matplotlib
  • Spines and Horizontal Lines with Matplotlib
  • Candlestick OHLC graphs with Matplotlib
  • Styles with Matplotlib
  • Live Graphs with Matplotlib
  • Annotations and Text with Matplotlib
  • Annotating Last Price Stock Chart with Matplotlib
  • Subplots with Matplotlib
  • Implementing Subplots to our Chart with Matplotlib
  • More indicator data with Matplotlib
  • Custom fills, pruning, and cleaning with Matplotlib
  • Share X Axis, sharex, with Matplotlib
  • Multi Y Axis with twinx Matplotlib
  • Custom Legends with Matplotlib
  • Basemap Geographic Plotting with Matplotlib
  • Basemap Customization with Matplotlib
  • Plotting Coordinates in Basemap with Matplotlib
  • 3D graphs with Matplotlib
  • 3D Scatter Plot with Matplotlib
  • 3D Bar Chart with Matplotlib
  • Conclusion with Matplotlib