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        "author": "Fredrik Wallner",
        "author_email": "fredrik@wallner.nu",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: POSIX",
            "Operating System :: Unix",
            "Programming Language :: Python",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7",
            "Programming Language :: Python :: Implementation :: CPython",
            "Topic :: Scientific/Engineering",
            "Topic :: Scientific/Engineering :: Bio-Informatics",
            "Topic :: Scientific/Engineering :: Chemistry",
            "Topic :: Utilities"
        ],
        "description": "========\nOverview\n========\n\n\n\nA module for calculation of PCA and PLS with the NIPALS algorithm. Based on the R packages\n`nipals <https://cran.r-project.org/package=nipals>`_ and\n`pcaMethods <https://doi.org/10.18129/B9.bioc.pcaMethods>`_ as well as the\nstatistical appendixes to \"Introduction to Multi- and Megavariate Data Analysis\nusing Projection Methods (PCA & PLS)\" by Eriksson et. al.\nTested to give same results as the above packages and Simca, with some rounding errors.\n\n\n* Free software: MIT license\n\nInstallation\n============\n\n::\n\n    pip install nipals\n\nDocumentation\n=============\n\nhttps://python-nipals.readthedocs.io/\n\nDevelopment\n===========\n\nTo run the all tests run::\n\n    tox\n\nNote, to combine the coverage data from all the tox environments run:\n\n.. list-table::\n    :widths: 10 90\n    :stub-columns: 1\n\n    - - Windows\n      - ::\n\n            set PYTEST_ADDOPTS=--cov-append\n            tox\n\n    - - Other\n      - ::\n\n            PYTEST_ADDOPTS=--cov-append tox\n\nChangelog\n=========\n\n0.5.1 (2019-05-23)\n------------------\n\n* Added checks for, and optional removal of, zero variance in variables\n* Added support for Python 3.7\n* (0.5.0 was never released due to failing CI tests)\n\n0.4.3 (2018-04-24)\n------------------\n\n* Fixed test that failed after last bug fix\n\n0.4.2 (2018-04-24)\n------------------\n\n* Fixed bug with selection of starting column for cross validation of PCA\n\n0.4.1 (2018-04-09)\n------------------\n\n* Fixed bug with cross validation of PCA\n\n0.4.0 (2018-04-09)\n------------------\n\n* Added cross validations\n* Added calculation of distance to model with plots\n* Added model overview plots\n\n0.3.0 (2018-04-05)\n------------------\n\n* Added R2X and R2Y to the PLS class\n* Made plot color selectable also for scoreplots without classes\n\n0.2.0 (2018-03-29)\n------------------\n\n* Added a PLS class\n* Improved plotting\n* Fixed some problems with missing/infinite values\n\n0.1.0 (2018-03-14)\n------------------\n\n* First release on PyPI.\n\n\n",
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        "license": "MIT license",
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        "name": "nipals",
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