Showing posts with label polynomial. Show all posts
Showing posts with label polynomial. Show all posts

Tuesday, January 23, 2018

Polynomial Curve Fitting

The code below shows how easily you can do a Polynomial Curve Fitting with Python and Numpy.

import numpy as np

# sample x and y data - example
x = [7.76,10.11,11.89,14.81,15.49]
y = [1.851,1.971,1.953,1.842,1.805]

# the polyfit functions does the nth degree polynomial best fit on the data, 
# returning the polynomial coefficients

n = 4   # 4th degree polynomial, you can change for whatever degree you want
coefs = np.polyfit(x,y,n)

# The poly1d function applies the polynomial function to our calculated coefficients
polyf = np.poly1d(coefs)

#if we want to apply our polynomial function to a range of x values
xf = np.linspace(0,20)
yf = polyf(xf)