data gcredit; input obs chk_acct duration history new_car used_car furniture Radio_TV education retraining amount sav_acct employment install_rate male_div male_single male_mar_wid co_applicant guarantor present_residence real_estate prop_unkn_none age other_install rent own_res num_credits job num_dependent telephone foreign response; /* Beginning of Code List OBS Observation No. Categorical CHK_ACCT Checking account status Categorical 0 : < 0 DM 1: 0 < ...< 200 DM 2 : => 200 DM 3: no checking account DURATION Duration of credit in months Numerical HISTORY Credit history Categorical 0: no credits taken 1: all credits at this bank paid back duly 2: existing credits paid back duly till now 3: delay in paying off in the past 4: critical account NEW_CAR Purpose of credit Binary car (new) 0: No, 1: Yes USED_CAR Purpose of credit Binary car (used) 0: No, 1: Yes FURNITURE Purpose of credit Binary furniture/equipment 0: No, 1: Yes RADIO/TV Purpose of credit Binary radio/television 0: No, 1: Yes EDUCATION Purpose of credit Binary education 0: No, 1: Yes RETRAINING Purpose of credit Binary retraining 0: No, 1: Yes AMOUNT Credit amount Numerical SAV_ACCT Average balance in savings account Categorical 0 : < 100 DM 1 : 100<= ... < 500 DM 2 : 500<= ... < 1000 DM 3 : =>1000 DM 4 : unknown/ no savings account EMPLOYMENT Present employment since Categorical 0: unemployed 1: < 1 year 2 : 1 <= ... < 4 years 3 : 4 <=... < 7 years 4 : >= 7 years INSTALL_RATE Installment rate as % of disposable income Numerical MALE_DIV Applicant is male and divorced Binary 0: No, 1: Yes MALE_SINGLE Applicant is male and single Binary 0: No, 1: Yes MALE_MAR_WID Applicant is male and married or a widower Binary 0: No, 1: Yes CO_APPLICANT Application has a co-applicant Binary 0: No, 1: Yes GUARANTOR Applicant has a guarantor Binary 0: No, 1: Yes PRESENT_RESIDENT Present resident since - years Categorical 0: <= 1 year 1<…<=2 years 2<…<=3 years 3:>4years REAL_ESTATE Applicant owns real estate Binary 0: No, 1: Yes PROP_UNKN_NONE Applicant owns no property (or unknown) Binary 0: No, 1: Yes AGE Age in years Numerical OTHER_INSTALL Applicant has other installment plan credit Binary 0: No, 1: Yes RENT Applicant rents Binary 0: No, 1: Yes OWN_RES Applicant owns residence Binary 0: No, 1: Yes NUM_CREDITS Number of existing credits at this bank Numerical JOB Nature of job Categorical 0 : unemployed/ unskilled - non-resident 1 : unskilled - resident 2 : skilled employee / official 3 : management/ self-employed/highly qualified employee/ officer NUM_DEPENDENTS Number of people for whom liable to provide maintenance Numerical TELEPHONE Applicant has phone in his or her name Binary 0: No, 1: Yes FOREIGN Foreign worker Binary 0: No, 1: Yes RESPONSE Credit rating is good Binary 0: No, 1: Yes End of Code List */ label OBS = "ID (obs) Number" CHK_ACCT = "Checking Account Status" DURATION = "Duration of Credit" HISTORY = "Credit History" NEW_CAR = "New Car Loan" USED_CAR = "Used Car Loan" FURNITURE = "Loan for Furniture" RADIO_TV = "Loan for Radio or TV" EDUCATION = "Loan for Education" RETRAINING = "Loan for Retraining" AMOUNT = "Credit Amount" SAV_ACCT = "Average Balance in Savings Account" EMPLOYMENT = "Time in Present Employment" INSTALL_RATE = "Installment Rate as % of Disposable Income" MALE_DIV = "Applicant is Male and Divorced" MALE_SINGLE = "Applicant is Male and Single" MALE_MAR_WID = "Applicant is Male and Married or a Widower" CO_APPLICANT = "Application has a Co-applicant" GUARANTOR = "Applicant has a Guarantor" PRESENT_RESIDENCE = "Time at Present Residence" REAL_ESTATE = "Owns Real Estate" PROP_UNKN_NONE = "Applicant Owns No Property (Or Unknown)" AGE = "Age in Years" OTHER_INSTALL = "Applicant has Other Installment Plan Credit" RENT = "Applicant is Rentor" OWN_RES = "Applicant Owns Residence" NUM_CREDITS = "Number of Existing Credits at this Bank" JOB = "Nature of Job" NUM_DEPENDENT = "Number of Dependents" TELEPHONE = "Applicant has Telephone in His/Her Name" 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0 0 1 1 1 1 0 0 1 977 1 6 2 0 0 0 1 0 0 753 0 2 2 0 0 0 0 1 3 1 0 64 0 0 1 1 2 1 0 0 1 978 1 18 3 0 0 0 0 0 1 2427 4 4 4 0 1 0 0 0 2 0 0 42 0 0 1 2 2 1 0 0 1 979 3 24 3 1 0 0 0 0 0 2538 0 4 4 0 1 0 0 0 4 0 0 47 0 0 1 2 1 2 0 0 0 980 1 15 1 1 0 0 0 0 0 1264 1 2 2 0 0 1 0 0 2 0 0 25 0 1 0 1 2 1 0 0 0 981 1 30 4 0 0 1 0 0 0 8386 0 3 2 0 1 0 0 0 2 0 0 49 0 0 1 1 2 1 0 0 0 982 3 48 2 0 0 0 0 0 1 4844 0 0 3 0 1 0 0 0 2 0 0 33 1 1 0 1 3 1 1 0 0 983 2 21 2 1 0 0 0 0 0 2923 1 2 1 0 0 0 0 0 1 0 0 28 1 0 1 1 3 1 1 0 1 984 0 36 2 0 1 0 0 0 0 8229 0 2 2 0 1 0 0 0 2 0 0 26 0 0 1 1 2 2 0 0 0 985 3 24 4 0 0 1 0 0 0 2028 0 3 2 0 1 0 0 0 2 0 0 30 0 0 1 2 1 1 0 0 1 986 0 15 4 0 0 1 0 0 0 1433 0 2 4 0 0 0 0 0 3 0 0 25 0 1 0 2 2 1 0 0 1 987 2 42 0 0 0 0 0 0 1 6289 0 1 2 1 0 0 0 0 1 0 0 33 0 0 1 2 2 1 0 0 1 988 3 13 2 0 0 0 1 0 0 1409 1 0 2 0 0 0 0 0 4 1 0 64 0 0 1 1 2 1 0 0 1 989 0 24 2 0 1 0 0 0 0 6579 0 0 4 0 1 0 0 0 2 0 1 29 0 0 0 1 3 1 1 0 1 990 1 24 4 0 0 0 1 0 0 1743 0 4 4 0 1 0 0 0 2 0 0 48 0 0 1 2 1 1 0 0 1 991 3 12 4 0 0 0 0 1 0 3565 4 1 2 0 1 0 0 0 1 0 0 37 0 0 1 2 1 2 0 0 1 992 3 15 1 0 0 0 1 0 0 1569 1 4 4 0 1 0 0 0 4 0 0 34 1 0 1 1 1 2 0 0 1 993 0 18 2 0 0 0 1 0 0 1936 4 3 2 0 0 1 0 0 4 0 0 23 0 1 0 2 1 1 0 0 1 994 0 36 2 0 0 1 0 0 0 3959 0 0 4 0 1 0 0 0 3 0 0 30 0 0 1 1 3 1 1 0 1 995 3 12 2 1 0 0 0 0 0 2390 4 4 4 0 1 0 0 0 3 0 0 50 0 0 1 1 2 1 1 0 1 996 3 12 2 0 0 1 0 0 0 1736 0 3 3 0 0 0 0 0 4 1 0 31 0 0 1 1 1 1 0 0 1 997 0 30 2 0 1 0 0 0 0 3857 0 2 4 1 0 0 0 0 4 0 0 40 0 0 1 1 3 1 1 0 1 998 3 12 2 0 0 0 1 0 0 804 0 4 4 0 1 0 0 0 4 0 0 38 0 0 1 1 2 1 0 0 1 999 0 45 2 0 0 0 1 0 0 1845 0 2 4 0 1 0 0 0 4 0 1 23 0 0 0 1 2 1 1 0 0 1000 1 45 4 0 1 0 0 0 0 4576 1 0 3 0 1 0 0 0 4 0 0 27 0 0 1 1 2 1 0 0 1 ; proc logistic data=gcredit descending; title "Logistic Analysis of German Credit - Backward Selection"; model response = obs chk_acct duration history new_car used_car furniture Radio_TV education retraining amount sav_acct employment install_rate male_div male_single male_mar_wid co_applicant guarantor present_residence real_estate prop_unkn_none age other_install rent own_res num_credits job num_dependent telephone foreign /rsquare selection = backward slstay=0.05; run;