{"id":30838665,"url":"https://github.com/quati-dev/quati","last_synced_at":"2025-09-06T18:11:06.797Z","repository":{"id":134368485,"uuid":"599831152","full_name":"quati-dev/quati","owner":"quati-dev","description":"Dynamic data eng. functions to accelerate development and 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align=\"center\"\u003e\n\t\u003cpicture\u003e\n\t\u003c!-- \u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"assets/quati_white.svg\"\u003e --\u003e\n\t\u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/quati-dev/quati/refs/heads/main/assets/quati.svg\"\u003e\n\t\t\u003cimg src=\"https://raw.githubusercontent.com/quati-dev/quati/refs/heads/main/assets/quati.svg\" width=\"100%\"\u003e\n\t\u003c/picture\u003e\n\t\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\n\t\u003chr\u003e\n\u003ch1\u003equati: A python \u003cu\u003eQuick Actions Toolkit\u003c/u\u003e for data engeneering\u003c/h1\u003e\n\n\u003cimg src=\"https://img.shields.io/badge/Author-lucaslealll-blue?logo=github\u0026logoColor=white\"\u003e \u003cimg src=\"https://img.shields.io/badge/Status-Beta-DF1F72\"\u003e \u003cimg src=\"https://img.shields.io/badge/License-MIT-750014.svg\"\u003e\n\u003cbr\u003e\n\u003cimg src=\"https://img.shields.io/pypi/v/quati.svg?label=Version\u0026color=white\"\u003e \u003cimg src=\"https://img.shields.io/pypi/pyversions/quati?logo=python\u0026logoColor=white\u0026label=Python\"\u003e \u003cimg src=\"https://img.shields.io/badge/Code Style-Black Formatter-111.svg\"\u003e \n\u003cbr\u003e\n\u003cimg src=\"https://static.pepy.tech/badge/quati\"\u003e\n\u003c!-- \u003cimg src=\"https://img.shields.io/pypi/dm/quati.svg?label=PyPI Downloads\"\u003e --\u003e\n\n\u003c/div\u003e\n\n## What is it?\n**quati** provides dynamic functions aimed at data engineering, offering\na wide range of collections to accelerate development. It has a comprehensive and\nflexible ecosystem of **tools**, **libraries**, and **community resources**,\nallowing data engineers to easily build and deploy applications.\n\n\u003ch2\u003eTable of Contents\u003c/h2\u003e\u003cbr\u003e\n\n- [What is it?](#what-is-it)\n- [Main Features](#main-features)\n- [Where to get it / Install](#where-to-get-it--install)\n- [Documentation](#documentation)\n- [License](#license)\n- [Dependencies](#dependencies)\n\n## Main Features\nHere are just a few of the things that pandas does well:\n\n- [`norm_str_num_values()`](https://github.com/quati-dev/quati/blob/main/doc/data.md#norm_str_num_values): Converts string-based number values to their numerical equivalents\n- [`norm_rename_columns()`](https://github.com/quati-dev/quati/blob/main/doc/data.md#norm_rename_columns): Renames DataFrame columns based on a normalization function\n- [`sync_dtypes_with_table()`](https://github.com/quati-dev/quati/blob/main/doc/google.md#sync_dtypes_with_bigquery_table): Synchronize the data types of a Pandas DataFrame with a BigQuery table's schema\n- [`quick_query()`](https://github.com/quati-dev/quati/blob/main/doc/google.md#quick_query): Executes a BigQuery SQL query and returns the result as a Pandas DataFrame\n- [`gsheets_get_worksheet()`](https://github.com/quati-dev/quati/blob/main/doc/google.md#gsheets_get_worksheet): Import a worksheet object from gsheets\n- [`gsheets_get_worksheet_df()`](https://github.com/quati-dev/quati/blob/main/doc/google.md#gsheets_get_worksheet_df): Import a worksheet object from gsheets as a pandas dataframe\n- [`gsheets_dedup()`](https://github.com/quati-dev/quati/blob/main/doc/google.md#gsheets_dedup): Returns dataframe where the column passed as parameter is considered the core set for duplicate data row remover\n- [`gsheets_worksheet_next_available_row()`](https://github.com/quati-dev/quati/blob/main/doc/google.md#gsheets_worksheet_next_available_row): Return the ID of the next cell into which data can be entered\n- [`gsheets_update()`](https://github.com/quati-dev/quati/blob/main/doc/google.md#gsheets_update): Update a Google Sheets spreadsheet from a reference column\n- [`send_email()`](https://github.com/quati-dev/quati/blob/main/doc/messenger.md#send_email): Send an email (Types: error, tip, note, important or warning) with main info about it\n- [`delete_file()`](https://github.com/quati-dev/quati/blob/main/doc/system.md#delete_file): Deletes any specified file\n- [`rename_file()`](https://github.com/quati-dev/quati/blob/main/doc/system.md#rename_file): Renames a file\n- [`search_file()`](https://github.com/quati-dev/quati/blob/main/doc/system.md#search_file): Searches for the existence of a file\n- [`progress_bar()`](https://github.com/quati-dev/quati/blob/main/doc/system.md#progress_bar): Waits for the specified number of seconds with an optional progress bar\n- [`get_system_info()`](https://github.com/quati-dev/quati/blob/main/doc/system.md#get_system_info): Retrieves system information using the 'uname -a' command\n- [`start_browser()`](https://github.com/quati-dev/quati/blob/main/doc/scrapping.md#start_browser): Initialize a Chrome browser using Selenium --\u003e\n\u003c!-- - [`export_cookies()`](https://github.com/quati-dev/quati/blob/main/doc/scrapping.md#export_cookies): Export cookies from browser --\u003e\n- [`import_cookies()`](https://github.com/quati-dev/quati/blob/main/doc/scrapping.md#import_cookies): Import cookies to browser\n- [`check_element()`](https://github.com/quati-dev/quati/blob/main/doc/scrapping.md#check_element): Function to check if an element exists on a web page based on the provided XPath\n- [`esc_or_click()`](https://github.com/quati-dev/quati/blob/main/doc/scrapping.md#esc_or_click): Function to either press the ESC key or click on an element on a web page\n\n## Where to get it / Install\nThe source code is currently hosted on GitHub at: https://github.com/quati-dev/quati\n\n\n\u003e [!WARNING]\n\u003e It's essential to use [**Python 3.10** 🡽](https://www.python.org/downloads/release/python-310/) version\n\u003c!-- \u003e It's essential to **upgrade pip** to the latest version to ensure compatibility with the library. --\u003e\n\u003c!-- \u003e ```sh\n\u003e # Requires the latest pip\n\u003e pip install --upgrade pip\n\u003e ``` --\u003e\n\n- [PyPI 🡽](https://pypi.org/project/quati/)\n\t```sh\n\t# PyPI\n\tpip install quati\n\t```\n- GitHub\n\t```sh\n\t# or GitHub\n\tpip install git+https://github.com/quati-dev/quati.git\n\t```\n\n## Documentation\n- [Documentation 🡽](https://github.com/quati-dev/quati/blob/main/DOCUMENTATION.md).\n\n## License\n- [MIT 🡽](https://github.com/quati-dev/quati/blob/main/LICENSE)\n\n## Dependencies\n- [NumPy 🡽](https://numpy.org/) | [Pandas 🡽](https://pandas.pydata.org/) | [Selenium 🡽](https://www.selenium.dev/) | [gspread 🡽](https://docs.gspread.org/)\n\nSee the [full installation instructions](https://github.com/quati-dev/quati/blob/main/INSTALLATION.md) for minimum supported versions of required, recommended and optional dependencies.\n\n\u003chr\u003e\n\n[⇧ Go to Top](#table-of-contents)","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fquati-dev%2Fquati","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fquati-dev%2Fquati","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fquati-dev%2Fquati/lists"}