# PyHelpers
[](https://docs.python.org/3/)
[](https://pyhelpers.readthedocs.io/en/latest/?badge=latest)
[](https://github.com/mikeqfu/pyhelpers/blob/master/LICENSE)
[](https://app.codacy.com/gh/mikeqfu/pyhelpers/dashboard?utm_source=gh&utm_medium=referral&utm_content=&utm_campaign=Badge_grade)
[](https://zenodo.org/badge/latestdoi/173177909)
PyHelpers is a lightweight open-source Python package designed as a versatile toolkit for simplifying data (pre)processing tasks. It offers a comprehensive range of practical utilities to facilitate common data manipulation operations. These utilities encompass the ability to read and write file-like objects, efficiently handle various data types such as geographical and textual data, and establish streamlined communication with relational databases like PostgreSQL and Microsoft SQL Server.
## Installation
To install the latest release of PyHelpers from [PyPI](https://pypi.org/project/pyhelpers/) via [pip](https://pip.pypa.io/en/stable/cli/pip/):
```bash
pip install --upgrade pyhelpers
```
Please also refer to [Installation](https://pyhelpers.readthedocs.io/en/latest/installation.html) for more information.
## Quick start
For a concise guide on how to utilise PyHelpers, we recommend checking out the [quick-start tutorial](https://pyhelpers.readthedocs.io/en/latest/quick-start.html), which features multiple illustrative examples for each of the [modules](https://pyhelpers.readthedocs.io/en/latest/modules.html). These examples effectively demonstrate the capabilities of PyHelpers in facilitating data manipulation tasks and streamlining your work processes.
## Documentation
The complete PyHelpers documentation: [[HTML](https://pyhelpers.readthedocs.io/en/latest/)\] \[[PDF](https://pyhelpers.readthedocs.io/_/downloads/en/latest/pdf/)].
It is hosted on [ReadTheDocs](https://readthedocs.org/projects/pyhelpers/) and provides a wealth of detailed examples.
## License
PyHelpers is licensed under [GNU General Public License v3.0](https://github.com/mikeqfu/pyhelpers/blob/master/LICENSE) or later (GPLv3+).
## Cite as
Fu, Q. (2020). PyHelpers: an open-source toolkit for facilitating Python users' data manipulation tasks. Zenodo. [doi:10.5281/zenodo.4017438](https://doi.org/10.5281/zenodo.4017438)
```bibtex
@software{qian_fu_pyhelpers_4017438,
author = {Qian Fu},
title = {{PyHelpers: an open-source toolkit for facilitating
Python users' data manipulation tasks}},
year = 2020,
publisher = {Zenodo},
doi = {10.5281/zenodo.4017438},
url = {https://doi.org/10.5281/zenodo.4017438}
}
```
(Please also refer to the export options from [Zenodo](https://zenodo.org/search?page=1&size=20&q=conceptrecid:%224017438%22&sort=-version&all_versions=True) to reference the specific version of PyHelpers as appropriate.)
## Contributors
<!--suppress HtmlDeprecatedAttribute -->
<table>
<tbody>
<tr>
<td align="center">
<a href="https://github.com/mikeqfu" target="_blank"><img src="https://avatars.githubusercontent.com/u/1729711?v=4?s=100" width="100px;" alt="Qian Fu"/><br><sub><b>Qian Fu</b></sub></a><br>
<a href="https://github.com/mikeqfu/pyhelpers" target="_blank" title="Seeding">🌱</a>
<a href="https://github.com/mikeqfu/pyhelpers/commits?author=mikeqfu" target="_blank" title="Code">💻</a>
<a href="https://github.com/mikeqfu/pyhelpers/tree/master/tests" target="_blank" title="Tests">🧪</a>
<a href="https://pyhelpers.readthedocs.io/en/latest/" target="_blank" title="Documentation">📖</a>
</td>
<td align="center">
<a href="https://github.com/xyluo25" target="_blank"><img src="https://avatars.githubusercontent.com/u/36498464?v=4?s=100" width="100px;" alt="Xiangyong Luo"/><br><sub><b>Xiangyong Luo</b></sub></a><br>
<a href="https://github.com/mikeqfu/pyhelpers/commits?author=xyluo25" target="_blank" title="Code">💻</a>
</td>
</tbody>
</table>
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"description": "# PyHelpers\r\n\r\n[](https://docs.python.org/3/) \r\n[](https://pyhelpers.readthedocs.io/en/latest/?badge=latest)\r\n[](https://github.com/mikeqfu/pyhelpers/blob/master/LICENSE)\r\n[](https://app.codacy.com/gh/mikeqfu/pyhelpers/dashboard?utm_source=gh&utm_medium=referral&utm_content=&utm_campaign=Badge_grade)\r\n[](https://zenodo.org/badge/latestdoi/173177909)\r\n\r\nPyHelpers is a lightweight open-source Python package designed as a versatile toolkit for simplifying data (pre)processing tasks. It offers a comprehensive range of practical utilities to facilitate common data manipulation operations. These utilities encompass the ability to read and write file-like objects, efficiently handle various data types such as geographical and textual data, and establish streamlined communication with relational databases like PostgreSQL and Microsoft SQL Server.\r\n\r\n## Installation\r\n\r\nTo install the latest release of PyHelpers from [PyPI](https://pypi.org/project/pyhelpers/) via [pip](https://pip.pypa.io/en/stable/cli/pip/):\r\n\r\n```bash\r\npip install --upgrade pyhelpers\r\n```\r\n\r\nPlease also refer to [Installation](https://pyhelpers.readthedocs.io/en/latest/installation.html) for more information. \r\n\r\n## Quick start\r\n\r\nFor a concise guide on how to utilise PyHelpers, we recommend checking out the [quick-start tutorial](https://pyhelpers.readthedocs.io/en/latest/quick-start.html), which features multiple illustrative examples for each of the [modules](https://pyhelpers.readthedocs.io/en/latest/modules.html). These examples effectively demonstrate the capabilities of PyHelpers in facilitating data manipulation tasks and streamlining your work processes.\r\n\r\n## Documentation\r\n\r\nThe complete PyHelpers documentation: [[HTML](https://pyhelpers.readthedocs.io/en/latest/)\\] \\[[PDF](https://pyhelpers.readthedocs.io/_/downloads/en/latest/pdf/)]. \r\n\r\nIt is hosted on [ReadTheDocs](https://readthedocs.org/projects/pyhelpers/) and provides a wealth of detailed examples.\r\n\r\n## License\r\n\r\nPyHelpers is licensed under [GNU General Public License v3.0](https://github.com/mikeqfu/pyhelpers/blob/master/LICENSE) or later (GPLv3+).\r\n\r\n## Cite as\r\n\r\nFu, Q. (2020). PyHelpers: an open-source toolkit for facilitating Python users' data manipulation tasks. Zenodo. [doi:10.5281/zenodo.4017438](https://doi.org/10.5281/zenodo.4017438)\r\n\r\n```bibtex\r\n@software{qian_fu_pyhelpers_4017438,\r\n author = {Qian Fu},\r\n title = {{PyHelpers: an open-source toolkit for facilitating\r\n Python users' data manipulation tasks}},\r\n year = 2020,\r\n publisher = {Zenodo},\r\n doi = {10.5281/zenodo.4017438},\r\n url = {https://doi.org/10.5281/zenodo.4017438}\r\n}\r\n```\r\n\r\n(Please also refer to the export options from [Zenodo](https://zenodo.org/search?page=1&size=20&q=conceptrecid:%224017438%22&sort=-version&all_versions=True) to reference the specific version of PyHelpers as appropriate.)\r\n\r\n## Contributors\r\n\r\n<!--suppress HtmlDeprecatedAttribute -->\r\n<table>\r\n <tbody>\r\n <tr>\r\n <td align=\"center\">\r\n <a href=\"https://github.com/mikeqfu\" target=\"_blank\"><img src=\"https://avatars.githubusercontent.com/u/1729711?v=4?s=100\" width=\"100px;\" alt=\"Qian Fu\"/><br><sub><b>Qian Fu</b></sub></a><br>\r\n <a href=\"https://github.com/mikeqfu/pyhelpers\" target=\"_blank\" title=\"Seeding\">\ud83c\udf31</a>\r\n <a href=\"https://github.com/mikeqfu/pyhelpers/commits?author=mikeqfu\" target=\"_blank\" title=\"Code\">\ud83d\udcbb</a>\r\n <a href=\"https://github.com/mikeqfu/pyhelpers/tree/master/tests\" target=\"_blank\" title=\"Tests\">\ud83e\uddea</a>\r\n <a href=\"https://pyhelpers.readthedocs.io/en/latest/\" target=\"_blank\" title=\"Documentation\">\ud83d\udcd6</a>\r\n </td>\r\n <td align=\"center\">\r\n <a href=\"https://github.com/xyluo25\" target=\"_blank\"><img src=\"https://avatars.githubusercontent.com/u/36498464?v=4?s=100\" width=\"100px;\" alt=\"Xiangyong Luo\"/><br><sub><b>Xiangyong Luo</b></sub></a><br>\r\n <a href=\"https://github.com/mikeqfu/pyhelpers/commits?author=xyluo25\" target=\"_blank\" title=\"Code\">\ud83d\udcbb</a>\r\n </td>\r\n </tbody>\r\n</table>\r\n",
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