Package for easy statistical testing and useful dataframe methods in pandas!
Project description
To build
""" https://realpython.com/pypi-publish-python-package/ """
pandstat
Package for easy integration of statistical tools in Pandas.
Usage:
All functions are meant to be used in pandas.pipe method
.
- All functions returns a new pd.DataFrame
Example of usage:
from pandstat import ols_model, one_sample_ttest
df = (pd.DataFrame()
.assign(x=[1,2,3,4,4,5,5,5,5,5,5,5])
)
(df
.pipe(one_sample_ttest, 'x')
)
Output:
term | mean | std_error | t | p_value | conf_low | conf_high | n_observations | |
---|---|---|---|---|---|---|---|---|
0 | Intercept | 4.08333 | 0.39807 | 10.2578 | 5.72919e-07 | 3.20719 | 4.95948 | 12 |
Dependencies
statsmodels
pandas
TODO
How to write complete
make a pivot table and fillna(0) and melt back again!
NOPE! That wont work...
Project details
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
pandstat-0.1.9.tar.gz
(5.5 kB
view hashes)