{"id":24990582,"url":"https://github.com/shwetam19/data-science-assignment-zeotap","last_synced_at":"2025-03-29T12:43:08.913Z","repository":{"id":274464852,"uuid":"922990767","full_name":"shwetam19/Data-Science-Assignment-Zeotap","owner":"shwetam19","description":null,"archived":false,"fork":false,"pushed_at":"2025-01-27T13:16:15.000Z","size":591,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-04T13:41:25.223Z","etag":null,"topics":["business-insights","data-science","prediction"],"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/shwetam19.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":"2025-01-27T13:07:06.000Z","updated_at":"2025-01-27T13:16:18.000Z","dependencies_parsed_at":null,"dependency_job_id":"1f7c4fb9-813c-4516-b1eb-65dbf478c4e6","html_url":"https://github.com/shwetam19/Data-Science-Assignment-Zeotap","commit_stats":null,"previous_names":["shwetam19/data-science-assignment-zeotap"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shwetam19%2FData-Science-Assignment-Zeotap","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shwetam19%2FData-Science-Assignment-Zeotap/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shwetam19%2FData-Science-Assignment-Zeotap/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shwetam19%2FData-Science-Assignment-Zeotap/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/shwetam19","download_url":"https://codeload.github.com/shwetam19/Data-Science-Assignment-Zeotap/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246187210,"owners_count":20737459,"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":["business-insights","data-science","prediction"],"created_at":"2025-02-04T13:37:27.428Z","updated_at":"2025-03-29T12:43:08.908Z","avatar_url":"https://github.com/shwetam19.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Data Science Assignment: eCommerce Customer Analysis📊\n\nThis project involves analyzing customer data to uncover actionable business insights, implement a lookalike model, and perform customer segmentation using clustering techniques.\n\n## Features\n1. **Exploratory Data Analysis (EDA)**:\n   - Uncovered trends in customer demographics, transaction patterns, and product sales.\n   - Generated insights to guide business strategies.\n\n2. **Lookalike Model**:\n   - Recommended top 3 similar customers for each target customer (C0001–C0020).\n   - Used feature engineering and cosine similarity for precise recommendations.\n   - Output stored in `Lookalike.csv`.\n\n3. **Customer Segmentation**:\n   - Identified 5 distinct customer groups using K-Means clustering.\n   - Evaluated clusters with a **Davies-Bouldin Index (DB Index)** of **0.809**.\n   - Visualized clusters using PCA and stored results in `Clusters.csv`.\n  \n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshwetam19%2Fdata-science-assignment-zeotap","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fshwetam19%2Fdata-science-assignment-zeotap","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshwetam19%2Fdata-science-assignment-zeotap/lists"}