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HMEQ_Data - MaRDI portal

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HMEQ_Data

From MaRDI portal
Dataset:6036427



OpenML43320MaRDI QIDQ6036427

OpenML dataset with id 43320

Author name not available (Why is that?)

Full work available at URL: https://api.openml.org/data/v1/download/22102145/HMEQ_Data.arff

Upload date: 23 March 2022



Dataset Characteristics

Number of features: 13 (numeric: 11, symbolic: 0 and in total binary: 0 )
Number of instances: 5,960
Number of instances with missing values: 2,596
Number of missing values: 5,271

Description

ContextTheconsumercreditdepartmentofabankwantstoautomatethedecisionmakingprocessforapprovalofhomeequitylinesofcreditTodothistheywillfollowtherecommendationsoftheEqualCreditOpportunityActtocreateanempiricallyderivedandstatisticallysoundcreditscoringmodelThemodelwillbebasedondatacollectedfromrecentapplicantsgrantedcreditthroughthecurrentprocessofloanunderwritingThemodelwillbebuiltfrompredictivemodelingtoolsbutthecreatedmodelmustbesufficientlyinterpretabletoprovideareasonforanyadverseactionsrejectionsContentTheHomeEquitydatasetHMEQcontainsbaselineandloanperformanceinformationfor5960recenthomeequityloansThetargetBADisabinaryvariableindicatingwhetheranapplicanteventuallydefaultedorwasseriouslydelinquentThisadverseoutcomeoccurredin1189cases20Foreachapplicant12inputvariableswererecordedAcknowledgementsInspirationWhatifyoucanpredictclientswhodefaultontheirloans






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