{"id":27638122,"url":"https://github.com/muhamedhekal/exploratory-explanatorydataanalysis","last_synced_at":"2026-01-24T00:52:49.879Z","repository":{"id":246992747,"uuid":"439817416","full_name":"MuhamedHekal/Exploratory-ExplanatoryDataAnalysis","owner":"MuhamedHekal","description":null,"archived":false,"fork":false,"pushed_at":"2022-03-20T23:08:45.000Z","size":22983,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2024-07-06T03:44:54.304Z","etag":null,"topics":["data","data-analysis","exploratory-data-analysis","visualization"],"latest_commit_sha":null,"homepage":"","language":"HTML","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/MuhamedHekal.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":"2021-12-19T08:57:17.000Z","updated_at":"2024-07-06T03:44:57.712Z","dependencies_parsed_at":"2024-07-06T03:55:02.469Z","dependency_job_id":null,"html_url":"https://github.com/MuhamedHekal/Exploratory-ExplanatoryDataAnalysis","commit_stats":null,"previous_names":["muhamedhekal/exploratory-explanatorydataanalysis"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MuhamedHekal%2FExploratory-ExplanatoryDataAnalysis","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MuhamedHekal%2FExploratory-ExplanatoryDataAnalysis/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MuhamedHekal%2FExploratory-ExplanatoryDataAnalysis/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MuhamedHekal%2FExploratory-ExplanatoryDataAnalysis/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MuhamedHekal","download_url":"https://codeload.github.com/MuhamedHekal/Exploratory-ExplanatoryDataAnalysis/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250521321,"owners_count":21444481,"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","data-analysis","exploratory-data-analysis","visualization"],"created_at":"2025-04-23T21:36:47.399Z","updated_at":"2026-01-24T00:52:49.837Z","avatar_url":"https://github.com/MuhamedHekal.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"# (Prosper Loan Data)\n## by (Mohamed Hekal)\n\n\n## Dataset\n\n\u003e This data about Prosper Marketplace, Inc. is a San Francisco, California-based company in the peer-to-peer lending industry. Prosper Funding LLC, one of its subsidiaries, operates Prosper.com, a website where individuals can either invest in personal loans or request to borrow money. The data contain 113937 raw and 81 columns.\nyou can download data [here](https://s3.amazonaws.com/udacity-hosted-downloads/ud651/prosperLoanData.csv)\nwith feature documentation available [here](https://docs.google.com/spreadsheets/d/1gDyi_L4UvIrLTEC6Wri5nbaMmkGmLQBk-Yx3z0XDEtI/edit#gid=0).\n\n\n## Summary of Findings\n\n\u003e In the exploration, I found that there was a much big spike in different amounts in Loan Original amount like 4k, 5K,10k, and 15k, almost few ask for fractions and a lot ask for multiples of five. when plotting the term data I found that a high percentage of borrowers make a loan for 3 term years and when plotting the term with Loan original amount I found that if the borrowers need a high amount it is a high probability that he makes a loan in 5 years term.\nborrowers that have a low range in monthly income high probability that he passed his repayment date lower-income higher delay for payment. loan with the 1-year term has a higher Monthly loan payment and that is because it has a high loan original amount  \n\n## Key Insights for Presentation\n\n\u003e For the presentation, I focus on just the influence of the monthly income and monthly payment and loan amount and the term that borrowers choose. I start by introducing the distribution of the Loan original amount and monthly loan payment, followed by the influence of 3 features that i introduce 2 lines above, with the term that borrowers choose on the Loan status and what makes borrowers delay the repayment ","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmuhamedhekal%2Fexploratory-explanatorydataanalysis","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmuhamedhekal%2Fexploratory-explanatorydataanalysis","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmuhamedhekal%2Fexploratory-explanatorydataanalysis/lists"}