Set Colorbar Range in matplotlib

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心在旅途
心在旅途 2020-11-22 16:24

I have the following code:

import matplotlib.pyplot as plt

cdict = {
  \'red\'  :  ( (0.0, 0.25, .25), (0.02, .59, .59), (1., 1., 1.)),
  \'green\':  ( (0.0         


        
4条回答
  •  情话喂你
    2020-11-22 16:53

    Using figure environment and .set_clim()

    Could be easier and safer this alternative if you have multiple plots:

    import matplotlib as m
    import matplotlib.pyplot as plt
    import numpy as np
    
    cdict = {
      'red'  :  ( (0.0, 0.25, .25), (0.02, .59, .59), (1., 1., 1.)),
      'green':  ( (0.0, 0.0, 0.0), (0.02, .45, .45), (1., .97, .97)),
      'blue' :  ( (0.0, 1.0, 1.0), (0.02, .75, .75), (1., 0.45, 0.45))
    }
    
    cm = m.colors.LinearSegmentedColormap('my_colormap', cdict, 1024)
    
    x = np.arange(0, 10, .1)
    y = np.arange(0, 10, .1)
    X, Y = np.meshgrid(x,y)
    
    data = 2*( np.sin(X) + np.sin(3*Y) )
    data1 = np.clip(data,0,6)
    data2 = np.clip(data,-6,0)
    vmin = np.min(np.array([data,data1,data2]))
    vmax = np.max(np.array([data,data1,data2]))
    
    fig = plt.figure()
    ax = fig.add_subplot(131)
    mesh = ax.pcolormesh(data, cmap = cm)
    mesh.set_clim(vmin,vmax)
    ax1 = fig.add_subplot(132)
    mesh1 = ax1.pcolormesh(data1, cmap = cm)
    mesh1.set_clim(vmin,vmax)
    ax2 = fig.add_subplot(133)
    mesh2 = ax2.pcolormesh(data2, cmap = cm)
    mesh2.set_clim(vmin,vmax)
    # Visualizing colorbar part -start
    fig.colorbar(mesh,ax=ax)
    fig.colorbar(mesh1,ax=ax1)
    fig.colorbar(mesh2,ax=ax2)
    fig.tight_layout()
    # Visualizing colorbar part -end
    
    plt.show()
    

    A single colorbar

    The best alternative is then to use a single color bar for the entire plot. There are different ways to do that, this tutorial is very useful for understanding the best option. I prefer this solution that you can simply copy and paste instead of the previous visualizing colorbar part of the code.

    fig.subplots_adjust(bottom=0.1, top=0.9, left=0.1, right=0.8,
                        wspace=0.4, hspace=0.1)
    cb_ax = fig.add_axes([0.83, 0.1, 0.02, 0.8])
    cbar = fig.colorbar(mesh, cax=cb_ax)
    

    P.S.

    I would suggest using pcolormesh instead of pcolor because it is faster (more infos here ).

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