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Ideal Leverage via Machine Learning: Avoiding Financial Distress

Table 4: Research file

DATE COMPANYNAME ACID-TEST RATIO LEVERAGE RATIO MARKETING EXPENSES/ NET SALES PROFIT LOSS CASH RATIO AGE
JUN 2007 XXX 0,80 0,59 24,72 1 0,2192 41
DEC2007 XXX 0,79 0,53 25,01 1 0,3104 41
JUN 2008 XXX 1,00 0,60 24,19 1 0,3830 42
DEC 2008 XXX 0,91 0,58 24,89 1 0,4889 42
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