0 0 small appliance 0 596 low 0 0 used car 0 904 low

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$0 $0 Small Appliance $0 $596 LOW $0 $0 Used Car $0 $904 LOW $0 $0 New Car $0 $541 LOW $0 $0 Furniture $0 $154 LOW $0 $0 New Car $4,802 $0 $0 MEDIUM HIGH Business $177 $0 LOW $0 $0 Small Appliance $0 $337 LOW $0 $0 New Car $0 $716 LOW $0 $0
Education $996 $837 $0 MEDIUM $0 Education $705 $0 $0 MEDIUM $0 Furniture $0 $7,710 LOW $0 $0 New Car $0 $531 LOW $0 $0 Small Appliance $5,960 $129 $0 MEDIUM HIGH Furniture $0 $941 LOW $0 $0 Furniture $759 $596 $0 MEDIUM $0 Furniture $0 $987 LOW $0 $0 Small Appliance $651 $0 $0 MEDIUM $0 Business $257 $460 LOW $0 $0 Small Appliance $955 $0 $0 MEDIUM $0 Small Appliance $0 $798 LOW $0 $0 Small Appliance $8,249 $0 $0 MEDIUM HIGH Small Appliance $0 $959 LOW $0 $0 Small Appliance $956 $1,482 $0 MEDIUM $0 New Car $382 $883 LOW $0 $0 Furniture $0 $12,721 LOW $0 $0 Education $842 $0 $0 MEDIUM $0 Repairs $3,111 $0 $0 MEDIUM HIGH Small Appliance $0 $302 LOW $0 $0 Furniture $0 $538 LOW $0 $0 Small Appliance $2,846 $0 $0 MEDIUM HIGH Small Appliance $231 $702 LOW $0 $0 Repairs $0 $2,688 LOW $0 $0 Small Appliance $17,366 $0 $0 MEDIUM HIGH Small Appliance $0 $425 LOW $0 $0 New Car $332 $214 LOW $0 $0 Small Appliance $242 $0 LOW $0 $0 New Car $0 $272 LOW $0 $0 Business $929 $124 $0 MEDIUM $0 Small Appliance $0 $17,124 LOW $0 $0 Used Car $0 $612 LOW $0 $0 New Car $0 $862 LOW $0 $0 Furniture $0 $146 LOW $0 $0 New Car $0 $14,190 LOW $0 $0 Used Car $0 $396 LOW $0 $0 Small Appliance $0 $519 LOW $0 $0 Used Car $646 $0 $0 MEDIUM $0 New Car $538 $344 $0 MEDIUM $0 Furniture $0 $204 LOW $0 $0 Small Appliance $0 $148 LOW $0 $0 Furniture $0 $435 LOW $0 $0 Small Appliance $0 $914 LOW $0 $0 New Car $135 $0 LOW $0 $0 Used Car $2,472 $0 $0 MEDIUM HIGH New Car $0 $412 LOW $0 $0 New Car $10,417 $19,811 $0 MEDIUM HIGH Small Appliance $211 $822 LOW $0 $0
Small Appliance $16,630 $0 $0 MEDIUM HIGH Furniture $0 $3,369 LOW $0 $0 Furniture $642 $0 $0 MEDIUM $0 Small Appliance $0 $707 LOW $0 $0 Small Appliance $296 $818 LOW $0 $0 Business $898 $177 $0 MEDIUM $0 New Car $478 $4,071 LOW $0 $0 New Car $315 $466 LOW $0 $0 New Car $122 $460 LOW $0 $0 Furniture $0 $991 LOW $0 $0 Small Appliance $0 $17,653 LOW $0 $0 Education $0 $497 LOW $0 $0 Business $670 $4,014 $0 MEDIUM $0 Business $444 $921 LOW $0 $0 New Car $3,880 $0 $0 MEDIUM HIGH Used Car $819 $0 $0 MEDIUM $0 Used Car $0 $607 LOW $0 $0 Large Appliance $0 $15,800 LOW $0 $0 Furniture $0 $369 LOW $0 $0 Business $0 $4,973 LOW $0 $0 Furniture $0 $0 LOW $0 $0 New Car $0 $761 LOW $0 $0 Education $0 $471 LOW $0 $0 Used Car $0 $674 LOW $0 $0 New Car $0 $547 LOW $0 $0 Furniture $161 $524 LOW $0 $0 Furniture $0 $815 LOW $0 $0 Used Car $0 $0 LOW $0 $0 New Car $789 $989 $0 MEDIUM $0 Small Appliance $765 $10,406 $0 MEDIUM $0 Furniture $0 $957 LOW $0 $0 New Car $0 $770 LOW $0 $0 Furniture $983 $950 $0 MEDIUM $0 Used Car $0 $160 LOW $0 $0 Used Car $0 $276 LOW $0 $0 Education $798 $137 $0 MEDIUM $0 New Car $0 $579 LOW $0 $0 New Car $193 $2,684 LOW $0 $0 Small Appliance $497 $0 LOW $0 $0 Furniture $0 $0 LOW $0 $0 New Car $0 $0 LOW $0 $0 New Car $0 $712 LOW $0 $0 New Car $0 $912 LOW $0 $0
(b) (a) Savings Acct Status Loan Purpose Number of Applicants $0 MEDIUM Loan Purpose New Car 105 $0 MEDIUM $0 Used Car 40 LOW MEDIUM $0 Business 44 LOW MEDIUM $0 Education 23 $0 $0 HIGH Small Appliance 105 LOW MEDIUM $0 Furniture 85 LOW MEDIUM $0 $0 MEDIUM $0 Checking Acct Balance No of Customers LOW MEDIUM $0 less than $500 0 LOW MEDIUM $0 $0 MEDIUM $0 $0 $0 HIGH PROBLEM $0 MEDIUM $0 The Excel file Credit Risk Data provides information about 425 b $0 MEDIUM $0 The data include the purpose of the loan, checking and savings LOW MEDIUM $0 number of months as a customer of the bank, months employe LOW MEDIUM

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