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Kernel: Python 3 (system-wide)

Design of Experiments

doepy in python 3 (system-wide)

https://doepy.readthedocs.io/en/latest/#quick-start

from doepy import build

samples = build.space_filling_lhs(
    {
        'Pressure': [40, 55, 70],
        'Temperature': [290, 320, 350],
        'Flow rate': [0.2, 0.4],
        'Time': [5, 11]
    },
    num_samples=20)
samples
Pressure had more than two levels. Assigning the end point to the high level. Temperature had more than two levels. Assigning the end point to the high level. 
from mpl_toolkits.mplot3d import Axes3D
import matplotlib.pyplot as plt

# plot
fig = plt.figure(figsize=(12, 8))
ax = fig.add_subplot(111, projection='3d')
ax.scatter3D(samples.Pressure,
           samples.Temperature,
           samples['Flow rate'],
           s=50)
ax.set_xlabel('Pressure')
ax.set_ylabel('Temperature')
ax.set_zlabel('Flow rate');
ax.view_init(30, 125)
plt.show()
Image in a Jupyter notebook