Dataset之GermanCreditData:GermanCreditData数据集的简介、下载、使用方法之详细攻略

Dataset之GermanCreditData:GermanCreditData数据集的简介、下载、使用方法之详细攻略

目录

GermanCreditData数据集的简介

1、数据集描述

GermanCreditData数据集的下载

GermanCreditData数据集的使用方法


GermanCreditData数据集的简介

        德国信用数据,该数据集来自汉堡大学统计与计量研究所的教授,Hans Hofmann博士所收集制作。

1、数据集描述

备注:DM指德国货币—马克,1DM≈11RMB

字段英文

中文

描述

7个数值型

Duration in month

月持续时间

Credit amount

信用额度

Installment rate in percentage of disposable income

分期付款率占可支配收入的百分比

Present residence since

现居住地至今

Age in years

年龄

Number of existing credits at this bank

这家银行的现有信贷数量

Number of people being liable to provide maintenance for

有责任为其提供维修服务的人数

13个类别型

Status of existing checking account

现有支票账户的状态

A11 :      ... <    0 DM

A12 : 0 <= ... <  200 DM

A13 :      ... >= 200 DM /salary assignments for at least 1 year至少 1 年的工资分配

A14 : no checking account无账户

Credit history

信用记录

A30 : no credits taken/all credits paid back duly

A31 : all credits at this bank paid back duly

A32 : existing credits paid back duly till now

A33 : delay in paying off in the past

A34 : critical account/other credits existing (not at this bank)

Purpose

目的

A40 : car (new)

A41 : car (used)

A42 : furniture/equipment

A43 : radio/television

A44 : domestic appliances

A45 : repairs

A46 : education

A47 : (vacation - does not exist?)

A48 : retraining

A49 : business

A410 : others

Savings account/bonds

储蓄账户/债券

A61 :          ... <  100 DM

A62 :   100 <= ... <  500 DM

A63 :   500 <= ... < 1000 DM

A64 :          .. >= 1000 DM

A65 :   unknown/ no savings account

Present employment since

至今工作至今

A71 : unemployed

A72 :       ... < 1 year

A73 : 1  <= ... < 4 years  

A74 : 4  <= ... < 7 years

A75 :       .. >= 7 years

Personal status and sex

个人地位和性别

A91 : male   : divorced/separated

A92 : female : divorced/separated/married

A93 : male   : single

A94 : male   : married/widowed

A95 : female : single

Other debtors / guarantors

其他债务人/担保人

A101 : none

A102 : co-applicant

A103 : guarantor

Property

财产

A121 : real estate

A122 : if not A121 : building society savings agreement/life insurance

A123 : if not A121/A122 : car or other, not in attribute 6

A124 : unknown / no property

Other installment plans

其他分期付款计划

A141 : bank

A142 : stores

A143 : none

Housing

住房

A151 : rent

A152 : own

A153 : for free

Job

工作

A171 : unemployed/ unskilled  - non-resident

A172 : unskilled - resident

A173 : skilled employee / official

A174 : management/ self-employed/highly qualified employee/ officer

Telephone

电话

A191 : none

A192 : yes, registered under the customers name

foreign worker

外籍工人

A201 : yes

A202 : no

   

GermanCreditData数据集的下载

数据集链接UCI Machine Learning Repository

GermanCreditData数据集的使用方法

相关案例
ML之LoR:基于信用卡数据集利用LoR逻辑回归算法实现如何开发通用信用风险评分卡模型之全流程讲解_一个处女座的程序猿的博客-CSDN博客
https://blog.csdn.net/qq_41185868/article/details/125418213

猜你喜欢

转载自blog.csdn.net/qq_41185868/article/details/125419202