{"id":27289577,"url":"https://github.com/outlawhayden/beer-model","last_synced_at":"2025-04-11T21:18:52.056Z","repository":{"id":237768126,"uuid":"795210226","full_name":"outlawhayden/beer-model","owner":"outlawhayden","description":"OLS Linear Model - Regressing User Beer Ratings based on Observations ","archived":false,"fork":false,"pushed_at":"2024-05-02T20:31:28.000Z","size":18920,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-11T21:18:41.547Z","etag":null,"topics":["data-science","linear-models","modeling","statistics"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":false,"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/outlawhayden.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":"2024-05-02T19:57:11.000Z","updated_at":"2024-05-02T20:41:51.000Z","dependencies_parsed_at":"2024-05-03T05:39:41.330Z","dependency_job_id":null,"html_url":"https://github.com/outlawhayden/beer-model","commit_stats":null,"previous_names":["outlawhayden/beer-model"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/outlawhayden%2Fbeer-model","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/outlawhayden%2Fbeer-model/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/outlawhayden%2Fbeer-model/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/outlawhayden%2Fbeer-model/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/outlawhayden","download_url":"https://codeload.github.com/outlawhayden/beer-model/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248480439,"owners_count":21110939,"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","linear-models","modeling","statistics"],"created_at":"2025-04-11T21:18:51.468Z","updated_at":"2025-04-11T21:18:52.039Z","avatar_url":"https://github.com/outlawhayden.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cimg src=\"https://raw.githubusercontent.com/outlawhayden/beer-model/main/assets/beer_big.jpg\" width=\"1600\" height=\"100\" /\u003e\n\n# Constructing Linear Models to Predict Beer Ratings on Observed Attributes\n*Hayden Outlaw | Tulane MATH 6040 Linear Models | Spring 2024*\n\n---------------\nIn 2022, New Orleans was one of the most competitive and dense cities for bars in the United States, with 56.3 bars, 1.4 breweries, and 4.3 wine bars per 100,000 residents [(via RealEstateWitch)](https://budgetbranders.com/blog/2020-drinking-statistics-and-habits-trends-you-can-expect-for-your-bar-business/). In the United States, as of 2022 there were 9,709 total registered breweries [(via Statista)](https://www.statista.com/topics/1654/beer-industry-in-the-united-states/#topicOverview) overall - given the large market size and variety of products, is there a way to identify individual product traits that can be used to regress total product quality?\n\nGiven a published dataset of consumer reviews from a variety of beers and breweries, I propose a linear model scheme to identify rated attributes that are indicative of overall beer quality with respect to consumer review score.\n\n## Directory\n- [final_notebook](final_notebook.ipynb) - Jupyter notebook with data transformations, modeling, and results\n- [archive](/archive) - Data and documentation\n- [assets](/assets) - Graphical Assets\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foutlawhayden%2Fbeer-model","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Foutlawhayden%2Fbeer-model","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foutlawhayden%2Fbeer-model/lists"}