{ "info": { "author": "John Mount, Nina Zumel", "author_email": "jmount@win-vector.com", "bugtrack_url": null, "classifiers": [ "Intended Audience :: Science/Research", "License :: OSI Approved :: BSD License", "Programming Language :: Python", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.5", "Programming Language :: Python :: 3.6", "Programming Language :: Python :: 3.7", "Programming Language :: Python :: 3.8", "Programming Language :: Python :: 3.9" ], "description": "\n[This](https://github.com/WinVector/pyvtreat) is the Python version of the `vtreat` data preparation system\n(also available as an [`R` package](https://winvector.github.io/vtreat/)).\n\n`vtreat` is a `DataFrame` processor/conditioner that prepares\nreal-world data for supervised machine learning or predictive modeling\nin a statistically sound manner.\n\n`vtreat` takes an input `DataFrame`\nthat has a specified column called \"the outcome variable\" (or \"y\")\nthat is the quantity to be predicted (and must not have missing\nvalues). Other input columns are possible explanatory variables\n(typically numeric or categorical/string-valued, these columns may\nhave missing values) that the user later wants to use to predict \"y\".\nIn practice such an input `DataFrame` may not be immediately suitable\nfor machine learning procedures that often expect only numeric\nexplanatory variables, and may not tolerate missing values.\n\nTo solve this, `vtreat` builds a transformed `DataFrame` where all\nexplanatory variable columns have been transformed into a number of\nnumeric explanatory variable columns, without missing values. The\n`vtreat` implementation produces derived numeric columns that capture\nmost of the information relating the explanatory columns to the\nspecified \"y\" or dependent/outcome column through a number of numeric\ntransforms (indicator variables, impact codes, prevalence codes, and\nmore). This transformed `DataFrame` is suitable for a wide range of\nsupervised learning methods from linear regression, through gradient\nboosted machines.\n\nThe idea is: you can take a `DataFrame` of messy real world data and\neasily, faithfully, reliably, and repeatably prepare it for machine\nlearning using documented methods using `vtreat`. Incorporating\n`vtreat` into your machine learning workflow lets you quickly work\nwith very diverse structured data.\n\nWorked examples can be found [here](https://github.com/WinVector/pyvtreat/tree/master/Examples).\n\nFor more detail please see here: [arXiv:1611.09477\nstat.AP](https://arxiv.org/abs/1611.09477) (the documentation describes the `R` version,\nhowever all of the examples can be found worked in `Python` [here](https://github.com/WinVector/pyvtreat/tree/master/Examples/vtreat_paper1)).\n\n`vtreat` is available\nas a [`Python`/`Pandas` package](https://github.com/WinVector/vtreat),\nand also as an [`R` package](https://github.com/WinVector/vtreat).\n\n\n", "description_content_type": "text/markdown", "docs_url": null, "download_url": "", "downloads": { "last_day": -1, "last_month": -1, "last_week": -1 }, "home_page": "https://github.com/WinVector/pyvtreat", "keywords": "", "license": "License :: OSI Approved :: BSD 3-clause License", "maintainer": "", "maintainer_email": 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