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Name – Sanket V. Butoliya
UID – U95365115
Major - Business Analytics & Information Systems
SAS® Enterprise Miner™ -
Default Credit Card Payment
Attributes
Information
Description Values
LIMIT_BAL Amount of the given credit Numeric
SEX Gender 1 = male; 2 = female
Education Education Status
1 = graduate school; 2 =
university; 3 = high school; 4 =
others
Marital status Married or not
1 = married; 2 = single; 3 =
others
Age Age of person Numeric
PAY_XX History of past payment
-1 = pay duly; 1 = payment
delay for one month; 2 =
payment delay for two months;
BILL_AMT XX Amount of bill statement Numeric
PAY_AMT XX Amount of previous payment Numeric
Default
payment next
month
Will customer default? Yes = 1, No = 0
Predicted attribute = Default
payment next
month
Number of Instances = 5000
Number of Attributes = 24
Missing Attribute Values = None
Data set Data Import Stats & Partition Models Comparison
Data set Data Import Stats & Partition Models Comparison
Data set Data Import Stats & Partition Models Comparison
Data set Data Import Stats & Partition Models Comparison
Baseline
Accuracy
77.76 %
Data set Data Import Stats & Partition Models Comparison
Data set Data Import Stats & Partition Models Comparison
Data set Data Import Stats & Partition Models Comparison
Data set Data Import Stats & Partition Models Comparison
Data set Data Import Stats & Partition Models Comparison
Thank You…

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SAS EM 14.1

  • 1. Name – Sanket V. Butoliya UID – U95365115 Major - Business Analytics & Information Systems SAS® Enterprise Miner™ - Default Credit Card Payment
  • 2. Attributes Information Description Values LIMIT_BAL Amount of the given credit Numeric SEX Gender 1 = male; 2 = female Education Education Status 1 = graduate school; 2 = university; 3 = high school; 4 = others Marital status Married or not 1 = married; 2 = single; 3 = others Age Age of person Numeric PAY_XX History of past payment -1 = pay duly; 1 = payment delay for one month; 2 = payment delay for two months; BILL_AMT XX Amount of bill statement Numeric PAY_AMT XX Amount of previous payment Numeric Default payment next month Will customer default? Yes = 1, No = 0 Predicted attribute = Default payment next month Number of Instances = 5000 Number of Attributes = 24 Missing Attribute Values = None Data set Data Import Stats & Partition Models Comparison
  • 3. Data set Data Import Stats & Partition Models Comparison
  • 4. Data set Data Import Stats & Partition Models Comparison
  • 5. Data set Data Import Stats & Partition Models Comparison Baseline Accuracy 77.76 %
  • 6. Data set Data Import Stats & Partition Models Comparison
  • 7. Data set Data Import Stats & Partition Models Comparison
  • 8. Data set Data Import Stats & Partition Models Comparison
  • 9. Data set Data Import Stats & Partition Models Comparison
  • 10. Data set Data Import Stats & Partition Models Comparison