{
    "info": {
        "author": "AI Werkstatt(TM) www.aiwerkstatt.com",
        "author_email": "drh@aiwerkstatt.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 4 - Beta",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: BSD License",
            "Natural Language :: English",
            "Operating System :: POSIX :: Linux",
            "Operating System :: Unix",
            "Programming Language :: C",
            "Programming Language :: C++",
            "Programming Language :: Cython",
            "Programming Language :: Python :: 3.7",
            "Topic :: Scientific/Engineering :: Artificial Intelligence"
        ],
        "description": ".. -*- mode: rst -*-\n\n|Travis|_ |Codecov|_ |ReadTheDocs|_\n\n.. |Travis| image:: https://travis-ci.org/AIWerkstatt/koho.svg?branch=master\n.. _Travis: https://travis-ci.org/AIWerkstatt/koho\n\n.. |Codecov| image:: https://codecov.io/gh/AIWerkstatt/koho/branch/master/graph/badge.svg\n.. _Codecov: https://codecov.io/gh/AIWerkstatt/koho\n\n.. |ReadTheDocs| image:: https://readthedocs.org/projects/koho/badge/?version=latest\n.. _ReadTheDocs: https://koho.readthedocs.io/en/latest/\n\nkoho (TM)\n=========\n\n**koho** (Hawaiian word for 'to estimate') is a **Decision Forest** **C++ library**\nwith a `scikit-learn`_ compatible **Python interface**.\n\n- Classification\n- Numerical (dense) data\n- Missing values (Not Missing At Random (NMAR))\n- Class balancing\n- Multi-Class\n- Multi-Output (single model)\n- Build order: depth first\n- Impurity criteria: gini\n- n Decision Trees with soft voting\n- Split a. features: best over k (incl. all) random features\n- Split b. thresholds: 1 random or all thresholds\n- Stop criteria: max depth, (pure, no improvement)\n- Bagging (Bootstrap AGGregatING) with out-of-bag estimates\n- Important Features\n- Export Graph\n\n`ReadTheDocs`_\n\n`New BSD License <LICENSE>`_\n\n**Change Log:**\n1.1.0 Multi-Output (single model)\n1.0.0 Missing Values (NMAR) : Python, Cython(bindings), C++\n0.0.2 Criterion implemented in Cython\n0.0.1 Classification : Python only\n\nCopyright 2019, `AI Werkstatt (TM)`_. All rights reserved.\n\n.. _`scikit-learn`: http://scikit-learn.org\n.. _`AI Werkstatt (TM)`: http://www.aiwerkstatt.com",
        "description_content_type": "",
        "docs_url": null,
        "download_url": "https://github.com/aiwerkstatt/koho",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://koho.readthedocs.io/en/latest/",
        "keywords": "",
        "license": "New BSD License",
        "maintainer": "AI Werkstatt(TM) www.aiwerkstatt.com",
        "maintainer_email": "drh@aiwerkstatt.com",
        "name": "koho",
        "package_url": "https://pypi.org/project/koho/",
        "platform": "",
        "project_url": "https://pypi.org/project/koho/",
        "project_urls": {
            "Download": "https://github.com/aiwerkstatt/koho",
            "Homepage": "https://koho.readthedocs.io/en/latest/"
        },
        "release_url": "https://pypi.org/project/koho/1.1.0/",
        "requires_dist": null,
        "requires_python": "",
        "summary": "Decision Forest C++ library with a scikit-learn compatible Python interface",
        "version": "1.1.0"
    },
    "last_serial": 5459268,
    "releases": {
        "0.0.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "d79e8321b61b044e9a9e15b341662033",
                    "sha256": "6a07ef8aab5889feb95e1e0cc81114e5a73883bb0bce20fb7142e8b7d5e41a47"
                },
                "downloads": -1,
                "filename": "koho-0.0.1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "d79e8321b61b044e9a9e15b341662033",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 20475,
                "upload_time": "2019-04-12T22:01:09",
                "url": "https://files.pythonhosted.org/packages/4f/1f/882ee07a4ba292e5b29cefe643082754eb4df34c3401eb22059f21c536ed/koho-0.0.1-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "cb0b893e554b6ee10926046b6bc30718",
                    "sha256": "d7a20db52595b1b5a8eae701ab19fe66667c193d96d54601b68ab54cfb7d7963"
                },
                "downloads": -1,
                "filename": "koho-0.0.1.tar.gz",
                "has_sig": false,
                "md5_digest": "cb0b893e554b6ee10926046b6bc30718",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 16540,
                "upload_time": "2019-04-12T22:01:10",
                "url": "https://files.pythonhosted.org/packages/98/66/bd06790f82474a7d34622166b634d24ecb05bf65dacaf064a6dff1a61e59/koho-0.0.1.tar.gz"
            }
        ],
        "0.0.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "271c12de1266d23e699e995f2ac919b6",
                    "sha256": "c59eeff465402f6f2441954117ad62c5f5b9d858c6d952bb7828cf35eaf21b35"
                },
                "downloads": -1,
                "filename": "koho-0.0.2.tar.gz",
                "has_sig": false,
                "md5_digest": "271c12de1266d23e699e995f2ac919b6",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 189289,
                "upload_time": "2019-04-30T21:15:24",
                "url": "https://files.pythonhosted.org/packages/ba/6d/f2a838a35e498bcf61108e6220bcb93cfde23721d024e3e10cab7fa1c5f4/koho-0.0.2.tar.gz"
            }
        ],
        "1.0.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "f8be1aabcff8d205ba8fac170dd561f6",
                    "sha256": "be7cd1adabfe4f18712f48418d79f9f4026aaca67355235992e0b43067636123"
                },
                "downloads": -1,
                "filename": "koho-1.0.0.tar.gz",
                "has_sig": false,
                "md5_digest": "f8be1aabcff8d205ba8fac170dd561f6",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 152139,
                "upload_time": "2019-05-13T16:13:31",
                "url": "https://files.pythonhosted.org/packages/ad/07/75ecea788ce58d4cee65e879db2e4c0504ab838743ef7cdf78ce317c65b0/koho-1.0.0.tar.gz"
            }
        ],
        "1.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "75c05ec09a18bf2b6109924ac6d0918d",
                    "sha256": "29c987cab1b8c975e711b7377e73ac52ac217abcc5bab007288ccde318d2fd42"
                },
                "downloads": -1,
                "filename": "koho-1.1.0.tar.gz",
                "has_sig": false,
                "md5_digest": "75c05ec09a18bf2b6109924ac6d0918d",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 159064,
                "upload_time": "2019-06-27T22:41:27",
                "url": "https://files.pythonhosted.org/packages/e0/52/2aaa23577b93c7fbc9abe58f0836c34e956ca90c535c704ac565893f0979/koho-1.1.0.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "75c05ec09a18bf2b6109924ac6d0918d",
                "sha256": "29c987cab1b8c975e711b7377e73ac52ac217abcc5bab007288ccde318d2fd42"
            },
            "downloads": -1,
            "filename": "koho-1.1.0.tar.gz",
            "has_sig": false,
            "md5_digest": "75c05ec09a18bf2b6109924ac6d0918d",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 159064,
            "upload_time": "2019-06-27T22:41:27",
            "url": "https://files.pythonhosted.org/packages/e0/52/2aaa23577b93c7fbc9abe58f0836c34e956ca90c535c704ac565893f0979/koho-1.1.0.tar.gz"
        }
    ]
}