{"id":19848955,"url":"https://github.com/sharmas1ddharth/customer_segmentation","last_synced_at":"2026-05-10T22:34:39.588Z","repository":{"id":104036946,"uuid":"541435893","full_name":"sharmas1ddharth/customer_segmentation","owner":"sharmas1ddharth","description":"Customer Segmentation using different algorithms","archived":false,"fork":false,"pushed_at":"2022-09-26T07:36:08.000Z","size":1699,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-11T12:48:04.123Z","etag":null,"topics":["customer-segmentation","machine-learning","machine-learning-algorithms","python","unsupervised-learning"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/sharmas1ddharth.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2022-09-26T06:18:56.000Z","updated_at":"2023-08-06T11:43:53.000Z","dependencies_parsed_at":null,"dependency_job_id":"65bdb814-73d2-421b-8da2-75f5839c9522","html_url":"https://github.com/sharmas1ddharth/customer_segmentation","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/sharmas1ddharth%2Fcustomer_segmentation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sharmas1ddharth%2Fcustomer_segmentation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sharmas1ddharth%2Fcustomer_segmentation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sharmas1ddharth%2Fcustomer_segmentation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sharmas1ddharth","download_url":"https://codeload.github.com/sharmas1ddharth/customer_segmentation/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":241226840,"owners_count":19930488,"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":["customer-segmentation","machine-learning","machine-learning-algorithms","python","unsupervised-learning"],"created_at":"2024-11-12T13:18:52.295Z","updated_at":"2026-05-10T22:34:39.555Z","avatar_url":"https://github.com/sharmas1ddharth.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Customer Segmentation\n\n### Usage\n\n1. Dataset path: `/data/`\n2. Run the code given in ipython notebook `customer_segmentation.ipynb`\n\nThis repo describe several techniques for clustering, visualizing and interpreting clustering algorithms and output. I explored k-Means as clustering algorithm,  PCA for dimensionality reduction, and applied a variance technique and feature importance to select variables that uniquely represent clusters.\n\n### Result\n\n![cluster_analysis](https://github.com/sharmas1ddharth/customer_segmentation/blob/main/plots/cluster_analysis.png)\n\n![cluster_gender](https://github.com/sharmas1ddharth/customer_segmentation/blob/main/plots/cluster_gender.png)\n\n\n### That is all, I hope you enjoy\n\nMy other projects can be found at my [GitHub](https://github.com/sharmas1ddharth)\n\nI also write about them on [Medium](https://medium.com/@ssiddharth408).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsharmas1ddharth%2Fcustomer_segmentation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsharmas1ddharth%2Fcustomer_segmentation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsharmas1ddharth%2Fcustomer_segmentation/lists"}