{
    "info": {
        "author": "He Zhang",
        "author_email": "zhanghe.dr@gmail.com",
        "bugtrack_url": null,
        "classifiers": [],
        "description": "# leave-one-out-encoder\nLeave one out coding for categorical features\n\nSee the source for this project here:\n<https://github.com/welfare520/leave-one-out-encoder>.\n\n## Getting Started  \n\n### Installing\n\n```\n$ pip install loo_encoder\n```\n\n## Example\n\nFit encoder according to X and y, and then transform it.\n\n```python\nfrom loo_encoder.encoder import LeaveOneOutEncoder\nimport pandas as pd\nimport numpy as np\n\n\nenc = LeaveOneOutEncoder(cols=['gender', 'country'], handle_unknown='impute', sigma=0.02, random_state=42)\n\nX = pd.DataFrame(\n    {\n        \"gender\": [\"male\", \"male\", \"female\", \"male\"],\n        \"country\": [\"Germany\", \"USA\", \"USA\", \"UK\"],\n        \"clicks\": [10, 33, 47, 21]\n    }\n)\n\ny = pd.Series([150, 250, 300, 100], name=\"orders\")\n\ndf_train = enc.fit_transform(X=X, y=y, sample_weight=X['clicks'])\n```\n\n\nPerform the transformation to new categorical data.\n\n```python\nX_val = pd.DataFrame(\n    {\n        \"gender\": [\"unknown\", \"male\", \"female\", \"male\"],\n        \"country\": [\"Germany\", \"USA\", \"Germany\", \"Japan\"]\n    }\n)\n\ndf_test = enc.transform(X=X_val)\n```\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/welfare520/leave-one-out-encoder",
        "keywords": "",
        "license": "GPL v3",
        "maintainer": "",
        "maintainer_email": "",
        "name": "loo_encoder",
        "package_url": "https://pypi.org/project/loo_encoder/",
        "platform": "",
        "project_url": "https://pypi.org/project/loo_encoder/",
        "project_urls": {
            "Homepage": "https://github.com/welfare520/leave-one-out-encoder"
        },
        "release_url": "https://pypi.org/project/loo_encoder/0.0.9/",
        "requires_dist": [
            "pandas",
            "numpy"
        ],
        "requires_python": "",
        "summary": "Leave one out encoding of categorical features",
        "version": "0.0.9"
    },
    "last_serial": 4136114,
    "releases": {
        "0.0.7": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "a4f8dcfcacd607ee0fa1c33ea600408c",
                    "sha256": "a750cb873490332907dadb282938aef94e291ea665c4ade2ed53609d189959aa"
                },
                "downloads": -1,
                "filename": "loo_encoder-0.0.7-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "a4f8dcfcacd607ee0fa1c33ea600408c",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 3812,
                "upload_time": "2018-07-19T15:36:56",
                "url": "https://files.pythonhosted.org/packages/c3/31/492c2d584d821e532bec5a780f70e1dc3902bc2035b7bda85c0f8f432286/loo_encoder-0.0.7-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "c484840ec152b87fb2a0b0c5a2101fc7",
                    "sha256": "e96a297f29e8b2372b69ed58921533a9cab100d9b4c25959c57f5cd066aa70b1"
                },
                "downloads": -1,
                "filename": "loo_encoder-0.0.7.tar.gz",
                "has_sig": false,
                "md5_digest": "c484840ec152b87fb2a0b0c5a2101fc7",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 3391,
                "upload_time": "2018-07-19T15:36:57",
                "url": "https://files.pythonhosted.org/packages/ba/6a/d48d6db31b90ad33b6d770a6360e7d9decb2816812ed912d7ed1eec2d281/loo_encoder-0.0.7.tar.gz"
            }
        ],
        "0.0.8": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "fa9fbcdff6d92ec5a4c3a2e19ce7a418",
                    "sha256": "cfdbad426764a683bdb5c409d127cfacefcbada06494cdceb434818ef9326feb"
                },
                "downloads": -1,
                "filename": "loo_encoder-0.0.8-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "fa9fbcdff6d92ec5a4c3a2e19ce7a418",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 4312,
                "upload_time": "2018-07-28T20:48:51",
                "url": "https://files.pythonhosted.org/packages/e1/e3/1a54a23f5121b1e28c837f2a19cbeccf190eddb927ae8cce803161ee4bda/loo_encoder-0.0.8-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "c8d01246d9d463d669e246d9b1bbfd67",
                    "sha256": "2dc1a09f2990cb5fe271570c2cc125894207b3010e19a1bac8c5873a87f81372"
                },
                "downloads": -1,
                "filename": "loo_encoder-0.0.8.tar.gz",
                "has_sig": false,
                "md5_digest": "c8d01246d9d463d669e246d9b1bbfd67",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 3703,
                "upload_time": "2018-07-28T20:48:53",
                "url": "https://files.pythonhosted.org/packages/64/f7/2363d88155d22e8957c5d7e4388fe5310ffedf2e4e42c385a8447d2b674a/loo_encoder-0.0.8.tar.gz"
            }
        ],
        "0.0.9": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "b853013ed785bdb661beb27607a63d42",
                    "sha256": "cd9cd2836cdf95b561928ead4d7d37c450680c385ec4c4b436c6f30354a8c47c"
                },
                "downloads": -1,
                "filename": "loo_encoder-0.0.9-py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "b853013ed785bdb661beb27607a63d42",
                "packagetype": "bdist_wheel",
                "python_version": "py3",
                "requires_python": null,
                "size": 4312,
                "upload_time": "2018-08-04T20:22:34",
                "url": "https://files.pythonhosted.org/packages/3a/f4/37eeb3d8feb8c55c07b6460e8dd9c46ff0aa1f780afe9a1a884734444230/loo_encoder-0.0.9-py3-none-any.whl"
            },
            {
                "comment_text": "",
                "digests": {
                    "md5": "1402c6d37f5b850f03ec128d2bf106a3",
                    "sha256": "0aae6b3a6da341b0d97e1728ab627027be6ef3351ab4bd4a82b946a1277edf47"
                },
                "downloads": -1,
                "filename": "loo_encoder-0.0.9.tar.gz",
                "has_sig": false,
                "md5_digest": "1402c6d37f5b850f03ec128d2bf106a3",
                "packagetype": "sdist",
                "python_version": "source",
                "requires_python": null,
                "size": 3706,
                "upload_time": "2018-08-04T20:22:36",
                "url": "https://files.pythonhosted.org/packages/97/13/93050a7a05b6ce41a375451b16817b34a3734480824bcfdd3d2fe8b98edf/loo_encoder-0.0.9.tar.gz"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "b853013ed785bdb661beb27607a63d42",
                "sha256": "cd9cd2836cdf95b561928ead4d7d37c450680c385ec4c4b436c6f30354a8c47c"
            },
            "downloads": -1,
            "filename": "loo_encoder-0.0.9-py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "b853013ed785bdb661beb27607a63d42",
            "packagetype": "bdist_wheel",
            "python_version": "py3",
            "requires_python": null,
            "size": 4312,
            "upload_time": "2018-08-04T20:22:34",
            "url": "https://files.pythonhosted.org/packages/3a/f4/37eeb3d8feb8c55c07b6460e8dd9c46ff0aa1f780afe9a1a884734444230/loo_encoder-0.0.9-py3-none-any.whl"
        },
        {
            "comment_text": "",
            "digests": {
                "md5": "1402c6d37f5b850f03ec128d2bf106a3",
                "sha256": "0aae6b3a6da341b0d97e1728ab627027be6ef3351ab4bd4a82b946a1277edf47"
            },
            "downloads": -1,
            "filename": "loo_encoder-0.0.9.tar.gz",
            "has_sig": false,
            "md5_digest": "1402c6d37f5b850f03ec128d2bf106a3",
            "packagetype": "sdist",
            "python_version": "source",
            "requires_python": null,
            "size": 3706,
            "upload_time": "2018-08-04T20:22:36",
            "url": "https://files.pythonhosted.org/packages/97/13/93050a7a05b6ce41a375451b16817b34a3734480824bcfdd3d2fe8b98edf/loo_encoder-0.0.9.tar.gz"
        }
    ]
}