{
    "info": {
        "author": "Krzysztof Joachimiak",
        "author_email": "",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 2 - Pre-Alpha",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Natural Language :: English",
            "Programming Language :: Python",
            "Topic :: Scientific/Engineering"
        ],
        "description": "# bace <img src=\"https://raw.githubusercontent.com/krzjoa/bace/master/img/bace-of-spades.png\" align=\"right\" width = \"75px\"/>\n![Python 3.7](https://img.shields.io/badge/python-3.7-blue.svg) \n[![PyPI version](https://badge.fury.io/py/bace.svg)](https://badge.fury.io/py/bace) \n[![Build Status](https://travis-ci.org/rasbt/mlxtend.svg?branch=master)](https://travis-ci.org/krzjoa/Bayes) \n[![Documentation Status](https://readthedocs.org/projects/bace/badge/?version=latest)](https://bace.readthedocs.io/en/latest/?badge=latest) \n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) \n\n\nA deck of Naive Bayes algorithms with sklearn-like API.\n\n## Algorithms\n* Complement Naive Bayes\n* Negation Naive Bayes\n* Universal-set Naive Bayes\n* Selective Naive Bayes\n\n## Installation\n\nYou can install this module directly from GitHub repo with command:\n\n````\npython3.7 -m pip install git+https://github.com/krzjoa/bace.git\n````\n\nor as a PyPI package\n\n````\npython3.7 -m pip install bace\n````\n\n## Usage\n\n**bace** API mimics [scikit-learn](http://scikit-learn.org/stable/modules/classes.html) API, so usage is very simple.\n\n```` python\nfrom bace import ComplementNB\nfrom sklearn.datasets import fetch_20newsgroups\nfrom sklearn.feature_extraction.text import CountVectorizer\n\nvectorizer = CountVectorizer()\n\n# Train set\nnewsgroups_train = fetch_20newsgroups(subset='train', shuffle=True)\nX_train = vectorizer.fit_transform(newsgroups_train.data)\ny_train = newsgroups_train.target\n\n# Test set\nnewsgroups_test = fetch_20newsgroups(subset='test', shuffle=True)\nX_test = vectorizer.fit_transform(newsgroups_test.data)\ny_test = newsgroups_test.target\n\n# Score \ncnb = ComplementNB()\ncnb.fit(X_train, y_train).accuracy_score(X_test, y_test)\n````\n\n\n\nDocumentation\n-------------\nThe full documentation is at http://bace.rtfd.org.\n\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/krzjoa/bace",
        "keywords": "bayes",
        "license": "MIT",
        "maintainer": "",
        "maintainer_email": "",
        "name": "bace",
        "package_url": "https://pypi.org/project/bace/",
        "platform": "",
        "project_url": "https://pypi.org/project/bace/",
        "project_urls": {
            "Homepage": "https://github.com/krzjoa/bace"
        },
        "release_url": "https://pypi.org/project/bace/1.0.1/",
        "requires_dist": [
            "numpy",
            "scipy",
            "six",
            "scikit-learn",
            "m2r"
        ],
        "requires_python": "",
        "summary": "bace",
        "version": "1.0.1"
    },
    "last_serial": 5488840,
    "releases": {
        "1.0.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "f3c8449bd176f4d57b9bbdb94895e0c4",
                    "sha256": "6fca87a61075d6e07bcd4a296f2776d7f788cc1240b9173351203856be33db11"
                },
                "downloads": -1,
                "filename": "bace-1.0.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "f3c8449bd176f4d57b9bbdb94895e0c4",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 18143,
                "upload_time": "2019-06-27T22:09:57",
                "url": "https://files.pythonhosted.org/packages/90/13/2278ab5b3c7b8cfec8bf08bb762ec3e86c3a3a570adb5f2e2cd54a59b539/bace-1.0.0-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "cb9b01ee2461852e63455aa8087358cf",
                    "sha256": "b1dae35424401dc86216145d5ea32535ee93576e9bb8bae09f8d53ed9745c8cf"
                },
                "downloads": -1,
                "filename": "bace-1.0.0.tar.gz",
                "has_sig": false,
                "md5_digest": "cb9b01ee2461852e63455aa8087358cf",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 9412,
                "upload_time": "2019-06-27T22:09:59",
                "url": "https://files.pythonhosted.org/packages/56/88/73361bfcca0069cd911110439a053046f6af9bdd599e3c637bda23fe8ff6/bace-1.0.0.tar.gz"
            }
        ],
        "1.0.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "6fd1ede1371c449b5e620348eae7168a",
                    "sha256": "65c2b4ced4d68f9bf000ce50f8302a926b46fbdeb6ec9abc5d04d49b762af5da"
                },
                "downloads": -1,
                "filename": "bace-1.0.1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "6fd1ede1371c449b5e620348eae7168a",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 14717,
                "upload_time": "2019-07-04T21:53:16",
                "url": "https://files.pythonhosted.org/packages/cb/e0/9f54bf57313469066277a5ea8d781177db9c1afaa3b1b79b74737cff3c6b/bace-1.0.1-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "5a086568811ebcafaf78704350ce1f0d",
                    "sha256": "fd4d059af8a51bbcd8bbc98f5446975dc31caa4d5cfcc07055a5be5cce70bc51"
                },
                "downloads": -1,
                "filename": "bace-1.0.1.tar.gz",
                "has_sig": false,
                "md5_digest": "5a086568811ebcafaf78704350ce1f0d",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 8947,
                "upload_time": "2019-07-04T21:53:18",
                "url": "https://files.pythonhosted.org/packages/08/fe/22b6709a9db828131029d038af656f7556e9a83b950962e07d0943de886b/bace-1.0.1.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "6fd1ede1371c449b5e620348eae7168a",
                "sha256": "65c2b4ced4d68f9bf000ce50f8302a926b46fbdeb6ec9abc5d04d49b762af5da"
            },
            "downloads": -1,
            "filename": "bace-1.0.1-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "6fd1ede1371c449b5e620348eae7168a",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": null,
            "size": 14717,
            "upload_time": "2019-07-04T21:53:16",
            "url": "https://files.pythonhosted.org/packages/cb/e0/9f54bf57313469066277a5ea8d781177db9c1afaa3b1b79b74737cff3c6b/bace-1.0.1-py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "5a086568811ebcafaf78704350ce1f0d",
                "sha256": "fd4d059af8a51bbcd8bbc98f5446975dc31caa4d5cfcc07055a5be5cce70bc51"
            },
            "downloads": -1,
            "filename": "bace-1.0.1.tar.gz",
            "has_sig": false,
            "md5_digest": "5a086568811ebcafaf78704350ce1f0d",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 8947,
            "upload_time": "2019-07-04T21:53:18",
            "url": "https://files.pythonhosted.org/packages/08/fe/22b6709a9db828131029d038af656f7556e9a83b950962e07d0943de886b/bace-1.0.1.tar.gz"
        }
    ]
}