{"id":16194933,"url":"https://github.com/viniciusmsousa/ds-toolbox","last_synced_at":"2025-04-07T15:52:16.888Z","repository":{"id":46343117,"uuid":"354290286","full_name":"viniciusmsousa/ds-toolbox","owner":"viniciusmsousa","description":"ToolBox to help the data scientist analytical work.","archived":false,"fork":false,"pushed_at":"2021-11-02T01:57:34.000Z","size":7865,"stargazers_count":1,"open_issues_count":1,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2023-12-19T17:14:12.904Z","etag":null,"topics":["data-scientist","toolbox"],"latest_commit_sha":null,"homepage":"https://viniciusmsousa.github.io/ds-toolbox/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/viniciusmsousa.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2021-04-03T12:47:21.000Z","updated_at":"2021-10-29T22:05:57.000Z","dependencies_parsed_at":"2022-09-07T02:41:57.626Z","dependency_job_id":null,"html_url":"https://github.com/viniciusmsousa/ds-toolbox","commit_stats":null,"previous_names":[],"tags_count":0,"template":null,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viniciusmsousa%2Fds-toolbox","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viniciusmsousa%2Fds-toolbox/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viniciusmsousa%2Fds-toolbox/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viniciusmsousa%2Fds-toolbox/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/viniciusmsousa","download_url":"https://codeload.github.com/viniciusmsousa/ds-toolbox/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247685168,"owners_count":20979080,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["data-scientist","toolbox"],"created_at":"2024-10-10T08:25:28.612Z","updated_at":"2025-04-07T15:52:16.857Z","avatar_url":"https://github.com/viniciusmsousa.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"## DS-ToolBox\n\n\u003c!-- badges: start --\u003e\n[![PyPI Latest Release](https://img.shields.io/pypi/v/ds-toolbox.svg)](https://pypi.org/project/ds-toolbox/)\n[![Package Tests](https://github.com/viniciusmsousa/ds-toolbox/actions/workflows/python-package.yml/badge.svg)](https://github.com/viniciusmsousa/ds-toolbox/actions)\n[![Codecov test coverage](https://codecov.io/gh/viniciusmsousa/ds-toolbox/branch/main/graph/badge.svg)](https://codecov.io/gh/viniciusmsousa/ds-toolbox?branch=main)\n[![Github Stars](https://img.shields.io/github/stars/viniciusmsousa/ds-toolbox.svg?style=social\u0026label=Github)](https://github.com/viniciusmsousa/ds-toolbox)\n[![downloads](https://img.shields.io/pypi/dm/ds-toolbox.svg)](https://pypistats.org/packages/ds-toolbox)\n\u003c!-- badges: end --\u003e\n\nA set of functions to help the analytical work of a data scientist. Full documentation can be found in [Package Homepage](https://viniciusmsousa.github.io/ds-toolbox/). The main motivation of the package is to facilitate the taks by using a common input and output structure, SparkDF and PandasDF.\n\n### Instalation\n\nThe package can be installed either using PyPi:\n```\npip install ds-toolbox\n```\n\nOr directly form github:\n```\npip install git+https://github.com/viniciusmsousa/ds-toolbox.git#main\n```\n\n### Current availiable modules and functions are listed bellow:\n- statistics:\n    - `contigency_chi2_test`: Wrapper for [Scipy](https://github.com/scipy/scipy) function;\n    - `mannwhitney_pairwise`: Wrapper for [scikit-posthocs](https://github.com/maximtrp/scikit-posthocs) function;\n    - `ks_test`: Compute the [KS-Test](https://en.wikipedia.org/wiki/Kolmogorov%E2%80%93Smirnov_test), for Pandas and Spark DF;\n    - `ab_test_pairwise`: A Simple ab test based on mean, std and var, PandasDF and Spark DF.\n- ml:\n    - evaluator:\n        - `binary_classifier_metrics`: Computes classification metrics (confusion_matrix, accuracy, f1, precision, recall, aucroc, aucpr) based on a dataframe (SparkDF or PandasDF) with ground truth and prediction.\n- econometrics:\n    - causal_regression:\n        - `CausalRegression`: A class built on top of what is presented in the chapters 19-21 from the book [Causal Inference for The Brave and True](https://github.com/matheusfacure/python-causality-handbook/tree/master).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fviniciusmsousa%2Fds-toolbox","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fviniciusmsousa%2Fds-toolbox","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fviniciusmsousa%2Fds-toolbox/lists"}