I am trying to make 3D surface plot, but I'm having trouble transforming my data into the right format.
Reshaping my Z variable gives me: 'ValueError: total size of new array must be unchanged'. The shape for Z is (2500,50). The shapes for X and Y are both (50,50). I'm not sure why this is so. Is there something obviously wrong with my code that I'm missing?
import numpy as np
from mpl_toolkits.mplot3d import Axes3D
import matplotlib.pyplot as plt
def Mountain(F, P):
TA = ((TAmax-TAmin) * (((FF**g)/((FF**g)+FFhm**g)**a)/((((FF**g)/((FF**g)+FFhm**g))**a)+(SP/SPe)**a)))
return TA
F = np.linspace(0,120)
P = np.linspace(0,100)
Fb= int(21)
Fro= int(362)
FFhm = int(63)
g= int(3)
a = int(3)
SPmin = float(1.82)
SPbend = float(0.5)
SPe = int(10)
TAmax= int(1)
TAmin = int(0)
SP = SPmin + SPbend * np.log(1 + np.exp((P - SPmin)/SPbend))
FF= (Fb * (np.log(1 + np.exp(Fro/Fb)) - np.log(1 + np.exp((Fro-F)/Fb))))
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')
X, Y = np.meshgrid(F, P)
gh= list(zip(np.ravel(X), np.ravel(Y)))
zs = np.array(Mountain(F,P) for F,P in gh)
Z = zs.reshape(X.shape)
ax.plot_surface(X, Y, Z)
ax.set_xlabel('F')
ax.set_ylabel('P')
ax.set_zlabel('TA')
plt.show()
You have to put z value for every pair of (X,Y). It mean you do not need numpy.ravel
. The sizes of X, Y and Z must be the same:
import numpy as np
from mpl_toolkits.mplot3d import Axes3D
import matplotlib.pyplot as plt
def Mountain(F, P):
TA = ((TAmax-TAmin) * (((FF**g)/((FF**g)+FFhm**g)**a)/((((FF**g)/((FF**g)+FFhm**g))**a)+(SP/SPe)**a)))
return TA
F = np.linspace(0,120)
P = np.linspace(0,100)
Fb= int(21)
Fro= int(362)
FFhm = int(63)
g= int(3)
a = int(3)
SPmin = float(1.82)
SPbend = float(0.5)
SPe = int(10)
TAmax= int(1)
TAmin = int(0)
SP = SPmin + SPbend * np.log(1 + np.exp((P - SPmin)/SPbend))
FF= (Fb * (np.log(1 + np.exp(Fro/Fb)) - np.log(1 + np.exp((Fro-F)/Fb))))
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')
X, Y = np.meshgrid(F, P)
Z = np.array(Mountain(F,P))
ax.plot_surface(X, Y, Z)
ax.set_xlabel('F')
ax.set_ylabel('P')
ax.set_zlabel('TA')
plt.show()
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