Understanding attributes of the datasetData analysisData preprocessingFirst changeSecond changeImplementing the changesBasic data analysis followed by data preprocessingListing statistical propertiesFinding missing valuesReplacing missing valuesCorrelationDetecting outliersOutliers detection techniquesPercentile-based outlier detectionMedian Absolute Deviation (MAD)-based outlier detectionStandard Deviation (STD)-based outlier detectionMajority-vote-based outlier detection:Visualization of outliersHandling outliersRevolving utilization of unsecured linesAgeNumber of time 30-59 days past due not worseDebt ratioMonthly incomeNumber of open credit lines and loansNumber of times 90 days lateNumber of real estate loans or linesNumber of times 60-89 days past due not worseNumber of dependents