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        "author": "Vincent Chen",
        "author_email": "vincent.zh.chen@gmail.com",
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        "classifiers": [
            "Development Status :: 4 - Beta",
            "License :: OSI Approved :: Apache Software License",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7",
            "Topic :: System :: Logging"
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        "description": "# redquill\n[![PyPI version shields.io](https://img.shields.io/pypi/v/redquill.svg)](https://pypi.org/project/redquill/)\n[![Build Status](https://travis-ci.org/vincentzhchen/redquill.png?branch=master)](https://travis-ci.org/vincentzhchen/redquill)\n[![codecov](https://codecov.io/gh/vincentzhchen/redquill/coverage.svg?branch=master)](https://codecov.io/gh/vincentzhchen/redquill)\n\nLogging for pandas and more.\n\n## Description\n\nThere are functions specifically to log pandas dataframes as well\nas functions to count up the total number of errors and warnings.\n\n## Dependencies\n- [pandas](https://github.com/pandas-dev/pandas): Tested on 0.20.3\n    and higher.  May work for earlier versions.\n\n## Example\nFor this example, import both the customlogger and pandas.\n\n```python\nimport redquill as rq\nimport pandas as pd\n```\n\nInitialize the logger.  Note, the logger always logs to the console\nby default. You may inrqude a log directory and the log file name,\nwhich will allow the logs to flow into a file as well.\n```python\nlog = rq.redquill()\n```\n\nThe following will log any null values found in ```df```.\n```python\ndf = pd.DataFrame({\"A\": [1, 2, None, 3],\n                   \"B\": [4, 2, 2, 5]})\nlog.warn_null_values(df=df)\n```\n\nConsole output.\n```\n2018-03-04 01:34:33,162 - 23512 - WARNING - test_redquill.test_warn_null_values - \n    A  B\n2 NaN  2\n```\n\nThe following will log any duplicates found in column\n```B``` of ```df```.\n```python\ndf = pd.DataFrame({\"A\": [1, 2, None, 3],\n                   \"B\": [4, 2, 2, 5]})\nlog.warn_duplicate_values(df=df, subset=\"B\", msg=\"Duplicates on B.\")\n```\n\nConsole output.\n```\n2018-03-04 02:29:41,419 - 31825 - WARNING - test_redquill.test_warn_duplicate_values - Duplicates on B.\n     A  B\n1  2.0  2\n2  NaN  2\n```\n\n\n",
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