{
    "info": {
        "author": "JinQing Lee",
        "author_email": "hourout@163.com",
        "bugtrack_url": null,
        "classifiers": [
            "Intended Audience :: Developers",
            "Intended Audience :: Education",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: Apache Software License",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7",
            "Topic :: Scientific/Engineering",
            "Topic :: Scientific/Engineering :: Artificial Intelligence",
            "Topic :: Scientific/Engineering :: Visualization"
        ],
        "description": "![](https://github.com/Hourout/linora/blob/master/image/linora.png)\n\n\n![PyPI version](https://img.shields.io/pypi/pyversions/linora.svg)\n![Github license](https://img.shields.io/github/license/Hourout/linora.svg)\n[![PyPI](https://img.shields.io/pypi/v/linora.svg)](https://pypi.python.org/pypi/linora)\n![PyPI format](https://img.shields.io/pypi/format/linora.svg)\n![contributors](https://img.shields.io/github/contributors/Hourout/linora)\n![downloads](https://img.shields.io/pypi/dm/linora.svg)\n\nLinora is a simple and efficient tools for data mining and data analysis.\n\n\n\n| [API Document](https://github.com/Hourout/linora/blob/master/document/api.md) | [\u4e2d\u6587\u4ecb\u7ecd](https://github.com/Hourout/linora/blob/master/document/Chinese.md) |\n\n## Installation\n\nTo install [this verson from PyPI](https://pypi.org/project/linora/), type:\n\n```\npip install linora\n```\n\nTo get the newest one from this repo (note that we are in the alpha stage, so there may be frequent updates), type:\n\n```\npip install git+git://github.com/Hourout/linora.git\n```\n\n## Feature\n- metrics\n- metrics charts\n- feature columns\n- feature selection\n- image augmentation\n- text processing\n- model param search\n- sample splits\n\n## Example\n[more example](https://github.com/Hourout/linora/blob/master/example/readme.md)\n\n```python\nimport linora as la\n\n# plot ks curve\nlabel = [1, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1]\nlabel_prob = [0.8, 0.4, 0.2, 0.5, 0.9, 0.2, 0.8, 0.6, 0.1, 0.3, 0.8, 0.3, 0.9, 0.2, 0.84, \n              0.2, 0.5, 0.23, 0.83, 0.71, 0.34, 0.3, 0.2, 0.7, 0.2, 0.8, 0.3, 0.59, 0.26, 0.16, 0.13, 0.8]\nla.chart.ks_curve(label, label_prob)\n```\n![](https://github.com/Hourout/linora/blob/master/image/ks_curve.png)\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/Hourout/linora",
        "keywords": "hyperparameter-optimization,XGBoost,LightGBM,data-mining,data-analysis,machine-learning",
        "license": "Apache License Version 2.0",
        "maintainer": "",
        "maintainer_email": "",
        "name": "linora",
        "package_url": "https://pypi.org/project/linora/",
        "platform": "",
        "project_url": "https://pypi.org/project/linora/",
        "project_urls": {
            "Homepage": "https://github.com/Hourout/linora"
        },
        "release_url": "https://pypi.org/project/linora/0.9.3/",
        "requires_dist": [
            "pandas (>=0.24.1)",
            "xgboost (>=0.81)",
            "pyecharts (>=1.0.0)",
            "pyecharts-snapshot (>=0.1.10)",
            "numpy (>=1.16.2)",
            "tensorflow (>=2.0.0rc0)"
        ],
        "requires_python": "",
        "summary": "Simple and efficient tools for data mining and data analysis.",
        "version": "0.9.3"
    },
    "last_serial": 5902126,
    "releases": {
        "0.1.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "891cb70bf1d6858e396aacd19c4b15fd",
                    "sha256": "17b054401fd7b9565f03a9fd0c46ede6ba6ca74f621e0d81a61a286a26c93b6a"
                },
                "downloads": -1,
                "filename": "linora-0.1.0-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "891cb70bf1d6858e396aacd19c4b15fd",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 12155,
                "upload_time": "2018-11-23T13:36:47",
                "url": "https://files.pythonhosted.org/packages/5d/dd/5a0d297bcf3f75e5ccc37fbb489d1669667f1b75ee38a695dd7bd3f4be85/linora-0.1.0-py2.py3-none-any.whl"
            }
        ],
        "0.2.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "e621f31b31b7ac1bd1b5ee3ff43e37d3",
                    "sha256": "13082d04b20e0d6fb5260645ab268866e0696856debbaacdfffbd59ceba15b83"
                },
                "downloads": -1,
                "filename": "linora-0.2.3-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "e621f31b31b7ac1bd1b5ee3ff43e37d3",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 19217,
                "upload_time": "2019-03-04T10:23:56",
                "url": "https://files.pythonhosted.org/packages/5d/c2/d92d48c45ebe54fe2f7be8eea12400ce9e035847e6897f19286f240b443c/linora-0.2.3-py2.py3-none-any.whl"
            }
        ],
        "0.3.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "1d0eb5cdbe86f86190ecf46a6fdd592d",
                    "sha256": "1045aa96f2bd533ecaf7eb0b1b45e4bccfa92135748e8526581a5ae96af65490"
                },
                "downloads": -1,
                "filename": "linora-0.3.0-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "1d0eb5cdbe86f86190ecf46a6fdd592d",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 26547,
                "upload_time": "2019-03-06T10:05:21",
                "url": "https://files.pythonhosted.org/packages/59/41/926fca7a3dce22c052912728cdba1f7fafc4831637576990edf9dfa5ffa0/linora-0.3.0-py2.py3-none-any.whl"
            }
        ],
        "0.3.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "a30f2a760064ed2850cb2543f43b7f79",
                    "sha256": "7dc36aa98c88cfec3693f2e114d6bd2cbde5d4b483423389162a402ca69a91be"
                },
                "downloads": -1,
                "filename": "linora-0.3.1-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "a30f2a760064ed2850cb2543f43b7f79",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 26591,
                "upload_time": "2019-03-07T02:53:58",
                "url": "https://files.pythonhosted.org/packages/ad/b1/3b00cb22b9e262a2287dbed42d80152d867bacf9f9bc2cda7afad006602e/linora-0.3.1-py2.py3-none-any.whl"
            }
        ],
        "0.4.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "fbd83020c8eb4639dd51d416cab1b23b",
                    "sha256": "cc29171f53927e5214fad51b272ffd4dbdb61a899f4d8445511dbd6f7549bea8"
                },
                "downloads": -1,
                "filename": "linora-0.4.0-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "fbd83020c8eb4639dd51d416cab1b23b",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 31531,
                "upload_time": "2019-03-19T03:24:03",
                "url": "https://files.pythonhosted.org/packages/e7/3b/16e75e140119a0a5efbaeb4e0099a62052f610db80c9404d292efcf4e345/linora-0.4.0-py2.py3-none-any.whl"
            }
        ],
        "0.4.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "aca85d1d795ed4666e6d408e378b88b7",
                    "sha256": "84098768b06e023e5edc5c543047f80a519638017988b840a9680a4505d2794e"
                },
                "downloads": -1,
                "filename": "linora-0.4.1-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "aca85d1d795ed4666e6d408e378b88b7",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 31946,
                "upload_time": "2019-03-19T09:34:30",
                "url": "https://files.pythonhosted.org/packages/c8/39/6031587f88a0b1984ac8810614fe96120e25eed162302c6b0cc9e4bff661/linora-0.4.1-py2.py3-none-any.whl"
            }
        ],
        "0.4.2": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "df61f229cdfa10da712964aee8e946be",
                    "sha256": "d23b7f6a959780bac9008c4639c8dde155c8bce50fdd2d3e7b891eb15daf2d0b"
                },
                "downloads": -1,
                "filename": "linora-0.4.2-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "df61f229cdfa10da712964aee8e946be",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 32035,
                "upload_time": "2019-03-25T08:27:45",
                "url": "https://files.pythonhosted.org/packages/21/7b/98fa8010dec43ed14d5dd540a596cf607f45fc452bdc4bb29e24e6e5eadf/linora-0.4.2-py2.py3-none-any.whl"
            }
        ],
        "0.4.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "2e89e4b7daa1b529840df8701feae32c",
                    "sha256": "2318ced8dbd8ee9847ee4465ba7927664588f101d6e08e7dc07bdfd9b52d912f"
                },
                "downloads": -1,
                "filename": "linora-0.4.3-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "2e89e4b7daa1b529840df8701feae32c",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 31926,
                "upload_time": "2019-03-25T09:32:46",
                "url": "https://files.pythonhosted.org/packages/64/92/ea48c726ec1b36e52f4a4037df2848274f94cef7499c594a4ae2450a7a97/linora-0.4.3-py2.py3-none-any.whl"
            }
        ],
        "0.4.4": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "2872bd2873f09850d5aa8c9729f095d9",
                    "sha256": "8f953771c3e74a39eb16626621fae154faa75c2b70e35d3e11ca6d7cf85a152e"
                },
                "downloads": -1,
                "filename": "linora-0.4.4-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "2872bd2873f09850d5aa8c9729f095d9",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 32167,
                "upload_time": "2019-03-27T09:49:33",
                "url": "https://files.pythonhosted.org/packages/f3/1a/763d6671d3dc376d873fb21341cd1bfdb55452ce616d8149e68213a60414/linora-0.4.4-py2.py3-none-any.whl"
            }
        ],
        "0.5.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "85427dab263be6bcdacfe2711b31dcad",
                    "sha256": "c3e708d34e7ba4cdcedf352de660597a62299b2f855c9b073ccf9e1513be4372"
                },
                "downloads": -1,
                "filename": "linora-0.5.0-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "85427dab263be6bcdacfe2711b31dcad",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 34110,
                "upload_time": "2019-04-09T03:22:33",
                "url": "https://files.pythonhosted.org/packages/60/82/2c73459b8d7ee65eea7b3c9c15ef6aa97697891bbcbc9d3f5961c671ac1b/linora-0.5.0-py2.py3-none-any.whl"
            }
        ],
        "0.5.1": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "3d4a25b5d4e16a0a2c14bcb841a7e6d6",
                    "sha256": "40c75593eeced0484d1760492b160bfda717b14d939f810536c9625c303dfc23"
                },
                "downloads": -1,
                "filename": "linora-0.5.1-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "3d4a25b5d4e16a0a2c14bcb841a7e6d6",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 35710,
                "upload_time": "2019-04-17T09:45:17",
                "url": "https://files.pythonhosted.org/packages/47/72/01eb78f86f7f137ca8e10e8dfa591e6394ed40e811f0436a31ae5c72b68b/linora-0.5.1-py2.py3-none-any.whl"
            }
        ],
        "0.6.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "7d69aca41bfb625357b216efa1cd00b5",
                    "sha256": "23d95cc1b5465b8ee9b3733d8155afaff5c6b0130c4aa4d3a10cc4f74a19fd4e"
                },
                "downloads": -1,
                "filename": "linora-0.6.0-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "7d69aca41bfb625357b216efa1cd00b5",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 37182,
                "upload_time": "2019-05-10T10:12:47",
                "url": "https://files.pythonhosted.org/packages/13/2d/b057f24b709ec5a7a1e87b97985c88e82e763951c6531d2029bd1de3729d/linora-0.6.0-py2.py3-none-any.whl"
            }
        ],
        "0.7.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "6ad79a19c63f92845dd21f1428aabf43",
                    "sha256": "d6ba076084e46c6e8cffcfda9d00819095814ec71b1d3b25e7ecd33fd3fa4f08"
                },
                "downloads": -1,
                "filename": "linora-0.7.0-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "6ad79a19c63f92845dd21f1428aabf43",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 50068,
                "upload_time": "2019-06-04T07:46:30",
                "url": "https://files.pythonhosted.org/packages/98/22/ba6e79a6438bff0e1b62cc9bd2ab938fbf28797d2b81c39f174e38f728b2/linora-0.7.0-py2.py3-none-any.whl"
            }
        ],
        "0.8.0": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "e0b5c89216ddc208fa7f5220bab39954",
                    "sha256": "b2452d80b8e8a51683f58dbd383f0fc6fbbd0a308f9021d6cb745aa4d636b663"
                },
                "downloads": -1,
                "filename": "linora-0.8.0-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "e0b5c89216ddc208fa7f5220bab39954",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 68051,
                "upload_time": "2019-08-27T03:36:11",
                "url": "https://files.pythonhosted.org/packages/6d/56/01df66a7c727782cae0778275c24c84ce00cf4a03a48ccf525e7514d7864/linora-0.8.0-py2.py3-none-any.whl"
            }
        ],
        "0.9.3": [
            {
                "comment_text": "",
                "digests": {
                    "md5": "4487d254d74a8dc422a67cd1c3a68fe7",
                    "sha256": "e483b4d6d0b83e6fd8365d58b6456d57aa2127acc9a833a96946aeb6efefa1f2"
                },
                "downloads": -1,
                "filename": "linora-0.9.3-py2.py3-none-any.whl",
                "has_sig": false,
                "md5_digest": "4487d254d74a8dc422a67cd1c3a68fe7",
                "packagetype": "bdist_wheel",
                "python_version": "py2.py3",
                "requires_python": null,
                "size": 68829,
                "upload_time": "2019-09-29T08:34:07",
                "url": "https://files.pythonhosted.org/packages/45/52/6cf758fae1877bf58bdd3e74324bc2d53f43d416eaf1feae29aaf861840d/linora-0.9.3-py2.py3-none-any.whl"
            }
        ]
    },
    "urls": [
        {
            "comment_text": "",
            "digests": {
                "md5": "4487d254d74a8dc422a67cd1c3a68fe7",
                "sha256": "e483b4d6d0b83e6fd8365d58b6456d57aa2127acc9a833a96946aeb6efefa1f2"
            },
            "downloads": -1,
            "filename": "linora-0.9.3-py2.py3-none-any.whl",
            "has_sig": false,
            "md5_digest": "4487d254d74a8dc422a67cd1c3a68fe7",
            "packagetype": "bdist_wheel",
            "python_version": "py2.py3",
            "requires_python": null,
            "size": 68829,
            "upload_time": "2019-09-29T08:34:07",
            "url": "https://files.pythonhosted.org/packages/45/52/6cf758fae1877bf58bdd3e74324bc2d53f43d416eaf1feae29aaf861840d/linora-0.9.3-py2.py3-none-any.whl"
        }
    ]
}