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A Clustering project in Python that aims to clustered loans into several types of loan clusters.

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Bank-Loan-Cluestering

A Clustering project in Python that aims to clustered loans into several types of loan clusters.

Dataset Description

Variable - Description LN_ID - Loan ID

TARGET - "Target variable (1 - client with late payment more than X days - 0 - all other cases)"

CONTRACT_TYPE - Identification if loan is cash or revolving

GENDER - Gender of the client

NUM_CHILDREN - Number of children the client has

INCOME - Monthly income of the client

APPROVED_CREDIT - Approved credit amount of the loan

ANNUITY - Loan annuity (amount that must be paid monthly)

PRICE - For consumer loans it is the price of the goods for which the loan is given

INCOME_TYPE - "Clients income type (businessman - working - maternity leave - …)"

EDUCATION - The client highest education

FAMILY_STATUS - Family status of the client

HOUSING_TYPE - "What is the housing situation of the client (renting - living with parents - ...)"

DAYS_AGE - Client's age in days at the time of application

DAYS_WORK - How many days before the application the person started current job

DAYS_REGISTRATION - How many days before the application did client change his registration

DAYS_ID_CHANGE - How many days before the application did client change the identity document with which he applied for the loan

WEEKDAYS_APPLY - On which day of the week did the client apply for the loan

HOUR_APPLY - Approximately at what hour did the client apply for the loan

ORGANIZATION_TYPE - Type of organization where client works

EXT_SCORE_1 - Normalized score from external data source

EXT_SCORE_2 - Normalized score from external data source

EXT_SCORE_3 - Normalized score from external data source

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A Clustering project in Python that aims to clustered loans into several types of loan clusters.

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