{"id":21320331,"url":"https://github.com/vlada-pv/eda-regression-marketingdata","last_synced_at":"2025-03-15T22:33:27.407Z","repository":{"id":231103970,"uuid":"780916430","full_name":"vlada-pv/EDA-Regression-MarketingData","owner":"vlada-pv","description":"Engineering a regression model to predict clients' annual income, evaluating feature distributions, testing hypotheses, and assessing the model using the OLS method.","archived":false,"fork":false,"pushed_at":"2024-04-02T12:27:47.000Z","size":4156,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-22T11:30:45.610Z","etag":null,"topics":["eda","ols","prediction-model","regression-analysis","regression-models","statistics"],"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/vlada-pv.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}},"created_at":"2024-04-02T12:06:00.000Z","updated_at":"2024-04-02T12:17:19.000Z","dependencies_parsed_at":"2024-04-02T13:47:39.528Z","dependency_job_id":null,"html_url":"https://github.com/vlada-pv/EDA-Regression-MarketingData","commit_stats":null,"previous_names":["vlada-pv/eda-regression-marketingdata"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vlada-pv%2FEDA-Regression-MarketingData","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vlada-pv%2FEDA-Regression-MarketingData/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vlada-pv%2FEDA-Regression-MarketingData/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/vlada-pv%2FEDA-Regression-MarketingData/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/vlada-pv","download_url":"https://codeload.github.com/vlada-pv/EDA-Regression-MarketingData/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243801600,"owners_count":20350105,"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":["eda","ols","prediction-model","regression-analysis","regression-models","statistics"],"created_at":"2024-11-21T19:47:05.465Z","updated_at":"2025-03-15T22:33:22.398Z","avatar_url":"https://github.com/vlada-pv.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# EDA-Regression-MarketingData\nEngineering a regression model to predict clients' annual income, evaluating feature distributions, testing hypotheses, and assessing the model using the OLS method.\n\n## Structure \n* EDA_Regression: exploratory data analysis, statistical and regression analysis, visualization and conclusions based on data\n* marketing_data: data for which the analysis was carried out\n\n## Data \nDataset [Marketing Analytics](https://www.kaggle.com/datasets/jackdaoud/marketing-data/data?select=ifood_df.csv) is a set of data on marketing activities and performance in product promotion. The dataset contains information about various attributes related to marketing campaigns and clients. **The annual income of the client** was selected as the **target variable** for predicting the model.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvlada-pv%2Feda-regression-marketingdata","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvlada-pv%2Feda-regression-marketingdata","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvlada-pv%2Feda-regression-marketingdata/lists"}