{
    "info": {
        "author": "Josh Montague",
        "author_email": "joshua.montague@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 3 - Alpha",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.3",
            "Programming Language :: Python :: 3.4",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: Implementation :: CPython",
            "Programming Language :: Python :: Implementation :: PyPy",
            "Topic :: Scientific/Engineering"
        ],
        "description": "\nSTL Decompose\n=============\n\nThis is a relatively naive Python implementation of a seasonal and trend decomposition using Loess smoothing. Commonly referred to as an \"STL decomposition\", Cleveland's 1990 paper is the canonical reference.  \n\nThis implementation is a variation of (and takes inspiration from) the implementation of the ``seasonal_decompose`` method `in statsmodels <http://www.statsmodels.org/stable/generated/statsmodels.tsa.seasonal.seasonal_decompose.html#statsmodels.tsa.seasonal.seasonal_decompose>`_. In this implementation, the trend component is calculated by substituting a configurable `Loess regression <https://en.wikipedia.org/wiki/Local_regression>`_ for the convolutional method used in ``seasonal_decompose``. It also extends the existing ``DecomposeResult`` from ``statsmodels`` to allow for forecasting based on the calculated decomposition. \n\n\nUsage\n-----\n\nThe ``stldecompose`` package is relatively lightweight. It uses ``pandas.Dataframe`` for inputs and outputs, and exposes only a couple of primary methods - ``decompose()`` and ``forecast()`` - as well as a handful of built-in forecasting functions. \n\nSee `the included IPython notebook <https://github.com/jrmontag/STLDecompose/blob/master/STL-usage-example.ipynb>`_ for more details and usage examples.\n\n\nInstallation\n------------\n\nA Python 3 virtual environment is recommended.\n\nThe preferred method of installation is via ``pip``::\n\n    (env) $ pip install stldecompose\n\nIf you'd like the bleeding-edge version, you can also install from this Github repo::\n\n    (env) $ git clone git@github.com:jrmontag/STLDecompose.git \n    (env) $ cd STLDecompose; pip install . \n\n\nMore Resources\n--------------\n\n- ``statsmodels`` `Time Series analysis <http://www.statsmodels.org/stable/tsa.html>`_ package\n- Hyndman's `OTexts reference on STL decomposition <https://www.otexts.org/fpp/6/5>`_ \n- Cleveland et al. 1990 [`pdf <https://www.wessa.net/download/stl.pdf>`_]\n\n\n",
        "description_content_type": "",
        "docs_url": null,
        "download_url": "",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://github.com/jrmontag/STLDecompose",
        "keywords": "",
        "license": "MIT",
        "maintainer": "",
        "maintainer_email": "",
        "name": "stldecompose",
        "package_url": "https://pypi.org/project/stldecompose/",
        "platform": "",
        "project_url": "https://pypi.org/project/stldecompose/",
        "project_urls": {
            "Homepage": "https://github.com/jrmontag/STLDecompose"
        },
        "release_url": "https://pypi.org/project/stldecompose/0.0.5/",
        "requires_dist": [
            "pandas",
            "numpy",
            "scipy",
            "statsmodels",
            "matplotlib"
        ],
        "requires_python": "",
        "summary": "A Python implementation of seasonal trend with Loess (STL) time series decomposition",
        "version": "0.0.5"
    },
    "last_serial": 4889900,
    "releases": {
        "0.0.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "96590429621b0ebea484d4ceb72864b2",
                    "sha256": "d37264f8a51aa2bc743c0bd3eacbc78f389d3ee663ba43321f8d536a68e4c684"
                },
                "downloads": -1,
                "filename": "stldecompose-0.0.1-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "96590429621b0ebea484d4ceb72864b2",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 7704,
                "upload_time": "2017-10-16T23:09:54",
                "url": "https://files.pythonhosted.org/packages/42/e8/a6ae564dc45b1158cd951f59aaa840b76eab6556b69f8c42073fa65444ba/stldecompose-0.0.1-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "99fac99a3e14559dd61afc4eaa0dc0ee",
                    "sha256": "8cd6edff2da154770d4f4f42fcb3174f8d9fcc90c6a6afcb384796b9b6c6ee2d"
                },
                "downloads": -1,
                "filename": "stldecompose-0.0.1.tar.gz",
                "has_sig": false,
                "md5_digest": "99fac99a3e14559dd61afc4eaa0dc0ee",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6836,
                "upload_time": "2017-10-16T23:09:55",
                "url": "https://files.pythonhosted.org/packages/50/e5/ac580b4b28c47ed9837e10cb5b06800a780e23418bc6bf5e35cf4448f7ae/stldecompose-0.0.1.tar.gz"
            }
        ],
        "0.0.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "e10cf4e5d6cfd4c2ebf8641e2feeb19f",
                    "sha256": "8f9d8987e934bcd7b0082bfe6aeefceb9746bab8d8412923a84b426c89f16469"
                },
                "downloads": -1,
                "filename": "stldecompose-0.0.2-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "e10cf4e5d6cfd4c2ebf8641e2feeb19f",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 7851,
                "upload_time": "2017-10-16T23:27:45",
                "url": "https://files.pythonhosted.org/packages/a0/ed/499383e6305bf37d125b839db8dfc9a1b0ed4844096c3d8098e32d3e3c98/stldecompose-0.0.2-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "93cd9f0e564340e20fde79ed12f31fc7",
                    "sha256": "c50ad04f95ac7cebb937dab68164b77a290aaffb1bbc25f90dfda36b0ee8da40"
                },
                "downloads": -1,
                "filename": "stldecompose-0.0.2.tar.gz",
                "has_sig": false,
                "md5_digest": "93cd9f0e564340e20fde79ed12f31fc7",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6913,
                "upload_time": "2017-10-16T23:27:46",
                "url": "https://files.pythonhosted.org/packages/f0/b4/1709336a00eadbc4adce22e5c0b24a66044a0b9532917c693eefe6158f9d/stldecompose-0.0.2.tar.gz"
            }
        ],
        "0.0.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "0c16aa1e265d60b9d446672775688083",
                    "sha256": "b8b720b9180ea379e6dbd90de3052c94b18f426f08edbe431d82f1b9854d4775"
                },
                "downloads": -1,
                "filename": "stldecompose-0.0.3-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "0c16aa1e265d60b9d446672775688083",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 7798,
                "upload_time": "2017-12-14T16:27:50",
                "url": "https://files.pythonhosted.org/packages/a1/c3/63ffef266dfd136f35b52659abc3b0b7bb6341b7e6c16e0a67a1be1667db/stldecompose-0.0.3-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "ebd064037d78ac02a21fa543a1e724ae",
                    "sha256": "d09889756ff19f2214d282bf59a92dcda669efe328794738fc5c458313fa1ad0"
                },
                "downloads": -1,
                "filename": "stldecompose-0.0.3.tar.gz",
                "has_sig": false,
                "md5_digest": "ebd064037d78ac02a21fa543a1e724ae",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6867,
                "upload_time": "2017-12-14T16:27:52",
                "url": "https://files.pythonhosted.org/packages/07/70/a701414bc61ac5673776b2b1217f989ef103070192d85453b2ee21c46935/stldecompose-0.0.3.tar.gz"
            }
        ],
        "0.0.5": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "04171753da298d0d0c7d051d56565363",
                    "sha256": "13b12c97ccd23438e5ca71af646ac2650b04c83a02f1ad2127b0d4f50b9ac5f1"
                },
                "downloads": -1,
                "filename": "stldecompose-0.0.5-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "04171753da298d0d0c7d051d56565363",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 6914,
                "upload_time": "2019-03-03T04:31:53",
                "url": "https://files.pythonhosted.org/packages/7f/0f/cc3cf33ae4ec1ffc83a2951dc37b5cdb49f9166c0e1de1a61e11b6d954fe/stldecompose-0.0.5-py2.py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "a597e7f07247f72cf22f029ebf81bd34",
                    "sha256": "dc13f103a1abb6fba53937dbf6607c2c7e5bc483317ab7879ea5fb3e968d97ac"
                },
                "downloads": -1,
                "filename": "stldecompose-0.0.5.tar.gz",
                "has_sig": false,
                "md5_digest": "a597e7f07247f72cf22f029ebf81bd34",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 6965,
                "upload_time": "2019-03-03T04:31:54",
                "url": "https://files.pythonhosted.org/packages/36/78/04d96ebbacf2c8d0876167c900e248f10440a84cd2e59490044a2944b84e/stldecompose-0.0.5.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "04171753da298d0d0c7d051d56565363",
                "sha256": "13b12c97ccd23438e5ca71af646ac2650b04c83a02f1ad2127b0d4f50b9ac5f1"
            },
            "downloads": -1,
            "filename": "stldecompose-0.0.5-py2.py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "04171753da298d0d0c7d051d56565363",
            "packagetype": "bdist_wheel",
            "python_version": "py2.py3",
            "requires_python": null,
            "size": 6914,
            "upload_time": "2019-03-03T04:31:53",
            "url": "https://files.pythonhosted.org/packages/7f/0f/cc3cf33ae4ec1ffc83a2951dc37b5cdb49f9166c0e1de1a61e11b6d954fe/stldecompose-0.0.5-py2.py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "a597e7f07247f72cf22f029ebf81bd34",
                "sha256": "dc13f103a1abb6fba53937dbf6607c2c7e5bc483317ab7879ea5fb3e968d97ac"
            },
            "downloads": -1,
            "filename": "stldecompose-0.0.5.tar.gz",
            "has_sig": false,
            "md5_digest": "a597e7f07247f72cf22f029ebf81bd34",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 6965,
            "upload_time": "2019-03-03T04:31:54",
            "url": "https://files.pythonhosted.org/packages/36/78/04d96ebbacf2c8d0876167c900e248f10440a84cd2e59490044a2944b84e/stldecompose-0.0.5.tar.gz"
        }
    ]
}