Stepwise Regression
A python package which executes linear regression forward and backward
Usage
The package can be imported and the functions
forward_regression:
Performs a forward feature selection based on p-value from statsmodels.api.OLS Arguments: X - pandas.DataFrame with candidate features y - list-like with the target threshold_in - include a feature if its p-value < threshold_in verbose - whether to print the sequence of inclusions and exclusions Returns: list of selected features
backward_regression:
Performs a forward feature selection based on p-value from statsmodels.api.OLS Arguments: X - pandas.DataFrame with candidate features y - list-like with the target threshold_out - exclude a feature if its p-value > threshold_out verbose - whether to print the sequence of inclusions and exclusions Returns: list of selected features
can be used
1 maintainer
Metadata
1 maintainer
Release files for stepwise-regression 1.0.3
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
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| stepwise-regression-1.0.3.tar.gz | 2.7 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| stepwise_regression-1.0.3-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 6.1 kB
Release files / stepwise-regression-1.0.3.tar.gz
| Download URL | stepwise-regression-1.0.3.tar.gz |
|---|---|
| Size | 2.7 kB |
| Tags | Source |
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SHA-256 checksum How to use checksums |
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twine/1.12.1 pkginfo/1.4.2 requests/2.19.1 setuptools/40.2.0 requests-toolbelt/0.9.1 tqdm/4.26.0 CPython/3.7.0
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Release files / stepwise_regression-1.0.3-py3-none-any.whl
| Download URL | stepwise_regression-1.0.3-py3-none-any.whl |
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| Size | 3.3 kB |
| Tags | Python 3 |
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twine/1.12.1 pkginfo/1.4.2 requests/2.19.1 setuptools/40.2.0 requests-toolbelt/0.9.1 tqdm/4.26.0 CPython/3.7.0
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