xi correlation for tied data
Project description
xicor
xi correlation method adapted for python
What is xicor?
xicor is an implementation of the "xi" correlation metric described in Chatterjee, S. (2019, September 22). A new coefficient of correlation. arxiv.org/abs/1909.10140. It is based off the R code mentioned in the paper: https://statweb.stanford.edu/~souravc/xi.R
- Free software: MIT license
- Documentation: https://czbiohub.github.io/xicor
Installation
The package can be installed from PyPI using pip here:
pip install xicor
Developmental install
To install this code and play around with the code locally, clone this github repository and use pip to install:
git clone https://github.com/czbiohub/xicor.git
cd xicor
# The "." means "install *this*, the folder where I am now"
pip install .
# or you could install using
python setup.py install
Usage
from xicor.xicor import Xi
xi_obj = Xi([1, 2, 3], [1, 2, 3])
correlation = xi_obj.correlation
pvals = xi_obj.pval_asymptotic(ties=False, nperm=1000)
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