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        "author": "Tansel Arif",
        "author_email": "tanselarif@live.co.uk",
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        "description": "# Models Package\n\n1- Ridge Regression: Extends SKLearns Ridge regression by adding p-values, featureSelection and alpha optimisation.\n\n## Example Usage:\n\n### Import\nfrom model_arena.Regression import RidgeRegression\n\n### Create a RidgeRegression object\nrm = RidgeRegression()\n\n### Run the feature selection method as above to limit to the most important variables. \n### Stores the order of variables to the object\nrm.featureSelection(X,y)\n\n### Find the value of alpha minimising MSE for these features\nrm.findBestAlpha(X[rm.bestMeanCVModel],y)\n\n### Print the alpha\nprint('Alpha = {}'.format(rm.alpha))\n\n### Fit the model with the best features and the alpha\nrm.fit(X[rm.bestMeanCVModel],y)\n\n### Display a summary including p-values\nrm.summary(X[rm.bestMeanCVModel],y)\n\n\n## To Update PYPI\n\n1- Clone from github\n\n2- Make Changes\n\n3- Update version number in setup.py\n\n4- CD into the setup.py directory\n\n5- Run the following in the CMD:\npython3 -m pip install --user --upgrade setuptools wheel\npython3 setup.py sdist bdist_wheel\nor\npython -m pip install --user --upgrade setuptools wheel\npython setup.py sdist bdist_wheel\n\n6- Then the following in the CMD:\npython3 -m pip install --user --upgrade twine\npython3 -m twine upload dist/*\nor\npython -m pip install --user --upgrade twine\npython -m twine upload dist/*\n\n7- Test by pip install and importing\n\n\n\n\n\n\n\n",
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        "maintainer": "",
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        "name": "model-arena",
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        "summary": "A model extension package",
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