{
    "info": {
        "author": "Will Mayner",
        "author_email": "wmayner@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)",
            "Natural Language :: English",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.3",
            "Programming Language :: Python :: 3.4",
            "Topic :: Scientific/Engineering"
        ],
        "description": "============\nMarbl-Python\n============\n\nMarbl-Python is a Python implementation of the\n`Marbl specification <https://github.com/wmayner/marbl>`_\nfor normalized representations of Markov blankets in Bayesian networks.\n\nIt provides objects and methods for serializing and hashing **Marbls** (Markov\nblankets normalized per the Marbl spec), and unordered collections of them.\n\n\nInstallation\n~~~~~~~~~~~~\n\nTo install the latest release:\n\n.. code:: bash\n\n    pip install marbl-python\n\nTo install the latest development version:\n\n.. code:: bash\n\n    pip install \"git+https://github.com/wmayner/marbl-python@develop#egg=marbl-python\"\n\n\nUsage\n~~~~~\n\nSee the `API documentation. <http://pythonhosted.org/marbl-python>`_",
        "description_content_type": null,
        "docs_url": "https://pythonhosted.org/marbl-python/",
        "download_url": "UNKNOWN",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://github.com/wmayner/marbl-python",
        "keywords": null,
        "license": "GNU General Public License v3.0",
        "maintainer": null,
        "maintainer_email": null,
        "name": "marbl-python",
        "package_url": "https://pypi.org/project/marbl-python/",
        "platform": "UNKNOWN",
        "project_url": "https://pypi.org/project/marbl-python/",
        "project_urls": {
            "Download": "UNKNOWN",
            "Homepage": "https://github.com/wmayner/marbl-python"
        },
        "release_url": "https://pypi.org/project/marbl-python/2.0.3/",
        "requires_dist": null,
        "requires_python": null,
        "summary": "A Python implementation of the Marbl specification for normalized representations of Markov blankets in Bayesian networks.",
        "version": "2.0.3"
    },
    "last_serial": 1131098,
    "releases": {
        "0.0.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "1cf8d23f7ffa39b9ac9de2080fed817b",
                    "sha256": "b42aee13de802826604ce83e89121158cc9356778755f22f50b22b31dd4a4848"
                },
                "downloads": -1,
                "filename": "marbl_python-0.0.1-py2-none-any.whl",
                "has_sig": true,
                "md5_digest": "1cf8d23f7ffa39b9ac9de2080fed817b",
                "packagetype": "bdist_wheel",
                "python_version": "2.7",
                "requires_python": null,
                "size": 5929,
                "upload_time": "2014-05-14T21:42:51",
                "url": "https://files.pythonhosted.org/packages/e7/6c/6903b9a9e7165f5faeab0230b5e449ba785536de2daa96c42f81d0c5cf45/marbl_python-0.0.1-py2-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "63c144ced234a47be17b989a08744131",
                    "sha256": "46248d4fca5ae2d36337b408a6771d75d15d673c044ae358dca8ba960e2f5beb"
                },
                "downloads": -1,
                "filename": "marbl-python-0.0.1.tar.gz",
                "has_sig": true,
                "md5_digest": "63c144ced234a47be17b989a08744131",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 4344,
                "upload_time": "2014-05-14T21:42:47",
                "url": "https://files.pythonhosted.org/packages/6b/a1/f0c4cbd1684e917a5a6000adecb73cd8b3a9a823dddde6fc9b1f1bc784b4/marbl-python-0.0.1.tar.gz"
            }
        ],
        "0.0.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "ff2ad59aac933059b1cab10f5e8af021",
                    "sha256": "e01ff251ae4cee934d95c0bff31d312d4abdf36df62b91e71de356aeb3767f4b"
                },
                "downloads": -1,
                "filename": "marbl_python-0.0.2-py3-none-any.whl",
                "has_sig": true,
                "md5_digest": "ff2ad59aac933059b1cab10f5e8af021",
                "packagetype": "bdist_wheel",
                "python_version": "3.4",
                "requires_python": null,
                "size": 9799,
                "upload_time": "2014-05-15T23:54:20",
                "url": "https://files.pythonhosted.org/packages/74/d4/2dd7746a055fe40e8c32835578fda3edb71267558c9c22270eb2c1a63627/marbl_python-0.0.2-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "56df96c349c062ffbb8d011ee402ff7c",
                    "sha256": "8b4f0b3c0688364ef23295195a85c8e31fadfc436b4176ea04d0eedf3153f9a7"
                },
                "downloads": -1,
                "filename": "marbl-python-0.0.2.tar.gz",
                "has_sig": true,
                "md5_digest": "56df96c349c062ffbb8d011ee402ff7c",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 4372,
                "upload_time": "2014-05-15T23:54:17",
                "url": "https://files.pythonhosted.org/packages/da/63/db39cd970d994e9d05faca4177d19d7581456407aed2d6903e4d4569c205/marbl-python-0.0.2.tar.gz"
            }
        ],
        "1.0.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "c0053fd308a989a289b2e17911fd0287",
                    "sha256": "63c37683e341b4a738e0d3e8866e780f114df0db3e7f27a608ab26cf3ca67e92"
                },
                "downloads": -1,
                "filename": "marbl_python-1.0.0-py3-none-any.whl",
                "has_sig": true,
                "md5_digest": "c0053fd308a989a289b2e17911fd0287",
                "packagetype": "bdist_wheel",
                "python_version": "3.4",
                "requires_python": null,
                "size": 10430,
                "upload_time": "2014-05-20T22:36:30",
                "url": "https://files.pythonhosted.org/packages/5b/02/db03e35adf2516d743314cbe8fc0cef1add1d65b73a9a8116863d518265e/marbl_python-1.0.0-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "4eaae04f5469d7d24045fb072c017aa6",
                    "sha256": "847b750ea510cfbf38da03a8fd0aeef15547f44adb92fa71a8b935244f4721cd"
                },
                "downloads": -1,
                "filename": "marbl-python-1.0.0.tar.gz",
                "has_sig": true,
                "md5_digest": "4eaae04f5469d7d24045fb072c017aa6",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 5023,
                "upload_time": "2014-05-20T22:36:26",
                "url": "https://files.pythonhosted.org/packages/01/a3/98b93350cea9b197236f0e3d60db2d1e9dde9599f6e80c3b78363233bc3d/marbl-python-1.0.0.tar.gz"
            }
        ],
        "2.0.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "afa5c27f3396235ffaa5dd51f058855a",
                    "sha256": "24d524f807dcaf6037c3683eb97651af2419e7b4093374fac1749358d6bff889"
                },
                "downloads": -1,
                "filename": "marbl_python-2.0.0-py3-none-any.whl",
                "has_sig": true,
                "md5_digest": "afa5c27f3396235ffaa5dd51f058855a",
                "packagetype": "bdist_wheel",
                "python_version": "3.4",
                "requires_python": null,
                "size": 10445,
                "upload_time": "2014-06-06T21:33:01",
                "url": "https://files.pythonhosted.org/packages/f7/25/152acbc8e0312e84491dc1c54c450f135640e2fbde24834c8c21276d0c81/marbl_python-2.0.0-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "fc1fb312a115b02b9a7e4b2975182e37",
                    "sha256": "36ebdc6e11114509e0f3fb425362a96154896a9f68d4634fbbcaaf9e2c8ab46c"
                },
                "downloads": -1,
                "filename": "marbl-python-2.0.0.tar.gz",
                "has_sig": true,
                "md5_digest": "fc1fb312a115b02b9a7e4b2975182e37",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 5042,
                "upload_time": "2014-06-06T21:32:57",
                "url": "https://files.pythonhosted.org/packages/99/18/485706445a5f224efc240bad5d3111c18fe2166fcc3765203a7a5997e68c/marbl-python-2.0.0.tar.gz"
            }
        ],
        "2.0.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "f7d14052504744ad13542fc113001336",
                    "sha256": "c013e8ddb77b1bfa547bab648769b2cb87201ccaa6ae00dda1ddf775d37ad39e"
                },
                "downloads": -1,
                "filename": "marbl_python-2.0.1-py3-none-any.whl",
                "has_sig": true,
                "md5_digest": "f7d14052504744ad13542fc113001336",
                "packagetype": "bdist_wheel",
                "python_version": "3.4",
                "requires_python": null,
                "size": 10522,
                "upload_time": "2014-06-06T21:45:45",
                "url": "https://files.pythonhosted.org/packages/d8/ae/ee4868a09eeaa920d628e1adfe4a6548b44a451e0b7e64368ae2dd1afffa/marbl_python-2.0.1-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "a871bfa0c637ab668898b53ebdd5c503",
                    "sha256": "edac6523a3193e7f2186dc9d49af017d0f8caff7ae23fbefe2abe8ec5285f432"
                },
                "downloads": -1,
                "filename": "marbl-python-2.0.1.tar.gz",
                "has_sig": true,
                "md5_digest": "a871bfa0c637ab668898b53ebdd5c503",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 5149,
                "upload_time": "2014-06-06T21:45:42",
                "url": "https://files.pythonhosted.org/packages/6f/e0/6027e2f95a8940e5e8129a130147ef0c74cf4a4fa98b356860f69a2e31b4/marbl-python-2.0.1.tar.gz"
            }
        ],
        "2.0.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "238a02ed6da2b7c7a6dde3a5903c6f09",
                    "sha256": "1d8b0d7740c87eb3a1fb6935d121517d9bacc8d11a5fcf97d8e3cfbfb3307da7"
                },
                "downloads": -1,
                "filename": "marbl_python-2.0.2-py3-none-any.whl",
                "has_sig": true,
                "md5_digest": "238a02ed6da2b7c7a6dde3a5903c6f09",
                "packagetype": "bdist_wheel",
                "python_version": "3.4",
                "requires_python": null,
                "size": 10561,
                "upload_time": "2014-06-06T22:26:40",
                "url": "https://files.pythonhosted.org/packages/1f/ba/b3e343ddaea0e65c08199672b2ca754ec1f2b33aa77233cf92319c775e4e/marbl_python-2.0.2-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "e95b11deb0419db42c638a38078fe385",
                    "sha256": "3f056e7e559f27b8d51a9cb7a6c9c79f1371146e2623b2cb9f93061f660a8c45"
                },
                "downloads": -1,
                "filename": "marbl-python-2.0.2.tar.gz",
                "has_sig": true,
                "md5_digest": "e95b11deb0419db42c638a38078fe385",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 5182,
                "upload_time": "2014-06-06T22:26:37",
                "url": "https://files.pythonhosted.org/packages/73/f3/97b1596c2a6bc7ac6b4fd1effe596b91e1578ee8300319cf06db003ed149/marbl-python-2.0.2.tar.gz"
            }
        ],
        "2.0.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "664436fe647b34e6e11f189763cbc6e8",
                    "sha256": "0ff98e5101310d7763bb11f97a61e1b7dec1d171924825cb342000aa3963fb7d"
                },
                "downloads": -1,
                "filename": "marbl_python-2.0.3-py3-none-any.whl",
                "has_sig": true,
                "md5_digest": "664436fe647b34e6e11f189763cbc6e8",
                "packagetype": "bdist_wheel",
                "python_version": "3.4",
                "requires_python": null,
                "size": 10954,
                "upload_time": "2014-06-19T21:16:08",
                "url": "https://files.pythonhosted.org/packages/50/5c/d51ddc2e22bffa50d8b197eba5b4e9bf5405f8eae6d339a33e5b38f82060/marbl_python-2.0.3-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "43c57c4f9257c43f2ea97122cd763179",
                    "sha256": "4df690c5bc371cd9c8137b27798a6218cf4e39865e6817f2de940cdc34224bb5"
                },
                "downloads": -1,
                "filename": "marbl-python-2.0.3.tar.gz",
                "has_sig": true,
                "md5_digest": "43c57c4f9257c43f2ea97122cd763179",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 5578,
                "upload_time": "2014-06-19T21:16:06",
                "url": "https://files.pythonhosted.org/packages/f7/d4/3e2cd58083683fcd1ee1dd6eca0bd280a584dedb22a4cc85e6b9bb73e7b6/marbl-python-2.0.3.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "664436fe647b34e6e11f189763cbc6e8",
                "sha256": "0ff98e5101310d7763bb11f97a61e1b7dec1d171924825cb342000aa3963fb7d"
            },
            "downloads": -1,
            "filename": "marbl_python-2.0.3-py3-none-any.whl",
            "has_sig": true,
            "md5_digest": "664436fe647b34e6e11f189763cbc6e8",
            "packagetype": "bdist_wheel",
            "python_version": "3.4",
            "requires_python": null,
            "size": 10954,
            "upload_time": "2014-06-19T21:16:08",
            "url": "https://files.pythonhosted.org/packages/50/5c/d51ddc2e22bffa50d8b197eba5b4e9bf5405f8eae6d339a33e5b38f82060/marbl_python-2.0.3-py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "43c57c4f9257c43f2ea97122cd763179",
                "sha256": "4df690c5bc371cd9c8137b27798a6218cf4e39865e6817f2de940cdc34224bb5"
            },
            "downloads": -1,
            "filename": "marbl-python-2.0.3.tar.gz",
            "has_sig": true,
            "md5_digest": "43c57c4f9257c43f2ea97122cd763179",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 5578,
            "upload_time": "2014-06-19T21:16:06",
            "url": "https://files.pythonhosted.org/packages/f7/d4/3e2cd58083683fcd1ee1dd6eca0bd280a584dedb22a4cc85e6b9bb73e7b6/marbl-python-2.0.3.tar.gz"
        }
    ]
}