{"id":18711992,"url":"https://github.com/ansonyuu/matchmaking","last_synced_at":"2025-04-12T12:31:13.634Z","repository":{"id":169191070,"uuid":"645102425","full_name":"ansonyuu/matchmaking","owner":"ansonyuu","description":"Embedding space of names clustered based on their interests using the sentence-transformers all-MiniLM-L6-v2 model","archived":false,"fork":false,"pushed_at":"2024-11-01T16:03:08.000Z","size":492,"stargazers_count":125,"open_issues_count":0,"forks_count":11,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-06T12:57:41.754Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/ansonyuu.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":"2023-05-24T23:46:47.000Z","updated_at":"2025-02-26T07:30:19.000Z","dependencies_parsed_at":"2024-04-11T23:01:28.841Z","dependency_job_id":null,"html_url":"https://github.com/ansonyuu/matchmaking","commit_stats":null,"previous_names":["ansonyuu/matchmaking"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ansonyuu%2Fmatchmaking","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ansonyuu%2Fmatchmaking/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ansonyuu%2Fmatchmaking/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ansonyuu%2Fmatchmaking/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ansonyuu","download_url":"https://codeload.github.com/ansonyuu/matchmaking/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248566475,"owners_count":21125673,"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":"2024-11-07T12:40:46.185Z","updated_at":"2025-04-12T12:31:13.099Z","avatar_url":"https://github.com/ansonyuu.png","language":"Jupyter Notebook","readme":"# Embedding Matchmaking\n\n_\"Words can't describe how unique your interests are... but coordinates can\" - Sean Ashley, circa 2023_\n\nA flattened embedding space of names clustered based on their interests using the sentence-transformers all-MiniLM-L6-v2 model. Created for the UW Startups S23 Kickoff event with guidance from [Jacky Zhao](https://jzhao.xyz/) and [Sean Ashley](https://www.linkedin.com/in/sean-ashley). [Simha Kalimipalli](https://github.com/Simha-Kalimipalli) later aded interactivity!\n\n![Sample output of script](https://github.com/ansonyuu/matchmaking/blob/main/sample.png?raw=true)\n\n## Instructions for use\n\n1. Collect or format your data in the following format\n\n| Name  | What are your interests? (or varying permutations of this question) |\n| ----- | ------------------------------------------------------------------- |\n| Alice | I love being the universal placeholder for every CS joke ever       |\n| Bob   | I too love being the universal placeholder for every CS joke        |\n\n2. Clone the repository\n3. Install all required packages using pip or conda:\n\n- `umap-learn`\n- `scikit-learn`\n- `scipy`\n- `sentence-transformers`\n- `matplotlib`\n- `pyvis`\n- `pandas`\n- `numpy`\n- `seaborn`\n- `branca`\n\n4. Replace `attendees.csv` in `visualizer.ipynb` with the path to your downloaded data\n5. Run all cells\n6. Bask in the glory of having an awesome new poster\n7. Make two (!) cool interactive visualizations\n","funding_links":[],"categories":["Jupyter Notebook"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fansonyuu%2Fmatchmaking","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fansonyuu%2Fmatchmaking","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fansonyuu%2Fmatchmaking/lists"}