{"id":18756110,"url":"https://github.com/joshjetson/taxi_tip_prediction","last_synced_at":"2025-11-29T20:30:12.862Z","repository":{"id":154207061,"uuid":"615051235","full_name":"joshjetson/taxi_tip_prediction","owner":"joshjetson","description":"A machine learning model which can predict the amount of gratuity a taxi driver may receive","archived":false,"fork":false,"pushed_at":"2023-03-17T03:25:42.000Z","size":5,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-12-29T01:58:12.415Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"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/joshjetson.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":"2023-03-16T21:15:38.000Z","updated_at":"2023-03-16T22:03:10.000Z","dependencies_parsed_at":"2023-07-13T18:16:02.248Z","dependency_job_id":null,"html_url":"https://github.com/joshjetson/taxi_tip_prediction","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/joshjetson%2Ftaxi_tip_prediction","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/joshjetson%2Ftaxi_tip_prediction/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/joshjetson%2Ftaxi_tip_prediction/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/joshjetson%2Ftaxi_tip_prediction/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/joshjetson","download_url":"https://codeload.github.com/joshjetson/taxi_tip_prediction/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239644128,"owners_count":19673582,"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":[],"created_at":"2024-11-07T17:35:12.071Z","updated_at":"2025-11-29T20:30:12.543Z","avatar_url":"https://github.com/joshjetson.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ![Taxi Tip Prediction Model](https://i.imgur.com/maWyDKI.jpeg)\n\u003ctable\u003e\n\u003ctr\u003e\n\u003ctd\u003e\nThis is a predictive model that can predict, with a high measure of accuracy, what a given tip might be based on real data from previous taxi trips.\n\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/table\u003e\n\n\n## Data\n## [Data](https://www.kaggle.com/datasets/microize/newyork-yellow-taxi-trip-data-2020-2019?select=yellow_tripdata_2019-06.csv)\nThe data in this model is sourced from real taxi rides and is provided by the yellow cab company via kaggle.\n\n\n## Main Concept\nBased on independent variables such as:\n- Driver ID\n- Total trip cost\n- Pick up location\n- Drop off location\n- Payment type\n- Pickup time\n- Drop off time\n\nCan we determine what a new rider might tip for a taxi ride?\n\n## Use cases\nThis code can be used to apply these same methods on another similar data set in an aim to predict what a specific value might be based on a number of different independent variables.\n\n\n## [Usage](https://colab.research.google.com/) \n- Anyone could use google Colaboratory to use this code and modify it to their data needs.\n### Development\nWant to contribute? Great!\n\nTo fix a bug or enhance an existing module, follow these steps:\n\n- Fork the repo\n- Create a new branch (`git checkout -b improve-feature`)\n- Make the appropriate changes in the files\n- Add changes to reflect the changes made\n- Commit your changes (`git commit -am 'Improve feature'`)\n- Push to the branch (`git push origin improve-feature`)\n- Create a Pull Request \n\n### Bug / Feature Request\n\nIf you find a bug in this code please let me know.\n\n## Built with \n\n- [Scikit-Learn](https://scikit-learn.org/) - For their models and tools\n- [Python](https://www.python.org/) - For its flexibility and abundant amount of resources\n- [Numpy](https://numpy.org/) - For computation\n- [Pandas](https://pandas.pydata.org/) - For organization, processing and data visualization\n- [Matplotlib](https://matplotlib.org/) - For data visualization\n- [Snapml](https://www.zurich.ibm.com/snapml/) For their decision tree model regressor\n\n\n## To-do\n- Build an accompanying gui or webapp as to make this an actual application anyone can use.\n- Create more data visualizations\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjoshjetson%2Ftaxi_tip_prediction","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjoshjetson%2Ftaxi_tip_prediction","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjoshjetson%2Ftaxi_tip_prediction/lists"}