Example A.2. Variable selection example

table 'german_credit' :
        checking_status duration credit_history purpose credit_amount savings_status employment installment_commitment personal_status other_parties residence_since property_magnitude age other_payment_plans housing existing_credits job num_dependents own_telephone foreign_worker Class
        'less 0' 6.0 'critical/other existing credit' 'radio/tv' 1169.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 67.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 48.0 'existing paid' 'radio/tv' 5951.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 2.0 'real estate' 22.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 12.0 'critical/other existing credit' 'education' 2096.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 3.0 'real estate' 49.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'less 0' 42.0 'existing paid' 'furniture/equipment' 7882.0 'less 100' '4 less X less 7' 2.0 'male single' 'guarantor' 4.0 'life insurance' 45.0 'none' 'for free' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 24.0 'delayed previously' 'new car' 4870.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 4.0 'no known property' 53.0 'none' 'for free' 2.0 'skilled' 2.0 'none' 'yes' 'bad'
        'no checking' 36.0 'existing paid' 'education' 9055.0 'no known savings' '1 less X less 4' 2.0 'male single' 'none' 4.0 'no known property' 35.0 'none' 'for free' 1.0 'unskilled resident' 2.0 'yes' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'furniture/equipment' 2835.0 '500 less X less 1000' 'greater 7' 3.0 'male single' 'none' 4.0 'life insurance' 53.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 36.0 'existing paid' 'used car' 6948.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'car' 35.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'radio/tv' 3059.0 'greater 1000' '4 less X less 7' 2.0 'male div/sep' 'none' 4.0 'real estate' 61.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 30.0 'critical/other existing credit' 'new car' 5234.0 'less 100' 'unemployed' 4.0 'male mar/wid' 'none' 2.0 'car' 28.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 12.0 'existing paid' 'new car' 1295.0 'less 100' 'less 1' 3.0 'female div/dep/mar' 'none' 1.0 'car' 25.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 48.0 'existing paid' 'business' 4308.0 'less 100' 'less 1' 3.0 'female div/dep/mar' 'none' 4.0 'life insurance' 24.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 12.0 'existing paid' 'radio/tv' 1567.0 'less 100' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 1.0 'car' 22.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 24.0 'critical/other existing credit' 'new car' 1199.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 60.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'less 0' 15.0 'existing paid' 'new car' 1403.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 4.0 'car' 28.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'radio/tv' 1282.0 '100 less X less 500' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'car' 32.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'radio/tv' 2424.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 53.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 30.0 'no credits/all paid' 'business' 8072.0 'no known savings' 'less 1' 2.0 'male single' 'none' 3.0 'car' 25.0 'bank' 'own' 3.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'used car' 12579.0 'less 100' 'greater 7' 4.0 'female div/dep/mar' 'none' 2.0 'no known property' 44.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 24.0 'existing paid' 'radio/tv' 3430.0 '500 less X less 1000' 'greater 7' 3.0 'male single' 'none' 2.0 'car' 31.0 'none' 'own' 1.0 'skilled' 2.0 'yes' 'yes' 'good'
        'no checking' 9.0 'critical/other existing credit' 'new car' 2134.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'car' 48.0 'none' 'own' 3.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 6.0 'existing paid' 'radio/tv' 2647.0 '500 less X less 1000' '1 less X less 4' 2.0 'male single' 'none' 3.0 'real estate' 44.0 'none' 'rent' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 10.0 'critical/other existing credit' 'new car' 2241.0 'less 100' 'less 1' 1.0 'male single' 'none' 3.0 'real estate' 48.0 'none' 'rent' 2.0 'unskilled resident' 2.0 'none' 'no' 'good'
        '0 less X less 200' 12.0 'critical/other existing credit' 'used car' 1804.0 '100 less X less 500' 'less 1' 3.0 'male single' 'none' 4.0 'life insurance' 44.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 10.0 'critical/other existing credit' 'furniture/equipment' 2069.0 'no known savings' '1 less X less 4' 2.0 'male mar/wid' 'none' 1.0 'car' 26.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'no' 'good'
        'less 0' 6.0 'existing paid' 'furniture/equipment' 1374.0 'less 100' '1 less X less 4' 1.0 'male single' 'none' 2.0 'real estate' 36.0 'bank' 'own' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'no checking' 6.0 'no credits/all paid' 'radio/tv' 426.0 'less 100' 'greater 7' 4.0 'male mar/wid' 'none' 4.0 'car' 39.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'greater 200' 12.0 'all paid' 'radio/tv' 409.0 'greater 1000' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 3.0 'real estate' 42.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 7.0 'existing paid' 'radio/tv' 2415.0 'less 100' '1 less X less 4' 3.0 'male single' 'guarantor' 2.0 'real estate' 34.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 60.0 'delayed previously' 'business' 6836.0 'less 100' 'greater 7' 3.0 'male single' 'none' 4.0 'no known property' 63.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 18.0 'existing paid' 'business' 1913.0 'greater 1000' 'less 1' 3.0 'male mar/wid' 'none' 3.0 'real estate' 36.0 'bank' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'furniture/equipment' 4020.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'car' 27.0 'stores' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'new car' 5866.0 '100 less X less 500' '1 less X less 4' 2.0 'male single' 'none' 2.0 'car' 30.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'business' 1264.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 57.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'greater 200' 12.0 'existing paid' 'furniture/equipment' 1474.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'life insurance' 33.0 'bank' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 45.0 'critical/other existing credit' 'radio/tv' 4746.0 'less 100' 'less 1' 4.0 'male single' 'none' 2.0 'life insurance' 25.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 48.0 'critical/other existing credit' 'education' 6110.0 'less 100' '1 less X less 4' 1.0 'male single' 'none' 3.0 'no known property' 31.0 'bank' 'for free' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'greater 200' 18.0 'existing paid' 'radio/tv' 2100.0 'less 100' '1 less X less 4' 4.0 'male single' 'co applicant' 2.0 'real estate' 37.0 'stores' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'greater 200' 10.0 'existing paid' 'domestic appliance' 1225.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'car' 37.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 9.0 'existing paid' 'radio/tv' 458.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 3.0 'real estate' 24.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 30.0 'existing paid' 'radio/tv' 2333.0 '500 less X less 1000' 'greater 7' 4.0 'male single' 'none' 2.0 'car' 30.0 'bank' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'radio/tv' 1158.0 '500 less X less 1000' '1 less X less 4' 3.0 'male div/sep' 'none' 1.0 'car' 26.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'delayed previously' 'repairs' 6204.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 4.0 'real estate' 44.0 'none' 'own' 1.0 'unskilled resident' 2.0 'yes' 'yes' 'good'
        'less 0' 30.0 'critical/other existing credit' 'used car' 6187.0 '100 less X less 500' '4 less X less 7' 1.0 'male mar/wid' 'none' 4.0 'car' 24.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 48.0 'critical/other existing credit' 'used car' 6143.0 'less 100' 'greater 7' 4.0 'female div/dep/mar' 'none' 4.0 'no known property' 58.0 'stores' 'for free' 2.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 11.0 'critical/other existing credit' 'new car' 1393.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'car' 35.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        'no checking' 36.0 'existing paid' 'radio/tv' 2299.0 '500 less X less 1000' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 39.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 6.0 'existing paid' 'used car' 1352.0 '500 less X less 1000' 'unemployed' 1.0 'female div/dep/mar' 'none' 2.0 'life insurance' 23.0 'none' 'rent' 1.0 'unemp/unskilled non res' 1.0 'yes' 'yes' 'good'
        'no checking' 11.0 'critical/other existing credit' 'new car' 7228.0 'less 100' '1 less X less 4' 1.0 'male single' 'none' 4.0 'life insurance' 39.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'radio/tv' 2073.0 '100 less X less 500' '1 less X less 4' 4.0 'female div/dep/mar' 'co applicant' 2.0 'real estate' 28.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'delayed previously' 'furniture/equipment' 2333.0 'no known savings' 'less 1' 4.0 'male single' 'none' 2.0 'life insurance' 29.0 'bank' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 27.0 'delayed previously' 'used car' 5965.0 'less 100' 'greater 7' 1.0 'male single' 'none' 2.0 'car' 30.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'radio/tv' 1262.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 2.0 'car' 25.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'used car' 3378.0 'no known savings' '1 less X less 4' 2.0 'male single' 'none' 1.0 'life insurance' 31.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 36.0 'delayed previously' 'new car' 2225.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 57.0 'bank' 'for free' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 6.0 'all paid' 'new car' 783.0 'no known savings' '1 less X less 4' 1.0 'male single' 'guarantor' 2.0 'real estate' 26.0 'stores' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'radio/tv' 6468.0 'no known savings' 'unemployed' 2.0 'male single' 'none' 1.0 'no known property' 52.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 36.0 'critical/other existing credit' 'radio/tv' 9566.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 2.0 'car' 31.0 'stores' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 18.0 'existing paid' 'new car' 1961.0 'less 100' 'greater 7' 3.0 'female div/dep/mar' 'none' 2.0 'car' 23.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'critical/other existing credit' 'furniture/equipment' 6229.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'co applicant' 4.0 'no known property' 23.0 'none' 'rent' 2.0 'unskilled resident' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 9.0 'existing paid' 'business' 1391.0 'less 100' '1 less X less 4' 2.0 'male mar/wid' 'none' 1.0 'real estate' 27.0 'bank' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 15.0 'critical/other existing credit' 'radio/tv' 1537.0 'no known savings' 'greater 7' 4.0 'male single' 'guarantor' 4.0 'real estate' 50.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 36.0 'no credits/all paid' 'business' 1953.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 61.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 48.0 'no credits/all paid' 'business' 14421.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'car' 25.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 24.0 'existing paid' 'radio/tv' 3181.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 26.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 27.0 'existing paid' 'repairs' 5190.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 48.0 'none' 'own' 4.0 'skilled' 2.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'radio/tv' 2171.0 'less 100' 'less 1' 2.0 'female div/dep/mar' 'none' 2.0 'car' 29.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'new car' 1007.0 'greater 1000' '1 less X less 4' 4.0 'male mar/wid' 'none' 1.0 'real estate' 22.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 36.0 'existing paid' 'education' 1819.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'no known property' 37.0 'stores' 'for free' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 36.0 'existing paid' 'radio/tv' 2394.0 'no known savings' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'car' 25.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 36.0 'existing paid' 'used car' 8133.0 'less 100' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 2.0 'life insurance' 30.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 7.0 'critical/other existing credit' 'radio/tv' 730.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 2.0 'life insurance' 46.0 'none' 'rent' 2.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'less 0' 8.0 'critical/other existing credit' 'other' 1164.0 'less 100' 'greater 7' 3.0 'male single' 'none' 4.0 'no known property' 51.0 'bank' 'for free' 2.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        '0 less X less 200' 42.0 'critical/other existing credit' 'business' 5954.0 'less 100' '4 less X less 7' 2.0 'female div/dep/mar' 'none' 1.0 'real estate' 41.0 'bank' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'existing paid' 'education' 1977.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 40.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'less 0' 12.0 'critical/other existing credit' 'used car' 1526.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 66.0 'none' 'for free' 2.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        'less 0' 42.0 'existing paid' 'radio/tv' 3965.0 'less 100' 'less 1' 4.0 'male single' 'none' 3.0 'car' 34.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 11.0 'delayed previously' 'radio/tv' 4771.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 4.0 'life insurance' 51.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 54.0 'no credits/all paid' 'used car' 9436.0 'no known savings' '1 less X less 4' 2.0 'male single' 'none' 2.0 'life insurance' 39.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 30.0 'existing paid' 'furniture/equipment' 3832.0 'less 100' 'less 1' 2.0 'male mar/wid' 'none' 1.0 'life insurance' 22.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'radio/tv' 5943.0 'no known savings' 'less 1' 1.0 'female div/dep/mar' 'none' 1.0 'car' 44.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 15.0 'existing paid' 'radio/tv' 1213.0 '500 less X less 1000' 'greater 7' 4.0 'male single' 'none' 3.0 'life insurance' 47.0 'stores' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'business' 1568.0 '100 less X less 500' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 4.0 'life insurance' 24.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'other' 1755.0 'less 100' 'greater 7' 4.0 'female div/dep/mar' 'guarantor' 4.0 'real estate' 58.0 'none' 'own' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'less 0' 10.0 'existing paid' 'radio/tv' 2315.0 'less 100' 'greater 7' 3.0 'male single' 'none' 4.0 'real estate' 52.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'business' 1412.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'guarantor' 2.0 'real estate' 29.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'critical/other existing credit' 'furniture/equipment' 1295.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'life insurance' 27.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 36.0 'existing paid' 'education' 12612.0 '100 less X less 500' '1 less X less 4' 1.0 'male single' 'none' 4.0 'no known property' 47.0 'none' 'for free' 1.0 'skilled' 2.0 'yes' 'yes' 'bad'
        'less 0' 18.0 'existing paid' 'new car' 2249.0 '100 less X less 500' '4 less X less 7' 4.0 'male single' 'none' 3.0 'car' 30.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        'less 0' 12.0 'no credits/all paid' 'repairs' 1108.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 3.0 'real estate' 28.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 12.0 'critical/other existing credit' 'radio/tv' 618.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 56.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'critical/other existing credit' 'used car' 1409.0 'less 100' 'greater 7' 4.0 'male single' 'none' 3.0 'real estate' 54.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'radio/tv' 797.0 'no known savings' 'greater 7' 4.0 'female div/dep/mar' 'none' 3.0 'life insurance' 33.0 'bank' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        'greater 200' 24.0 'critical/other existing credit' 'furniture/equipment' 3617.0 'no known savings' 'greater 7' 4.0 'male single' 'co applicant' 4.0 'no known property' 20.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'new car' 1318.0 'greater 1000' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 54.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 54.0 'no credits/all paid' 'business' 15945.0 'less 100' 'less 1' 3.0 'male single' 'none' 4.0 'no known property' 58.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 12.0 'critical/other existing credit' 'education' 2012.0 'no known savings' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 2.0 'car' 61.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'business' 2622.0 '100 less X less 500' '1 less X less 4' 4.0 'male single' 'none' 4.0 'car' 34.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 36.0 'critical/other existing credit' 'radio/tv' 2337.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 36.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 20.0 'delayed previously' 'used car' 7057.0 'no known savings' '4 less X less 7' 3.0 'male single' 'none' 4.0 'life insurance' 36.0 'bank' 'rent' 2.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'new car' 1469.0 '100 less X less 500' 'greater 7' 4.0 'male mar/wid' 'none' 4.0 'real estate' 41.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 36.0 'existing paid' 'radio/tv' 2323.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 4.0 'car' 24.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 6.0 'delayed previously' 'radio/tv' 932.0 'less 100' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 2.0 'real estate' 24.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 9.0 'critical/other existing credit' 'furniture/equipment' 1919.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 3.0 'car' 35.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'used car' 2445.0 'no known savings' 'less 1' 2.0 'male mar/wid' 'none' 4.0 'car' 26.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 24.0 'critical/other existing credit' 'other' 11938.0 'less 100' '1 less X less 4' 2.0 'male single' 'co applicant' 3.0 'car' 39.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'bad'
        'no checking' 18.0 'all paid' 'new car' 6458.0 'less 100' 'greater 7' 2.0 'male single' 'none' 4.0 'no known property' 39.0 'bank' 'own' 2.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'bad'
        '0 less X less 200' 12.0 'existing paid' 'new car' 6078.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 2.0 'car' 32.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'furniture/equipment' 7721.0 'no known savings' 'less 1' 1.0 'female div/dep/mar' 'none' 2.0 'life insurance' 30.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'no' 'good'
        '0 less X less 200' 14.0 'existing paid' 'business' 1410.0 '500 less X less 1000' 'greater 7' 1.0 'male mar/wid' 'none' 2.0 'real estate' 35.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 6.0 'delayed previously' 'business' 1449.0 '100 less X less 500' 'greater 7' 1.0 'male div/sep' 'none' 2.0 'car' 31.0 'bank' 'own' 2.0 'skilled' 2.0 'none' 'yes' 'good'
        'greater 200' 15.0 'existing paid' 'education' 392.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 23.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'new car' 6260.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 3.0 'real estate' 28.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 36.0 'critical/other existing credit' 'new car' 7855.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'real estate' 25.0 'stores' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 12.0 'existing paid' 'radio/tv' 1680.0 '500 less X less 1000' 'greater 7' 3.0 'male mar/wid' 'none' 1.0 'real estate' 35.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 48.0 'critical/other existing credit' 'radio/tv' 3578.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 1.0 'real estate' 47.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 42.0 'existing paid' 'radio/tv' 7174.0 'no known savings' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 3.0 'car' 30.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'less 0' 10.0 'critical/other existing credit' 'furniture/equipment' 2132.0 'no known savings' 'less 1' 2.0 'female div/dep/mar' 'co applicant' 3.0 'real estate' 27.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'no' 'good'
        'less 0' 33.0 'critical/other existing credit' 'furniture/equipment' 4281.0 '500 less X less 1000' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 4.0 'car' 23.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 12.0 'critical/other existing credit' 'new car' 2366.0 '500 less X less 1000' '4 less X less 7' 3.0 'male div/sep' 'none' 3.0 'car' 36.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 21.0 'existing paid' 'radio/tv' 1835.0 'less 100' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 2.0 'real estate' 25.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'used car' 3868.0 'less 100' 'greater 7' 4.0 'female div/dep/mar' 'none' 2.0 'car' 41.0 'none' 'rent' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'furniture/equipment' 1768.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 2.0 'real estate' 24.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'greater 200' 10.0 'critical/other existing credit' 'new car' 781.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 63.0 'none' 'for free' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'furniture/equipment' 1924.0 'no known savings' 'less 1' 4.0 'female div/dep/mar' 'none' 3.0 'real estate' 27.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 12.0 'critical/other existing credit' 'new car' 2121.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'life insurance' 30.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'radio/tv' 701.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'none' 2.0 'real estate' 40.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'repairs' 639.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 30.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 12.0 'critical/other existing credit' 'used car' 1860.0 'less 100' 'unemployed' 4.0 'male single' 'none' 2.0 'car' 34.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'critical/other existing credit' 'new car' 3499.0 'less 100' '1 less X less 4' 3.0 'female div/dep/mar' 'co applicant' 2.0 'real estate' 29.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 48.0 'existing paid' 'new car' 8487.0 'no known savings' '4 less X less 7' 1.0 'female div/dep/mar' 'none' 2.0 'car' 24.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'delayed previously' 'education' 6887.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 3.0 'life insurance' 29.0 'stores' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 15.0 'existing paid' 'furniture/equipment' 2708.0 'less 100' 'less 1' 2.0 'male single' 'none' 3.0 'life insurance' 27.0 'bank' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'furniture/equipment' 1984.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'no known property' 47.0 'bank' 'for free' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 60.0 'existing paid' 'radio/tv' 10144.0 '100 less X less 500' '4 less X less 7' 2.0 'female div/dep/mar' 'none' 4.0 'real estate' 21.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'radio/tv' 1240.0 'no known savings' 'greater 7' 4.0 'female div/dep/mar' 'none' 2.0 'real estate' 38.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 27.0 'delayed previously' 'used car' 8613.0 'greater 1000' '1 less X less 4' 2.0 'male single' 'none' 2.0 'car' 27.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'radio/tv' 766.0 '500 less X less 1000' '1 less X less 4' 4.0 'male single' 'none' 3.0 'real estate' 66.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 15.0 'critical/other existing credit' 'radio/tv' 2728.0 'no known savings' '4 less X less 7' 4.0 'male single' 'guarantor' 2.0 'real estate' 35.0 'bank' 'own' 3.0 'skilled' 1.0 'yes' 'yes' 'good'
        'greater 200' 12.0 'existing paid' 'radio/tv' 1881.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 2.0 'car' 44.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'greater 200' 6.0 'existing paid' 'new car' 709.0 'greater 1000' 'less 1' 2.0 'male mar/wid' 'none' 2.0 'real estate' 27.0 'none' 'own' 1.0 'unemp/unskilled non res' 1.0 'none' 'no' 'good'
        '0 less X less 200' 36.0 'existing paid' 'radio/tv' 4795.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'no known property' 30.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 27.0 'existing paid' 'radio/tv' 3416.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 2.0 'car' 27.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'furniture/equipment' 2462.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'car' 22.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 21.0 'critical/other existing credit' 'furniture/equipment' 2288.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 23.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 48.0 'all paid' 'business' 3566.0 '100 less X less 500' '4 less X less 7' 4.0 'male single' 'none' 2.0 'car' 30.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 6.0 'critical/other existing credit' 'new car' 860.0 'less 100' 'greater 7' 1.0 'female div/dep/mar' 'none' 4.0 'no known property' 39.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'new car' 682.0 '100 less X less 500' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 3.0 'car' 51.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 36.0 'critical/other existing credit' 'furniture/equipment' 5371.0 'less 100' '1 less X less 4' 3.0 'male single' 'guarantor' 2.0 'life insurance' 28.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'radio/tv' 1582.0 'greater 1000' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 46.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 6.0 'existing paid' 'radio/tv' 1346.0 '100 less X less 500' 'greater 7' 2.0 'male single' 'none' 4.0 'no known property' 42.0 'bank' 'for free' 1.0 'skilled' 2.0 'yes' 'yes' 'good'
        'no checking' 10.0 'existing paid' 'radio/tv' 1924.0 'less 100' '1 less X less 4' 1.0 'male single' 'none' 4.0 'life insurance' 38.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'no' 'good'
        'greater 200' 36.0 'existing paid' 'radio/tv' 5848.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 1.0 'car' 24.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'critical/other existing credit' 'used car' 7758.0 'greater 1000' 'greater 7' 2.0 'female div/dep/mar' 'none' 4.0 'no known property' 29.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'delayed previously' 'business' 6967.0 '100 less X less 500' '4 less X less 7' 4.0 'male single' 'none' 4.0 'car' 36.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'furniture/equipment' 1282.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 4.0 'car' 20.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 9.0 'critical/other existing credit' 'repairs' 1288.0 '100 less X less 500' 'greater 7' 3.0 'male single' 'guarantor' 4.0 'real estate' 48.0 'none' 'own' 2.0 'skilled' 2.0 'none' 'no' 'good'
        'less 0' 12.0 'all paid' 'retraining' 339.0 'less 100' 'greater 7' 4.0 'male mar/wid' 'none' 1.0 'car' 45.0 'bank' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'new car' 3512.0 '100 less X less 500' '4 less X less 7' 2.0 'male single' 'none' 3.0 'car' 38.0 'bank' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 6.0 'critical/other existing credit' 'radio/tv' 1898.0 'no known savings' '1 less X less 4' 1.0 'male single' 'none' 2.0 'real estate' 34.0 'none' 'own' 2.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'radio/tv' 2872.0 '100 less X less 500' 'greater 7' 3.0 'male single' 'none' 4.0 'real estate' 36.0 'none' 'own' 1.0 'skilled' 2.0 'yes' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'new car' 1055.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'life insurance' 30.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 15.0 'existing paid' 'domestic appliance' 1262.0 '500 less X less 1000' '4 less X less 7' 4.0 'male single' 'none' 3.0 'life insurance' 36.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 10.0 'existing paid' 'new car' 7308.0 'less 100' 'unemployed' 2.0 'male single' 'none' 4.0 'no known property' 70.0 'bank' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 36.0 'existing paid' 'new car' 909.0 '500 less X less 1000' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 36.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 6.0 'existing paid' 'furniture/equipment' 2978.0 '500 less X less 1000' '1 less X less 4' 1.0 'male single' 'none' 2.0 'car' 32.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'furniture/equipment' 1131.0 'less 100' 'unemployed' 4.0 'female div/dep/mar' 'none' 2.0 'car' 33.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 11.0 'existing paid' 'furniture/equipment' 1577.0 'greater 1000' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'real estate' 20.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'furniture/equipment' 3972.0 'less 100' '4 less X less 7' 2.0 'female div/dep/mar' 'none' 4.0 'life insurance' 25.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 24.0 'critical/other existing credit' 'business' 1935.0 'less 100' 'greater 7' 4.0 'male div/sep' 'none' 4.0 'real estate' 31.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 15.0 'no credits/all paid' 'new car' 950.0 'less 100' 'greater 7' 4.0 'male single' 'none' 3.0 'car' 33.0 'none' 'rent' 2.0 'skilled' 2.0 'none' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'furniture/equipment' 763.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 1.0 'real estate' 26.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 24.0 'delayed previously' 'furniture/equipment' 2064.0 'less 100' 'unemployed' 3.0 'female div/dep/mar' 'none' 2.0 'life insurance' 34.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 8.0 'existing paid' 'radio/tv' 1414.0 'less 100' '1 less X less 4' 4.0 'male single' 'guarantor' 2.0 'real estate' 33.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'no' 'good'
        'less 0' 21.0 'delayed previously' 'education' 3414.0 'less 100' 'less 1' 2.0 'male single' 'none' 1.0 'life insurance' 26.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 30.0 'all paid' 'used car' 7485.0 'no known savings' 'unemployed' 4.0 'female div/dep/mar' 'none' 1.0 'real estate' 53.0 'bank' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'less 0' 12.0 'existing paid' 'furniture/equipment' 2577.0 'less 100' '1 less X less 4' 2.0 'male div/sep' 'none' 1.0 'car' 42.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 6.0 'critical/other existing credit' 'radio/tv' 338.0 '500 less X less 1000' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 52.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'radio/tv' 1963.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 2.0 'car' 31.0 'none' 'rent' 2.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        'less 0' 21.0 'critical/other existing credit' 'new car' 571.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 65.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 36.0 'delayed previously' 'business' 9572.0 'less 100' 'less 1' 1.0 'male div/sep' 'none' 1.0 'car' 28.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 36.0 'delayed previously' 'business' 4455.0 'less 100' '1 less X less 4' 2.0 'male div/sep' 'none' 2.0 'real estate' 30.0 'stores' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'less 0' 21.0 'all paid' 'new car' 1647.0 'no known savings' '1 less X less 4' 4.0 'male single' 'none' 2.0 'life insurance' 40.0 'none' 'own' 2.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'furniture/equipment' 3777.0 'greater 1000' '1 less X less 4' 4.0 'male single' 'none' 4.0 'real estate' 50.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'critical/other existing credit' 'new car' 884.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 36.0 'bank' 'own' 1.0 'skilled' 2.0 'yes' 'yes' 'bad'
        'no checking' 15.0 'critical/other existing credit' 'radio/tv' 1360.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'life insurance' 31.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 9.0 'all paid' 'used car' 5129.0 'less 100' 'greater 7' 2.0 'female div/dep/mar' 'none' 4.0 'no known property' 74.0 'bank' 'for free' 1.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'bad'
        '0 less X less 200' 16.0 'critical/other existing credit' 'new car' 1175.0 'less 100' 'unemployed' 2.0 'male single' 'none' 3.0 'car' 68.0 'none' 'for free' 3.0 'unemp/unskilled non res' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'radio/tv' 674.0 '100 less X less 500' '4 less X less 7' 4.0 'male mar/wid' 'none' 1.0 'life insurance' 20.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 18.0 'no credits/all paid' 'furniture/equipment' 3244.0 'less 100' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 4.0 'car' 33.0 'bank' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'business' 4591.0 'greater 1000' '1 less X less 4' 2.0 'male single' 'none' 3.0 'life insurance' 54.0 'none' 'own' 3.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 48.0 'no credits/all paid' 'business' 3844.0 '100 less X less 500' '4 less X less 7' 4.0 'male single' 'none' 4.0 'no known property' 34.0 'none' 'for free' 1.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        '0 less X less 200' 27.0 'existing paid' 'business' 3915.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 36.0 'none' 'own' 1.0 'skilled' 2.0 'yes' 'yes' 'bad'
        'no checking' 6.0 'existing paid' 'radio/tv' 2108.0 'less 100' '4 less X less 7' 2.0 'male mar/wid' 'none' 2.0 'real estate' 29.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 45.0 'existing paid' 'radio/tv' 3031.0 '100 less X less 500' '1 less X less 4' 4.0 'male single' 'guarantor' 4.0 'life insurance' 21.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 9.0 'critical/other existing credit' 'education' 1501.0 'less 100' 'greater 7' 2.0 'female div/dep/mar' 'none' 3.0 'car' 34.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 6.0 'critical/other existing credit' 'radio/tv' 1382.0 'less 100' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 1.0 'car' 28.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'furniture/equipment' 951.0 '100 less X less 500' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'car' 27.0 'bank' 'rent' 4.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 24.0 'existing paid' 'used car' 2760.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 36.0 'bank' 'for free' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'delayed previously' 'furniture/equipment' 4297.0 'less 100' 'greater 7' 4.0 'male div/sep' 'none' 3.0 'no known property' 40.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 9.0 'critical/other existing credit' 'education' 936.0 '500 less X less 1000' 'greater 7' 4.0 'male single' 'none' 2.0 'car' 52.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'new car' 1168.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'none' 3.0 'real estate' 27.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 27.0 'delayed previously' 'business' 5117.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 4.0 'car' 26.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'retraining' 902.0 'less 100' '4 less X less 7' 4.0 'male mar/wid' 'none' 4.0 'life insurance' 21.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 12.0 'critical/other existing credit' 'new car' 1495.0 'less 100' 'greater 7' 4.0 'male single' 'none' 1.0 'real estate' 38.0 'none' 'own' 2.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'less 0' 30.0 'critical/other existing credit' 'used car' 10623.0 'less 100' 'greater 7' 3.0 'male single' 'none' 4.0 'no known property' 38.0 'none' 'for free' 3.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'furniture/equipment' 1935.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 43.0 'none' 'own' 3.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'critical/other existing credit' 'domestic appliance' 1424.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 3.0 'life insurance' 26.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'business' 6568.0 'less 100' '1 less X less 4' 2.0 'male mar/wid' 'none' 2.0 'car' 21.0 'stores' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'used car' 1413.0 'greater 1000' '4 less X less 7' 3.0 'male single' 'none' 2.0 'life insurance' 55.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'no' 'good'
        'no checking' 9.0 'critical/other existing credit' 'radio/tv' 3074.0 'no known savings' '1 less X less 4' 1.0 'male single' 'none' 2.0 'real estate' 33.0 'none' 'own' 2.0 'skilled' 2.0 'none' 'yes' 'good'
        'no checking' 36.0 'existing paid' 'radio/tv' 3835.0 'no known savings' 'greater 7' 2.0 'female div/dep/mar' 'none' 4.0 'real estate' 45.0 'none' 'own' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'less 0' 27.0 'no credits/all paid' 'business' 5293.0 'less 100' 'unemployed' 2.0 'male single' 'none' 4.0 'life insurance' 50.0 'stores' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'greater 200' 30.0 'delayed previously' 'business' 1908.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 66.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 36.0 'critical/other existing credit' 'radio/tv' 3342.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 2.0 'car' 51.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 6.0 'critical/other existing credit' 'retraining' 932.0 'no known savings' '4 less X less 7' 1.0 'female div/dep/mar' 'none' 3.0 'life insurance' 39.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'no credits/all paid' 'business' 3104.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 1.0 'life insurance' 31.0 'bank' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'greater 200' 36.0 'existing paid' 'radio/tv' 3913.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'real estate' 23.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'furniture/equipment' 3021.0 'less 100' '1 less X less 4' 2.0 'male div/sep' 'none' 2.0 'real estate' 24.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 10.0 'existing paid' 'new car' 1364.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 4.0 'car' 64.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'radio/tv' 625.0 'less 100' 'less 1' 4.0 'male mar/wid' 'guarantor' 1.0 'real estate' 26.0 'bank' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'education' 1200.0 'no known savings' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 23.0 'bank' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'radio/tv' 707.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'real estate' 30.0 'bank' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'delayed previously' 'business' 2978.0 'no known savings' '1 less X less 4' 4.0 'male single' 'none' 4.0 'real estate' 32.0 'none' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        'no checking' 15.0 'existing paid' 'used car' 4657.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 2.0 'car' 30.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 36.0 'no credits/all paid' 'repairs' 2613.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 27.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 48.0 'existing paid' 'radio/tv' 10961.0 'greater 1000' '4 less X less 7' 1.0 'male single' 'co applicant' 2.0 'no known property' 27.0 'bank' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 12.0 'existing paid' 'furniture/equipment' 7865.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 53.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 9.0 'existing paid' 'radio/tv' 1478.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 2.0 'car' 22.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'furniture/equipment' 3149.0 'less 100' 'less 1' 4.0 'male single' 'none' 1.0 'no known property' 22.0 'bank' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 36.0 'existing paid' 'radio/tv' 4210.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 26.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 9.0 'existing paid' 'new car' 2507.0 '500 less X less 1000' 'greater 7' 2.0 'male single' 'none' 4.0 'no known property' 51.0 'none' 'for free' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'radio/tv' 2141.0 '100 less X less 500' '4 less X less 7' 3.0 'male single' 'none' 1.0 'no known property' 35.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'radio/tv' 866.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'guarantor' 2.0 'real estate' 25.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 4.0 'critical/other existing credit' 'radio/tv' 1544.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 1.0 'real estate' 42.0 'none' 'own' 3.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'radio/tv' 1823.0 'less 100' 'unemployed' 4.0 'male single' 'none' 2.0 'car' 30.0 'stores' 'own' 1.0 'high qualif/self emp/mgmt' 2.0 'none' 'yes' 'bad'
        '0 less X less 200' 6.0 'existing paid' 'new car' 14555.0 'no known savings' 'unemployed' 1.0 'male single' 'none' 2.0 'life insurance' 23.0 'none' 'own' 1.0 'unemp/unskilled non res' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 21.0 'existing paid' 'business' 2767.0 '100 less X less 500' 'greater 7' 4.0 'male div/sep' 'none' 2.0 'car' 61.0 'bank' 'rent' 2.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 12.0 'critical/other existing credit' 'radio/tv' 1291.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'life insurance' 35.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 30.0 'existing paid' 'radio/tv' 2522.0 'less 100' 'greater 7' 1.0 'male single' 'guarantor' 3.0 'life insurance' 39.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'new car' 915.0 'no known savings' 'greater 7' 4.0 'female div/dep/mar' 'none' 2.0 'car' 29.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 6.0 'existing paid' 'radio/tv' 1595.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 2.0 'life insurance' 51.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 48.0 'no credits/all paid' 'used car' 4605.0 'less 100' 'greater 7' 3.0 'male single' 'none' 4.0 'no known property' 24.0 'none' 'for free' 2.0 'skilled' 2.0 'none' 'yes' 'bad'
        'no checking' 12.0 'critical/other existing credit' 'business' 1185.0 'less 100' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 2.0 'real estate' 27.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'all paid' 'retraining' 3447.0 '500 less X less 1000' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 3.0 'real estate' 35.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'business' 1258.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 1.0 'real estate' 25.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'radio/tv' 717.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 52.0 'none' 'own' 3.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 6.0 'no credits/all paid' 'new car' 1204.0 '100 less X less 500' '1 less X less 4' 4.0 'male single' 'none' 1.0 'no known property' 35.0 'bank' 'rent' 1.0 'skilled' 1.0 'none' 'no' 'good'
        'greater 200' 24.0 'existing paid' 'furniture/equipment' 1925.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'real estate' 26.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'radio/tv' 433.0 'less 100' 'unemployed' 3.0 'female div/dep/mar' 'co applicant' 4.0 'real estate' 22.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 6.0 'critical/other existing credit' 'new car' 666.0 'greater 1000' '4 less X less 7' 3.0 'female div/dep/mar' 'none' 4.0 'real estate' 39.0 'none' 'own' 2.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'greater 200' 12.0 'existing paid' 'furniture/equipment' 2251.0 'less 100' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 2.0 'car' 46.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 30.0 'existing paid' 'new car' 2150.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'guarantor' 2.0 'no known property' 24.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 24.0 'delayed previously' 'furniture/equipment' 4151.0 '100 less X less 500' '1 less X less 4' 2.0 'male single' 'none' 3.0 'life insurance' 35.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 9.0 'existing paid' 'furniture/equipment' 2030.0 'no known savings' '4 less X less 7' 2.0 'male single' 'none' 1.0 'car' 24.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 60.0 'delayed previously' 'radio/tv' 7418.0 'no known savings' '1 less X less 4' 1.0 'male single' 'none' 1.0 'real estate' 27.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'radio/tv' 2684.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'real estate' 35.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'all paid' 'radio/tv' 2149.0 'less 100' '1 less X less 4' 4.0 'male div/sep' 'none' 1.0 'no known property' 29.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 15.0 'existing paid' 'used car' 3812.0 '100 less X less 500' 'less 1' 1.0 'female div/dep/mar' 'none' 4.0 'car' 23.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 11.0 'critical/other existing credit' 'radio/tv' 1154.0 '100 less X less 500' 'unemployed' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 57.0 'none' 'own' 3.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'furniture/equipment' 1657.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'real estate' 27.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'radio/tv' 1603.0 'less 100' 'greater 7' 4.0 'female div/dep/mar' 'none' 4.0 'car' 55.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'critical/other existing credit' 'new car' 5302.0 'less 100' 'greater 7' 2.0 'male single' 'none' 4.0 'no known property' 36.0 'none' 'for free' 3.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'education' 2748.0 'less 100' 'greater 7' 2.0 'female div/dep/mar' 'none' 4.0 'no known property' 57.0 'bank' 'for free' 3.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 10.0 'critical/other existing credit' 'new car' 1231.0 'less 100' 'greater 7' 3.0 'male single' 'none' 4.0 'real estate' 32.0 'none' 'own' 2.0 'unskilled resident' 2.0 'none' 'no' 'good'
        '0 less X less 200' 15.0 'existing paid' 'radio/tv' 802.0 'less 100' 'greater 7' 4.0 'male single' 'none' 3.0 'car' 37.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'bad'
        'no checking' 36.0 'critical/other existing credit' 'business' 6304.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 36.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'radio/tv' 1533.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 3.0 'car' 38.0 'stores' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 14.0 'existing paid' 'new car' 8978.0 'less 100' 'greater 7' 1.0 'male div/sep' 'none' 4.0 'life insurance' 45.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'no' 'bad'
        'no checking' 24.0 'existing paid' 'radio/tv' 999.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 2.0 'car' 25.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'new car' 2662.0 'no known savings' '4 less X less 7' 4.0 'male single' 'none' 3.0 'life insurance' 32.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'no' 'good'
        'no checking' 12.0 'critical/other existing credit' 'furniture/equipment' 1402.0 '500 less X less 1000' '4 less X less 7' 3.0 'female div/dep/mar' 'none' 4.0 'car' 37.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 48.0 'all paid' 'new car' 12169.0 'no known savings' 'unemployed' 4.0 'male single' 'co applicant' 4.0 'no known property' 36.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 48.0 'existing paid' 'radio/tv' 3060.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 4.0 'real estate' 28.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 30.0 'existing paid' 'repairs' 11998.0 'less 100' 'less 1' 1.0 'male div/sep' 'none' 1.0 'no known property' 34.0 'none' 'own' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'bad'
        'no checking' 9.0 'existing paid' 'radio/tv' 2697.0 'less 100' '1 less X less 4' 1.0 'male single' 'none' 2.0 'real estate' 32.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'radio/tv' 2404.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 2.0 'car' 26.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'furniture/equipment' 1262.0 'no known savings' 'greater 7' 2.0 'male div/sep' 'none' 4.0 'life insurance' 49.0 'none' 'own' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'no checking' 6.0 'existing paid' 'furniture/equipment' 4611.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'none' 4.0 'life insurance' 32.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 24.0 'existing paid' 'radio/tv' 1901.0 '100 less X less 500' '1 less X less 4' 4.0 'male single' 'none' 4.0 'car' 29.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 15.0 'critical/other existing credit' 'used car' 3368.0 'greater 1000' 'greater 7' 3.0 'male single' 'none' 4.0 'no known property' 23.0 'none' 'rent' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'furniture/equipment' 1574.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'real estate' 50.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 18.0 'all paid' 'radio/tv' 1445.0 'no known savings' '4 less X less 7' 4.0 'male single' 'none' 4.0 'car' 49.0 'bank' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 15.0 'critical/other existing credit' 'furniture/equipment' 1520.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 63.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'critical/other existing credit' 'new car' 3878.0 '100 less X less 500' 'less 1' 4.0 'male div/sep' 'none' 2.0 'car' 37.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 47.0 'existing paid' 'new car' 10722.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'none' 1.0 'real estate' 35.0 'none' 'own' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'less 0' 48.0 'existing paid' 'used car' 4788.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 3.0 'life insurance' 26.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 48.0 'delayed previously' 'other' 7582.0 '100 less X less 500' 'unemployed' 2.0 'male single' 'none' 4.0 'no known property' 31.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'radio/tv' 1092.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'guarantor' 4.0 'real estate' 49.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 24.0 'delayed previously' 'radio/tv' 1024.0 'less 100' 'less 1' 4.0 'male mar/wid' 'none' 4.0 'real estate' 48.0 'stores' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'business' 1076.0 'less 100' '1 less X less 4' 2.0 'male mar/wid' 'none' 2.0 'real estate' 26.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'no' 'good'
        '0 less X less 200' 36.0 'existing paid' 'used car' 9398.0 'less 100' 'less 1' 1.0 'male mar/wid' 'none' 4.0 'car' 28.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'less 0' 24.0 'critical/other existing credit' 'used car' 6419.0 'less 100' 'greater 7' 2.0 'female div/dep/mar' 'none' 4.0 'no known property' 44.0 'none' 'for free' 2.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        'greater 200' 42.0 'critical/other existing credit' 'used car' 4796.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 56.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 48.0 'critical/other existing credit' 'business' 7629.0 'no known savings' 'greater 7' 4.0 'male div/sep' 'none' 2.0 'car' 46.0 'bank' 'own' 2.0 'high qualif/self emp/mgmt' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 48.0 'existing paid' 'furniture/equipment' 9960.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'none' 2.0 'car' 26.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'used car' 4675.0 'no known savings' 'less 1' 1.0 'female div/dep/mar' 'none' 4.0 'car' 20.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 10.0 'existing paid' 'new car' 1287.0 'no known savings' 'greater 7' 4.0 'male single' 'co applicant' 2.0 'life insurance' 45.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'no' 'good'
        'no checking' 18.0 'existing paid' 'furniture/equipment' 2515.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 4.0 'real estate' 43.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 21.0 'critical/other existing credit' 'furniture/equipment' 2745.0 'greater 1000' '4 less X less 7' 3.0 'male single' 'none' 2.0 'car' 32.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 6.0 'existing paid' 'new car' 672.0 'less 100' 'unemployed' 1.0 'female div/dep/mar' 'none' 4.0 'real estate' 54.0 'none' 'own' 1.0 'unemp/unskilled non res' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 36.0 'no credits/all paid' 'radio/tv' 3804.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 1.0 'car' 42.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'greater 200' 24.0 'critical/other existing credit' 'new car' 1344.0 'no known savings' '4 less X less 7' 4.0 'male single' 'none' 2.0 'real estate' 37.0 'bank' 'own' 2.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        'less 0' 10.0 'critical/other existing credit' 'new car' 1038.0 'less 100' '4 less X less 7' 4.0 'male single' 'co applicant' 3.0 'life insurance' 49.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 48.0 'critical/other existing credit' 'new car' 10127.0 '500 less X less 1000' '1 less X less 4' 2.0 'male single' 'none' 2.0 'no known property' 44.0 'bank' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 6.0 'existing paid' 'furniture/equipment' 1543.0 'greater 1000' '1 less X less 4' 4.0 'male div/sep' 'none' 2.0 'real estate' 33.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 30.0 'existing paid' 'used car' 4811.0 'no known savings' '4 less X less 7' 2.0 'female div/dep/mar' 'none' 4.0 'life insurance' 24.0 'stores' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'radio/tv' 727.0 '100 less X less 500' 'less 1' 4.0 'male mar/wid' 'none' 3.0 'no known property' 33.0 'none' 'own' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 8.0 'existing paid' 'furniture/equipment' 1237.0 'less 100' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 4.0 'real estate' 24.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 9.0 'existing paid' 'new car' 276.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'none' 4.0 'real estate' 22.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 48.0 'existing paid' 'other' 5381.0 'no known savings' 'unemployed' 3.0 'male single' 'none' 4.0 'no known property' 40.0 'bank' 'for free' 1.0 'unemp/unskilled non res' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'furniture/equipment' 5511.0 '100 less X less 500' '1 less X less 4' 4.0 'male single' 'none' 1.0 'car' 25.0 'stores' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 24.0 'existing paid' 'furniture/equipment' 3749.0 'less 100' 'less 1' 2.0 'female div/dep/mar' 'none' 4.0 'car' 26.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'new car' 685.0 'less 100' '4 less X less 7' 2.0 'male mar/wid' 'none' 3.0 'car' 25.0 'bank' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'greater 200' 4.0 'existing paid' 'new car' 1494.0 'no known savings' 'less 1' 1.0 'male single' 'none' 2.0 'real estate' 29.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'no' 'good'
        'less 0' 36.0 'all paid' 'furniture/equipment' 2746.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 31.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 12.0 'existing paid' 'furniture/equipment' 708.0 'less 100' '1 less X less 4' 2.0 'male single' 'guarantor' 3.0 'life insurance' 38.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'furniture/equipment' 4351.0 'no known savings' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 4.0 'life insurance' 48.0 'none' 'own' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'education' 701.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 32.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 15.0 'delayed previously' 'furniture/equipment' 3643.0 'less 100' 'greater 7' 1.0 'female div/dep/mar' 'none' 4.0 'life insurance' 27.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 30.0 'critical/other existing credit' 'new car' 4249.0 'less 100' 'unemployed' 4.0 'male mar/wid' 'none' 2.0 'car' 28.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'radio/tv' 1938.0 'less 100' 'less 1' 4.0 'male div/sep' 'none' 3.0 'life insurance' 32.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'used car' 2910.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 1.0 'no known property' 34.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'furniture/equipment' 2659.0 'greater 1000' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 28.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'new car' 1028.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 3.0 'real estate' 36.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 8.0 'critical/other existing credit' 'new car' 3398.0 'less 100' '4 less X less 7' 1.0 'male single' 'none' 4.0 'real estate' 39.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'no' 'good'
        'no checking' 12.0 'critical/other existing credit' 'furniture/equipment' 5801.0 'no known savings' 'greater 7' 2.0 'male single' 'none' 4.0 'life insurance' 49.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'new car' 1525.0 'greater 1000' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 3.0 'car' 34.0 'none' 'own' 1.0 'skilled' 2.0 'yes' 'yes' 'good'
        'greater 200' 36.0 'existing paid' 'radio/tv' 4473.0 'less 100' 'greater 7' 4.0 'male single' 'none' 2.0 'car' 31.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 6.0 'existing paid' 'radio/tv' 1068.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 28.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 24.0 'critical/other existing credit' 'used car' 6615.0 'less 100' 'unemployed' 2.0 'male single' 'none' 4.0 'no known property' 75.0 'none' 'for free' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'education' 1864.0 '100 less X less 500' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'real estate' 30.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 60.0 'existing paid' 'new car' 7408.0 '100 less X less 500' 'less 1' 4.0 'female div/dep/mar' 'none' 2.0 'life insurance' 24.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'bad'
        'no checking' 48.0 'critical/other existing credit' 'used car' 11590.0 '100 less X less 500' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 4.0 'car' 24.0 'bank' 'rent' 2.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'less 0' 24.0 'no credits/all paid' 'furniture/equipment' 4110.0 'less 100' 'greater 7' 3.0 'male single' 'none' 4.0 'no known property' 23.0 'bank' 'rent' 2.0 'skilled' 2.0 'none' 'yes' 'bad'
        'less 0' 6.0 'critical/other existing credit' 'furniture/equipment' 3384.0 'less 100' '1 less X less 4' 1.0 'male div/sep' 'none' 4.0 'real estate' 44.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 13.0 'existing paid' 'radio/tv' 2101.0 'less 100' 'less 1' 2.0 'female div/dep/mar' 'guarantor' 4.0 'life insurance' 23.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 15.0 'existing paid' 'domestic appliance' 1275.0 'no known savings' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'car' 24.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'furniture/equipment' 4169.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'life insurance' 28.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 10.0 'existing paid' 'furniture/equipment' 1521.0 'less 100' '1 less X less 4' 4.0 'male div/sep' 'none' 2.0 'car' 31.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'critical/other existing credit' 'education' 5743.0 'less 100' 'less 1' 2.0 'female div/dep/mar' 'none' 4.0 'no known property' 24.0 'none' 'for free' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 21.0 'existing paid' 'furniture/equipment' 3599.0 'less 100' '4 less X less 7' 1.0 'female div/dep/mar' 'none' 4.0 'car' 26.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'radio/tv' 3213.0 '500 less X less 1000' 'less 1' 1.0 'male mar/wid' 'none' 3.0 'real estate' 25.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'business' 4439.0 'less 100' 'greater 7' 1.0 'male single' 'co applicant' 1.0 'real estate' 33.0 'bank' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'greater 200' 10.0 'existing paid' 'new car' 3949.0 'less 100' 'less 1' 1.0 'male single' 'guarantor' 1.0 'life insurance' 37.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'no checking' 15.0 'critical/other existing credit' 'radio/tv' 1459.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'car' 43.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 13.0 'critical/other existing credit' 'radio/tv' 882.0 'less 100' 'less 1' 4.0 'male single' 'guarantor' 4.0 'real estate' 23.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'radio/tv' 3758.0 '500 less X less 1000' 'unemployed' 1.0 'female div/dep/mar' 'none' 4.0 'no known property' 23.0 'none' 'rent' 1.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'good'
        'no checking' 6.0 'delayed previously' 'business' 1743.0 '100 less X less 500' '1 less X less 4' 1.0 'male single' 'none' 2.0 'real estate' 34.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 9.0 'critical/other existing credit' 'education' 1136.0 'greater 1000' 'greater 7' 4.0 'male single' 'none' 3.0 'no known property' 32.0 'none' 'for free' 2.0 'skilled' 2.0 'none' 'yes' 'bad'
        'no checking' 9.0 'existing paid' 'domestic appliance' 1236.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'none' 4.0 'real estate' 23.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 9.0 'existing paid' 'furniture/equipment' 959.0 'less 100' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 2.0 'car' 29.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'no' 'bad'
        'no checking' 18.0 'critical/other existing credit' 'used car' 3229.0 'no known savings' 'unemployed' 2.0 'male single' 'none' 4.0 'no known property' 38.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'no credits/all paid' 'radio/tv' 6199.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'life insurance' 28.0 'none' 'rent' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 10.0 'existing paid' 'education' 727.0 '500 less X less 1000' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 46.0 'none' 'for free' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'new car' 1246.0 'less 100' 'less 1' 4.0 'male single' 'none' 2.0 'real estate' 23.0 'stores' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 12.0 'critical/other existing credit' 'radio/tv' 2331.0 'no known savings' 'greater 7' 1.0 'male single' 'co applicant' 4.0 'real estate' 49.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 36.0 'delayed previously' 'radio/tv' 4463.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 26.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'radio/tv' 776.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'none' 2.0 'real estate' 28.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 30.0 'existing paid' 'furniture/equipment' 2406.0 'less 100' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 23.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 18.0 'existing paid' 'education' 1239.0 'no known savings' '1 less X less 4' 4.0 'male single' 'none' 4.0 'no known property' 61.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 12.0 'existing paid' 'radio/tv' 3399.0 'no known savings' 'greater 7' 2.0 'male single' 'none' 3.0 'car' 37.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        'greater 200' 12.0 'delayed previously' 'new car' 2247.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 2.0 'car' 36.0 'stores' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 6.0 'existing paid' 'furniture/equipment' 1766.0 'less 100' '1 less X less 4' 1.0 'male mar/wid' 'none' 2.0 'life insurance' 21.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'furniture/equipment' 2473.0 'less 100' 'unemployed' 4.0 'male single' 'none' 1.0 'car' 25.0 'none' 'own' 1.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'business' 1542.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 4.0 'car' 36.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'used car' 3850.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 1.0 'car' 27.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'furniture/equipment' 3650.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'none' 4.0 'car' 22.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'existing paid' 'furniture/equipment' 3446.0 'less 100' 'greater 7' 4.0 'male single' 'none' 2.0 'car' 42.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'bad'
        '0 less X less 200' 18.0 'existing paid' 'furniture/equipment' 3001.0 'less 100' '4 less X less 7' 2.0 'female div/dep/mar' 'none' 4.0 'real estate' 40.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 36.0 'existing paid' 'new car' 3079.0 'no known savings' '1 less X less 4' 4.0 'male single' 'none' 4.0 'real estate' 36.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'radio/tv' 6070.0 'less 100' 'greater 7' 3.0 'male single' 'none' 4.0 'car' 33.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 10.0 'critical/other existing credit' 'furniture/equipment' 2146.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'none' 3.0 'real estate' 23.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 60.0 'critical/other existing credit' 'new car' 13756.0 'no known savings' 'greater 7' 2.0 'male single' 'none' 4.0 'no known property' 63.0 'bank' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 60.0 'all paid' 'other' 14782.0 '100 less X less 500' 'greater 7' 3.0 'female div/dep/mar' 'none' 4.0 'no known property' 60.0 'bank' 'for free' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'less 0' 48.0 'all paid' 'business' 7685.0 'less 100' '4 less X less 7' 2.0 'female div/dep/mar' 'guarantor' 4.0 'car' 37.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 18.0 'delayed previously' 'radio/tv' 2320.0 'less 100' 'unemployed' 2.0 'male mar/wid' 'none' 3.0 'real estate' 34.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 7.0 'delayed previously' 'radio/tv' 846.0 'no known savings' 'greater 7' 3.0 'male single' 'none' 4.0 'no known property' 36.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 36.0 'existing paid' 'new car' 14318.0 'less 100' 'greater 7' 4.0 'male single' 'none' 2.0 'no known property' 57.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 6.0 'critical/other existing credit' 'new car' 362.0 '100 less X less 500' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'car' 52.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 20.0 'existing paid' 'furniture/equipment' 2212.0 'no known savings' '4 less X less 7' 4.0 'male single' 'none' 4.0 'car' 39.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'used car' 12976.0 'less 100' 'unemployed' 3.0 'female div/dep/mar' 'none' 4.0 'no known property' 38.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 22.0 'existing paid' 'new car' 1283.0 'no known savings' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 25.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 12.0 'existing paid' 'new car' 1330.0 'less 100' 'less 1' 4.0 'male single' 'none' 1.0 'real estate' 26.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 30.0 'delayed previously' 'business' 4272.0 '100 less X less 500' '1 less X less 4' 2.0 'male single' 'none' 2.0 'life insurance' 26.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'radio/tv' 2238.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 1.0 'car' 25.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'radio/tv' 1126.0 'no known savings' 'less 1' 4.0 'female div/dep/mar' 'none' 2.0 'real estate' 21.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'critical/other existing credit' 'furniture/equipment' 7374.0 'less 100' 'unemployed' 4.0 'male single' 'none' 4.0 'life insurance' 40.0 'stores' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 15.0 'critical/other existing credit' 'business' 2326.0 '500 less X less 1000' '1 less X less 4' 2.0 'male single' 'none' 4.0 'car' 27.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 9.0 'existing paid' 'business' 1449.0 'less 100' '4 less X less 7' 3.0 'female div/dep/mar' 'none' 2.0 'car' 27.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'new car' 1820.0 'less 100' '1 less X less 4' 2.0 'male mar/wid' 'none' 2.0 'life insurance' 30.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'furniture/equipment' 983.0 'greater 1000' 'less 1' 1.0 'female div/dep/mar' 'none' 4.0 'real estate' 19.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'existing paid' 'new car' 3249.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 4.0 'no known property' 39.0 'bank' 'for free' 1.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        'less 0' 6.0 'critical/other existing credit' 'radio/tv' 1957.0 'less 100' '4 less X less 7' 1.0 'female div/dep/mar' 'none' 4.0 'car' 31.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 9.0 'critical/other existing credit' 'furniture/equipment' 2406.0 'less 100' 'unemployed' 2.0 'male single' 'none' 3.0 'car' 31.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 39.0 'delayed previously' 'education' 11760.0 '100 less X less 500' '4 less X less 7' 2.0 'male single' 'none' 3.0 'no known property' 32.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'furniture/equipment' 2578.0 'less 100' 'unemployed' 3.0 'female div/dep/mar' 'none' 4.0 'no known property' 55.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'critical/other existing credit' 'furniture/equipment' 2348.0 'less 100' '1 less X less 4' 3.0 'male mar/wid' 'none' 2.0 'life insurance' 46.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'new car' 1223.0 'less 100' 'greater 7' 1.0 'male div/sep' 'none' 1.0 'real estate' 46.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'radio/tv' 1516.0 'greater 1000' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 1.0 'real estate' 43.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'radio/tv' 1473.0 'less 100' 'less 1' 3.0 'male mar/wid' 'none' 4.0 'real estate' 39.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'critical/other existing credit' 'business' 1887.0 'no known savings' '1 less X less 4' 4.0 'male mar/wid' 'none' 4.0 'real estate' 28.0 'bank' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'delayed previously' 'business' 8648.0 'less 100' 'less 1' 2.0 'male single' 'none' 2.0 'car' 27.0 'bank' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 14.0 'delayed previously' 'new car' 802.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 27.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'delayed previously' 'new car' 2899.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 43.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'radio/tv' 2039.0 'less 100' 'less 1' 1.0 'male mar/wid' 'none' 1.0 'life insurance' 22.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'used car' 2197.0 'no known savings' '4 less X less 7' 4.0 'male single' 'none' 4.0 'car' 43.0 'none' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        'less 0' 15.0 'existing paid' 'radio/tv' 1053.0 'less 100' 'less 1' 4.0 'male mar/wid' 'none' 2.0 'real estate' 27.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'no' 'good'
        'no checking' 24.0 'existing paid' 'radio/tv' 3235.0 '500 less X less 1000' 'greater 7' 3.0 'male div/sep' 'none' 2.0 'car' 26.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'greater 200' 12.0 'critical/other existing credit' 'new car' 939.0 '500 less X less 1000' '4 less X less 7' 4.0 'male mar/wid' 'none' 2.0 'real estate' 28.0 'none' 'own' 3.0 'skilled' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 24.0 'existing paid' 'radio/tv' 1967.0 'less 100' 'greater 7' 4.0 'female div/dep/mar' 'none' 4.0 'car' 20.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 33.0 'critical/other existing credit' 'used car' 7253.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 2.0 'car' 35.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'business' 2292.0 'less 100' 'unemployed' 4.0 'male single' 'none' 2.0 'car' 42.0 'stores' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 10.0 'existing paid' 'new car' 1597.0 '500 less X less 1000' '1 less X less 4' 3.0 'male single' 'none' 2.0 'no known property' 40.0 'none' 'rent' 1.0 'unskilled resident' 2.0 'none' 'no' 'good'
        'less 0' 24.0 'existing paid' 'new car' 1381.0 'no known savings' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'life insurance' 35.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 36.0 'critical/other existing credit' 'used car' 5842.0 'less 100' 'greater 7' 2.0 'male single' 'none' 2.0 'life insurance' 35.0 'none' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'new car' 2579.0 'less 100' 'less 1' 4.0 'male single' 'none' 1.0 'real estate' 33.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        'less 0' 18.0 'delayed previously' 'education' 8471.0 'no known savings' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 2.0 'car' 23.0 'none' 'rent' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 21.0 'existing paid' 'new car' 2782.0 '500 less X less 1000' '4 less X less 7' 1.0 'female div/dep/mar' 'none' 2.0 'car' 31.0 'bank' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'new car' 1042.0 'no known savings' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'life insurance' 33.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 15.0 'existing paid' 'new car' 3186.0 'greater 1000' '4 less X less 7' 2.0 'female div/dep/mar' 'none' 3.0 'car' 20.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'used car' 2028.0 'no known savings' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 30.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'critical/other existing credit' 'new car' 958.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 3.0 'real estate' 47.0 'none' 'own' 2.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'no checking' 21.0 'delayed previously' 'furniture/equipment' 1591.0 '100 less X less 500' '4 less X less 7' 4.0 'male single' 'none' 3.0 'real estate' 34.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'furniture/equipment' 2762.0 'no known savings' 'greater 7' 1.0 'female div/dep/mar' 'none' 2.0 'life insurance' 25.0 'bank' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 18.0 'existing paid' 'used car' 2779.0 'less 100' '1 less X less 4' 1.0 'male mar/wid' 'none' 3.0 'car' 21.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 28.0 'critical/other existing credit' 'radio/tv' 2743.0 'less 100' 'greater 7' 4.0 'male single' 'none' 2.0 'car' 29.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'radio/tv' 1149.0 'greater 1000' '1 less X less 4' 4.0 'male single' 'none' 3.0 'real estate' 46.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 9.0 'existing paid' 'furniture/equipment' 1313.0 'less 100' 'greater 7' 1.0 'male single' 'none' 4.0 'car' 20.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'critical/other existing credit' 'repairs' 1190.0 'less 100' 'unemployed' 2.0 'female div/dep/mar' 'none' 4.0 'no known property' 55.0 'none' 'for free' 3.0 'unemp/unskilled non res' 2.0 'none' 'yes' 'bad'
        'no checking' 5.0 'existing paid' 'business' 3448.0 'less 100' '4 less X less 7' 1.0 'male single' 'none' 4.0 'real estate' 74.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'other' 11328.0 'less 100' '1 less X less 4' 2.0 'male single' 'co applicant' 3.0 'car' 29.0 'bank' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'less 0' 6.0 'critical/other existing credit' 'furniture/equipment' 1872.0 'less 100' 'unemployed' 4.0 'male single' 'none' 4.0 'no known property' 36.0 'none' 'for free' 3.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'repairs' 2058.0 'less 100' '1 less X less 4' 4.0 'male div/sep' 'none' 2.0 'real estate' 33.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 9.0 'existing paid' 'furniture/equipment' 2136.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 2.0 'real estate' 25.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'radio/tv' 1484.0 'no known savings' '1 less X less 4' 2.0 'male mar/wid' 'none' 1.0 'real estate' 25.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 6.0 'existing paid' 'repairs' 660.0 '500 less X less 1000' '4 less X less 7' 2.0 'male mar/wid' 'none' 4.0 'real estate' 23.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'new car' 1287.0 'greater 1000' 'greater 7' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 37.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 42.0 'critical/other existing credit' 'repairs' 3394.0 'less 100' 'unemployed' 4.0 'male single' 'co applicant' 4.0 'car' 65.0 'none' 'own' 2.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'good'
        'greater 200' 12.0 'all paid' 'business' 609.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'real estate' 26.0 'none' 'own' 1.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'new car' 1884.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 39.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'furniture/equipment' 1620.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'co applicant' 3.0 'life insurance' 30.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 20.0 'delayed previously' 'other' 2629.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 3.0 'car' 29.0 'bank' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'education' 719.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 41.0 'bank' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        '0 less X less 200' 48.0 'critical/other existing credit' 'furniture/equipment' 5096.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 3.0 'car' 30.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 9.0 'critical/other existing credit' 'education' 1244.0 'no known savings' 'greater 7' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 41.0 'none' 'rent' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'existing paid' 'new car' 1842.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'car' 34.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 7.0 'existing paid' 'radio/tv' 2576.0 'less 100' '1 less X less 4' 2.0 'male single' 'guarantor' 2.0 'real estate' 35.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 12.0 'existing paid' 'furniture/equipment' 1424.0 'no known savings' 'greater 7' 3.0 'female div/dep/mar' 'none' 4.0 'real estate' 55.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 15.0 'delayed previously' 'repairs' 1512.0 'greater 1000' '1 less X less 4' 3.0 'male mar/wid' 'none' 3.0 'life insurance' 61.0 'stores' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 36.0 'critical/other existing credit' 'used car' 11054.0 'no known savings' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 30.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 6.0 'existing paid' 'radio/tv' 518.0 'less 100' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 1.0 'real estate' 29.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'no credits/all paid' 'furniture/equipment' 2759.0 'less 100' 'greater 7' 2.0 'male single' 'none' 4.0 'life insurance' 34.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'used car' 2670.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 35.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'new car' 4817.0 'less 100' '4 less X less 7' 2.0 'male single' 'co applicant' 3.0 'life insurance' 31.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 24.0 'existing paid' 'used car' 2679.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'no known property' 29.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 11.0 'critical/other existing credit' 'new car' 3905.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'real estate' 36.0 'none' 'rent' 2.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'used car' 3386.0 'less 100' 'greater 7' 3.0 'male single' 'none' 4.0 'no known property' 35.0 'none' 'for free' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 6.0 'existing paid' 'domestic appliance' 343.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'real estate' 27.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'radio/tv' 4594.0 'less 100' 'less 1' 3.0 'male single' 'none' 2.0 'car' 32.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 36.0 'existing paid' 'furniture/equipment' 3620.0 'less 100' '1 less X less 4' 1.0 'male single' 'guarantor' 2.0 'life insurance' 37.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 15.0 'existing paid' 'new car' 1721.0 'less 100' 'less 1' 2.0 'male single' 'none' 3.0 'real estate' 36.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'furniture/equipment' 3017.0 'less 100' 'less 1' 3.0 'female div/dep/mar' 'none' 1.0 'real estate' 34.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'retraining' 754.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 38.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'business' 1950.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 1.0 'car' 34.0 'stores' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'used car' 2924.0 'less 100' '1 less X less 4' 3.0 'male single' 'guarantor' 4.0 'no known property' 63.0 'bank' 'own' 1.0 'skilled' 2.0 'yes' 'yes' 'good'
        'less 0' 24.0 'delayed previously' 'radio/tv' 1659.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 2.0 'car' 29.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'bad'
        'no checking' 48.0 'delayed previously' 'radio/tv' 7238.0 'no known savings' 'greater 7' 3.0 'male single' 'none' 3.0 'car' 32.0 'bank' 'own' 2.0 'skilled' 2.0 'none' 'yes' 'good'
        'no checking' 33.0 'delayed previously' 'business' 2764.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 2.0 'car' 26.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'delayed previously' 'used car' 4679.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 3.0 'car' 35.0 'none' 'own' 2.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'radio/tv' 3092.0 '100 less X less 500' 'less 1' 3.0 'male mar/wid' 'none' 2.0 'car' 22.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 6.0 'existing paid' 'education' 448.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 23.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 9.0 'existing paid' 'new car' 654.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 3.0 'car' 28.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 6.0 'existing paid' 'retraining' 1238.0 'no known savings' 'unemployed' 4.0 'male single' 'none' 4.0 'life insurance' 36.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'critical/other existing credit' 'radio/tv' 1245.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'none' 2.0 'car' 33.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 18.0 'no credits/all paid' 'furniture/equipment' 3114.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'none' 4.0 'life insurance' 26.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 39.0 'existing paid' 'used car' 2569.0 '500 less X less 1000' '1 less X less 4' 4.0 'male single' 'none' 4.0 'car' 24.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 24.0 'existing paid' 'radio/tv' 5152.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 2.0 'car' 25.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'business' 1037.0 '100 less X less 500' '4 less X less 7' 3.0 'male single' 'none' 4.0 'real estate' 39.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 15.0 'critical/other existing credit' 'furniture/equipment' 1478.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 44.0 'none' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'critical/other existing credit' 'radio/tv' 3573.0 'less 100' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 1.0 'real estate' 23.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'new car' 1201.0 'less 100' 'less 1' 4.0 'male single' 'none' 1.0 'life insurance' 26.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 30.0 'existing paid' 'furniture/equipment' 3622.0 'greater 1000' 'greater 7' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 57.0 'none' 'rent' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 15.0 'delayed previously' 'furniture/equipment' 960.0 'greater 1000' '4 less X less 7' 3.0 'female div/dep/mar' 'none' 2.0 'life insurance' 30.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'new car' 1163.0 '500 less X less 1000' '1 less X less 4' 4.0 'male single' 'none' 4.0 'real estate' 44.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 6.0 'delayed previously' 'new car' 1209.0 'less 100' 'unemployed' 4.0 'male single' 'none' 4.0 'life insurance' 47.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'radio/tv' 3077.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 4.0 'car' 52.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'new car' 3757.0 'less 100' 'greater 7' 4.0 'female div/dep/mar' 'co applicant' 4.0 'no known property' 62.0 'none' 'for free' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 10.0 'existing paid' 'new car' 1418.0 '100 less X less 500' '1 less X less 4' 3.0 'male single' 'none' 2.0 'real estate' 35.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'no' 'good'
        'no checking' 6.0 'existing paid' 'new car' 3518.0 'less 100' '1 less X less 4' 2.0 'male single' 'guarantor' 3.0 'life insurance' 26.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'radio/tv' 1934.0 'less 100' 'greater 7' 2.0 'male single' 'none' 2.0 'no known property' 26.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 27.0 'no credits/all paid' 'business' 8318.0 'less 100' 'greater 7' 2.0 'female div/dep/mar' 'none' 4.0 'no known property' 42.0 'none' 'for free' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 6.0 'critical/other existing credit' 'radio/tv' 1237.0 '100 less X less 500' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 1.0 'life insurance' 27.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 6.0 'existing paid' 'radio/tv' 368.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 38.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'critical/other existing credit' 'new car' 2122.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 2.0 'real estate' 39.0 'none' 'rent' 2.0 'unskilled resident' 2.0 'none' 'no' 'good'
        'less 0' 24.0 'existing paid' 'furniture/equipment' 2996.0 'no known savings' '1 less X less 4' 2.0 'male mar/wid' 'none' 4.0 'car' 20.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 36.0 'existing paid' 'furniture/equipment' 9034.0 '100 less X less 500' 'less 1' 4.0 'male single' 'co applicant' 1.0 'no known property' 29.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'furniture/equipment' 1585.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 3.0 'life insurance' 40.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'radio/tv' 1301.0 'less 100' 'greater 7' 4.0 'male mar/wid' 'guarantor' 2.0 'real estate' 32.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'greater 200' 6.0 'critical/other existing credit' 'new car' 1323.0 '100 less X less 500' 'greater 7' 2.0 'male div/sep' 'none' 4.0 'car' 28.0 'none' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'new car' 3123.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'life insurance' 27.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 36.0 'existing paid' 'used car' 5493.0 'less 100' 'greater 7' 2.0 'male single' 'none' 4.0 'no known property' 42.0 'none' 'for free' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'greater 200' 9.0 'existing paid' 'radio/tv' 1126.0 '100 less X less 500' 'greater 7' 2.0 'male div/sep' 'none' 4.0 'real estate' 49.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'critical/other existing credit' 'radio/tv' 1216.0 '100 less X less 500' 'less 1' 4.0 'male single' 'none' 4.0 'no known property' 38.0 'bank' 'own' 2.0 'skilled' 2.0 'none' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'new car' 1207.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 24.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 10.0 'existing paid' 'new car' 1309.0 'no known savings' '1 less X less 4' 4.0 'male single' 'guarantor' 4.0 'life insurance' 27.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'greater 200' 15.0 'critical/other existing credit' 'used car' 2360.0 '500 less X less 1000' '1 less X less 4' 2.0 'male single' 'none' 2.0 'car' 36.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 15.0 'all paid' 'new car' 6850.0 '100 less X less 500' 'unemployed' 1.0 'male single' 'none' 2.0 'life insurance' 34.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'bad'
        'no checking' 24.0 'existing paid' 'radio/tv' 1413.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'none' 2.0 'life insurance' 28.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 39.0 'existing paid' 'used car' 8588.0 '100 less X less 500' 'greater 7' 4.0 'male single' 'none' 2.0 'car' 45.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'new car' 759.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 2.0 'real estate' 26.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 36.0 'existing paid' 'used car' 4686.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'no known property' 32.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'greater 200' 15.0 'existing paid' 'business' 2687.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 4.0 'life insurance' 26.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'delayed previously' 'radio/tv' 585.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'co applicant' 4.0 'real estate' 20.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'new car' 2255.0 'no known savings' 'less 1' 4.0 'male single' 'none' 1.0 'life insurance' 54.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 6.0 'critical/other existing credit' 'new car' 609.0 'less 100' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 3.0 'life insurance' 37.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'no' 'good'
        'less 0' 6.0 'critical/other existing credit' 'new car' 1361.0 'less 100' 'less 1' 2.0 'male single' 'none' 4.0 'real estate' 40.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'no' 'good'
        'no checking' 36.0 'critical/other existing credit' 'furniture/equipment' 7127.0 'less 100' 'less 1' 2.0 'female div/dep/mar' 'none' 4.0 'life insurance' 23.0 'none' 'rent' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 6.0 'existing paid' 'new car' 1203.0 '100 less X less 500' 'greater 7' 3.0 'male single' 'none' 2.0 'life insurance' 43.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 6.0 'critical/other existing credit' 'radio/tv' 700.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 36.0 'none' 'for free' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'repairs' 5507.0 'less 100' 'greater 7' 3.0 'male single' 'none' 4.0 'no known property' 44.0 'none' 'for free' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'radio/tv' 3190.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 2.0 'real estate' 24.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 48.0 'no credits/all paid' 'furniture/equipment' 7119.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 4.0 'no known property' 53.0 'none' 'for free' 2.0 'skilled' 2.0 'none' 'yes' 'bad'
        'no checking' 24.0 'existing paid' 'used car' 3488.0 '100 less X less 500' '4 less X less 7' 3.0 'female div/dep/mar' 'none' 4.0 'car' 23.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'radio/tv' 1113.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'guarantor' 4.0 'real estate' 26.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 26.0 'existing paid' 'used car' 7966.0 'less 100' 'less 1' 2.0 'male single' 'none' 3.0 'car' 30.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 15.0 'critical/other existing credit' 'education' 1532.0 '100 less X less 500' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 3.0 'car' 31.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 4.0 'critical/other existing credit' 'radio/tv' 1503.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 1.0 'real estate' 42.0 'none' 'own' 2.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'less 0' 36.0 'existing paid' 'radio/tv' 2302.0 'less 100' '1 less X less 4' 4.0 'male div/sep' 'none' 4.0 'car' 31.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 6.0 'existing paid' 'new car' 662.0 'less 100' 'less 1' 3.0 'male single' 'none' 4.0 'real estate' 41.0 'none' 'own' 1.0 'unskilled resident' 2.0 'yes' 'yes' 'good'
        '0 less X less 200' 36.0 'existing paid' 'education' 2273.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 1.0 'car' 32.0 'none' 'own' 2.0 'skilled' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 15.0 'existing paid' 'new car' 2631.0 '100 less X less 500' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 4.0 'car' 28.0 'none' 'rent' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 12.0 'delayed previously' 'used car' 1503.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'none' 4.0 'real estate' 41.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'radio/tv' 1311.0 '100 less X less 500' '4 less X less 7' 4.0 'male mar/wid' 'none' 3.0 'life insurance' 26.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'radio/tv' 3105.0 'no known savings' 'less 1' 4.0 'male single' 'none' 2.0 'car' 25.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 21.0 'critical/other existing credit' 'education' 2319.0 'less 100' 'less 1' 2.0 'male div/sep' 'none' 1.0 'car' 33.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 6.0 'existing paid' 'new car' 1374.0 'no known savings' 'unemployed' 4.0 'female div/dep/mar' 'none' 3.0 'life insurance' 75.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'critical/other existing credit' 'furniture/equipment' 3612.0 'less 100' 'greater 7' 3.0 'female div/dep/mar' 'none' 4.0 'life insurance' 37.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 48.0 'existing paid' 'new car' 7763.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 42.0 'bank' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'bad'
        'greater 200' 18.0 'existing paid' 'furniture/equipment' 3049.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'none' 1.0 'life insurance' 45.0 'stores' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'radio/tv' 1534.0 'less 100' 'less 1' 1.0 'male mar/wid' 'none' 1.0 'real estate' 23.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 24.0 'delayed previously' 'new car' 2032.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 60.0 'none' 'for free' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 30.0 'existing paid' 'furniture/equipment' 6350.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 31.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'greater 200' 18.0 'existing paid' 'furniture/equipment' 2864.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 1.0 'real estate' 34.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        'no checking' 12.0 'critical/other existing credit' 'new car' 1255.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 61.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'delayed previously' 'new car' 1333.0 'less 100' 'unemployed' 4.0 'male single' 'none' 2.0 'real estate' 43.0 'none' 'for free' 2.0 'skilled' 2.0 'none' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'new car' 2022.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'car' 37.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'radio/tv' 1552.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 1.0 'car' 32.0 'bank' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 12.0 'all paid' 'radio/tv' 626.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 24.0 'bank' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 48.0 'critical/other existing credit' 'used car' 8858.0 'no known savings' '4 less X less 7' 2.0 'male single' 'none' 1.0 'no known property' 35.0 'none' 'for free' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'repairs' 996.0 'no known savings' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 23.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 6.0 'all paid' 'radio/tv' 1750.0 '500 less X less 1000' 'greater 7' 2.0 'male single' 'none' 4.0 'life insurance' 45.0 'bank' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'less 0' 48.0 'existing paid' 'radio/tv' 6999.0 'less 100' '4 less X less 7' 1.0 'male mar/wid' 'guarantor' 1.0 'real estate' 34.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 12.0 'critical/other existing credit' 'new car' 1995.0 '100 less X less 500' 'less 1' 4.0 'male single' 'none' 1.0 'car' 27.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 9.0 'existing paid' 'education' 1199.0 'less 100' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 67.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'radio/tv' 1331.0 'less 100' 'less 1' 2.0 'male single' 'none' 1.0 'car' 22.0 'stores' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 18.0 'no credits/all paid' 'new car' 2278.0 '100 less X less 500' 'less 1' 3.0 'female div/dep/mar' 'none' 3.0 'car' 28.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 21.0 'no credits/all paid' 'new car' 5003.0 'no known savings' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 4.0 'life insurance' 29.0 'bank' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 24.0 'all paid' 'furniture/equipment' 3552.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 4.0 'car' 27.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 18.0 'critical/other existing credit' 'furniture/equipment' 1928.0 'less 100' 'less 1' 2.0 'male single' 'none' 2.0 'real estate' 31.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'used car' 2964.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 49.0 'bank' 'for free' 1.0 'skilled' 2.0 'yes' 'yes' 'good'
        'less 0' 24.0 'all paid' 'radio/tv' 1546.0 'less 100' '4 less X less 7' 4.0 'male single' 'guarantor' 4.0 'car' 24.0 'bank' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'greater 200' 6.0 'delayed previously' 'radio/tv' 683.0 'less 100' 'less 1' 2.0 'female div/dep/mar' 'none' 1.0 'life insurance' 29.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 36.0 'existing paid' 'new car' 12389.0 'no known savings' '1 less X less 4' 1.0 'male single' 'none' 4.0 'no known property' 37.0 'none' 'for free' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 24.0 'delayed previously' 'business' 4712.0 'no known savings' '1 less X less 4' 4.0 'male single' 'none' 2.0 'life insurance' 37.0 'bank' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 24.0 'delayed previously' 'radio/tv' 1553.0 '100 less X less 500' '4 less X less 7' 3.0 'female div/dep/mar' 'none' 2.0 'life insurance' 23.0 'none' 'rent' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'new car' 1372.0 'less 100' '4 less X less 7' 2.0 'male div/sep' 'none' 3.0 'car' 36.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'radio/tv' 2578.0 'greater 1000' 'greater 7' 2.0 'male single' 'none' 2.0 'car' 34.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 48.0 'existing paid' 'radio/tv' 3979.0 'no known savings' '4 less X less 7' 4.0 'male single' 'none' 1.0 'car' 41.0 'none' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        'less 0' 48.0 'existing paid' 'radio/tv' 6758.0 'less 100' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 2.0 'car' 31.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'furniture/equipment' 3234.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 23.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'bad'
        'no checking' 30.0 'critical/other existing credit' 'radio/tv' 5954.0 'less 100' '4 less X less 7' 3.0 'male single' 'co applicant' 2.0 'car' 38.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'used car' 5433.0 'no known savings' 'unemployed' 2.0 'female div/dep/mar' 'none' 4.0 'life insurance' 26.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 15.0 'existing paid' 'business' 806.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 22.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 9.0 'existing paid' 'radio/tv' 1082.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 27.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 15.0 'critical/other existing credit' 'furniture/equipment' 2788.0 'less 100' '4 less X less 7' 2.0 'female div/dep/mar' 'co applicant' 3.0 'car' 24.0 'bank' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'radio/tv' 2930.0 'less 100' '4 less X less 7' 2.0 'female div/dep/mar' 'none' 1.0 'real estate' 27.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'education' 1927.0 'no known savings' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 2.0 'car' 33.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 36.0 'critical/other existing credit' 'new car' 2820.0 'less 100' 'less 1' 4.0 'male div/sep' 'none' 4.0 'car' 27.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 24.0 'existing paid' 'retraining' 937.0 'less 100' 'less 1' 4.0 'male mar/wid' 'none' 3.0 'car' 27.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'critical/other existing credit' 'new car' 1056.0 'less 100' 'greater 7' 3.0 'male single' 'guarantor' 3.0 'real estate' 30.0 'bank' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 12.0 'critical/other existing credit' 'new car' 3124.0 'less 100' 'less 1' 1.0 'male single' 'none' 3.0 'real estate' 49.0 'bank' 'own' 2.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'no checking' 9.0 'existing paid' 'furniture/equipment' 1388.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'real estate' 26.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 36.0 'existing paid' 'repairs' 2384.0 'less 100' 'less 1' 4.0 'male single' 'none' 1.0 'no known property' 33.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'new car' 2133.0 'no known savings' 'greater 7' 4.0 'female div/dep/mar' 'none' 4.0 'no known property' 52.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'furniture/equipment' 2039.0 'less 100' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 4.0 'real estate' 20.0 'bank' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 9.0 'critical/other existing credit' 'new car' 2799.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'real estate' 36.0 'none' 'rent' 2.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'furniture/equipment' 1289.0 'less 100' '1 less X less 4' 4.0 'male single' 'guarantor' 1.0 'life insurance' 21.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'domestic appliance' 1217.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'none' 3.0 'real estate' 47.0 'none' 'own' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'bad'
        'less 0' 12.0 'critical/other existing credit' 'furniture/equipment' 2246.0 'less 100' 'greater 7' 3.0 'male single' 'none' 3.0 'life insurance' 60.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 12.0 'critical/other existing credit' 'radio/tv' 385.0 'less 100' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 3.0 'real estate' 58.0 'none' 'own' 4.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 24.0 'delayed previously' 'new car' 1965.0 'no known savings' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'car' 42.0 'none' 'rent' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 21.0 'existing paid' 'business' 1572.0 'greater 1000' 'greater 7' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 36.0 'bank' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'new car' 2718.0 'less 100' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 4.0 'life insurance' 20.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'bad'
        'less 0' 24.0 'all paid' 'other' 1358.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 3.0 'car' 40.0 'stores' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 6.0 'all paid' 'new car' 931.0 '100 less X less 500' 'less 1' 1.0 'female div/dep/mar' 'none' 1.0 'life insurance' 32.0 'stores' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'new car' 1442.0 'less 100' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 4.0 'car' 23.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 24.0 'no credits/all paid' 'business' 4241.0 'less 100' '1 less X less 4' 1.0 'male single' 'none' 4.0 'real estate' 36.0 'none' 'own' 3.0 'unskilled resident' 1.0 'yes' 'yes' 'bad'
        'no checking' 18.0 'critical/other existing credit' 'new car' 2775.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 2.0 'life insurance' 31.0 'bank' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 24.0 'delayed previously' 'business' 3863.0 'less 100' '1 less X less 4' 1.0 'male single' 'none' 2.0 'no known property' 32.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 7.0 'existing paid' 'radio/tv' 2329.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'guarantor' 1.0 'real estate' 45.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 9.0 'existing paid' 'furniture/equipment' 918.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 1.0 'life insurance' 30.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 24.0 'all paid' 'education' 1837.0 'less 100' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 4.0 'no known property' 34.0 'bank' 'for free' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 36.0 'existing paid' 'furniture/equipment' 3349.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'car' 28.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'greater 200' 10.0 'existing paid' 'furniture/equipment' 1275.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 2.0 'life insurance' 23.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'all paid' 'furniture/equipment' 2828.0 '500 less X less 1000' '1 less X less 4' 4.0 'male single' 'none' 4.0 'real estate' 22.0 'stores' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'business' 4526.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 2.0 'real estate' 74.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 36.0 'existing paid' 'radio/tv' 2671.0 '100 less X less 500' '1 less X less 4' 4.0 'female div/dep/mar' 'co applicant' 4.0 'no known property' 50.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 18.0 'existing paid' 'radio/tv' 2051.0 'less 100' 'less 1' 4.0 'male single' 'none' 1.0 'real estate' 33.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 15.0 'existing paid' 'used car' 1300.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 45.0 'bank' 'for free' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'domestic appliance' 741.0 '100 less X less 500' 'unemployed' 4.0 'female div/dep/mar' 'none' 3.0 'life insurance' 22.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'greater 200' 10.0 'existing paid' 'new car' 1240.0 '100 less X less 500' 'greater 7' 1.0 'female div/dep/mar' 'none' 4.0 'no known property' 48.0 'none' 'for free' 1.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        'less 0' 21.0 'existing paid' 'radio/tv' 3357.0 'greater 1000' 'less 1' 4.0 'female div/dep/mar' 'none' 2.0 'car' 29.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'all paid' 'used car' 3632.0 'less 100' '1 less X less 4' 1.0 'female div/dep/mar' 'guarantor' 4.0 'car' 22.0 'bank' 'rent' 1.0 'skilled' 1.0 'none' 'no' 'good'
        'no checking' 18.0 'delayed previously' 'furniture/equipment' 1808.0 'less 100' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 1.0 'real estate' 22.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 48.0 'no credits/all paid' 'business' 12204.0 'no known savings' '1 less X less 4' 2.0 'male single' 'none' 2.0 'car' 48.0 'bank' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 60.0 'delayed previously' 'radio/tv' 9157.0 'no known savings' '1 less X less 4' 2.0 'male single' 'none' 2.0 'no known property' 27.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        'less 0' 6.0 'critical/other existing credit' 'new car' 3676.0 'less 100' '1 less X less 4' 1.0 'male single' 'none' 3.0 'real estate' 37.0 'none' 'rent' 3.0 'skilled' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 30.0 'existing paid' 'furniture/equipment' 3441.0 '100 less X less 500' '1 less X less 4' 2.0 'female div/dep/mar' 'co applicant' 4.0 'car' 21.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'new car' 640.0 'less 100' '1 less X less 4' 4.0 'male div/sep' 'none' 2.0 'real estate' 49.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 21.0 'critical/other existing credit' 'business' 3652.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 3.0 'life insurance' 27.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'new car' 1530.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 2.0 'life insurance' 32.0 'bank' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 48.0 'existing paid' 'business' 3914.0 'no known savings' '1 less X less 4' 4.0 'male div/sep' 'none' 2.0 'real estate' 38.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 12.0 'existing paid' 'furniture/equipment' 1858.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'car' 22.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'radio/tv' 2600.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'no known property' 65.0 'none' 'for free' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 15.0 'existing paid' 'radio/tv' 1979.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 2.0 'car' 35.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 6.0 'existing paid' 'furniture/equipment' 2116.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'real estate' 41.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 9.0 'all paid' 'new car' 1437.0 '100 less X less 500' '4 less X less 7' 2.0 'male single' 'none' 3.0 'no known property' 29.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 42.0 'critical/other existing credit' 'furniture/equipment' 4042.0 '500 less X less 1000' '1 less X less 4' 4.0 'male single' 'none' 4.0 'real estate' 36.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 9.0 'existing paid' 'education' 3832.0 'no known savings' 'greater 7' 1.0 'male single' 'none' 4.0 'real estate' 64.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'radio/tv' 3660.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 4.0 'car' 28.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'all paid' 'furniture/equipment' 1553.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 3.0 'car' 44.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 15.0 'existing paid' 'radio/tv' 1444.0 'no known savings' 'less 1' 4.0 'male single' 'none' 1.0 'life insurance' 23.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 9.0 'existing paid' 'furniture/equipment' 1980.0 'less 100' 'less 1' 2.0 'female div/dep/mar' 'co applicant' 2.0 'car' 19.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 24.0 'existing paid' 'new car' 1355.0 'less 100' 'less 1' 3.0 'female div/dep/mar' 'none' 4.0 'car' 25.0 'none' 'own' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'education' 1393.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 47.0 'bank' 'own' 3.0 'skilled' 2.0 'yes' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'radio/tv' 1376.0 '500 less X less 1000' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 1.0 'car' 28.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 60.0 'delayed previously' 'radio/tv' 15653.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 4.0 'car' 21.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'radio/tv' 1493.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 3.0 'car' 34.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 42.0 'delayed previously' 'radio/tv' 4370.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 2.0 'life insurance' 26.0 'bank' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'bad'
        'less 0' 18.0 'existing paid' 'education' 750.0 'less 100' 'unemployed' 4.0 'female div/dep/mar' 'none' 1.0 'real estate' 27.0 'none' 'own' 1.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 15.0 'existing paid' 'repairs' 1308.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 38.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 15.0 'existing paid' 'education' 4623.0 '100 less X less 500' '1 less X less 4' 3.0 'male single' 'none' 2.0 'life insurance' 40.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'radio/tv' 1851.0 'less 100' '4 less X less 7' 4.0 'male mar/wid' 'guarantor' 2.0 'car' 33.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 18.0 'critical/other existing credit' 'radio/tv' 1880.0 'less 100' '4 less X less 7' 4.0 'male mar/wid' 'none' 1.0 'life insurance' 32.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 36.0 'delayed previously' 'business' 7980.0 'no known savings' 'less 1' 4.0 'male single' 'none' 4.0 'car' 27.0 'none' 'rent' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 30.0 'no credits/all paid' 'furniture/equipment' 4583.0 'less 100' '1 less X less 4' 2.0 'male div/sep' 'guarantor' 2.0 'real estate' 32.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'new car' 1386.0 '500 less X less 1000' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 2.0 'life insurance' 26.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'greater 200' 24.0 'existing paid' 'new car' 947.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 3.0 'no known property' 38.0 'bank' 'for free' 1.0 'skilled' 2.0 'none' 'yes' 'bad'
        'less 0' 12.0 'existing paid' 'education' 684.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'car' 40.0 'none' 'rent' 1.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        'less 0' 48.0 'existing paid' 'education' 7476.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 1.0 'no known property' 50.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'furniture/equipment' 1922.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'life insurance' 37.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'new car' 2303.0 'less 100' 'greater 7' 4.0 'male single' 'co applicant' 1.0 'real estate' 45.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 36.0 'delayed previously' 'new car' 8086.0 '100 less X less 500' 'greater 7' 2.0 'male single' 'none' 4.0 'car' 42.0 'none' 'own' 4.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'used car' 2346.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 3.0 'car' 35.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 14.0 'existing paid' 'new car' 3973.0 'less 100' 'unemployed' 1.0 'male single' 'none' 4.0 'no known property' 22.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'new car' 888.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 41.0 'bank' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        'no checking' 48.0 'existing paid' 'radio/tv' 10222.0 'no known savings' '4 less X less 7' 4.0 'male single' 'none' 3.0 'car' 37.0 'stores' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 30.0 'no credits/all paid' 'business' 4221.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 1.0 'car' 28.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'critical/other existing credit' 'furniture/equipment' 6361.0 'less 100' 'greater 7' 2.0 'male single' 'none' 1.0 'no known property' 41.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'greater 200' 12.0 'existing paid' 'radio/tv' 1297.0 'less 100' '1 less X less 4' 3.0 'male mar/wid' 'none' 4.0 'real estate' 23.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'new car' 900.0 'no known savings' '1 less X less 4' 4.0 'male mar/wid' 'none' 2.0 'car' 23.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 21.0 'existing paid' 'furniture/equipment' 2241.0 'less 100' 'greater 7' 4.0 'male single' 'none' 2.0 'real estate' 50.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 6.0 'delayed previously' 'furniture/equipment' 1050.0 'less 100' 'unemployed' 4.0 'male single' 'none' 1.0 'life insurance' 35.0 'stores' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'greater 200' 6.0 'critical/other existing credit' 'education' 1047.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 4.0 'life insurance' 50.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'other' 6314.0 'less 100' 'unemployed' 4.0 'male single' 'co applicant' 2.0 'no known property' 27.0 'bank' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 30.0 'all paid' 'furniture/equipment' 3496.0 'greater 1000' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 34.0 'stores' 'own' 1.0 'skilled' 2.0 'yes' 'yes' 'good'
        'no checking' 48.0 'all paid' 'business' 3609.0 'less 100' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 1.0 'real estate' 27.0 'stores' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'critical/other existing credit' 'new car' 4843.0 'less 100' 'greater 7' 3.0 'male single' 'co applicant' 4.0 'life insurance' 43.0 'none' 'rent' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'greater 200' 30.0 'critical/other existing credit' 'radio/tv' 3017.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 47.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'business' 4139.0 '100 less X less 500' '1 less X less 4' 3.0 'male single' 'none' 3.0 'life insurance' 27.0 'none' 'own' 2.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'no checking' 36.0 'existing paid' 'business' 5742.0 '100 less X less 500' '4 less X less 7' 2.0 'male single' 'none' 2.0 'car' 31.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 60.0 'existing paid' 'new car' 10366.0 'less 100' 'greater 7' 2.0 'male single' 'none' 4.0 'life insurance' 42.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 6.0 'critical/other existing credit' 'new car' 2080.0 '500 less X less 1000' '1 less X less 4' 1.0 'male mar/wid' 'none' 2.0 'car' 24.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 21.0 'delayed previously' 'business' 2580.0 '500 less X less 1000' 'less 1' 4.0 'male single' 'none' 2.0 'real estate' 41.0 'bank' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        'no checking' 30.0 'critical/other existing credit' 'radio/tv' 4530.0 'less 100' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 4.0 'car' 26.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'furniture/equipment' 5150.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 33.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 72.0 'existing paid' 'radio/tv' 5595.0 '100 less X less 500' '1 less X less 4' 2.0 'male mar/wid' 'none' 2.0 'car' 24.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'radio/tv' 2384.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 64.0 'bank' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'radio/tv' 1453.0 'less 100' 'less 1' 3.0 'female div/dep/mar' 'none' 1.0 'real estate' 26.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 6.0 'existing paid' 'education' 1538.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'none' 2.0 'no known property' 56.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'radio/tv' 2279.0 'no known savings' '1 less X less 4' 4.0 'male single' 'none' 4.0 'no known property' 37.0 'none' 'for free' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 15.0 'delayed previously' 'radio/tv' 1478.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'none' 3.0 'real estate' 33.0 'bank' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'radio/tv' 5103.0 'less 100' 'less 1' 3.0 'male mar/wid' 'none' 3.0 'no known property' 47.0 'none' 'for free' 3.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 36.0 'delayed previously' 'business' 9857.0 '100 less X less 500' '4 less X less 7' 1.0 'male single' 'none' 3.0 'life insurance' 31.0 'none' 'own' 2.0 'unskilled resident' 2.0 'yes' 'yes' 'good'
        'no checking' 60.0 'existing paid' 'new car' 6527.0 'no known savings' '1 less X less 4' 4.0 'male single' 'none' 4.0 'no known property' 34.0 'none' 'for free' 1.0 'skilled' 2.0 'yes' 'yes' 'good'
        'greater 200' 10.0 'critical/other existing credit' 'radio/tv' 1347.0 'no known savings' '4 less X less 7' 4.0 'male single' 'none' 2.0 'life insurance' 27.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 36.0 'delayed previously' 'new car' 2862.0 '100 less X less 500' 'greater 7' 4.0 'male single' 'none' 3.0 'no known property' 30.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 9.0 'existing paid' 'radio/tv' 2753.0 '100 less X less 500' 'greater 7' 3.0 'male single' 'co applicant' 4.0 'car' 35.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'new car' 3651.0 'greater 1000' '1 less X less 4' 1.0 'male single' 'none' 3.0 'life insurance' 31.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 15.0 'critical/other existing credit' 'furniture/equipment' 975.0 'less 100' '1 less X less 4' 2.0 'male div/sep' 'none' 3.0 'life insurance' 25.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 15.0 'existing paid' 'repairs' 2631.0 '100 less X less 500' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 2.0 'real estate' 25.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'radio/tv' 2896.0 '100 less X less 500' 'less 1' 2.0 'male single' 'none' 1.0 'car' 29.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 6.0 'critical/other existing credit' 'new car' 4716.0 'no known savings' 'less 1' 1.0 'male single' 'none' 3.0 'real estate' 44.0 'none' 'own' 2.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'radio/tv' 2284.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 2.0 'car' 28.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 6.0 'existing paid' 'used car' 1236.0 '500 less X less 1000' '1 less X less 4' 2.0 'male single' 'none' 4.0 'life insurance' 50.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'radio/tv' 1103.0 'less 100' '4 less X less 7' 4.0 'male single' 'guarantor' 3.0 'real estate' 29.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'no' 'good'
        'no checking' 12.0 'critical/other existing credit' 'new car' 926.0 'less 100' 'unemployed' 1.0 'female div/dep/mar' 'none' 2.0 'life insurance' 38.0 'none' 'own' 1.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'radio/tv' 1800.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 24.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 15.0 'existing paid' 'education' 1905.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 40.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'furniture/equipment' 1123.0 '500 less X less 1000' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'car' 29.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'less 0' 48.0 'critical/other existing credit' 'used car' 6331.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 46.0 'none' 'for free' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'greater 200' 24.0 'existing paid' 'radio/tv' 1377.0 '100 less X less 500' 'greater 7' 4.0 'female div/dep/mar' 'none' 2.0 'no known property' 47.0 'none' 'for free' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 30.0 'delayed previously' 'business' 2503.0 '100 less X less 500' 'greater 7' 4.0 'male single' 'none' 2.0 'life insurance' 41.0 'stores' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 27.0 'existing paid' 'business' 2528.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'life insurance' 32.0 'none' 'own' 1.0 'skilled' 2.0 'yes' 'yes' 'good'
        'no checking' 15.0 'existing paid' 'new car' 5324.0 '500 less X less 1000' 'greater 7' 1.0 'female div/dep/mar' 'none' 4.0 'no known property' 35.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 48.0 'existing paid' 'new car' 6560.0 '100 less X less 500' '4 less X less 7' 3.0 'male single' 'none' 2.0 'life insurance' 24.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 12.0 'no credits/all paid' 'furniture/equipment' 2969.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 3.0 'life insurance' 25.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 9.0 'existing paid' 'radio/tv' 1206.0 'less 100' 'greater 7' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 25.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 9.0 'existing paid' 'radio/tv' 2118.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'real estate' 37.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'radio/tv' 629.0 '500 less X less 1000' 'greater 7' 4.0 'male single' 'none' 3.0 'life insurance' 32.0 'bank' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 6.0 'all paid' 'education' 1198.0 'less 100' 'greater 7' 4.0 'female div/dep/mar' 'none' 4.0 'no known property' 35.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 21.0 'existing paid' 'used car' 2476.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 46.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 9.0 'critical/other existing credit' 'radio/tv' 1138.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'real estate' 25.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 60.0 'existing paid' 'new car' 14027.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 2.0 'no known property' 27.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 30.0 'critical/other existing credit' 'used car' 7596.0 'no known savings' 'greater 7' 1.0 'male single' 'none' 4.0 'car' 63.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 30.0 'critical/other existing credit' 'radio/tv' 3077.0 'no known savings' 'greater 7' 3.0 'male single' 'none' 2.0 'car' 40.0 'none' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'radio/tv' 1505.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'no known property' 32.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'greater 200' 24.0 'critical/other existing credit' 'radio/tv' 3148.0 'no known savings' '1 less X less 4' 3.0 'male single' 'none' 2.0 'car' 31.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 20.0 'no credits/all paid' 'used car' 6148.0 '100 less X less 500' 'greater 7' 3.0 'male mar/wid' 'none' 4.0 'car' 31.0 'bank' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'greater 200' 9.0 'no credits/all paid' 'radio/tv' 1337.0 'less 100' 'less 1' 4.0 'male single' 'none' 2.0 'car' 34.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 6.0 'all paid' 'education' 433.0 'greater 1000' 'less 1' 4.0 'female div/dep/mar' 'none' 2.0 'life insurance' 24.0 'bank' 'rent' 1.0 'skilled' 2.0 'none' 'yes' 'bad'
        'less 0' 12.0 'existing paid' 'new car' 1228.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'real estate' 24.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 9.0 'existing paid' 'radio/tv' 790.0 '500 less X less 1000' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 3.0 'real estate' 66.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 27.0 'existing paid' 'new car' 2570.0 'less 100' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 3.0 'real estate' 21.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 6.0 'critical/other existing credit' 'new car' 250.0 'greater 1000' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 2.0 'real estate' 41.0 'bank' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 15.0 'critical/other existing credit' 'radio/tv' 1316.0 '500 less X less 1000' '1 less X less 4' 2.0 'male mar/wid' 'none' 2.0 'life insurance' 47.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'radio/tv' 1882.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'car' 25.0 'bank' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 48.0 'all paid' 'business' 6416.0 'less 100' 'greater 7' 4.0 'female div/dep/mar' 'none' 3.0 'no known property' 59.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'greater 200' 24.0 'critical/other existing credit' 'business' 1275.0 'greater 1000' '1 less X less 4' 2.0 'male div/sep' 'none' 4.0 'real estate' 36.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 24.0 'delayed previously' 'radio/tv' 6403.0 'less 100' 'less 1' 1.0 'male single' 'none' 2.0 'car' 33.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'radio/tv' 1987.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 4.0 'real estate' 21.0 'none' 'rent' 1.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        '0 less X less 200' 8.0 'existing paid' 'radio/tv' 760.0 'less 100' '4 less X less 7' 4.0 'female div/dep/mar' 'guarantor' 2.0 'real estate' 44.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'used car' 2603.0 'greater 1000' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 4.0 'car' 28.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 4.0 'critical/other existing credit' 'new car' 3380.0 'less 100' '4 less X less 7' 1.0 'female div/dep/mar' 'none' 1.0 'real estate' 37.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 36.0 'all paid' 'domestic appliance' 3990.0 'no known savings' 'less 1' 3.0 'female div/dep/mar' 'none' 2.0 'no known property' 29.0 'bank' 'own' 1.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'used car' 11560.0 'less 100' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 4.0 'car' 23.0 'none' 'rent' 2.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'bad'
        'less 0' 18.0 'existing paid' 'new car' 4380.0 '100 less X less 500' '1 less X less 4' 3.0 'male single' 'none' 4.0 'car' 35.0 'none' 'own' 1.0 'unskilled resident' 2.0 'yes' 'yes' 'good'
        'no checking' 6.0 'critical/other existing credit' 'new car' 6761.0 'less 100' '4 less X less 7' 1.0 'male single' 'none' 3.0 'no known property' 45.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        '0 less X less 200' 30.0 'no credits/all paid' 'business' 4280.0 '100 less X less 500' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'car' 26.0 'none' 'rent' 2.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'less 0' 24.0 'all paid' 'new car' 2325.0 '100 less X less 500' '4 less X less 7' 2.0 'male single' 'none' 3.0 'car' 32.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 10.0 'all paid' 'radio/tv' 1048.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'real estate' 23.0 'stores' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 21.0 'existing paid' 'radio/tv' 3160.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 3.0 'life insurance' 41.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 24.0 'all paid' 'furniture/equipment' 2483.0 '500 less X less 1000' '1 less X less 4' 4.0 'male single' 'none' 4.0 'real estate' 22.0 'stores' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 39.0 'critical/other existing credit' 'furniture/equipment' 14179.0 'no known savings' '4 less X less 7' 4.0 'male single' 'none' 4.0 'life insurance' 30.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 13.0 'critical/other existing credit' 'business' 1797.0 'less 100' 'less 1' 3.0 'male single' 'none' 1.0 'life insurance' 28.0 'bank' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 15.0 'existing paid' 'new car' 2511.0 'less 100' 'unemployed' 1.0 'female div/dep/mar' 'none' 4.0 'car' 23.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'new car' 1274.0 'less 100' 'less 1' 3.0 'female div/dep/mar' 'none' 1.0 'real estate' 37.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 21.0 'existing paid' 'used car' 5248.0 'no known savings' '1 less X less 4' 1.0 'male single' 'none' 3.0 'car' 26.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 15.0 'existing paid' 'used car' 3029.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 2.0 'car' 33.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 6.0 'existing paid' 'furniture/equipment' 428.0 'less 100' 'greater 7' 2.0 'female div/dep/mar' 'none' 1.0 'life insurance' 49.0 'bank' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'new car' 976.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'none' 2.0 'car' 23.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 12.0 'existing paid' 'business' 841.0 '100 less X less 500' '4 less X less 7' 2.0 'female div/dep/mar' 'none' 4.0 'real estate' 23.0 'none' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 30.0 'critical/other existing credit' 'radio/tv' 5771.0 'less 100' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 2.0 'car' 25.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'delayed previously' 'repairs' 1555.0 'greater 1000' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 55.0 'none' 'for free' 2.0 'skilled' 2.0 'none' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'new car' 1285.0 'no known savings' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 4.0 'no known property' 32.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'greater 200' 6.0 'critical/other existing credit' 'new car' 1299.0 'less 100' '1 less X less 4' 1.0 'male single' 'none' 1.0 'real estate' 74.0 'none' 'own' 3.0 'unemp/unskilled non res' 2.0 'none' 'no' 'good'
        'greater 200' 15.0 'critical/other existing credit' 'radio/tv' 1271.0 'no known savings' '1 less X less 4' 3.0 'male single' 'none' 4.0 'no known property' 39.0 'none' 'for free' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 24.0 'existing paid' 'new car' 1393.0 'less 100' '1 less X less 4' 2.0 'male single' 'guarantor' 2.0 'real estate' 31.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'critical/other existing credit' 'new car' 691.0 'less 100' 'greater 7' 4.0 'male single' 'none' 3.0 'life insurance' 35.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 15.0 'critical/other existing credit' 'new car' 5045.0 'no known savings' 'greater 7' 1.0 'female div/dep/mar' 'none' 4.0 'car' 59.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 18.0 'critical/other existing credit' 'furniture/equipment' 2124.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 24.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 12.0 'existing paid' 'radio/tv' 2214.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 3.0 'life insurance' 24.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 21.0 'critical/other existing credit' 'new car' 12680.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 30.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'new car' 2463.0 '100 less X less 500' '4 less X less 7' 4.0 'male mar/wid' 'none' 3.0 'life insurance' 27.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'radio/tv' 1155.0 'less 100' 'greater 7' 3.0 'male mar/wid' 'guarantor' 3.0 'real estate' 40.0 'bank' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 30.0 'existing paid' 'furniture/equipment' 3108.0 'less 100' 'less 1' 2.0 'male div/sep' 'none' 4.0 'life insurance' 31.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 10.0 'existing paid' 'used car' 2901.0 'no known savings' 'less 1' 1.0 'female div/dep/mar' 'none' 4.0 'real estate' 31.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'critical/other existing credit' 'furniture/equipment' 3617.0 'less 100' 'greater 7' 1.0 'male single' 'none' 4.0 'car' 28.0 'none' 'rent' 3.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'radio/tv' 1655.0 'less 100' 'greater 7' 2.0 'male single' 'none' 4.0 'real estate' 63.0 'none' 'own' 2.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'used car' 2812.0 'no known savings' 'greater 7' 2.0 'female div/dep/mar' 'none' 4.0 'real estate' 26.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'critical/other existing credit' 'education' 8065.0 'less 100' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 2.0 'no known property' 25.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 21.0 'critical/other existing credit' 'used car' 3275.0 'less 100' 'greater 7' 1.0 'male single' 'none' 4.0 'car' 36.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'radio/tv' 2223.0 '100 less X less 500' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 52.0 'bank' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 12.0 'critical/other existing credit' 'new car' 1480.0 '500 less X less 1000' 'unemployed' 2.0 'male single' 'none' 4.0 'no known property' 66.0 'bank' 'for free' 3.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'new car' 1371.0 'no known savings' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 25.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 36.0 'critical/other existing credit' 'new car' 3535.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 4.0 'car' 37.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'radio/tv' 3509.0 'less 100' '4 less X less 7' 4.0 'female div/dep/mar' 'guarantor' 1.0 'real estate' 25.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 36.0 'critical/other existing credit' 'used car' 5711.0 'greater 1000' 'greater 7' 4.0 'male single' 'none' 2.0 'car' 38.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'repairs' 3872.0 'less 100' 'unemployed' 2.0 'female div/dep/mar' 'none' 4.0 'car' 67.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 39.0 'critical/other existing credit' 'radio/tv' 4933.0 'less 100' '4 less X less 7' 2.0 'male single' 'guarantor' 2.0 'real estate' 25.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'new car' 1940.0 'greater 1000' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 60.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'no credits/all paid' 'retraining' 1410.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'real estate' 31.0 'none' 'own' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'new car' 836.0 '100 less X less 500' 'less 1' 4.0 'female div/dep/mar' 'none' 2.0 'life insurance' 23.0 'bank' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 20.0 'existing paid' 'used car' 6468.0 'no known savings' 'unemployed' 1.0 'male div/sep' 'none' 4.0 'real estate' 60.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 18.0 'existing paid' 'business' 1941.0 'greater 1000' '1 less X less 4' 4.0 'male single' 'none' 2.0 'life insurance' 35.0 'none' 'own' 1.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'no checking' 22.0 'existing paid' 'radio/tv' 2675.0 '500 less X less 1000' 'greater 7' 3.0 'male single' 'none' 4.0 'car' 40.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 48.0 'critical/other existing credit' 'used car' 2751.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 3.0 'car' 38.0 'none' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        '0 less X less 200' 48.0 'delayed previously' 'education' 6224.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 50.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 40.0 'critical/other existing credit' 'education' 5998.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 3.0 'no known property' 27.0 'bank' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 21.0 'existing paid' 'business' 1188.0 'less 100' 'greater 7' 2.0 'female div/dep/mar' 'none' 4.0 'life insurance' 39.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'bad'
        'no checking' 24.0 'existing paid' 'used car' 6313.0 'no known savings' 'greater 7' 3.0 'male single' 'none' 4.0 'car' 41.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        'no checking' 6.0 'critical/other existing credit' 'furniture/equipment' 1221.0 'no known savings' '1 less X less 4' 1.0 'male mar/wid' 'none' 2.0 'life insurance' 27.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 24.0 'existing paid' 'furniture/equipment' 2892.0 'less 100' 'greater 7' 3.0 'male div/sep' 'none' 4.0 'no known property' 51.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'furniture/equipment' 3062.0 '500 less X less 1000' 'greater 7' 4.0 'male single' 'none' 3.0 'no known property' 32.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 9.0 'existing paid' 'furniture/equipment' 2301.0 '100 less X less 500' 'less 1' 2.0 'female div/dep/mar' 'none' 4.0 'life insurance' 22.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'used car' 7511.0 'no known savings' 'greater 7' 1.0 'male single' 'none' 4.0 'life insurance' 51.0 'none' 'for free' 1.0 'skilled' 2.0 'yes' 'yes' 'bad'
        'no checking' 12.0 'critical/other existing credit' 'furniture/equipment' 1258.0 'less 100' 'less 1' 2.0 'female div/dep/mar' 'none' 4.0 'life insurance' 22.0 'none' 'rent' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'delayed previously' 'new car' 717.0 'no known savings' 'greater 7' 4.0 'male mar/wid' 'none' 4.0 'car' 54.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 9.0 'existing paid' 'new car' 1549.0 'no known savings' 'less 1' 4.0 'male single' 'none' 2.0 'real estate' 35.0 'none' 'own' 1.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'education' 1597.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 54.0 'none' 'for free' 2.0 'skilled' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'critical/other existing credit' 'radio/tv' 1795.0 'less 100' 'greater 7' 3.0 'female div/dep/mar' 'guarantor' 4.0 'real estate' 48.0 'bank' 'rent' 2.0 'unskilled resident' 1.0 'yes' 'yes' 'good'
        'less 0' 20.0 'critical/other existing credit' 'furniture/equipment' 4272.0 'less 100' 'greater 7' 1.0 'female div/dep/mar' 'none' 4.0 'life insurance' 24.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'radio/tv' 976.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 35.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 12.0 'existing paid' 'new car' 7472.0 'no known savings' 'unemployed' 1.0 'female div/dep/mar' 'none' 2.0 'real estate' 24.0 'none' 'rent' 1.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'existing paid' 'new car' 9271.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 1.0 'car' 24.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 6.0 'existing paid' 'radio/tv' 590.0 'less 100' 'less 1' 3.0 'male mar/wid' 'none' 3.0 'real estate' 26.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'no' 'good'
        'no checking' 12.0 'critical/other existing credit' 'radio/tv' 930.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 65.0 'none' 'own' 4.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 42.0 'all paid' 'used car' 9283.0 'less 100' 'unemployed' 1.0 'male single' 'none' 2.0 'no known property' 55.0 'bank' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 15.0 'no credits/all paid' 'new car' 1778.0 'less 100' 'less 1' 2.0 'female div/dep/mar' 'none' 1.0 'real estate' 26.0 'none' 'rent' 2.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 8.0 'existing paid' 'business' 907.0 'less 100' 'less 1' 3.0 'male mar/wid' 'none' 2.0 'real estate' 26.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 6.0 'existing paid' 'radio/tv' 484.0 'less 100' '4 less X less 7' 3.0 'male mar/wid' 'guarantor' 3.0 'real estate' 28.0 'bank' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'critical/other existing credit' 'used car' 9629.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 4.0 'car' 24.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 48.0 'existing paid' 'domestic appliance' 3051.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 4.0 'car' 54.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 48.0 'existing paid' 'new car' 3931.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 4.0 'no known property' 46.0 'none' 'for free' 1.0 'skilled' 2.0 'none' 'yes' 'bad'
        '0 less X less 200' 36.0 'delayed previously' 'new car' 7432.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 2.0 'life insurance' 54.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 6.0 'existing paid' 'domestic appliance' 1338.0 '500 less X less 1000' '1 less X less 4' 1.0 'male div/sep' 'none' 4.0 'real estate' 62.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 6.0 'critical/other existing credit' 'radio/tv' 1554.0 'less 100' '4 less X less 7' 1.0 'female div/dep/mar' 'none' 2.0 'car' 24.0 'none' 'rent' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 36.0 'existing paid' 'other' 15857.0 'less 100' 'unemployed' 2.0 'male div/sep' 'co applicant' 3.0 'car' 43.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'radio/tv' 1345.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'none' 3.0 'real estate' 26.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'new car' 1101.0 'less 100' '1 less X less 4' 3.0 'male mar/wid' 'none' 2.0 'real estate' 27.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'greater 200' 12.0 'existing paid' 'radio/tv' 3016.0 'less 100' '1 less X less 4' 3.0 'male mar/wid' 'none' 1.0 'car' 24.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'existing paid' 'furniture/equipment' 2712.0 'less 100' 'greater 7' 2.0 'male single' 'none' 2.0 'life insurance' 41.0 'bank' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'bad'
        'less 0' 8.0 'critical/other existing credit' 'new car' 731.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 47.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'furniture/equipment' 3780.0 'less 100' 'less 1' 3.0 'male div/sep' 'none' 2.0 'car' 35.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 21.0 'critical/other existing credit' 'new car' 1602.0 'less 100' 'greater 7' 4.0 'male mar/wid' 'none' 3.0 'car' 30.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 18.0 'critical/other existing credit' 'new car' 3966.0 'less 100' 'greater 7' 1.0 'female div/dep/mar' 'none' 4.0 'real estate' 33.0 'bank' 'rent' 3.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 18.0 'no credits/all paid' 'business' 4165.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'car' 36.0 'stores' 'own' 2.0 'skilled' 2.0 'none' 'yes' 'bad'
        'less 0' 36.0 'existing paid' 'used car' 8335.0 'no known savings' 'greater 7' 3.0 'male single' 'none' 4.0 'no known property' 47.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 48.0 'delayed previously' 'business' 6681.0 'no known savings' '1 less X less 4' 4.0 'male single' 'none' 4.0 'no known property' 38.0 'none' 'for free' 1.0 'skilled' 2.0 'yes' 'yes' 'good'
        'no checking' 24.0 'delayed previously' 'business' 2375.0 '500 less X less 1000' '1 less X less 4' 4.0 'male single' 'none' 2.0 'car' 44.0 'none' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'new car' 1216.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 3.0 'car' 23.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 45.0 'no credits/all paid' 'business' 11816.0 'less 100' 'greater 7' 2.0 'male single' 'none' 4.0 'car' 29.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 24.0 'existing paid' 'radio/tv' 5084.0 'no known savings' 'greater 7' 2.0 'female div/dep/mar' 'none' 4.0 'car' 42.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'greater 200' 15.0 'existing paid' 'radio/tv' 2327.0 'less 100' 'less 1' 2.0 'female div/dep/mar' 'none' 3.0 'real estate' 25.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'less 0' 12.0 'no credits/all paid' 'new car' 1082.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'car' 48.0 'bank' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'radio/tv' 886.0 'no known savings' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'car' 21.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 4.0 'existing paid' 'furniture/equipment' 601.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'none' 3.0 'real estate' 23.0 'none' 'rent' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'less 0' 24.0 'critical/other existing credit' 'used car' 2957.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 63.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'critical/other existing credit' 'radio/tv' 2611.0 'less 100' 'greater 7' 4.0 'male mar/wid' 'co applicant' 3.0 'real estate' 46.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'existing paid' 'furniture/equipment' 5179.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 2.0 'life insurance' 29.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 21.0 'delayed previously' 'used car' 2993.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 2.0 'real estate' 28.0 'stores' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'repairs' 1943.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 23.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 24.0 'all paid' 'business' 1559.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 4.0 'car' 50.0 'bank' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'furniture/equipment' 3422.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 47.0 'bank' 'own' 3.0 'skilled' 2.0 'yes' 'yes' 'good'
        '0 less X less 200' 21.0 'existing paid' 'furniture/equipment' 3976.0 'no known savings' '4 less X less 7' 2.0 'male single' 'none' 3.0 'car' 35.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'new car' 6761.0 'no known savings' '1 less X less 4' 2.0 'male single' 'none' 4.0 'car' 68.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 24.0 'existing paid' 'new car' 1249.0 'less 100' 'less 1' 4.0 'male mar/wid' 'none' 2.0 'real estate' 28.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 9.0 'existing paid' 'radio/tv' 1364.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 4.0 'real estate' 59.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'radio/tv' 709.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 57.0 'stores' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'less 0' 20.0 'critical/other existing credit' 'new car' 2235.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'guarantor' 2.0 'life insurance' 33.0 'bank' 'rent' 2.0 'skilled' 1.0 'none' 'no' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'used car' 4042.0 'no known savings' '4 less X less 7' 3.0 'male single' 'none' 4.0 'life insurance' 43.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 15.0 'critical/other existing credit' 'radio/tv' 1471.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'no known property' 35.0 'none' 'for free' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 18.0 'all paid' 'new car' 1442.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 4.0 'no known property' 32.0 'none' 'for free' 2.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        'no checking' 36.0 'delayed previously' 'new car' 10875.0 'less 100' 'greater 7' 2.0 'male single' 'none' 2.0 'car' 45.0 'none' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'new car' 1474.0 '100 less X less 500' 'less 1' 4.0 'male mar/wid' 'none' 3.0 'real estate' 33.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 10.0 'existing paid' 'retraining' 894.0 'no known savings' '4 less X less 7' 4.0 'female div/dep/mar' 'none' 3.0 'life insurance' 40.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 15.0 'critical/other existing credit' 'furniture/equipment' 3343.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'no known property' 28.0 'none' 'for free' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 15.0 'existing paid' 'new car' 3959.0 'less 100' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 2.0 'life insurance' 29.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 9.0 'existing paid' 'new car' 3577.0 '100 less X less 500' '1 less X less 4' 1.0 'male single' 'guarantor' 2.0 'real estate' 26.0 'none' 'rent' 1.0 'skilled' 2.0 'none' 'no' 'good'
        'no checking' 24.0 'critical/other existing credit' 'used car' 5804.0 'greater 1000' '1 less X less 4' 4.0 'male single' 'none' 2.0 'real estate' 27.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'delayed previously' 'business' 2169.0 'less 100' '1 less X less 4' 4.0 'male mar/wid' 'none' 2.0 'car' 28.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'radio/tv' 2439.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 35.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 27.0 'critical/other existing credit' 'furniture/equipment' 4526.0 'greater 1000' 'less 1' 4.0 'male single' 'none' 2.0 'real estate' 32.0 'stores' 'own' 2.0 'unskilled resident' 2.0 'yes' 'yes' 'good'
        'no checking' 10.0 'existing paid' 'furniture/equipment' 2210.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'real estate' 25.0 'bank' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 15.0 'existing paid' 'furniture/equipment' 2221.0 '500 less X less 1000' '1 less X less 4' 2.0 'female div/dep/mar' 'none' 4.0 'car' 20.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'radio/tv' 2389.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'car' 27.0 'stores' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'furniture/equipment' 3331.0 'less 100' 'greater 7' 2.0 'male single' 'none' 4.0 'life insurance' 42.0 'stores' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 36.0 'existing paid' 'business' 7409.0 'no known savings' 'greater 7' 3.0 'male single' 'none' 2.0 'life insurance' 37.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'furniture/equipment' 652.0 'less 100' 'greater 7' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 24.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 36.0 'delayed previously' 'furniture/equipment' 7678.0 '500 less X less 1000' '4 less X less 7' 2.0 'female div/dep/mar' 'none' 4.0 'car' 40.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'greater 200' 6.0 'critical/other existing credit' 'new car' 1343.0 'less 100' 'greater 7' 1.0 'male single' 'none' 4.0 'real estate' 46.0 'none' 'own' 2.0 'skilled' 2.0 'none' 'no' 'good'
        'less 0' 24.0 'critical/other existing credit' 'business' 1382.0 '100 less X less 500' '4 less X less 7' 4.0 'male single' 'none' 1.0 'real estate' 26.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 15.0 'existing paid' 'domestic appliance' 874.0 'no known savings' 'less 1' 4.0 'female div/dep/mar' 'none' 1.0 'real estate' 24.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'furniture/equipment' 3590.0 'less 100' '1 less X less 4' 2.0 'male single' 'co applicant' 2.0 'life insurance' 29.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 11.0 'critical/other existing credit' 'new car' 1322.0 'greater 1000' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'car' 40.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'all paid' 'radio/tv' 1940.0 'less 100' 'less 1' 3.0 'male single' 'co applicant' 4.0 'no known property' 36.0 'bank' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 36.0 'existing paid' 'radio/tv' 3595.0 'less 100' 'greater 7' 4.0 'male single' 'none' 2.0 'car' 28.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 9.0 'existing paid' 'new car' 1422.0 'less 100' 'less 1' 3.0 'male single' 'none' 2.0 'no known property' 27.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 30.0 'critical/other existing credit' 'radio/tv' 6742.0 'no known savings' '4 less X less 7' 2.0 'male single' 'none' 3.0 'life insurance' 36.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'used car' 7814.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 3.0 'car' 38.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'used car' 9277.0 'no known savings' '1 less X less 4' 2.0 'male div/sep' 'none' 4.0 'no known property' 48.0 'none' 'for free' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 30.0 'critical/other existing credit' 'new car' 2181.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'real estate' 36.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'radio/tv' 1098.0 'less 100' 'unemployed' 4.0 'female div/dep/mar' 'none' 4.0 'car' 65.0 'none' 'own' 2.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'existing paid' 'furniture/equipment' 4057.0 'less 100' '4 less X less 7' 3.0 'male div/sep' 'none' 3.0 'car' 43.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 12.0 'existing paid' 'education' 795.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 53.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 24.0 'critical/other existing credit' 'business' 2825.0 'no known savings' '4 less X less 7' 4.0 'male single' 'none' 3.0 'no known property' 34.0 'none' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        '0 less X less 200' 48.0 'existing paid' 'business' 15672.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'car' 23.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 36.0 'critical/other existing credit' 'new car' 6614.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 34.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 28.0 'all paid' 'used car' 7824.0 'no known savings' 'less 1' 3.0 'male single' 'guarantor' 4.0 'real estate' 40.0 'bank' 'rent' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        'less 0' 27.0 'critical/other existing credit' 'business' 2442.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 43.0 'stores' 'own' 4.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        'no checking' 15.0 'critical/other existing credit' 'radio/tv' 1829.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 46.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'critical/other existing credit' 'new car' 2171.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'life insurance' 38.0 'bank' 'own' 2.0 'unskilled resident' 1.0 'none' 'no' 'good'
        '0 less X less 200' 36.0 'critical/other existing credit' 'used car' 5800.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 4.0 'car' 34.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 18.0 'critical/other existing credit' 'radio/tv' 1169.0 'no known savings' '1 less X less 4' 4.0 'male single' 'none' 3.0 'life insurance' 29.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 36.0 'delayed previously' 'used car' 8947.0 'no known savings' '4 less X less 7' 3.0 'male single' 'none' 2.0 'car' 31.0 'stores' 'own' 1.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        'less 0' 21.0 'existing paid' 'radio/tv' 2606.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 28.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'furniture/equipment' 1592.0 'greater 1000' '4 less X less 7' 3.0 'female div/dep/mar' 'none' 2.0 'life insurance' 35.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'no' 'good'
        'no checking' 15.0 'existing paid' 'furniture/equipment' 2186.0 'no known savings' '4 less X less 7' 1.0 'female div/dep/mar' 'none' 4.0 'real estate' 33.0 'bank' 'rent' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'furniture/equipment' 4153.0 'less 100' '1 less X less 4' 2.0 'male single' 'co applicant' 3.0 'car' 42.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 16.0 'critical/other existing credit' 'new car' 2625.0 'less 100' 'greater 7' 2.0 'male single' 'guarantor' 4.0 'life insurance' 43.0 'bank' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 20.0 'critical/other existing credit' 'new car' 3485.0 'no known savings' 'less 1' 2.0 'male div/sep' 'none' 4.0 'real estate' 44.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 36.0 'critical/other existing credit' 'used car' 10477.0 'no known savings' 'greater 7' 2.0 'male single' 'none' 4.0 'no known property' 42.0 'none' 'for free' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 15.0 'existing paid' 'radio/tv' 1386.0 'no known savings' '1 less X less 4' 4.0 'male mar/wid' 'none' 2.0 'real estate' 40.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'radio/tv' 1278.0 'less 100' 'greater 7' 4.0 'male single' 'none' 1.0 'real estate' 36.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'radio/tv' 1107.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'real estate' 20.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        'less 0' 21.0 'existing paid' 'new car' 3763.0 'no known savings' '4 less X less 7' 2.0 'male single' 'co applicant' 2.0 'real estate' 24.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'no' 'good'
        '0 less X less 200' 36.0 'existing paid' 'education' 3711.0 'no known savings' '1 less X less 4' 2.0 'male mar/wid' 'none' 2.0 'car' 27.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 15.0 'delayed previously' 'used car' 3594.0 'less 100' 'less 1' 1.0 'female div/dep/mar' 'none' 2.0 'life insurance' 46.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 9.0 'existing paid' 'new car' 3195.0 'no known savings' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 2.0 'real estate' 33.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 36.0 'delayed previously' 'radio/tv' 4454.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 4.0 'real estate' 34.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 24.0 'critical/other existing credit' 'furniture/equipment' 4736.0 'less 100' 'less 1' 2.0 'female div/dep/mar' 'none' 4.0 'car' 25.0 'bank' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 30.0 'existing paid' 'radio/tv' 2991.0 'no known savings' 'greater 7' 2.0 'female div/dep/mar' 'none' 4.0 'car' 25.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 11.0 'existing paid' 'business' 2142.0 'greater 1000' 'greater 7' 1.0 'male div/sep' 'none' 2.0 'real estate' 28.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 24.0 'all paid' 'business' 3161.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'life insurance' 31.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 48.0 'no credits/all paid' 'other' 18424.0 'less 100' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 2.0 'life insurance' 32.0 'bank' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'no' 'bad'
        'no checking' 10.0 'existing paid' 'used car' 2848.0 '100 less X less 500' '1 less X less 4' 1.0 'male single' 'co applicant' 2.0 'real estate' 32.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'good'
        'less 0' 6.0 'existing paid' 'new car' 14896.0 'less 100' 'greater 7' 1.0 'male single' 'none' 4.0 'no known property' 68.0 'bank' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'furniture/equipment' 2359.0 '100 less X less 500' 'unemployed' 1.0 'male div/sep' 'none' 1.0 'life insurance' 33.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'less 0' 24.0 'existing paid' 'furniture/equipment' 3345.0 'less 100' 'greater 7' 4.0 'male single' 'none' 2.0 'life insurance' 39.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'no checking' 18.0 'critical/other existing credit' 'furniture/equipment' 1817.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'no known property' 28.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 48.0 'delayed previously' 'radio/tv' 12749.0 '500 less X less 1000' '4 less X less 7' 4.0 'male single' 'none' 1.0 'car' 37.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 9.0 'existing paid' 'radio/tv' 1366.0 'less 100' 'less 1' 3.0 'female div/dep/mar' 'none' 4.0 'life insurance' 22.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 12.0 'existing paid' 'new car' 2002.0 'less 100' '4 less X less 7' 3.0 'male single' 'none' 4.0 'life insurance' 30.0 'none' 'rent' 1.0 'skilled' 2.0 'yes' 'yes' 'good'
        'less 0' 24.0 'all paid' 'furniture/equipment' 6872.0 'less 100' 'less 1' 2.0 'male div/sep' 'none' 1.0 'life insurance' 55.0 'bank' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 12.0 'all paid' 'new car' 697.0 'less 100' 'less 1' 4.0 'male single' 'none' 2.0 'car' 46.0 'bank' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'less 0' 18.0 'critical/other existing credit' 'furniture/equipment' 1049.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 21.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 48.0 'existing paid' 'used car' 10297.0 'less 100' '4 less X less 7' 4.0 'male single' 'none' 4.0 'no known property' 39.0 'stores' 'for free' 3.0 'skilled' 2.0 'yes' 'yes' 'bad'
        'no checking' 30.0 'existing paid' 'radio/tv' 1867.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 58.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 12.0 'delayed previously' 'new car' 1344.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 2.0 'real estate' 43.0 'none' 'own' 2.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'furniture/equipment' 1747.0 'less 100' 'less 1' 4.0 'male single' 'co applicant' 1.0 'life insurance' 24.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'no' 'good'
        '0 less X less 200' 9.0 'existing paid' 'radio/tv' 1670.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'none' 2.0 'car' 22.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        'no checking' 9.0 'critical/other existing credit' 'new car' 1224.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 1.0 'real estate' 30.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'radio/tv' 522.0 '500 less X less 1000' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 42.0 'none' 'own' 2.0 'skilled' 2.0 'yes' 'yes' 'good'
        'less 0' 12.0 'existing paid' 'radio/tv' 1498.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 1.0 'car' 23.0 'bank' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 30.0 'delayed previously' 'radio/tv' 1919.0 '100 less X less 500' 'less 1' 4.0 'male single' 'none' 3.0 'no known property' 30.0 'stores' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'none' 'yes' 'bad'
        'greater 200' 9.0 'existing paid' 'radio/tv' 745.0 'less 100' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 2.0 'real estate' 28.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 6.0 'existing paid' 'radio/tv' 2063.0 'less 100' 'less 1' 4.0 'male mar/wid' 'none' 3.0 'car' 30.0 'none' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 60.0 'existing paid' 'education' 6288.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'no known property' 42.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'used car' 6842.0 'no known savings' '1 less X less 4' 2.0 'male single' 'none' 4.0 'life insurance' 46.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'new car' 3527.0 'no known savings' 'less 1' 2.0 'male single' 'none' 3.0 'life insurance' 45.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 2.0 'yes' 'yes' 'good'
        'no checking' 10.0 'existing paid' 'new car' 1546.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 2.0 'real estate' 31.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'no' 'good'
        'no checking' 24.0 'existing paid' 'furniture/equipment' 929.0 'no known savings' '4 less X less 7' 4.0 'male single' 'none' 2.0 'car' 31.0 'stores' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 4.0 'critical/other existing credit' 'new car' 1455.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 1.0 'real estate' 42.0 'none' 'own' 3.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'less 0' 15.0 'existing paid' 'furniture/equipment' 1845.0 'less 100' 'less 1' 4.0 'female div/dep/mar' 'guarantor' 1.0 'life insurance' 46.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 48.0 'no credits/all paid' 'new car' 8358.0 '500 less X less 1000' 'less 1' 1.0 'female div/dep/mar' 'none' 1.0 'car' 30.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'all paid' 'furniture/equipment' 3349.0 '500 less X less 1000' 'less 1' 4.0 'male single' 'none' 4.0 'no known property' 30.0 'none' 'for free' 1.0 'skilled' 2.0 'yes' 'yes' 'bad'
        'no checking' 12.0 'existing paid' 'new car' 2859.0 'no known savings' 'unemployed' 4.0 'male single' 'none' 4.0 'no known property' 38.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 18.0 'existing paid' 'furniture/equipment' 1533.0 'less 100' 'less 1' 4.0 'male mar/wid' 'co applicant' 1.0 'life insurance' 43.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        'no checking' 24.0 'existing paid' 'radio/tv' 3621.0 '100 less X less 500' 'greater 7' 2.0 'male single' 'none' 4.0 'car' 31.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 18.0 'critical/other existing credit' 'business' 3590.0 'less 100' 'unemployed' 3.0 'male mar/wid' 'none' 3.0 'car' 40.0 'none' 'own' 3.0 'unemp/unskilled non res' 2.0 'yes' 'yes' 'good'
        'less 0' 36.0 'delayed previously' 'business' 2145.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 1.0 'car' 24.0 'none' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 24.0 'existing paid' 'used car' 4113.0 '500 less X less 1000' 'less 1' 3.0 'female div/dep/mar' 'none' 4.0 'car' 28.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 36.0 'existing paid' 'furniture/equipment' 10974.0 'less 100' 'unemployed' 4.0 'female div/dep/mar' 'none' 2.0 'car' 26.0 'none' 'own' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'less 0' 12.0 'existing paid' 'new car' 1893.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'guarantor' 4.0 'life insurance' 29.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 24.0 'critical/other existing credit' 'radio/tv' 1231.0 'greater 1000' 'greater 7' 4.0 'female div/dep/mar' 'none' 4.0 'life insurance' 57.0 'none' 'rent' 2.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'greater 200' 30.0 'critical/other existing credit' 'radio/tv' 3656.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 4.0 'life insurance' 49.0 'stores' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 9.0 'critical/other existing credit' 'radio/tv' 1154.0 'less 100' 'greater 7' 2.0 'male single' 'none' 4.0 'real estate' 37.0 'none' 'own' 3.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 28.0 'existing paid' 'new car' 4006.0 'less 100' '1 less X less 4' 3.0 'male single' 'none' 2.0 'car' 45.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 24.0 'existing paid' 'furniture/equipment' 3069.0 '100 less X less 500' 'greater 7' 4.0 'male single' 'none' 4.0 'no known property' 30.0 'none' 'for free' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 6.0 'critical/other existing credit' 'radio/tv' 1740.0 'less 100' 'greater 7' 2.0 'male mar/wid' 'none' 2.0 'real estate' 30.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 21.0 'delayed previously' 'new car' 2353.0 'less 100' '1 less X less 4' 1.0 'male div/sep' 'none' 4.0 'life insurance' 47.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 15.0 'existing paid' 'new car' 3556.0 'no known savings' '1 less X less 4' 3.0 'male single' 'none' 2.0 'no known property' 29.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'radio/tv' 2397.0 '500 less X less 1000' 'greater 7' 3.0 'male single' 'none' 2.0 'car' 35.0 'bank' 'own' 2.0 'skilled' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 6.0 'existing paid' 'repairs' 454.0 'less 100' 'less 1' 3.0 'male mar/wid' 'none' 1.0 'life insurance' 22.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 30.0 'existing paid' 'radio/tv' 1715.0 'no known savings' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 1.0 'car' 26.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 27.0 'critical/other existing credit' 'radio/tv' 2520.0 '500 less X less 1000' '1 less X less 4' 4.0 'male single' 'none' 2.0 'life insurance' 23.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'bad'
        'no checking' 15.0 'existing paid' 'radio/tv' 3568.0 'less 100' 'greater 7' 4.0 'female div/dep/mar' 'none' 2.0 'car' 54.0 'bank' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 42.0 'existing paid' 'radio/tv' 7166.0 'no known savings' '4 less X less 7' 2.0 'male mar/wid' 'none' 4.0 'life insurance' 29.0 'none' 'rent' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'less 0' 11.0 'critical/other existing credit' 'new car' 3939.0 'less 100' '1 less X less 4' 1.0 'male single' 'none' 2.0 'real estate' 40.0 'none' 'own' 2.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        '0 less X less 200' 15.0 'existing paid' 'repairs' 1514.0 '100 less X less 500' '1 less X less 4' 4.0 'male single' 'guarantor' 2.0 'real estate' 22.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'existing paid' 'new car' 7393.0 'less 100' '1 less X less 4' 1.0 'male single' 'none' 4.0 'life insurance' 43.0 'none' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'less 0' 24.0 'all paid' 'new car' 1193.0 'less 100' 'unemployed' 1.0 'female div/dep/mar' 'co applicant' 4.0 'no known property' 29.0 'none' 'rent' 2.0 'unemp/unskilled non res' 1.0 'none' 'yes' 'bad'
        'less 0' 60.0 'existing paid' 'business' 7297.0 'less 100' 'greater 7' 4.0 'male single' 'co applicant' 4.0 'no known property' 36.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 30.0 'critical/other existing credit' 'radio/tv' 2831.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 2.0 'car' 33.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'greater 200' 24.0 'existing paid' 'radio/tv' 1258.0 '500 less X less 1000' '1 less X less 4' 3.0 'female div/dep/mar' 'none' 3.0 'car' 57.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 6.0 'existing paid' 'radio/tv' 753.0 'less 100' '1 less X less 4' 2.0 'female div/dep/mar' 'guarantor' 3.0 'real estate' 64.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        '0 less X less 200' 18.0 'delayed previously' 'business' 2427.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 2.0 'life insurance' 42.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 24.0 'delayed previously' 'new car' 2538.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 47.0 'none' 'own' 2.0 'unskilled resident' 2.0 'none' 'yes' 'bad'
        '0 less X less 200' 15.0 'all paid' 'new car' 1264.0 '100 less X less 500' '1 less X less 4' 2.0 'male mar/wid' 'none' 2.0 'life insurance' 25.0 'none' 'rent' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        '0 less X less 200' 30.0 'critical/other existing credit' 'furniture/equipment' 8386.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 2.0 'life insurance' 49.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'bad'
        'no checking' 48.0 'existing paid' 'business' 4844.0 'less 100' 'unemployed' 3.0 'male single' 'none' 2.0 'car' 33.0 'bank' 'rent' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'bad'
        'greater 200' 21.0 'existing paid' 'new car' 2923.0 '100 less X less 500' '1 less X less 4' 1.0 'female div/dep/mar' 'none' 1.0 'car' 28.0 'bank' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'less 0' 36.0 'existing paid' 'used car' 8229.0 'less 100' '1 less X less 4' 2.0 'male single' 'none' 2.0 'life insurance' 26.0 'none' 'own' 1.0 'skilled' 2.0 'none' 'yes' 'bad'
        'no checking' 24.0 'critical/other existing credit' 'furniture/equipment' 2028.0 'less 100' '4 less X less 7' 2.0 'male single' 'none' 2.0 'life insurance' 30.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 15.0 'critical/other existing credit' 'furniture/equipment' 1433.0 'less 100' '1 less X less 4' 4.0 'female div/dep/mar' 'none' 3.0 'life insurance' 25.0 'none' 'rent' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'greater 200' 42.0 'no credits/all paid' 'business' 6289.0 'less 100' 'less 1' 2.0 'male div/sep' 'none' 1.0 'life insurance' 33.0 'none' 'own' 2.0 'skilled' 1.0 'none' 'yes' 'good'
        'no checking' 13.0 'existing paid' 'radio/tv' 1409.0 '100 less X less 500' 'unemployed' 2.0 'female div/dep/mar' 'none' 4.0 'real estate' 64.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 24.0 'existing paid' 'used car' 6579.0 'less 100' 'unemployed' 4.0 'male single' 'none' 2.0 'no known property' 29.0 'none' 'for free' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        '0 less X less 200' 24.0 'critical/other existing credit' 'radio/tv' 1743.0 'less 100' 'greater 7' 4.0 'male single' 'none' 2.0 'life insurance' 48.0 'none' 'own' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'no checking' 12.0 'critical/other existing credit' 'education' 3565.0 'no known savings' 'less 1' 2.0 'male single' 'none' 1.0 'life insurance' 37.0 'none' 'own' 2.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'no checking' 15.0 'all paid' 'radio/tv' 1569.0 '100 less X less 500' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 34.0 'bank' 'own' 1.0 'unskilled resident' 2.0 'none' 'yes' 'good'
        'less 0' 18.0 'existing paid' 'radio/tv' 1936.0 'no known savings' '4 less X less 7' 2.0 'male mar/wid' 'none' 4.0 'car' 23.0 'none' 'rent' 2.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 36.0 'existing paid' 'furniture/equipment' 3959.0 'less 100' 'unemployed' 4.0 'male single' 'none' 3.0 'life insurance' 30.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'new car' 2390.0 'no known savings' 'greater 7' 4.0 'male single' 'none' 3.0 'car' 50.0 'none' 'own' 1.0 'skilled' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'furniture/equipment' 1736.0 'less 100' '4 less X less 7' 3.0 'female div/dep/mar' 'none' 4.0 'real estate' 31.0 'none' 'own' 1.0 'unskilled resident' 1.0 'none' 'yes' 'good'
        'less 0' 30.0 'existing paid' 'used car' 3857.0 'less 100' '1 less X less 4' 4.0 'male div/sep' 'none' 4.0 'life insurance' 40.0 'none' 'own' 1.0 'high qualif/self emp/mgmt' 1.0 'yes' 'yes' 'good'
        'no checking' 12.0 'existing paid' 'radio/tv' 804.0 'less 100' 'greater 7' 4.0 'male single' 'none' 4.0 'car' 38.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'
        'less 0' 45.0 'existing paid' 'radio/tv' 1845.0 'less 100' '1 less X less 4' 4.0 'male single' 'none' 4.0 'no known property' 23.0 'none' 'for free' 1.0 'skilled' 1.0 'yes' 'yes' 'bad'
        '0 less X less 200' 45.0 'critical/other existing credit' 'used car' 4576.0 '100 less X less 500' 'unemployed' 3.0 'male single' 'none' 4.0 'car' 27.0 'none' 'own' 1.0 'skilled' 1.0 'none' 'yes' 'good'


targetName = 'Class'
dataName = 'german_credit'
binTable = 'german_credit_bin'
obligatory = ['duration','existing_credits','age']


#------ Binarize data transformation ------

orig_pd = PhysicalData(dataName)
orig_ld  = LogicalData(orig_pd)
save(dataName + '_pd', orig_pd)
save(dataName + '_ld', orig_ld)

transformationSettings = BinarizeSettings()
transformationSettings.setLogicalData(orig_ld)
transformationSettings.getAttributeUsageSet().getAttribute(targetName).usage = TransformationUsageOption.copy
save('binarize_settings', transformationSettings)

bt = TransformationBuildTask()
bt.transformationName = 'binarize_build'
bt.transformationSettingsName = 'binarize_settings'
bt.physicalDataName = dataName + '_pd'

save('binarize_bt', bt)
execute('binarize_bt')

save("binTable_pd",PhysicalData(binTable))
at = TransformationApplyTask()
at.setSourceDataName(dataName + '_pd')
at.setTargetDataName("binTable_pd")
at.setTransformationName('binarize_build')
save('binarize_apply', at)
execute('binarize_apply')

#-----------------------------------------


pd = PhysicalData(binTable)
ld = LogicalData(pd)
save(binTable + '_pd', pd)
save(binTable + '_ld', ld)


#------ Function and Algorithm settings ------

fs = ClassificationFunctionSettings()
fs.logicalData = ld
fs.targetAttributeName = targetName


as = LogisticRegressionSettings()
as.estimationMethod = LogisticEstimationMethod.newton
as.linkFunctionType = LinkFunctionType.logit
as.preselection = TRUE
as.intercept = TRUE

opt = OptimizationAlgorithmSettings()
opt.convergenceCriterion = ConvergenceCriterion.likelihood
opt.convergenceThreshold = 0.1
opt.iterMax = 20


#------ Variable Selection settings ------

attrUS = fs.attributeUsageSet
for attr in obligatory:
           attrUS.getAttribute(attr).setUsage(UsageOption.obligatory);

vss = VariableSelectionSettings()
vss.variableSelectionMethod = VariableSelectionMethod.forward
vss.modelEntryLevel = 0.1
vss.maxModelSize = 30
vss.groupMode = TRUE

#-----------------------------------------


as.variableSelectionSettings = vss
as.optimizationAlgorithmSettings = opt
fs.algorithmSettings = as
save('model_fs', fs)


#----- building logistic model
bt = MiningBuildTask(binTable + '_pd', 'model_fs', 'model')
save('model_bt', bt)
execute('model_bt')

print "Build task for variable selection example was successfully executed"

Output:

Build task for variable selection example was successfully executed