How to find a best fit distribution function for a list of data?

2024/11/15 8:13:06

I am aware of many probabilistic functions builted-in Python, with the random module.

I'd like to know if, given a list of floats, it would be possible to find the distribution equation that best fits the list?

I don't know if numpy does it, but this function could be compared (not equal, but similar) with the Excel's "Trend" function.

How would I do that?

Answer

Look at numpy.polyfit

numpy.polyfit(x, y, deg, rcond=None, full=False)

Least squares polynomial fit.

Fit a polynomial p(x) = p[0] * x**deg + ... + p[deg] of degree deg to points(x, y). Returns a vector of coefficients p that minimises the squared error.

https://en.xdnf.cn/q/71903.html

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