{"id":16276407,"url":"https://github.com/sdhutchins/py4ds","last_synced_at":"2026-02-07T16:31:38.099Z","repository":{"id":60165465,"uuid":"191463677","full_name":"sdhutchins/py4ds","owner":"sdhutchins","description":"A GitHub repository for my presentation on python for data science at @freeCodeCampJxn","archived":false,"fork":false,"pushed_at":"2024-08-30T19:59:01.000Z","size":91,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-06-22T00:04:18.477Z","etag":null,"topics":["data-science","pandas","python"],"latest_commit_sha":null,"homepage":"","language":"HTML","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/sdhutchins.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-06-11T23:24:05.000Z","updated_at":"2024-10-23T06:47:22.000Z","dependencies_parsed_at":"2024-11-05T05:40:30.687Z","dependency_job_id":"732d07a6-3776-445f-b427-b9fc1fa8fd0b","html_url":"https://github.com/sdhutchins/py4ds","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/sdhutchins/py4ds","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sdhutchins%2Fpy4ds","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sdhutchins%2Fpy4ds/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sdhutchins%2Fpy4ds/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sdhutchins%2Fpy4ds/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sdhutchins","download_url":"https://codeload.github.com/sdhutchins/py4ds/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sdhutchins%2Fpy4ds/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":266590550,"owners_count":23952959,"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","status":"online","status_checked_at":"2025-07-22T02:00:09.085Z","response_time":66,"last_error":null,"robots_txt_status":null,"robots_txt_updated_at":null,"robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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","pandas","python"],"created_at":"2024-10-10T18:48:16.545Z","updated_at":"2026-02-07T16:31:38.095Z","avatar_url":"https://github.com/sdhutchins.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"# py4ds: A Practical Introduction to Python for Data Science\n\n![Tutorial py4ds](https://img.shields.io/badge/tutorial-py4ds-%23cf9fab?style=flat\u0026logo=BookStack\u0026logoColor=white\u0026labelColor=%238a5f73)\n\nA GitHub repository for my presentation at [FreeCodeCampJxn](https://github.com/freecodecampjxn).\n\n## Table of Contents\n\n- [Project Background](#project-background)\n- [Install \u0026 Setup](#install--setup)\n- [Usage](#usage)\n- [Data](#data)\n- [License](#license)\n- [Citation](#citation)\n- [Authors](#authors)\n\n## Project Background\n\nThis repository contains materials for a practical introduction to Python for Data Science, presented at FreeCodeCampJxn. The tutorial provides hands-on examples and exercises to help beginners get started with data science using Python.\n\n## Install \u0026 Setup\n\n### Requirements\n\n- Python 3.x\n- Jupyter Notebook\n\n### Instructions\n\n1. Clone this repository\n\n```bash\ngit clone https://github.com/sdhutchins/py4ds.git\ncd py4ds\n```\n\n2. Install Jupyter via pip or conda\n\n```bash\npip install -r requirements.txt\n```\n\n## Usage\n\n### Run Locally\n\nChange to the repository directory and run:\n\n```bash\njupyter notebook\n```\n\n### Cloud Access\n\nView this notebook on PositConnect Cloud: [py4ds](https://sdhutchins-py4ds.share.connect.posit.cloud/)\n\n## Data\n\nThe tutorial uses data from the City of Jackson's Open Data Portal. The dataset can be retrieved from [Events in the City](https://open.jacksonms.gov/dataset/events-in-the-city1/).\n\n## License\n\nThis project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.\n\n## Citation\n\nIf you use this code in your work, please cite it as follows:\n\n```txt\n@misc{hutchins_py4ds_2025,\n  author       = {Shaurita D. Hutchins},\n  title        = {py4ds: A Practical Introduction to Python for Data Science},\n  year         = {2025},\n  howpublished = {\\url{https://github.com/sdhutchins/py4ds}},\n  note         = {Tutorial accessed: 2025-08-07}\n}\n```\n\n## Authors\n\n- Shaurita D. Hutchins | [GitHub](https://github.com/sdhutchins)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsdhutchins%2Fpy4ds","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsdhutchins%2Fpy4ds","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsdhutchins%2Fpy4ds/lists"}