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        "author": "Miguel Olivares and F. Javier Alba",
        "author_email": "miguel@moliware.com",
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        "classifiers": [
            "Development Status :: 4 - Beta",
            "License :: OSI Approved :: BSD License",
            "Natural Language :: English",
            "Programming Language :: Python :: 2.5",
            "Programming Language :: Python :: 2.6",
            "Programming Language :: Python :: 2.7"
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        "description": "confumatrix\n===========\n\nConfusion matrix tool.\n\nFurther information:\n\n    * http://en.wikipedia.org/wiki/Binary_classification\n    * http://en.wikipedia.org/wiki/Sensitivity_and_specificity\n\nInstalation\n-----------\n\nFrom source code: ::\n\n  python setup.py install\n\nFrom pypi: ::\n\n  pip intall confumatrix\n\n\nUsage\n-----\n::\n\n    >>> from confumatrix import ConfuMatrix\n    >>> cm = ConfuMatrix(a=10, b=1, c=10, d=3)\n    >>> cm.accuracy()\n    0.5416666666666666\n    >>> cm.precision()\n    0.9090909090909091\n    >>> cm.recall()\n    0.5\n    >>> cm.specificity()\n    0.75\n    >>> cm.sensitivity()\n    0.5\n    >>> cm.f1()\n    0.6451612903225806\n    >>> print cm\n    =========================\n    Confusion Matrix:\n\n        10  1\n        10  3\n\n    Accuracy: 0.541666666667\n    Recall: 0.5\n    Precision: 0.909090909091\n    Specificity: 0.75\n    F-measure: 0.645161290323\n    =========================\n\n\nbinary_classification.py\n------------------------\n\nLoad a yaml file with results of a binary classfication and prints Confusion matrix for that results.\n\nInput file format: ::\n\n    # Languages that can be detected\n    types: [en, es, pt, it, de]\n    umbral: 0.5\n    sample: \n      - result:\n          en: 0.1\n          es: 0.2\n          pt: 0.3\n          it: 0.6666  #hit! ( 0.6666 > 0.5 )\n          de: 0.3\n        expected: de\n      - result:\n          en: 0.2\n          es: 0.99 # hit\n          pt: 0.98 # hit\n          it: 0.4\n          de: 0.3\n        expected: es",
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        "keywords": null,
        "license": "BSD",
        "maintainer": null,
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        "name": "confumatrix",
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        "summary": "Confusion matrix tool for binary classification.",
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