{
    "info": {
        "author": "Martin Skarzynski",
        "author_email": "marskar@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3"
        ],
        "description": "# The `skippy` python package\n\nSkip the boilerplate of scikit-learn machine learning examples.\n\n## Installation\n```bash\npip install skippy\n```\n\n## Usage\n\nIn a shell environment, you can run `skippy`\nwith no arguments to perform a Logistic Regression\non the `digits` dataset.\n\nThis will produce a 10 x 10 confusion matrix\nwith the Accuracy Score at the top.\n\nYou can also pass arguments to skippy at the command line.\n\nFor example, \n```bash\nskippy -data diabetes -type linear_model -name Lasso\n# Or\nskippy -d diabetes -t linear_model -n Lasso\n```\nwill run a linear regression with lasso regularization (L1)\non the `diabetes` dataset.\n\nThe `data` argument can be any of\nthe following built-in scikit-learn datasets:\n- Regression\n    - `boston`\n    - `diabetes`\n- Classification\n    - `digits`\n    - `iris`\n    - `wine`\n    - `breast_cancer`\n\nThe `type` and `name` arguments are\nreferring to the model type and name from scikit-learn.\nThe `type` is the submodule, e.g. \n- `linear_model`\n- `naive_bayes`\n- `ensemble`\n- `svm`\n\nwhile the `name` is the what is actually imported, e.g.\n- `LinearRegression`\n- `GaussianNB`\n- `RandomForestRegressor`\n- `SVC`\n\nSimplify code to a single function call per step:\n```python\nfrom sklearn.metrics import confusion_matrix, accuracy_score\nimport skippy as skp\n\ndata = skp.get_data('digits')\nx_train, x_test, y_train, y_test = skp.split_data(data)\n\nmodel = skp.get_model(model_type='ensemble',\n                      model_name='RandomForestClassifier')\n\nfit = model.fit(x_train, y_train)\nskp.pickle_model(filename='digits_rf.pickle', model=fit)\npredictions = fit.predict(x_test)\n\nconfmat = confusion_matrix(y_true=y_test, y_pred=predictions)\naccuracy = accuracy_score(y_true=y_test, y_pred=predictions)\n\nskp.confusion_matrix_plot(cm=confmat,\n                          acc=accuracy,\n                          filename='digits_rf.png')\n```\n\nOr run a whole pipeline with one function:\n\n```python\nimport skippy as skp\n\nskp.classification(dataset='digits',\n                   model_type='ensemble',\n                   model_name='RandomForestClassifier',\n                   pickle_name='digits_rf.pickle',\n                   plot_name='digits_rf.png')\n```\n\nFor inspiration, look at the example pipelines in the\n[pipelines folder](https://github.com/marskar/skippy/tree/master/pipelines)\nof the\n[skippy repo](https://github.com/marskar/skippy).\n\n\n",
        "description_content_type": "text/markdown",
        "docs_url": null,
        "download_url": "",
        "downloads": {
            "last_day": -1,
            "last_month": -1,
            "last_week": -1
        },
        "home_page": "https://github.com/marskar/skippy",
        "keywords": "",
        "license": "",
        "maintainer": "",
        "maintainer_email": "",
        "name": "skippy",
        "package_url": "https://pypi.org/project/skippy/",
        "platform": "",
        "project_url": "https://pypi.org/project/skippy/",
        "project_urls": {
            "Homepage": "https://github.com/marskar/skippy"
        },
        "release_url": "https://pypi.org/project/skippy/0.1.0/",
        "requires_dist": [
            "scikit-learn",
            "matplotlib",
            "seaborn"
        ],
        "requires_python": "",
        "summary": "Simplified analysis of sklearn datasets",
        "version": "0.1.0"
    },
    "last_serial": 4340712,
    "releases": {
        "0.0.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "233954463c6997b2a8ebdfad9fb06c5a",
                    "sha256": "d385a4a236c6656e21645ac571c7d233499d9cffa5e2a0c84138369c81f7744a"
                },
                "downloads": -1,
                "filename": "skippy-0.0.1-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "233954463c6997b2a8ebdfad9fb06c5a",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 3172,
                "upload_time": "2018-09-29T17:50:06",
                "url": "https://files.pythonhosted.org/packages/df/8e/0021caa5c57b5feb64b23cd7ee940498bccf61bb74174ebeb82a430369c8/skippy-0.0.1-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "0b12908a08d37f26ab3544ba93539194",
                    "sha256": "70d32fa94d013722ff4e137f87251ccaa7ff96a4b9a5acafd086dd82bd704d3c"
                },
                "downloads": -1,
                "filename": "skippy-0.0.1.tar.gz",
                "has_sig": false,
                "md5_digest": "0b12908a08d37f26ab3544ba93539194",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 2004,
                "upload_time": "2018-09-29T17:50:08",
                "url": "https://files.pythonhosted.org/packages/da/ef/a37f24043a1e5ce4ecbb00b41408cac54e8d915f33e3eebe14af0fd68e2a/skippy-0.0.1.tar.gz"
            }
        ],
        "0.0.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "f0c72bff9d0e4afed3d8d654f51fdc28",
                    "sha256": "e4b3f5be142adc2828445b4ca2d2a96a041f008e6a3ef84cdc291c82e5d57c4f"
                },
                "downloads": -1,
                "filename": "skippy-0.0.2-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "f0c72bff9d0e4afed3d8d654f51fdc28",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 3651,
                "upload_time": "2018-09-29T18:57:42",
                "url": "https://files.pythonhosted.org/packages/41/56/09425fd3c5799a51d5b66df042c4892a16c9adba43b4e92a7372fda23f93/skippy-0.0.2-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "e74e1aa29fd1dec428701e2baf059005",
                    "sha256": "abd2a850e66e57cc4e47e0fb532060e5ca57806212ca6f98ca3f9c673b785adb"
                },
                "downloads": -1,
                "filename": "skippy-0.0.2.tar.gz",
                "has_sig": false,
                "md5_digest": "e74e1aa29fd1dec428701e2baf059005",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 2256,
                "upload_time": "2018-09-29T18:57:43",
                "url": "https://files.pythonhosted.org/packages/47/70/982756648d81aee4428bc9d4d2f98e7d50efcbff317bad6003ea1793810b/skippy-0.0.2.tar.gz"
            }
        ],
        "0.0.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "f150a63363628b7051490374898142fd",
                    "sha256": "b6a81f68c67a832d54f22ac5510689f2a805fc5ac4b631466416de1cf1322ce0"
                },
                "downloads": -1,
                "filename": "skippy-0.0.3-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "f150a63363628b7051490374898142fd",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 4289,
                "upload_time": "2018-09-29T20:36:46",
                "url": "https://files.pythonhosted.org/packages/0b/34/04d760a93257be4d893e7fbff93fcc85133ce6bda09a08e4d93b5391532f/skippy-0.0.3-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "301c4e1e213dd291d099a81f1dd7a73d",
                    "sha256": "b8854fbea6acd2a0e9a156bfe04adb15cc0d1e781d3cb2cdda5299718b9c7bae"
                },
                "downloads": -1,
                "filename": "skippy-0.0.3.tar.gz",
                "has_sig": false,
                "md5_digest": "301c4e1e213dd291d099a81f1dd7a73d",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 2537,
                "upload_time": "2018-09-29T20:36:47",
                "url": "https://files.pythonhosted.org/packages/e1/4b/c40563af5194626a3b3a23b1f29a295b30d9b40a72b6be6c385fcbd4be89/skippy-0.0.3.tar.gz"
            }
        ],
        "0.0.4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "83f7701375d9e0b97734ed268856b840",
                    "sha256": "c695677feff1498fcf688995066758389689ca7632172bb940245bcd417d2952"
                },
                "downloads": -1,
                "filename": "skippy-0.0.4-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "83f7701375d9e0b97734ed268856b840",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 4825,
                "upload_time": "2018-09-29T23:16:37",
                "url": "https://files.pythonhosted.org/packages/9a/0f/9109951aaadb665fdbee3ef8eafaa56eb889837054d2a5fc677c05d9ed36/skippy-0.0.4-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "f542c5081e1906e8aa620b251939ee32",
                    "sha256": "0ce7b93ecd5a0bb585d62c2369a1f204e6e6ffc8a04d3d023a00efc27794af6c"
                },
                "downloads": -1,
                "filename": "skippy-0.0.4.tar.gz",
                "has_sig": false,
                "md5_digest": "f542c5081e1906e8aa620b251939ee32",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 2970,
                "upload_time": "2018-09-29T23:16:39",
                "url": "https://files.pythonhosted.org/packages/0c/8a/9b203ca6bf9dc8fe3256d91540fbc4bab9cc73c6b5cc4e28c977a2bc613d/skippy-0.0.4.tar.gz"
            }
        ],
        "0.0.5": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "a86d479533f6c1482e24ab1339ed356d",
                    "sha256": "8a3dfbf6c8e678390f80a23eea1fd8eec264ad1a6fc9519d2cd2bb2e86056468"
                },
                "downloads": -1,
                "filename": "skippy-0.0.5-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "a86d479533f6c1482e24ab1339ed356d",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 4841,
                "upload_time": "2018-10-04T13:19:52",
                "url": "https://files.pythonhosted.org/packages/a1/72/12b9d4bd5330930d2ede53e7e3cf727c917498a7377f6eb827ca5ff642d1/skippy-0.0.5-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "d292d0f77105f62b5a5aa78d8aedb67f",
                    "sha256": "9216bed2ddce44f4e779faf109944072b386d4124abbfe94a2d959606256dab2"
                },
                "downloads": -1,
                "filename": "skippy-0.0.5.tar.gz",
                "has_sig": false,
                "md5_digest": "d292d0f77105f62b5a5aa78d8aedb67f",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 2977,
                "upload_time": "2018-10-04T13:19:54",
                "url": "https://files.pythonhosted.org/packages/34/85/5d0eff1ad394cfd6fed8a31132422983b80a092aa1813fdd697639f557c4/skippy-0.0.5.tar.gz"
            }
        ],
        "0.0.6": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "bc478740ceefeabaee922c07a25061e6",
                    "sha256": "f5088d6f627ddf1e129744879adeea1f86e771fee0e2523fbba0aa64116fc0fb"
                },
                "downloads": -1,
                "filename": "skippy-0.0.6-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "bc478740ceefeabaee922c07a25061e6",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 5089,
                "upload_time": "2018-10-04T13:25:13",
                "url": "https://files.pythonhosted.org/packages/9d/7f/5d70c19e737875cbc1d0ebf37e3b86a0e70f743fc9ce92a23ae60014b7f7/skippy-0.0.6-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "145d561f4f9e2476bafe86c69923530f",
                    "sha256": "bafa371b638eeb202a4e165b46d0ecd86c1fda50dd532819ae65f2dfa9437ae1"
                },
                "downloads": -1,
                "filename": "skippy-0.0.6.tar.gz",
                "has_sig": false,
                "md5_digest": "145d561f4f9e2476bafe86c69923530f",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 3055,
                "upload_time": "2018-10-04T13:25:14",
                "url": "https://files.pythonhosted.org/packages/dc/82/3b20ce275ad5779944a77b270daaf552b5d98b00c8f95bc5efef30d5bbb3/skippy-0.0.6.tar.gz"
            }
        ],
        "0.0.7": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "5ec536e206e5dd3218555c17d5ed28fb",
                    "sha256": "08920c0dccdf7de48b5706c69023e2172426a2fe8a6abe4fa91587b8b1e332e4"
                },
                "downloads": -1,
                "filename": "skippy-0.0.7-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "5ec536e206e5dd3218555c17d5ed28fb",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 5711,
                "upload_time": "2018-10-04T13:39:25",
                "url": "https://files.pythonhosted.org/packages/f6/61/eb888155e7adbafcf117d3434fc2e26fdea1c5ea35e89a7b09d7d2ba3e93/skippy-0.0.7-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "d3cb97c83a19bd826a63554d20283d4a",
                    "sha256": "3080f4cdb75719dde32a422e0d27fc717542334ec26075164eb5cff7c7e41a13"
                },
                "downloads": -1,
                "filename": "skippy-0.0.7.tar.gz",
                "has_sig": false,
                "md5_digest": "d3cb97c83a19bd826a63554d20283d4a",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 3440,
                "upload_time": "2018-10-04T13:39:26",
                "url": "https://files.pythonhosted.org/packages/90/c6/e4ac61118f0dad91ed47c6e670e5e10c477a2cd0d58d0e75c10059e82f52/skippy-0.0.7.tar.gz"
            }
        ],
        "0.0.8": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "c5ea0777a65fa8d602f038a75d0e2ef4",
                    "sha256": "6c8f568b765017d3eae3336960cb3ca581a71de0ce562b039660f7ab842eeb74"
                },
                "downloads": -1,
                "filename": "skippy-0.0.8-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "c5ea0777a65fa8d602f038a75d0e2ef4",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 5709,
                "upload_time": "2018-10-04T13:40:46",
                "url": "https://files.pythonhosted.org/packages/2c/a3/feac780d14a871d17871cb48b6536fbacb924abb1df293decb04dd13c65a/skippy-0.0.8-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "abd39753e1074029aa826da401b5e032",
                    "sha256": "45c9c10b161554ede7b502c597935c2c2bf781ab2267be1d0a1a9f923983ea7a"
                },
                "downloads": -1,
                "filename": "skippy-0.0.8.tar.gz",
                "has_sig": false,
                "md5_digest": "abd39753e1074029aa826da401b5e032",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 3441,
                "upload_time": "2018-10-04T13:40:48",
                "url": "https://files.pythonhosted.org/packages/3e/27/b83766070d383e90e56085a6ee0aa0e4a1280164cb1cb5990042e7eb268e/skippy-0.0.8.tar.gz"
            }
        ],
        "0.0.9": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "811933d70a925abed88ddd009e876c0d",
                    "sha256": "8ccaaf9f9159641555a3948fc61be8e653799890d4cfd79947bcbdc62fe3a20f"
                },
                "downloads": -1,
                "filename": "skippy-0.0.9-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "811933d70a925abed88ddd009e876c0d",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 5738,
                "upload_time": "2018-10-04T14:37:20",
                "url": "https://files.pythonhosted.org/packages/56/60/9db149f0e1df5298783663f4c05352d9233877e5f56345c145bf38f38c6c/skippy-0.0.9-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "c62f36d090acac269ec4b32f826607e6",
                    "sha256": "628f8a48caadf66342f9f8efed8f4f9823ace2ff2255463940ca58daad879d04"
                },
                "downloads": -1,
                "filename": "skippy-0.0.9.tar.gz",
                "has_sig": false,
                "md5_digest": "c62f36d090acac269ec4b32f826607e6",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 3498,
                "upload_time": "2018-10-04T14:37:22",
                "url": "https://files.pythonhosted.org/packages/16/0f/9af0f7d6ba52e0caffacfcf5323343571efd5f8de28da33d1a72dd3b1a2c/skippy-0.0.9.tar.gz"
            }
        ],
        "0.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "ff147c6b5eb8a87594e922174c7b00b4",
                    "sha256": "a1fe46c59817f47ddf73a3b2b19f5605698601a3fad7027ce5f5a71a31f1ea75"
                },
                "downloads": -1,
                "filename": "skippy-0.1.0-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "ff147c6b5eb8a87594e922174c7b00b4",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 6167,
                "upload_time": "2018-10-04T15:11:30",
                "url": "https://files.pythonhosted.org/packages/a4/cb/346f34fc87fab0d9aa643432dbd22d8ffe798e68ea777c081f107d8c0192/skippy-0.1.0-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "298ecdc5c785d6ae91a43f7e5a9706ba",
                    "sha256": "5ff4b02d5bd75ffab0eda30da10c4f7da6fb9ec216b80fc7c6f72df18a72d19a"
                },
                "downloads": -1,
                "filename": "skippy-0.1.0.tar.gz",
                "has_sig": false,
                "md5_digest": "298ecdc5c785d6ae91a43f7e5a9706ba",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 4098,
                "upload_time": "2018-10-04T15:11:31",
                "url": "https://files.pythonhosted.org/packages/44/6a/7324798624222bbc555e61ba534673764846a40f4a71cf513d32f323382f/skippy-0.1.0.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "ff147c6b5eb8a87594e922174c7b00b4",
                "sha256": "a1fe46c59817f47ddf73a3b2b19f5605698601a3fad7027ce5f5a71a31f1ea75"
            },
            "downloads": -1,
            "filename": "skippy-0.1.0-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "ff147c6b5eb8a87594e922174c7b00b4",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": null,
            "size": 6167,
            "upload_time": "2018-10-04T15:11:30",
            "url": "https://files.pythonhosted.org/packages/a4/cb/346f34fc87fab0d9aa643432dbd22d8ffe798e68ea777c081f107d8c0192/skippy-0.1.0-py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "298ecdc5c785d6ae91a43f7e5a9706ba",
                "sha256": "5ff4b02d5bd75ffab0eda30da10c4f7da6fb9ec216b80fc7c6f72df18a72d19a"
            },
            "downloads": -1,
            "filename": "skippy-0.1.0.tar.gz",
            "has_sig": false,
            "md5_digest": "298ecdc5c785d6ae91a43f7e5a9706ba",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 4098,
            "upload_time": "2018-10-04T15:11:31",
            "url": "https://files.pythonhosted.org/packages/44/6a/7324798624222bbc555e61ba534673764846a40f4a71cf513d32f323382f/skippy-0.1.0.tar.gz"
        }
    ]
}