{"id":27040125,"url":"https://github.com/codesaadumair/pandas_exercises_personal","last_synced_at":"2026-05-09T03:32:43.453Z","repository":{"id":284402432,"uuid":"954823136","full_name":"CodeSaadUmair/pandas_exercises_personal","owner":"CodeSaadUmair","description":"Personalized enhancements to pandas exercises with comprehensive solutions and practical insights for mastering data analysis in Python.","archived":false,"fork":false,"pushed_at":"2025-04-02T05:53:08.000Z","size":17822,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-02T06:31:51.374Z","etag":null,"topics":["data-analysis","data-science","pandas","python"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/CodeSaadUmair.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":".github/FUNDING.yml","license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","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},"funding":{"github":null,"patreon":null,"open_collective":null,"ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"custom":["paypal.me/guisamora"]}},"created_at":"2025-03-25T17:07:57.000Z","updated_at":"2025-04-02T05:53:11.000Z","dependencies_parsed_at":"2025-03-25T18:44:37.725Z","dependency_job_id":null,"html_url":"https://github.com/CodeSaadUmair/pandas_exercises_personal","commit_stats":null,"previous_names":["codesaadumair/pandas_exercises_personal"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CodeSaadUmair%2Fpandas_exercises_personal","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CodeSaadUmair%2Fpandas_exercises_personal/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CodeSaadUmair%2Fpandas_exercises_personal/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CodeSaadUmair%2Fpandas_exercises_personal/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/CodeSaadUmair","download_url":"https://codeload.github.com/CodeSaadUmair/pandas_exercises_personal/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247284926,"owners_count":20913690,"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-analysis","data-science","pandas","python"],"created_at":"2025-04-05T03:27:49.593Z","updated_at":"2025-10-05T13:04:31.081Z","avatar_url":"https://github.com/CodeSaadUmair.png","language":"Jupyter Notebook","funding_links":["paypal.me/guisamora"],"categories":[],"sub_categories":[],"readme":"# Pandas Exercises – Personal Enhanced Version\n\nThis repository, **pandas_exercises_personal**, is an independent version derived from [guipsamora/pandas_exercises](https://github.com/guipsamora/pandas_exercises). It has been enhanced with my own solutions, improvements, and additional commentary to facilitate learning and practicing pandas.\n\n## Overview\n\nThe project provides a series of exercises for practicing pandas—a powerful Python library for data manipulation and analysis. In this repository, I have:\n\n- **Completed Exercises:**  \n  Each exercise now includes my personal solutions.\n- **Added Detailed Explanations:**  \n  I've included extra commentary and explanations to clarify the reasoning behind each solution.\n- **Provided Alternative Solutions:**  \n  For many exercises, I have offered multiple approaches to solve the problem.\n- **Enhanced Learning:**  \n  Additional exercises and tips have been incorporated to broaden your understanding of pandas.\n\n## How to Use\n\n1. **Clone the Repository:**\n   \n   ```\n   git clone https://github.com/CodeSaadUmair/pandas_exercises_personal.git\n   cd pandas_exercises_personal\n  \n2. **Explore the Exercises:**\n  - Browse through the folders and files to find exercises on various pandas topics.\n  - Open the notebooks or scripts to see detailed solutions and explanations.\n\n3. **Practice and Experiment:**\n   - Try running the code on your own machine.\n   - Modify or expand the solutions to deepen your understanding.\n\n## Contributing\n\nThis repository is a personal project, but if you have suggestions or improvements, feel free to open an issue or a pull request. Your feedback is welcome!\n\n## Acknowledgments\n\nThanks to [guipsamora](https://github.com/guipsamora) for creating the original [pandas_exercises](https://github.com/guipsamora/pandas_exercises) repository.\n\nSpecial thanks to the pandas community for their continuous support and contributions.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcodesaadumair%2Fpandas_exercises_personal","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcodesaadumair%2Fpandas_exercises_personal","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcodesaadumair%2Fpandas_exercises_personal/lists"}