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Distribution Fitting for large scale data

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@shruti.bothe wrote:

What is the best way to check the best fitting distribution of the data?
Are there any distribution fitting tools ?

I have a set of 12 files and I need to check the distribution of the data.I have checked tools like Minitab, where they have distribution fitting wrt to p values.
In python, the data can be fit into distributions if you have prior knowledge of what the data looks like.In my data set, I do not know the pattern and have to check all the distributions

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