Hypothesize 
A Python package for hypothesis testing using robust statistics.
Basic Example
A robust measure of association using winsorized correlation
from hypothesize.measuring_associations import wincor
from hypothesize.utilities import create_example_data
# creating an example DataFrame with columns "cell_1" and "cell_2"
df=create_example_data(2)
results=wincor(df.cell_1, df.cell_2)
# returning the correlation, number of observations, p-value, and winsorized covariance
print(results)
{'cor': 0.11, 'nval': 50, 'sig': 0.44, 'wcov': 0.01}
Documentation
:book: Please visit the Hypothesize documentation site.
Citing Hypothesize
If you use Hypothesize in academic work, please use the following citation:
Campopiano, A., & Wilcox, R. R. (2020). Hypothesize: Robust Statistics for Python. Journal of Open Source Software, 5(50), 2241, https://doi.org/10.21105/joss.02241
BibTex:
@article{Campopiano2020,
doi = {10.21105/joss.02241},
url = {https://doi.org/10.21105/joss.02241},
year = {2020},
publisher = {The Open Journal},
volume = {5},
number = {50},
pages = {2241},
author = {Allan Campopiano and Rand R. Wilcox},
title = {Hypothesize: Robust Statistics for Python},
journal = {Journal of Open Source Software}
}
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