I have a question.
I have plotted a graph using Matplotlib like this:
from matplotlib import pyplot
import numpy
from scipy.interpolate import spline
widths = numpy.array([0, 30, 60, 90, 120, 150, 180])
heights = numpy.array([26, 38.5, 59.5, 82.5, 120.5, 182.5, 319.5])
xnew = numpy.linspace(widths.min(),widths.max(),300)
heights_smooth = spline(widths,heights,xnew)
pyplot.plot(xnew,heights_smooth)
pyplot.show()
Now I want to query a height value using width value as an argument. I cannot seem to find how to do that. Please help! Thanks in advance!
plot()
returns a useful object: [<matplotlib.lines.Line2D object at 0x38c9910>]
From that we can get x- and y-axis values:
import matplotlib.pyplot as plt, numpy as np
...
line2d = plt.plot(xnew,heights_smooth)
xvalues = line2d[0].get_xdata()
yvalues = line2d[0].get_ydata()
Then we can get the index of one of the width values:
idx = np.where(xvalues==xvalues[-2]) # this is 179.3979933110368
# idx is a tuple of array(s) containing index where value was found
# in this case -> (array([298]),)
And the corresponding height:
yvalues[idx]
# -> array([ 315.53469])
To check we can use get_xydata()
:
>>> xy = line2d[0].get_xydata()
>>> xy[-2]
array([ 179.39799331, 315.53469 ])
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