{"id":15044866,"url":"https://github.com/viniciusmsousa/pyspark-ds-toolbox","last_synced_at":"2025-10-24T14:32:26.295Z","repository":{"id":42635428,"uuid":"434621907","full_name":"viniciusmsousa/pyspark-ds-toolbox","owner":"viniciusmsousa","description":"A Pyspark companion for data science tasks.","archived":false,"fork":false,"pushed_at":"2023-02-17T16:55:53.000Z","size":4529,"stargazers_count":2,"open_issues_count":6,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-31T02:36:19.655Z","etag":null,"topics":["data-science","spark"],"latest_commit_sha":null,"homepage":"https://viniciusmsousa.github.io/pyspark-ds-toolbox/index.html","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/viniciusmsousa.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":null,"funding":null,"license":"LICENSE.md","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-12-03T14:19:28.000Z","updated_at":"2024-01-20T19:13:18.000Z","dependencies_parsed_at":"2024-09-25T01:55:06.153Z","dependency_job_id":"5fbeb0be-f2ff-4566-ba03-08d8aef11922","html_url":"https://github.com/viniciusmsousa/pyspark-ds-toolbox","commit_stats":{"total_commits":148,"total_committers":3,"mean_commits":"49.333333333333336","dds":"0.027027027027026973","last_synced_commit":"254c37954b9319996f89f73ab036a22fb03079d1"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viniciusmsousa%2Fpyspark-ds-toolbox","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viniciusmsousa%2Fpyspark-ds-toolbox/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viniciusmsousa%2Fpyspark-ds-toolbox/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/viniciusmsousa%2Fpyspark-ds-toolbox/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/viniciusmsousa","download_url":"https://codeload.github.com/viniciusmsousa/pyspark-ds-toolbox/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":237990643,"owners_count":19398467,"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-science","spark"],"created_at":"2024-09-24T20:51:09.535Z","updated_at":"2025-10-24T14:32:16.285Z","avatar_url":"https://github.com/viniciusmsousa.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Pyspark DS Toolbox\r\n\r\n\u003c!-- badges: start --\u003e\r\n[![Lifecycle:\r\nexperimental](https://img.shields.io/badge/lifecycle-experimental-orange.svg)](https://lifecycle.r-lib.org/articles/stages.html#experimental)\r\n[![PyPI Latest Release](https://img.shields.io/pypi/v/pyspark-ds-toolbox.svg)](https://pypi.org/project/pyspark-ds-toolbox/)\r\n[![CodeFactor](https://www.codefactor.io/repository/github/viniciusmsousa/pyspark-ds-toolbox/badge)](https://www.codefactor.io/repository/github/viniciusmsousa/pyspark-ds-toolbox)\r\n[![Maintainability](https://api.codeclimate.com/v1/badges/9a85a662305167c5aba1/maintainability)](https://codeclimate.com/github/viniciusmsousa/pyspark-ds-toolbox/maintainability)\r\n[![Codecov test coverage](https://codecov.io/gh/viniciusmsousa/pyspark-ds-toolbox/branch/main/graph/badge.svg)](https://codecov.io/gh/viniciusmsousa/pyspark-ds-toolbox?branch=main)\r\n[![Package Tests](https://github.com/viniciusmsousa/pyspark-ds-toolbox/actions/workflows/package-tests.yml/badge.svg)](https://github.com/viniciusmsousa/pyspark-ds-toolbox/actions)\r\n[![Downloads](https://pepy.tech/badge/pyspark-ds-toolbox)](https://pepy.tech/project/pyspark-ds-toolbox)\r\n\u003c!-- badges: end --\u003e\r\n\r\n\r\nThe objective of the package is to provide a set of tools that helps the daily work of data science with spark. The documentation can be found [here](https://viniciusmsousa.github.io/pyspark-ds-toolbox/index.html) and notebooks with usage examples [here](https://github.com/viniciusmsousa/pyspark-ds-toolbox/tree/main/examples).\r\n\r\nFeel free to contribute :)\r\n\r\n\r\n## Installation\r\n\r\nDirectly from PyPi:\r\n```\r\npip install pyspark-ds-toolbox\r\n```\r\n\r\nor from github, note that installing from github will install the latest development version:\r\n```\r\npip install git+https://github.com/viniciusmsousa/pyspark-ds-toolbox.git\r\n```\r\n\r\n## Organization\r\n\r\nThe package organized in a structure based on the nature of the task, such as data wrangling, model/prediction evaluation, and so on.\r\n\r\n```\r\npyspark_ds_toolbox         # Main Package\r\n├─ causal_inference           # Sub-package dedicated to Causal Inferece\r\n│  ├─ diff_in_diff.py   \r\n│  └─ ps_matching.py    \r\n├─ ml                         # Sub-package dedicated to ML\r\n│  ├─ data_prep                  # Sub-package to ML data preparation tools\r\n│  │  ├─ class_weights.py     \r\n│  │  └─ features_vector.py \r\n│  ├─ classification             # Sub-package decidated to classification tasks\r\n│  │  ├─ eval.py\r\n│  │  └─ baseline_classifiers.py \r\n│  ├─ feature_importance         # Sub-package with feature importance tools\r\n│  │  ├─ native_spark.py\r\n│  │  └─ shap_values.py \r\n│  └─ feature_selection         # Sub-package with feature selection tools\r\n│     └─ information_value.py    \r\n├─ wrangling                  # Sub-package decidated to data wrangling tasks\r\n│  ├─ reshape.py               \r\n│  └─ data_quality.py         \r\n└─ stats                      # Sub-package dedicated to basic statistic functionalities\r\n   └─ association.py    \r\n```\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fviniciusmsousa%2Fpyspark-ds-toolbox","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fviniciusmsousa%2Fpyspark-ds-toolbox","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fviniciusmsousa%2Fpyspark-ds-toolbox/lists"}