README
1. INTRODUCTION:
- This file contains the informations about a dataset that is related to credit risk & score. It's a tiny dataset with about 40000 rows and 29 variables that the goal is to work with data analysis/visualization and machine learning algorithms to predict the target BAD.
2. PROGRAMMING LANGUAGE:
- This code was made on R, which is a language that is not entirely unlike (versions 3 and 4 of) the S language developed at AT&T Bell Laboratories by Rick Becker, John Chambers and Allan Wilks. R is free software distributed under a GNU-style copyleft. The core of R is an interpreted computer language with a syntax superficially similar to C, but which is actually a "functional programming language" with capabilities similar to Scheme. The language allows branching and looping as well as modular programming using functions.
3. ABOUT THE DATASET:
-
The 'CreditScoring' data frame dim contains 40000 rows and 29 variables:
- V1 = Index counter;
- clientId = Client index;
- shopId = Loan index;
- gender = Client gender;
- 'F' = Feminino
- 'M' = Masculino
- maritalStatus = Client marital status;
- 'C' = Casado
- 'D' = Divorciado
- 'S' = Solteiro
- 'V' = Viúvo
- 'O' = Outros
- age = Client age;
- numberOfDependents = Client number of dependents;
- education = Client schooling;
- flagResidencialPhone: Flag if client has declared residencial phone;
- Y = Sim
- N = Não
- areaCodeResidencialPhone: Area code from declared residencial phone;
- bestPaymentDay: Choosen day client has declared as best day to pay a loan;
- shopRank: Loan rank on plataform;
- residenceType: Client residence type;
- 'P' = Própria
- 'A' = Alugada'
- 'C' = Compartilhada
- 'O' = Outros
- monthsInResidence: Number of months client is living in declared residence;
- flagMothersName: Flag if client has declared mothers name;
- Y = Sim
- N = Não
- flagFathersName: Flag if client has declared fathers name;
- Y = Sim
- N = Não
- flagResidenceTown_WorkingTown: Flag if client live in his/her working town;
- Y = Sim
- N = Não
- flagResidenceState_WorkingState: Flag if client live in his/her working state;
- Y = Sim
- N = Não
- monthsInTheJob: Number of months client is working in his/her actual job;
- professionCode: Client profession code
- mateIncome: Client mate income
- flagResidencialAddress_PostalAddress: Flag validation zip code client;
- Y = Sim
- N = Não
- flagOtherCard: Flag if client has others credit card;
- Y = Sim
- N = Não
- quantityBankAccounts: Client number of bank accounts;
- flagMobilePhone: Flag if client has mobile phone;
- Y = Sim
- N = Não
- flagContactPhone: Flag if client has contact phone;
- Y = Sim
- N = Não
- personalNetIncome: Client personal income;
- codeApplicationBooth: Code where client requested his/her loan application;
- BAD: Flag if client has delayed his/her loan
- 0 = Adimplente
- 1 = Inadimplente