{"id":14958335,"url":"https://github.com/ngupta23/more","last_synced_at":"2025-10-24T06:31:25.965Z","repository":{"id":57443165,"uuid":"196301026","full_name":"ngupta23/more","owner":"ngupta23","description":"This is a helper package for pandas, visualizations and scikit-learn","archived":false,"fork":false,"pushed_at":"2019-08-26T10:48:14.000Z","size":2096,"stargazers_count":5,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-01-31T00:25:05.067Z","etag":null,"topics":["data-science","helpers","pandas","python","scikit-learn","visualization","visualizations"],"latest_commit_sha":null,"homepage":"https://pypi.org/project/more/","language":"Python","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/ngupta23.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}},"created_at":"2019-07-11T01:51:37.000Z","updated_at":"2021-06-10T17:20:19.000Z","dependencies_parsed_at":"2022-09-26T17:21:32.799Z","dependency_job_id":null,"html_url":"https://github.com/ngupta23/more","commit_stats":null,"previous_names":[],"tags_count":5,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ngupta23%2Fmore","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ngupta23%2Fmore/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ngupta23%2Fmore/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ngupta23%2Fmore/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ngupta23","download_url":"https://codeload.github.com/ngupta23/more/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":237926611,"owners_count":19388577,"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","helpers","pandas","python","scikit-learn","visualization","visualizations"],"created_at":"2024-09-24T13:16:47.556Z","updated_at":"2025-10-24T06:31:20.311Z","avatar_url":"https://github.com/ngupta23.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# \"More\" Package\n\nThis is a helper package for a variety of functions as described in the Overview section below. \n\n# Installation\n\n* For standard installation \n```\npip install more \n```\n* For installing a particular version\n```\npip install more==0.0.1b14\n```\n\n# Overview\n\nThis is a helper package for a variety of functions\n1. Extension for Pandas Dataframe (Beta version released)\n2. Extension for Visualization (Beta version released)\n3. Extension for Scikit-learn (Beta version released)\n\n# Examples\nCheck out the  [examples](https://github.com/ngupta23/more/tree/master/examples) folder for details on usage\n\n# Version History\n\n## 0.0.1b14\n\n* Added more helper functions for pandas\n* Made files PEP8 compliant\n\n## 0.0.1b13\n\n* Added Hyperoptimization helper class (using hyperopt library)\n* Added ability to do hyperparameter optimization in Cluster Helper Class\n* Updated heatmap method name in cluster helper from plot_heatmap to plot_means_heatmap\n\n\n## 0.0.1b12\n\n* Add functions for plotting elbow curves. \n    - Code modified from: https://github.com/reiinakano/scikit-plot\n    - Modifications made to support running for Hierarchical Clustering as well as support for plotting Silhoutte Score \n* typo fixed in function name\n\n## 0.0.1b10 \u0026 0.0.1b11\n\n* Updated Visualization Helper to add function to plot Heatmap\n* Updated BaseClusterWithN to allow plotting of heatmap showing how \"cluster feature means\" vary between clusters\n* 0.0.1b11 included a small bug fix in 0.0.1b10\n\n## 0.0.1b9\n\n* Updated KMeans and Agglomerative Cluster Helpers to include evaluate_by argument\n\n\n## 0.0.1b8\n\n* Added Cluster Helpers for KMeans and Agglomerative Clustering\n\n## 0.0.1b7\n\n* Added Cluster Helper for Gaussian Clusters\n* Fixed Bug for plot_parallel_coordinates where it was not working correctly for a multi-level categorical label\n* Fixed bug for pandas helper for describing categorical and numeric fields - Now it gives a warning if the dataframe does not have any categorical or numeric field when those respective describe functions are called.\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fngupta23%2Fmore","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fngupta23%2Fmore","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fngupta23%2Fmore/lists"}