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Modeling-Uncertainty-in-Explainability

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kritsg commited on May 6, 2022

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data/__init__.py +0 -0
data/__pycache__/__init__.cpython-39.pyc +0 -0
data/compas-scores-two-years.csv +0 -0
data/diego/diego.png +0 -0
data/german_processed.csv +1001 -0
data/mnist/__init__.py +0 -0
data/mnist/__pycache__/__init__.cpython-39.pyc +0 -0
data/mnist/__pycache__/mnist_model.cpython-39.pyc +0 -0
data/mnist/mnist_cnn.pt +3 -0
data/mnist/mnist_model.py +132 -0
data/posteriors_fig_1.png +0 -0

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data/__pycache__/__init__.cpython-39.pyc ADDED Viewed

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data/compas-scores-two-years.csv ADDED Viewed

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data/diego/diego.png ADDED Viewed

data/german_processed.csv ADDED Viewed

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+-1,Female,0,0,23,33,Furniture,4281,1,4,2,1,0,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,36,12,NewCar,2366,3,3,1,1,1,1,0,1,1,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,25,21,Electronics,1835,3,2,2,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,41,24,UsedCar,3868,4,2,2,1,1,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,24,12,Furniture,1768,3,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0
+1,Male,0,1,63,10,NewCar,781,4,4,2,1,1,1,1,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1
+-1,Female,0,0,27,18,Furniture,1924,4,3,1,1,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+1,Male,0,1,30,12,NewCar,2121,4,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,40,12,Electronics,701,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+-1,Male,0,1,30,12,Repairs,639,4,2,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,34,12,UsedCar,1860,4,2,2,1,1,1,0,0,0,1,0,1,0,0,0,0,1,0,1,0,0,1
+-1,Female,0,0,29,12,NewCar,3499,3,2,2,1,0,0,0,0,0,1,0,1,0,0,1,0,1,0,0,0,0,1
+1,Female,0,0,24,48,NewCar,8487,1,2,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,29,36,Education,6887,4,3,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,27,15,Furniture,2708,2,3,2,1,0,0,0,0,0,1,0,0,1,0,0,0,1,0,0,1,0,0
+1,Male,0,1,47,18,Furniture,1984,4,4,2,1,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,1
+1,Female,0,0,21,60,Electronics,10144,2,4,1,1,1,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,38,12,Electronics,1240,4,2,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,27,27,UsedCar,8613,2,2,2,1,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,66,12,Electronics,766,4,3,1,1,0,1,0,1,1,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,35,15,Electronics,2728,4,2,3,1,1,1,0,0,0,1,0,1,1,0,0,1,1,0,0,0,1,1
+1,Female,0,0,44,12,Electronics,1881,2,2,1,1,1,1,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0
+1,Male,1,0,27,6,NewCar,709,2,2,1,1,0,1,1,1,1,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Female,0,0,30,36,Electronics,4795,4,1,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,27,27,Electronics,3416,3,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,22,18,Furniture,2462,2,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,23,21,Furniture,2288,4,4,1,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,30,48,Business,3566,4,2,1,1,0,1,0,1,0,1,1,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,39,6,NewCar,860,1,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,51,12,NewCar,682,4,3,2,1,1,0,0,1,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,28,36,Furniture,5371,3,2,2,1,0,0,0,0,0,1,0,1,0,0,0,1,1,0,0,0,0,1
+1,Male,0,1,46,18,Electronics,1582,4,4,2,1,0,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,42,6,Electronics,1346,2,4,1,2,1,0,0,1,0,1,0,0,1,0,0,0,0,0,0,0,1,1
+1,Male,1,1,38,10,Electronics,1924,1,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,24,36,Electronics,5848,4,1,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,29,24,UsedCar,7758,2,4,1,1,0,1,0,1,1,1,0,1,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,36,24,Business,6967,4,4,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,1
+-1,Female,0,0,20,12,Furniture,1282,2,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,1,1,48,9,Repairs,1288,3,4,2,2,0,0,0,1,0,1,0,1,0,0,0,1,1,0,0,0,1,1
+1,Male,0,0,45,12,Retraining,339,4,1,1,1,0,0,0,0,0,1,1,0,1,0,0,0,1,0,0,0,1,0
+1,Male,0,1,38,24,NewCar,3512,2,3,2,1,1,1,0,1,0,1,0,0,1,0,0,0,1,0,0,0,1,1
+1,Male,0,1,34,6,Electronics,1898,1,2,2,2,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,36,24,Electronics,2872,3,4,1,2,1,0,0,1,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,30,18,NewCar,1055,4,1,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,36,15,HomeAppliances,1262,4,3,2,1,1,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,70,10,NewCar,7308,2,4,1,1,1,1,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,1
+1,Male,0,1,36,36,NewCar,909,4,4,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,32,6,Furniture,2978,1,2,1,1,1,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,33,18,Furniture,1131,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1
+1,Female,0,0,20,11,Furniture,1577,4,1,1,1,0,1,0,1,1,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Female,0,0,25,24,Furniture,3972,2,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+-1,Male,0,0,31,24,Business,1935,4,4,2,1,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,33,15,NewCar,950,4,3,2,2,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Female,0,0,26,12,Furniture,763,4,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,34,24,Furniture,2064,3,2,1,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1
+1,Male,1,1,33,8,Electronics,1414,4,2,1,1,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,1
+-1,Male,0,1,26,21,Education,3414,2,1,2,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Female,0,0,53,30,UsedCar,7485,4,1,1,1,1,0,0,0,0,1,1,0,1,0,0,0,1,0,1,0,0,1
+1,Male,0,0,42,12,Furniture,2577,2,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,52,6,Electronics,338,4,4,2,1,0,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,31,12,Electronics,1963,4,2,2,2,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,65,21,NewCar,571,4,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,0,28,36,Business,9572,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Male,0,0,30,36,Business,4455,2,2,2,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,40,21,NewCar,1647,4,2,2,2,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,50,24,Furniture,3777,4,4,1,1,1,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,36,18,NewCar,884,4,4,1,2,1,1,0,0,0,1,0,1,1,0,0,0,1,0,0,0,1,1
+1,Male,0,1,31,15,Electronics,1360,4,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,74,9,UsedCar,5129,2,4,1,2,1,1,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,1
+1,Male,0,1,68,16,NewCar,1175,2,3,3,1,1,1,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0
+-1,Male,0,0,20,12,Electronics,674,4,1,1,1,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,33,18,Furniture,3244,1,4,2,1,1,1,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,54,24,Business,4591,2,3,3,1,1,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,34,48,Business,3844,4,4,1,2,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0
+-1,Male,0,1,36,27,Business,3915,4,2,1,2,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,29,6,Electronics,2108,2,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+-1,Male,0,1,21,45,Electronics,3031,4,4,1,1,0,1,0,1,0,1,0,0,0,0,0,1,0,1,0,0,0,1
+-1,Female,0,0,34,9,Education,1501,2,3,2,1,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,28,6,Electronics,1382,1,1,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,27,12,Furniture,951,4,4,4,1,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,1,0,1
+1,Male,0,1,36,24,UsedCar,2760,4,4,1,1,1,1,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,1
+-1,Male,0,0,40,18,Furniture,4297,4,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,52,9,Education,936,4,2,2,1,1,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,27,12,NewCar,1168,4,3,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,26,27,Business,5117,3,4,2,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,0,21,12,Retraining,902,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,38,12,NewCar,1495,4,1,2,2,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+1,Male,0,1,38,30,UsedCar,10623,3,4,3,2,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1
+1,Male,0,1,43,12,Furniture,1935,4,4,3,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,26,12,HomeAppliances,1424,4,3,1,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,21,24,Business,6568,2,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,1,1,55,12,UsedCar,1413,3,2,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,33,9,Electronics,3074,1,2,2,2,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,45,36,Electronics,3835,2,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0
+-1,Male,0,1,50,27,Business,5293,2,4,2,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1
+-1,Male,0,1,66,30,Business,1908,4,4,1,1,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,51,36,Electronics,3342,4,2,1,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,39,6,Retraining,932,1,3,2,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+1,Male,0,1,31,18,Business,3104,3,1,1,1,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,1
+1,Male,0,1,23,36,Electronics,3913,2,2,1,1,1,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,24,24,Furniture,3021,2,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0
+1,Female,0,0,64,10,NewCar,1364,2,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,26,12,Electronics,625,4,1,1,1,0,1,0,0,0,1,0,0,1,0,0,1,1,0,0,1,0,0
+1,Female,0,0,23,12,Education,1200,4,4,1,1,1,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,1
+1,Male,0,1,30,12,Electronics,707,4,2,2,1,0,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0,1
+1,Male,0,1,32,24,Business,2978,4,4,2,2,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,30,15,UsedCar,4657,3,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,27,36,Repairs,2613,4,2,2,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,27,48,Electronics,10961,1,2,2,1,1,1,0,1,1,1,0,0,1,0,1,0,1,0,0,0,1,1
+-1,Male,0,1,53,12,Furniture,7865,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+-1,Male,0,1,22,9,Electronics,1478,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,22,24,Furniture,3149,4,1,1,1,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,1
+-1,Male,0,1,26,36,Electronics,4210,4,2,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,51,9,NewCar,2507,2,4,1,1,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0
+1,Male,0,1,35,12,Electronics,2141,3,1,1,1,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,25,18,Electronics,866,4,2,1,1,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0
+1,Male,0,1,42,4,Electronics,1544,2,1,3,2,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+-1,Male,0,1,30,24,Electronics,1823,4,2,1,2,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1
+-1,Male,0,1,23,6,NewCar,14555,1,2,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0
+-1,Male,0,0,61,21,Business,2767,4,2,2,1,0,1,0,1,0,1,0,0,1,0,0,0,0,1,0,0,1,0
+1,Female,0,0,35,12,Electronics,1291,4,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,39,30,Electronics,2522,1,3,1,2,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,1
+-1,Female,0,0,29,24,NewCar,915,4,2,1,1,0,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,1
+1,Male,0,1,51,6,Electronics,1595,3,2,1,2,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,24,48,UsedCar,4605,3,4,2,2,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Female,0,0,27,12,Business,1185,3,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,35,12,Retraining,3447,4,3,1,2,0,0,0,1,1,1,1,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,25,24,Business,1258,4,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,52,12,Electronics,717,4,4,3,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,1,1,35,6,NewCar,1204,4,1,1,1,0,0,0,1,0,1,0,0,1,0,0,0,0,1,0,0,0,1
+1,Male,0,1,26,24,Furniture,1925,2,2,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,22,18,Electronics,433,3,4,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,1,0,0,1
+1,Female,0,0,39,6,NewCar,666,3,4,2,1,1,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,1,0
+1,Female,0,0,46,12,Furniture,2251,1,2,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+-1,Female,0,0,24,30,NewCar,2150,4,2,1,1,0,1,0,0,0,1,0,0,1,0,0,1,1,0,0,0,0,1
+1,Male,0,1,35,24,Furniture,4151,2,3,2,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,24,9,Furniture,2030,2,1,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,27,60,Electronics,7418,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,35,24,Electronics,2684,4,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,0
+-1,Male,0,0,29,12,Electronics,2149,4,1,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1
+1,Female,0,0,23,15,UsedCar,3812,1,4,1,1,1,0,0,1,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Female,0,0,57,11,Electronics,1154,4,4,3,1,0,0,0,1,0,1,0,1,0,0,0,0,1,0,1,0,0,0
+1,Male,0,1,27,12,Furniture,1657,2,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,55,24,Electronics,1603,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,36,18,NewCar,5302,2,4,3,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1
+1,Female,0,0,57,12,Education,2748,2,4,3,1,0,0,0,0,0,1,0,1,1,0,0,0,0,0,0,0,1,0
+1,Male,1,1,32,10,NewCar,1231,3,4,2,2,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+-1,Male,0,1,37,15,Electronics,802,4,3,1,2,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,36,36,Business,6304,4,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,38,24,Electronics,1533,4,3,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Male,1,0,45,14,NewCar,8978,1,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,25,24,Electronics,999,4,2,2,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,1,1,32,18,NewCar,2662,4,3,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,37,12,Furniture,1402,3,4,1,1,1,0,0,1,1,1,0,1,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,36,48,NewCar,12169,4,4,1,1,1,1,0,0,0,1,1,0,0,0,1,0,0,0,1,0,0,1
+-1,Male,0,1,28,48,Electronics,3060,4,4,2,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,0,34,30,Repairs,11998,1,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Male,0,1,32,9,Electronics,2697,1,2,1,2,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,26,18,Electronics,2404,2,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,49,12,Furniture,1262,2,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0
+-1,Female,0,0,32,6,Furniture,4611,1,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,29,24,Electronics,1901,4,4,1,1,1,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,0,1,23,15,UsedCar,3368,3,4,2,1,1,0,0,1,1,1,0,1,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,50,12,Furniture,1574,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,49,18,Electronics,1445,4,4,1,1,0,1,1,0,0,1,1,0,1,0,0,0,1,0,0,0,1,0
+1,Male,0,1,63,15,Furniture,1520,4,4,1,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,37,24,NewCar,3878,4,2,1,1,1,1,0,1,0,1,0,1,0,0,0,0,1,0,0,1,0,1
+1,Female,0,0,35,47,NewCar,10722,1,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Male,0,1,26,48,UsedCar,4788,4,3,1,2,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,31,48,Other,7582,2,4,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1
+1,Female,0,0,49,12,Electronics,1092,4,4,2,1,1,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,1
+-1,Male,0,0,48,24,Electronics,1024,4,4,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,1,0,26,12,Business,1076,2,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,0,28,36,UsedCar,9398,1,4,1,1,1,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+1,Female,0,0,44,24,UsedCar,6419,2,4,2,2,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1
+1,Male,0,1,56,42,UsedCar,4796,4,4,1,1,0,1,1,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1
+1,Male,0,0,46,48,Business,7629,4,2,2,2,0,0,0,0,0,1,0,1,1,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,26,48,Furniture,9960,1,2,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Female,0,0,20,12,UsedCar,4675,1,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+1,Male,1,1,45,10,NewCar,1287,4,2,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,1,0
+1,Male,0,1,43,18,Furniture,2515,3,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,32,21,Furniture,2745,3,2,2,1,1,1,0,1,1,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,54,6,NewCar,672,1,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0
+-1,Female,0,0,42,36,Electronics,3804,4,1,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,37,24,NewCar,1344,4,2,2,2,0,1,1,0,0,1,0,1,1,0,0,0,1,0,0,0,1,0
+1,Male,0,1,49,10,NewCar,1038,4,3,2,1,1,0,0,0,0,1,0,1,0,0,1,0,1,0,0,0,1,1
+-1,Male,0,1,44,48,NewCar,10127,2,2,1,1,0,0,0,1,1,1,0,1,1,0,0,0,0,0,0,0,0,1
+1,Male,0,0,33,6,Furniture,1543,4,2,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,24,30,UsedCar,4811,2,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0
+-1,Male,0,0,33,12,Electronics,727,4,3,1,1,1,0,0,1,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+-1,Female,0,0,24,8,Furniture,1237,3,4,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,22,9,NewCar,276,4,4,1,1,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0
+1,Male,0,1,40,48,Other,5381,3,4,1,1,1,1,0,0,0,1,0,0,1,0,0,0,0,0,1,0,0,0
+1,Male,0,1,25,24,Furniture,5511,4,1,1,1,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,26,24,Furniture,3749,2,4,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Male,0,0,25,12,NewCar,685,2,3,1,1,0,1,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,0
+1,Male,1,1,29,4,NewCar,1494,1,2,1,2,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+-1,Male,0,1,31,36,Furniture,2746,4,4,1,1,0,0,0,0,0,1,1,0,1,0,0,0,1,0,0,0,1,1
+1,Male,0,1,38,12,Furniture,708,2,3,1,2,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0
+1,Female,0,0,48,24,Furniture,4351,1,4,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,32,12,Education,701,4,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,27,15,Furniture,3643,1,4,2,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0
+-1,Male,0,0,28,30,NewCar,4249,4,2,2,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,1,0,0,1
+-1,Male,0,0,32,24,Electronics,1938,4,3,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,34,24,UsedCar,2910,2,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Male,0,1,28,18,Furniture,2659,4,2,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,36,18,NewCar,1028,4,3,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,1,1,39,8,NewCar,3398,1,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+1,Male,0,1,49,12,Furniture,5801,2,4,1,1,1,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,1,1
+1,Female,0,0,34,24,NewCar,1525,4,3,1,2,1,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,31,36,Electronics,4473,4,2,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,28,6,Electronics,1068,4,4,1,2,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,75,24,UsedCar,6615,2,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,1
+-1,Female,0,0,30,18,Education,1864,4,2,2,1,0,0,0,1,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,24,60,NewCar,7408,4,2,1,1,0,1,0,1,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Female,0,0,24,48,UsedCar,11590,2,4,2,1,0,0,0,1,0,1,0,1,1,0,0,0,0,1,0,0,0,0
+-1,Male,0,1,23,24,Furniture,4110,3,4,2,2,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,1,1
+-1,Male,0,0,44,6,Furniture,3384,1,4,1,1,1,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,1
+1,Female,0,0,23,13,Electronics,2101,2,4,1,1,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,1,0,0
+-1,Female,0,0,24,15,HomeAppliances,1275,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,0,1,28,24,Furniture,4169,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,31,10,Furniture,1521,4,2,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Female,0,0,24,24,Education,5743,2,4,2,1,1,1,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,1
+1,Female,0,0,26,21,Furniture,3599,1,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0
+1,Male,0,0,25,18,Electronics,3213,1,3,1,1,0,1,0,1,1,1,0,0,0,0,0,0,0,1,0,1,0,1
+1,Male,0,1,33,18,Business,4439,1,1,1,1,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,1,1
+1,Male,0,1,37,10,NewCar,3949,1,1,1,2,0,1,1,0,0,1,0,0,0,0,0,1,1,0,0,1,0,0
+1,Female,0,0,43,15,Electronics,1459,4,2,1,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,23,13,Electronics,882,4,4,2,1,0,1,0,0,0,1,0,1,0,0,0,1,1,0,0,1,0,1
+1,Female,0,0,23,24,Electronics,3758,1,4,1,1,0,1,0,1,1,1,0,0,0,0,0,0,0,1,1,0,0,0
+1,Male,0,1,34,6,Business,1743,1,2,2,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0
+-1,Male,0,1,32,9,Education,1136,4,3,2,2,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,1,1
+1,Female,0,0,23,9,HomeAppliances,1236,1,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+-1,Female,1,0,29,9,Furniture,959,1,2,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,38,18,UsedCar,3229,2,4,1,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,1,0,0,1
+-1,Male,0,1,28,12,Electronics,6199,4,2,2,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,0,1,46,10,Education,727,4,4,1,1,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,1,1
+-1,Male,0,1,23,24,NewCar,1246,4,2,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Male,0,1,49,12,Electronics,2331,1,4,1,1,1,0,0,0,0,1,0,1,0,0,1,0,1,0,0,0,1,1
+-1,Male,0,1,26,36,Electronics,4463,4,2,2,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,28,12,Electronics,776,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,23,30,Furniture,2406,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,61,18,Education,1239,4,4,1,1,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1
+1,Male,0,1,37,12,Electronics,3399,2,3,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,36,12,NewCar,2247,2,2,2,1,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,21,6,Furniture,1766,1,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+-1,Male,0,1,25,18,Furniture,2473,4,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0
+1,Male,0,1,36,12,Business,1542,2,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,27,18,UsedCar,3850,3,1,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,22,18,Furniture,3650,1,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+-1,Male,0,1,42,36,Furniture,3446,4,2,1,2,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,40,18,Furniture,3001,2,4,1,1,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,36,36,NewCar,3079,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,33,18,Electronics,6070,3,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,23,10,Furniture,2146,1,3,2,1,0,0,0,0,0,1,0,1,0,0,0,0,0,1,0,1,0,1
+1,Male,0,1,63,60,NewCar,13756,2,4,1,1,1,0,0,0,0,1,0,1,1,0,0,0,0,0,0,0,1,1
+-1,Female,0,0,60,60,Other,14782,3,4,2,1,1,1,0,1,0,1,1,0,1,0,0,0,0,0,0,0,1,1
+-1,Female,0,0,37,48,Business,7685,2,4,1,1,0,0,0,0,0,1,1,0,0,0,0,1,0,1,0,0,1,1
+1,Male,0,0,34,18,Electronics,2320,2,3,2,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1
+1,Male,0,1,36,7,Electronics,846,3,4,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1
+-1,Male,0,1,57,36,NewCar,14318,4,2,1,1,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Female,0,0,52,6,NewCar,362,4,4,2,1,0,0,0,1,0,1,0,1,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,39,20,Furniture,2212,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,38,18,UsedCar,12976,3,4,1,1,1,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1
+1,Female,0,0,25,22,NewCar,1283,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,26,12,NewCar,1330,4,1,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,26,30,Business,4272,2,2,2,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0
+1,Female,0,0,25,18,Electronics,2238,2,1,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,21,18,Electronics,1126,4,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+1,Male,0,1,40,18,Furniture,7374,4,4,2,1,1,1,0,0,0,1,0,1,0,0,0,0,1,0,1,0,0,1
+1,Male,0,1,27,15,Business,2326,2,4,1,1,0,1,0,1,1,1,0,1,1,0,0,0,1,0,0,0,0,1
+1,Female,0,0,27,9,Business,1449,3,2,2,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,30,18,NewCar,1820,2,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,19,12,Furniture,983,1,4,1,1,0,1,0,1,1,1,0,0,0,0,0,0,0,1,0,1,0,0
+1,Male,0,1,39,36,NewCar,3249,2,4,1,2,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,1
+1,Female,0,0,31,6,Electronics,1957,1,4,1,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,31,9,Furniture,2406,2,3,1,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,1,0,0,1
+1,Male,0,1,32,39,Education,11760,2,3,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,1
+1,Female,0,0,55,12,Furniture,2578,3,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1
+1,Male,0,0,46,36,Furniture,2348,3,2,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,0,46,12,NewCar,1223,1,1,2,1,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Female,0,0,43,24,Electronics,1516,4,1,2,1,0,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,0,0
+1,Male,0,0,39,18,Electronics,1473,3,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,0,28,18,Business,1887,4,4,2,1,0,1,0,0,0,1,0,1,1,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,27,24,Business,8648,2,2,2,1,1,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1
+1,Male,0,1,27,14,NewCar,802,4,2,2,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,43,18,NewCar,2899,4,4,1,2,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,0,22,24,Electronics,2039,1,1,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,43,24,UsedCar,2197,4,4,2,2,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,1,0,27,15,Electronics,1053,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,0,26,24,Electronics,3235,3,2,1,1,1,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,0,28,12,NewCar,939,4,2,3,1,1,1,1,1,1,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,20,24,Electronics,1967,4,4,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,35,33,UsedCar,7253,3,2,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,42,12,Business,2292,4,2,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,1,0,0,1
+1,Male,1,1,40,10,NewCar,1597,3,2,1,2,0,0,0,1,1,1,0,0,0,0,0,0,0,1,0,0,0,0
+-1,Female,0,0,35,24,NewCar,1381,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,35,36,UsedCar,5842,2,2,2,2,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,33,12,NewCar,2579,4,1,1,2,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Female,0,0,23,18,Education,8471,1,2,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1
+1,Female,0,0,31,21,NewCar,2782,1,2,1,1,0,0,0,1,1,1,0,0,1,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,33,18,NewCar,1042,4,2,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,20,15,NewCar,3186,2,3,1,1,0,0,0,1,1,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,30,12,UsedCar,2028,4,2,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,47,12,NewCar,958,2,3,2,2,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+1,Male,0,1,34,21,Furniture,1591,4,3,2,1,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,25,12,Furniture,2762,1,2,1,1,1,1,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,1
+1,Male,0,0,21,18,UsedCar,2779,1,3,1,1,1,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,0,1,29,28,Electronics,2743,4,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,46,18,Electronics,1149,4,3,2,1,0,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,20,9,Furniture,1313,1,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,55,18,Repairs,1190,2,4,3,2,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0
+1,Male,0,1,74,5,Business,3448,1,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0
+-1,Male,0,1,29,24,Other,11328,2,3,2,1,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,1
+1,Male,0,1,36,6,Furniture,1872,4,4,3,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,1
+1,Male,0,0,33,24,Repairs,2058,4,2,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,25,9,Furniture,2136,3,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,0,25,12,Electronics,1484,2,1,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,23,6,Repairs,660,2,4,1,1,0,0,0,1,1,1,0,0,0,0,0,0,0,1,0,0,1,0
+1,Female,0,0,37,24,NewCar,1287,4,4,2,1,1,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,65,42,Repairs,3394,4,4,2,1,0,0,0,0,0,1,0,1,0,0,1,0,1,0,1,0,0,0
+-1,Female,0,0,26,12,Business,609,4,1,1,1,0,1,1,0,0,1,1,0,0,0,0,0,1,0,0,1,0,0
+1,Male,0,1,39,12,NewCar,1884,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,30,12,Furniture,1620,2,3,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,0,1
+1,Male,0,1,29,20,Other,2629,2,3,2,1,1,1,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,41,12,Education,719,4,4,1,2,0,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,0
+-1,Female,0,0,30,48,Furniture,5096,2,3,1,1,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,41,9,Education,1244,4,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,1,0
+-1,Female,0,0,34,36,NewCar,1842,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,35,7,Electronics,2576,2,2,1,1,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,1
+1,Female,0,0,55,12,Furniture,1424,3,4,1,1,1,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,0,61,15,Repairs,1512,3,3,2,1,0,1,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,30,36,UsedCar,11054,4,2,1,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,29,6,Electronics,518,3,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,34,12,Furniture,2759,2,4,2,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,35,24,UsedCar,2670,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,31,24,NewCar,4817,2,3,1,1,1,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,1,1
+1,Female,0,0,29,24,UsedCar,2679,4,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,36,11,NewCar,3905,2,2,2,2,0,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,1
+-1,Male,0,1,35,12,UsedCar,3386,3,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Female,0,0,27,6,HomeAppliances,343,4,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,32,18,Electronics,4594,3,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,37,36,Furniture,3620,1,2,1,2,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,1
+1,Male,0,1,36,15,NewCar,1721,2,3,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Female,0,0,34,12,Furniture,3017,3,1,1,1,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+1,Male,0,1,38,12,Retraining,754,4,4,2,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,34,18,Business,1950,4,1,2,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,63,24,UsedCar,2924,3,4,1,2,1,0,0,0,0,1,0,0,1,0,0,1,1,0,0,0,0,1
+-1,Female,0,0,29,24,Electronics,1659,4,2,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0
+1,Male,0,1,32,48,Electronics,7238,3,3,2,2,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,1,1
+1,Female,0,0,26,33,Business,2764,2,2,2,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,35,24,UsedCar,4679,3,3,2,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0
+-1,Male,0,0,22,24,Electronics,3092,3,2,1,1,1,1,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+-1,Female,0,0,23,6,Education,448,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Male,0,1,28,9,NewCar,654,4,3,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,36,6,Retraining,1238,4,4,1,2,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1
+-1,Male,0,0,33,18,Electronics,1245,4,2,1,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,26,18,Furniture,3114,1,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+1,Male,0,1,24,39,UsedCar,2569,4,4,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,25,24,Electronics,5152,4,2,1,1,0,1,1,0,0,1,0,0,1,0,0,0,1,0,0,0,1,1
+1,Male,0,1,39,12,Business,1037,3,4,1,1,0,1,0,1,0,1,0,0,0,0,0,0,1,0,0,0,1,0
+1,Male,0,1,44,15,Furniture,1478,4,4,2,2,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,23,12,Electronics,3573,1,1,1,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,26,24,NewCar,1201,4,1,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Female,0,0,57,30,Furniture,3622,4,4,2,1,1,0,0,1,1,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Female,0,0,30,15,Furniture,960,3,2,2,1,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,44,12,NewCar,1163,4,4,1,1,1,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,47,6,NewCar,1209,4,4,1,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1
+1,Male,0,1,52,12,Electronics,3077,2,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,62,24,NewCar,3757,4,4,1,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,1,1
+1,Male,1,1,35,10,NewCar,1418,3,2,1,1,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0
+1,Male,0,1,26,6,NewCar,3518,2,3,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,0,0,1
+1,Male,0,1,26,12,Electronics,1934,2,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,42,27,Business,8318,2,4,2,1,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Female,0,0,27,6,Electronics,1237,1,1,2,1,0,0,0,1,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,38,6,Electronics,368,4,4,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,1,1,39,12,NewCar,2122,3,2,2,2,0,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,0
+-1,Male,0,0,20,24,Furniture,2996,2,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,29,36,Furniture,9034,4,1,1,1,1,1,0,1,0,1,0,0,0,0,1,0,0,1,0,1,0,1
+1,Male,0,1,40,24,Furniture,1585,4,3,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,32,18,Electronics,1301,4,2,1,1,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,0
+1,Male,0,0,28,6,NewCar,1323,2,4,2,2,1,1,1,1,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,27,24,NewCar,3123,4,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,42,36,UsedCar,5493,2,4,1,2,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Male,0,0,49,9,Electronics,1126,2,4,1,1,0,1,1,1,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,38,24,Electronics,1216,4,4,2,2,0,1,0,1,0,1,0,1,1,0,0,0,1,0,0,1,0,1
+-1,Female,0,0,24,24,NewCar,1207,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+-1,Male,0,1,27,10,NewCar,1309,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0
+1,Male,0,1,36,15,UsedCar,2360,2,2,1,1,1,1,1,1,1,1,0,1,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,34,15,NewCar,6850,1,2,1,2,1,1,0,1,0,1,1,0,0,0,0,0,1,0,1,0,0,1
+1,Male,0,0,28,24,Electronics,1413,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,45,39,UsedCar,8588,4,2,1,1,1,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,26,12,NewCar,759,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,32,36,UsedCar,4686,2,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1
+1,Male,0,1,26,15,Business,2687,2,4,1,1,1,1,1,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Male,0,0,20,12,Electronics,585,4,4,2,1,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,1
+1,Male,0,1,54,24,NewCar,2255,4,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Female,1,0,37,6,NewCar,609,4,3,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,1,1,40,6,NewCar,1361,2,4,1,2,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,0
+-1,Female,0,0,23,36,Furniture,7127,2,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,0,1,0,1,0,1
+1,Male,0,1,43,6,NewCar,1203,3,2,1,1,1,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,36,6,Electronics,700,4,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1
+1,Male,0,1,44,24,Repairs,5507,3,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1
+-1,Female,0,0,24,18,Electronics,3190,2,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,53,48,Furniture,7119,3,4,2,2,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1
+1,Female,0,0,23,24,UsedCar,3488,3,4,1,1,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,26,18,Electronics,1113,4,4,1,2,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0
+1,Male,0,1,30,26,UsedCar,7966,2,3,2,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Female,0,0,31,15,Education,1532,4,3,1,1,0,0,0,1,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,42,4,Electronics,1503,2,1,2,2,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+-1,Male,0,0,31,36,Electronics,2302,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,0,1,41,6,NewCar,662,3,4,1,2,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Male,0,1,32,36,Education,2273,3,1,2,2,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,28,15,NewCar,2631,2,4,2,1,1,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,0,0,41,12,UsedCar,1503,4,4,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,0,0,26,24,Electronics,1311,4,3,1,1,1,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,25,24,Electronics,3105,4,2,2,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Male,0,0,33,21,Education,2319,2,1,1,1,0,1,1,0,0,1,0,1,0,0,0,0,0,1,0,1,0,1
+1,Female,0,0,75,6,NewCar,1374,4,3,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1
+1,Female,0,0,37,18,Furniture,3612,3,4,1,1,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,42,48,NewCar,7763,4,4,1,1,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,1
+1,Female,0,0,45,18,Furniture,3049,1,1,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+-1,Male,0,0,23,12,Electronics,1534,1,1,1,1,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+1,Male,0,1,60,24,NewCar,2032,4,4,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1
+-1,Male,0,1,31,30,Furniture,6350,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,34,18,Furniture,2864,2,1,1,2,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,61,12,NewCar,1255,4,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+-1,Male,0,1,43,24,NewCar,1333,4,2,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1
+1,Female,0,0,37,24,NewCar,2022,4,4,1,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,32,24,Electronics,1552,3,1,1,2,0,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,24,12,Electronics,626,4,4,1,1,0,0,0,0,0,1,1,0,1,0,0,0,1,0,0,0,0,0
+1,Male,0,1,35,48,UsedCar,8858,2,1,2,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1
+1,Female,0,0,23,12,Repairs,996,4,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,45,6,Electronics,1750,2,4,1,2,0,0,0,1,1,1,1,0,1,0,0,0,1,0,0,0,1,0
+-1,Male,0,0,34,48,Electronics,6999,1,1,2,1,1,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,1
+1,Male,0,1,27,12,NewCar,1995,4,1,1,1,0,1,0,1,0,1,0,1,0,0,0,0,1,0,0,1,0,1
+1,Female,0,0,67,9,Education,1199,4,4,2,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,22,12,Electronics,1331,2,1,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Female,0,0,28,18,NewCar,2278,3,3,2,1,0,1,0,1,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Female,0,0,29,21,NewCar,5003,1,4,2,1,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,27,24,Furniture,3552,3,4,1,1,0,0,0,0,0,1,1,0,1,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,31,18,Furniture,1928,2,2,2,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,0
+1,Male,0,1,49,24,UsedCar,2964,4,4,1,2,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,1
+-1,Male,0,1,24,24,Electronics,1546,4,4,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,1,0,0,1,0
+1,Female,0,0,29,6,Electronics,683,2,1,1,1,0,1,1,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1
+-1,Male,0,1,37,36,NewCar,12389,1,4,1,1,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1
+1,Male,0,1,37,24,Business,4712,4,2,2,1,1,1,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1
+1,Female,0,0,23,24,Electronics,1553,3,2,2,1,1,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,1
+-1,Male,0,0,36,12,NewCar,1372,2,3,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,34,24,Electronics,2578,2,2,1,1,0,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,41,48,Electronics,3979,4,1,2,2,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,31,48,Electronics,6758,3,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,23,24,Furniture,3234,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0
+1,Male,0,1,38,30,Electronics,5954,3,2,1,1,0,0,0,0,0,1,0,1,0,0,1,0,1,0,0,0,1,1
+1,Female,0,0,26,24,UsedCar,5433,2,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,1
+1,Female,0,0,22,15,Business,806,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,27,9,Electronics,1082,4,4,2,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0
+1,Female,0,0,24,15,Furniture,2788,2,3,2,1,0,0,0,0,0,1,0,1,1,0,1,0,1,0,0,0,1,1
+1,Female,0,0,27,12,Electronics,2930,2,1,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,33,24,Education,1927,3,2,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,0,27,36,NewCar,2820,4,4,2,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,1
+1,Male,0,0,27,24,Retraining,937,4,3,2,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+-1,Male,0,1,30,18,NewCar,1056,3,3,2,1,0,1,0,0,0,1,0,1,1,0,0,1,1,0,0,0,1,1
+1,Male,0,1,49,12,NewCar,3124,1,3,2,2,0,1,0,0,0,1,0,1,1,0,0,0,1,0,0,1,0,0
+1,Female,0,0,26,9,Furniture,1388,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+-1,Male,0,1,33,36,Repairs,2384,4,1,1,1,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0
+1,Female,0,0,52,12,NewCar,2133,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+-1,Female,0,0,20,18,Furniture,2039,1,4,1,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,1
+1,Male,0,1,36,9,NewCar,2799,2,2,2,2,0,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,1
+1,Male,0,1,21,12,Furniture,1289,4,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0
+-1,Male,0,0,47,18,HomeAppliances,1217,4,3,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+-1,Male,0,1,60,12,Furniture,2246,3,3,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,58,12,Electronics,385,4,3,4,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+1,Female,0,0,42,24,NewCar,1965,4,4,2,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1
+1,Female,0,0,36,21,Business,1572,4,4,1,1,0,0,0,1,1,1,0,0,1,0,0,0,1,0,0,0,1,0
+-1,Female,0,0,20,24,NewCar,2718,3,4,1,1,1,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0
+-1,Male,0,1,40,24,Other,1358,4,3,1,1,1,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,32,6,NewCar,931,1,1,1,1,0,1,0,1,0,1,1,0,0,0,0,0,1,0,0,1,0,0
+-1,Female,0,0,23,24,NewCar,1442,4,4,2,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+-1,Male,0,1,36,24,Business,4241,1,4,3,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+-1,Male,0,1,31,18,NewCar,2775,2,2,2,1,0,0,0,0,0,1,0,1,1,0,0,0,1,0,0,0,1,1
+1,Male,0,1,32,24,Business,3863,1,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1
+1,Female,0,0,45,7,Electronics,2329,1,1,1,1,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,1,0,1
+-1,Female,0,0,30,9,Furniture,918,4,1,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,34,24,Education,1837,4,4,1,1,0,1,0,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0
+-1,Female,0,0,28,36,Furniture,3349,4,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,23,10,Furniture,1275,4,2,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,22,24,Furniture,2828,4,4,1,1,1,0,0,1,1,1,1,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,74,24,Business,4526,3,2,1,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,50,36,Electronics,2671,4,4,1,1,0,1,0,1,0,1,0,0,0,0,1,0,0,0,0,0,0,1
+1,Male,0,1,33,18,Electronics,2051,4,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,45,15,UsedCar,1300,4,4,1,2,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,1
+-1,Female,0,0,22,12,HomeAppliances,741,4,3,1,1,0,0,0,1,0,1,0,0,0,0,0,0,1,0,1,0,0,1
+-1,Female,0,0,48,10,NewCar,1240,1,4,1,2,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0
+1,Female,0,0,29,21,Electronics,3357,4,2,1,1,0,0,0,1,1,1,0,0,1,0,0,0,1,0,0,1,0,1
+1,Female,1,0,22,24,UsedCar,3632,1,4,1,1,0,0,0,0,0,1,1,0,1,0,0,1,0,1,0,0,0,1
+-1,Female,0,0,22,18,Furniture,1808,4,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,48,48,Business,12204,2,2,1,1,1,1,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0,1
+1,Male,0,1,27,60,Electronics,9157,2,2,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1
+1,Male,0,1,37,6,NewCar,3676,1,3,3,2,0,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,1
+-1,Female,0,0,21,30,Furniture,3441,2,4,1,1,0,1,0,1,0,1,0,0,0,0,1,0,0,1,0,0,0,1
+1,Male,0,0,49,12,NewCar,640,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,27,21,Business,3652,2,3,2,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,32,18,NewCar,1530,3,2,2,1,0,0,0,0,0,1,0,1,1,0,0,0,1,0,0,0,0,1
+-1,Male,0,0,38,48,Business,3914,4,2,1,1,0,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0,1
+1,Female,0,0,22,12,Furniture,1858,4,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+-1,Male,0,1,65,18,Electronics,2600,4,4,2,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1
+1,Male,0,1,35,15,Electronics,1979,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,41,6,Furniture,2116,2,2,1,1,1,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,29,9,NewCar,1437,2,3,1,1,0,1,0,1,0,1,1,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,36,42,Furniture,4042,4,4,2,1,1,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,64,9,Education,3832,1,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0
+1,Female,0,0,28,24,Electronics,3660,2,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,44,18,Furniture,1553,4,3,1,1,0,0,0,0,0,1,1,0,1,0,0,0,1,0,0,0,0,1
+1,Male,0,1,23,15,Electronics,1444,4,1,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Female,0,0,19,9,Furniture,1980,2,2,2,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,0,1,0,1
+-1,Female,0,0,25,24,NewCar,1355,3,4,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Male,0,1,47,12,Education,1393,4,4,3,2,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,1
+1,Female,0,0,28,24,Electronics,1376,4,1,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,21,60,Electronics,15653,2,4,2,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,34,12,Electronics,1493,4,3,1,2,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Male,0,1,26,42,Electronics,4370,3,2,2,2,1,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,27,18,Education,750,4,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0
+1,Male,0,1,38,15,Repairs,1308,4,4,2,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0
+-1,Male,0,1,40,15,Education,4623,3,2,1,1,1,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,33,24,Electronics,1851,4,2,2,1,1,0,0,0,0,1,0,1,0,0,0,1,1,0,0,0,1,1
+1,Male,0,0,32,18,Electronics,1880,4,1,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,27,36,Business,7980,4,4,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,1
+1,Male,0,0,32,30,Furniture,4583,2,2,2,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,1
+-1,Female,0,0,26,12,NewCar,1386,2,2,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,38,24,NewCar,947,4,3,1,2,0,1,1,0,0,1,0,0,1,0,0,0,0,0,0,0,1,1
+-1,Male,0,1,40,12,Education,684,4,4,1,2,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0
+1,Male,0,1,50,48,Education,7476,4,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+-1,Male,0,1,37,12,Furniture,1922,4,2,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+-1,Male,0,1,45,24,NewCar,2303,4,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,1,1
+-1,Male,0,1,42,36,NewCar,8086,2,4,4,1,1,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,35,24,UsedCar,2346,4,3,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,22,14,NewCar,3973,1,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1
+-1,Male,0,1,41,12,NewCar,888,4,4,1,2,0,1,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,0
+1,Male,0,1,37,48,Electronics,10222,4,3,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,28,30,Business,4221,2,1,2,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,41,18,Furniture,6361,2,1,1,1,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,23,12,Electronics,1297,3,4,1,1,0,1,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+-1,Male,0,0,23,12,NewCar,900,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,50,21,Furniture,2241,4,2,2,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,35,6,Furniture,1050,4,1,2,1,1,1,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1
+1,Female,0,0,50,6,Education,1047,2,4,1,1,0,1,1,0,0,1,0,1,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,27,24,Other,6314,4,2,2,1,1,0,0,0,0,1,0,1,1,0,1,0,1,0,1,0,0,1
+1,Male,0,1,34,30,Furniture,3496,4,2,1,2,1,1,0,1,1,1,1,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,27,48,Business,3609,1,1,1,1,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,43,12,NewCar,4843,3,4,2,1,1,0,0,0,0,1,0,1,0,0,1,0,0,1,0,0,1,1
+1,Male,0,1,47,30,Electronics,3017,4,4,1,1,0,1,1,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,27,24,Business,4139,3,3,2,1,1,0,0,1,0,1,0,1,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,31,36,Business,5742,2,2,2,1,1,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,42,60,NewCar,10366,2,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,24,6,NewCar,2080,1,2,1,1,0,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,41,21,Business,2580,4,2,1,2,0,0,0,1,1,0,0,0,1,0,0,0,1,0,0,1,0,0
+1,Female,0,0,26,30,Electronics,4530,4,4,1,1,1,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,33,24,Furniture,5150,4,4,1,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,0,24,72,Electronics,5595,2,2,1,1,0,1,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,64,24,Electronics,2384,4,4,1,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,1,0
+1,Female,0,0,26,18,Electronics,1453,3,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Female,0,0,56,6,Education,1538,1,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,37,12,Electronics,2279,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1
+1,Male,0,0,33,15,Electronics,1478,4,3,2,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1
+1,Male,0,0,47,24,Electronics,5103,3,3,3,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,1
+1,Male,0,1,31,36,Business,9857,1,3,2,2,1,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,1,0
+1,Male,0,1,34,60,NewCar,6527,4,4,1,2,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1
+1,Male,0,1,27,10,Electronics,1347,4,2,2,1,1,1,1,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,30,36,NewCar,2862,4,3,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1
+1,Male,0,1,35,9,Electronics,2753,3,4,1,1,1,0,0,1,0,1,0,0,0,0,1,0,1,0,0,0,1,1
+1,Male,0,1,31,12,NewCar,3651,1,3,1,2,0,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,25,15,Furniture,975,2,3,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,25,15,Repairs,2631,3,2,1,1,0,1,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,29,24,Electronics,2896,2,1,1,1,0,1,0,1,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,44,6,NewCar,4716,1,3,2,2,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,0
+1,Male,0,1,28,24,Electronics,2284,4,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,50,6,UsedCar,1236,2,4,1,1,0,0,0,1,1,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,1,1,29,12,Electronics,1103,4,3,2,1,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,1
+1,Female,0,0,38,12,NewCar,926,1,2,1,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,1,0,0,0
+1,Male,0,1,24,18,Electronics,1800,4,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,40,15,Education,1905,4,4,1,1,1,1,1,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+-1,Female,0,0,29,12,Furniture,1123,4,4,1,1,0,0,0,1,1,1,0,0,0,0,0,0,0,1,0,0,0,0
+-1,Male,0,1,46,48,UsedCar,6331,4,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1
+1,Female,0,0,47,24,Electronics,1377,4,2,1,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Male,0,1,41,30,Business,2503,4,2,2,1,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,32,27,Business,2528,4,1,1,2,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Female,0,0,35,15,NewCar,5324,1,4,1,1,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,1,1
+-1,Male,0,1,24,48,NewCar,6560,3,2,1,1,0,1,0,1,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,25,12,Furniture,2969,4,3,2,1,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+1,Female,0,0,25,9,Electronics,1206,4,4,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,37,9,Electronics,2118,2,2,1,2,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,32,18,Electronics,629,4,3,2,1,1,0,0,1,1,1,0,1,1,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,35,6,Education,1198,4,4,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,1
+1,Male,0,1,46,21,UsedCar,2476,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,25,9,Electronics,1138,4,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,0
+-1,Male,0,1,27,60,NewCar,14027,4,2,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,63,30,UsedCar,7596,1,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,40,30,Electronics,3077,3,2,2,2,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,32,18,Electronics,1505,4,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1
+1,Male,0,1,31,24,Electronics,3148,3,2,2,1,1,1,1,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,31,20,UsedCar,6148,3,4,2,1,1,1,0,1,0,1,0,0,1,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,34,9,Electronics,1337,4,2,2,1,1,1,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Female,0,0,24,6,Education,433,4,2,1,2,0,1,0,1,1,1,1,0,1,0,0,0,0,1,0,1,0,1
+-1,Female,0,0,24,12,NewCar,1228,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Female,0,0,66,9,Electronics,790,4,3,1,1,0,1,0,1,1,1,0,0,0,0,0,0,1,0,0,0,0,0
+-1,Female,0,0,21,27,NewCar,2570,3,3,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Female,0,0,41,6,NewCar,250,2,2,2,1,0,0,0,1,1,1,0,1,1,0,0,0,1,0,0,0,0,0
+1,Male,0,0,47,15,Electronics,1316,2,2,2,1,0,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,0,0
+-1,Female,0,0,25,18,Electronics,1882,4,4,2,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,1
+-1,Female,0,0,59,48,Business,6416,4,3,1,1,0,1,0,0,0,1,1,0,0,0,0,0,0,1,0,0,1,1
+1,Male,0,0,36,24,Business,1275,2,4,2,1,1,1,1,1,1,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,33,24,Electronics,6403,1,2,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Male,0,1,21,24,Electronics,1987,2,4,1,2,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0
+1,Female,0,0,44,8,Electronics,760,4,2,1,1,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,0
+1,Female,0,0,28,24,UsedCar,2603,2,4,1,1,1,0,0,1,1,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Female,0,0,37,4,NewCar,3380,1,1,1,2,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,29,36,HomeAppliances,3990,3,2,1,1,0,1,0,0,0,1,1,0,1,0,0,0,1,0,0,1,0,0
+-1,Female,0,0,23,24,UsedCar,11560,1,4,2,1,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,0,1,35,18,NewCar,4380,3,4,1,2,1,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,45,6,NewCar,6761,1,3,2,2,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,26,30,Business,4280,4,4,2,1,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0
+1,Male,0,1,32,24,NewCar,2325,2,3,1,1,0,0,0,1,0,1,1,0,1,0,0,0,1,0,0,0,1,1
+1,Male,0,1,23,10,Electronics,1048,4,4,1,1,0,1,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,41,21,Electronics,3160,4,3,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,22,24,Furniture,2483,4,4,1,1,1,0,0,1,1,1,1,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,30,39,Furniture,14179,4,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,28,13,Business,1797,3,1,2,1,0,0,0,0,0,1,0,1,1,0,0,0,1,0,0,1,0,0
+1,Female,0,0,23,15,NewCar,2511,1,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,1
+-1,Female,0,0,37,12,NewCar,1274,3,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Male,0,1,26,21,UsedCar,5248,1,3,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,33,15,UsedCar,3029,2,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,49,6,Furniture,428,2,1,1,1,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,23,18,NewCar,976,1,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Female,0,0,23,12,Business,841,2,4,1,1,0,1,0,1,0,1,0,0,0,0,0,0,0,1,0,0,1,0
+1,Female,0,0,25,30,Electronics,5771,4,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,55,12,Repairs,1555,4,4,2,2,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,1,1
+-1,Female,0,0,32,24,NewCar,1285,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Male,1,1,74,6,NewCar,1299,1,1,3,2,0,1,1,0,0,1,0,1,0,0,0,0,1,0,0,0,0,0
+-1,Male,0,1,39,15,Electronics,1271,3,4,2,1,1,1,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1
+1,Male,0,1,31,24,NewCar,1393,2,2,1,1,1,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,1
+-1,Male,0,1,35,12,NewCar,691,4,3,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,59,15,NewCar,5045,1,4,1,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,24,18,Furniture,2124,4,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,1
+1,Male,0,1,24,12,Electronics,2214,4,3,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+-1,Male,0,1,30,21,NewCar,12680,4,4,1,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1
+1,Male,0,0,27,24,NewCar,2463,4,3,2,1,1,0,0,1,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,40,12,Electronics,1155,3,3,2,1,0,1,0,0,0,1,0,0,1,0,0,1,1,0,0,0,1,0
+-1,Male,0,0,31,30,Furniture,3108,2,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Female,0,0,31,10,UsedCar,2901,1,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+1,Male,0,1,28,12,Furniture,3617,1,4,3,1,1,1,0,0,0,1,0,1,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,63,12,Electronics,1655,2,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+1,Female,0,0,26,24,UsedCar,2812,2,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+-1,Female,0,0,25,36,Education,8065,3,2,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,36,21,UsedCar,3275,1,4,1,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,52,24,Electronics,2223,4,4,2,1,0,0,0,1,0,1,0,1,1,0,0,0,1,0,0,0,1,1
+1,Male,0,1,66,12,NewCar,1480,2,4,3,1,0,1,1,1,1,1,0,1,1,0,0,0,0,0,1,0,0,0
+-1,Female,0,0,25,24,NewCar,1371,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,0,1,37,36,NewCar,3535,4,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,25,18,Electronics,3509,4,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,1
+1,Male,0,1,38,36,UsedCar,5711,4,2,2,1,1,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,67,18,Repairs,3872,2,4,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1
+-1,Male,0,1,25,39,Electronics,4933,2,2,2,1,0,1,0,0,0,1,0,1,0,0,0,1,1,0,0,0,1,1
+1,Male,0,1,60,24,NewCar,1940,4,4,1,1,1,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,31,12,Retraining,1410,2,2,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+-1,Female,0,0,23,12,NewCar,836,4,2,1,1,0,1,0,1,0,1,0,0,1,0,0,0,1,0,0,1,0,0
+1,Male,0,0,60,20,UsedCar,6468,1,4,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1
+1,Male,0,1,35,18,Business,1941,4,2,1,1,1,1,0,1,1,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,40,22,Electronics,2675,3,4,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,38,48,UsedCar,2751,4,3,2,2,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,50,48,Education,6224,4,4,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1
+-1,Male,0,1,27,40,Education,5998,4,3,1,1,1,0,0,0,0,1,0,1,1,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,39,21,Business,1188,2,4,1,2,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,41,24,UsedCar,6313,3,4,1,2,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,27,6,Furniture,1221,1,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,51,24,Furniture,2892,3,4,1,1,0,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Male,0,1,32,24,Furniture,3062,4,3,1,1,1,0,0,1,1,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Female,0,0,22,9,Furniture,2301,2,4,1,1,0,0,0,1,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+-1,Male,0,1,51,18,UsedCar,7511,1,4,1,2,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Female,0,0,22,12,Furniture,1258,2,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,0,1,0,1,0,0
+1,Male,0,0,54,24,NewCar,717,4,4,2,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,35,9,NewCar,1549,4,2,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Male,0,1,54,24,Education,1597,4,4,2,2,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1
+1,Female,0,0,48,18,Electronics,1795,3,4,2,1,1,1,0,0,0,1,0,1,1,0,0,1,0,1,0,0,1,0
+1,Female,0,0,24,20,Furniture,4272,1,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,35,12,Electronics,976,4,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,24,12,NewCar,7472,1,2,1,1,0,1,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0
+-1,Male,0,1,24,36,NewCar,9271,2,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,1,0,26,6,Electronics,590,3,3,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Male,0,1,65,12,Electronics,930,4,4,4,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,55,42,UsedCar,9283,1,2,1,1,1,1,0,0,0,1,1,0,1,0,0,0,0,0,1,0,0,1
+-1,Female,0,0,26,15,NewCar,1778,2,1,2,1,0,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0
+1,Male,0,0,26,8,Business,907,3,2,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,0,28,6,Electronics,484,3,3,1,1,0,1,0,0,0,1,0,0,1,0,0,1,1,0,0,0,1,0
+-1,Male,0,1,24,36,UsedCar,9629,4,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,54,48,HomeAppliances,3051,3,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,46,48,NewCar,3931,4,4,1,2,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Female,0,0,54,36,NewCar,7432,2,2,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,0,0,62,6,HomeAppliances,1338,1,4,1,1,0,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,24,6,Electronics,1554,1,2,2,1,1,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,1,1
+1,Male,0,0,43,36,Other,15857,2,3,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,1,0,0,1
+-1,Male,0,0,26,18,Electronics,1345,4,3,1,1,0,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0,1
+1,Male,0,0,27,12,NewCar,1101,3,2,2,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,0,24,12,Electronics,3016,3,1,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,41,36,Furniture,2712,2,2,1,2,0,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,1
+1,Male,0,1,47,8,NewCar,731,4,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+1,Male,0,0,35,18,Furniture,3780,3,2,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,1
+1,Male,0,0,30,21,NewCar,1602,4,3,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,33,18,NewCar,3966,1,4,3,1,1,0,0,0,0,1,0,1,1,0,0,0,0,1,0,0,1,1
+-1,Male,0,1,36,18,Business,4165,2,2,2,2,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,47,36,UsedCar,8335,3,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Male,0,1,38,48,Business,6681,4,4,1,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1
+1,Male,0,1,44,24,Business,2375,4,2,2,2,1,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,23,18,NewCar,1216,4,3,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+-1,Male,0,1,29,45,Business,11816,2,4,2,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Female,0,0,42,24,Electronics,5084,2,4,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,25,15,Electronics,2327,2,3,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+-1,Male,0,1,48,12,NewCar,1082,4,4,2,1,0,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0,1
+1,Female,0,0,21,12,Electronics,886,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,23,4,Furniture,601,1,3,1,2,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0
+1,Male,0,1,63,24,UsedCar,2957,4,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,46,24,Electronics,2611,4,3,2,1,0,0,0,0,0,1,0,1,0,0,1,0,1,0,0,0,1,1
+-1,Male,0,1,29,36,Furniture,5179,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,28,21,UsedCar,2993,3,2,2,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0
+-1,Female,0,0,23,18,Repairs,1943,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,50,24,Business,1559,4,4,1,1,1,0,0,0,0,1,1,0,1,0,0,0,1,0,0,0,1,1
+1,Male,0,1,47,18,Furniture,3422,4,4,3,2,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,1
+1,Male,0,1,35,21,Furniture,3976,2,3,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,68,18,NewCar,6761,2,4,2,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,0,0,28,24,NewCar,1249,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,59,9,Electronics,1364,3,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,57,12,Electronics,709,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0
+-1,Male,1,0,33,20,NewCar,2235,4,2,2,1,0,0,0,0,0,1,0,1,1,0,0,1,0,1,0,0,0,1
+1,Male,0,1,43,24,UsedCar,4042,3,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,35,15,Electronics,1471,4,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1
+-1,Male,0,1,32,18,NewCar,1442,4,4,2,2,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,1,0
+1,Male,0,1,45,36,NewCar,10875,2,2,2,2,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,33,24,NewCar,1474,4,3,1,1,1,0,0,1,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Female,0,0,40,10,Retraining,894,4,3,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,28,15,Furniture,3343,4,2,1,1,1,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1
+-1,Female,0,0,29,15,NewCar,3959,3,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,1,1,26,9,NewCar,3577,1,2,1,2,0,0,0,1,0,1,0,0,0,0,0,1,0,1,0,0,0,1
+1,Male,0,1,27,24,UsedCar,5804,4,2,2,1,0,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,0,28,18,Business,2169,4,2,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,35,24,Electronics,2439,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,32,27,Furniture,4526,4,2,2,2,1,0,0,1,1,1,0,1,0,0,0,0,1,0,0,1,0,0
+-1,Male,0,1,25,10,Furniture,2210,2,2,1,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0
+1,Female,0,0,20,15,Furniture,2221,2,4,1,1,0,0,0,1,1,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Female,0,0,27,18,Electronics,2389,4,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,42,12,Furniture,3331,2,4,1,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,37,36,Business,7409,3,2,2,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,24,12,Furniture,652,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Female,0,0,40,36,Furniture,7678,2,4,2,1,1,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,1,1,46,6,NewCar,1343,1,4,2,2,0,1,1,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,26,24,Business,1382,4,1,2,1,1,0,0,1,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,24,15,HomeAppliances,874,4,1,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,29,12,Furniture,3590,2,2,1,2,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,0,0
+1,Female,0,0,40,11,NewCar,1322,4,4,2,1,0,1,0,1,1,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,36,18,Electronics,1940,3,4,1,1,1,0,0,0,0,1,1,0,1,0,1,0,0,0,0,1,0,1
+1,Male,0,1,28,36,Electronics,3595,4,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,27,9,NewCar,1422,3,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1
+1,Male,0,1,36,30,Electronics,6742,2,3,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,38,24,UsedCar,7814,3,3,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,48,24,UsedCar,9277,2,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1
+1,Male,0,1,36,30,NewCar,2181,4,4,2,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,65,18,Electronics,1098,4,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,1,0,0,0
+-1,Male,0,0,43,24,Furniture,4057,3,3,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,53,12,Education,795,4,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,34,24,Business,2825,4,3,2,2,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,23,48,Business,15672,2,2,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,34,36,NewCar,6614,4,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,40,28,UsedCar,7824,3,4,2,2,1,0,0,0,0,1,1,0,1,0,0,1,0,1,0,1,0,1
+1,Male,0,1,43,27,Business,2442,4,4,4,2,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,46,15,Electronics,1829,4,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Male,1,1,38,12,NewCar,2171,4,4,2,1,0,0,0,0,0,1,0,1,1,0,0,0,1,0,0,0,0,0
+1,Male,0,1,34,36,UsedCar,5800,3,4,2,1,1,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,29,18,Electronics,1169,4,3,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,31,36,UsedCar,8947,3,2,1,2,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,28,21,Electronics,2606,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+1,Female,1,0,35,12,Furniture,1592,3,2,1,1,0,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,33,15,Furniture,2186,1,4,1,1,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,1,0
+-1,Male,0,1,42,18,Furniture,4153,2,3,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,0,1
+-1,Male,0,1,43,16,NewCar,2625,2,4,1,1,1,0,0,0,0,1,0,1,1,0,0,1,0,1,0,0,1,1
+1,Male,0,0,44,20,NewCar,3485,2,4,2,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,42,36,UsedCar,10477,2,4,2,1,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,1
+1,Male,0,0,40,15,Electronics,1386,4,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,0,1,36,24,Electronics,1278,4,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,20,12,Electronics,1107,2,2,1,2,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,1
+1,Male,1,1,24,21,NewCar,3763,2,2,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,0,1,0
+1,Male,0,0,27,36,Education,3711,2,2,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,46,15,UsedCar,3594,1,2,2,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0
+1,Female,0,0,33,9,NewCar,3195,1,2,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Female,0,0,34,36,Electronics,4454,4,4,2,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Female,0,0,25,24,Furniture,4736,2,4,1,1,0,1,0,0,0,1,0,1,1,0,0,0,1,0,0,1,0,0
+1,Female,0,0,25,30,Electronics,2991,2,4,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,28,11,Business,2142,1,2,1,1,1,0,0,1,1,1,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,31,24,Business,3161,4,2,1,1,1,0,0,0,0,1,1,0,0,0,0,0,0,1,0,0,0,1
+-1,Female,1,0,32,48,Other,18424,1,2,1,1,1,1,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0,1
+1,Male,0,1,32,10,UsedCar,2848,1,2,1,2,0,0,0,1,0,1,0,0,0,0,1,0,1,0,0,0,0,1
+-1,Male,0,1,68,6,NewCar,14896,1,4,1,1,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1,1
+-1,Male,0,0,33,24,Furniture,2359,1,1,1,1,0,0,0,1,0,1,0,0,0,0,0,0,1,0,1,0,0,1
+-1,Male,0,1,39,24,Furniture,3345,4,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Female,0,0,28,18,Furniture,1817,4,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,37,48,Electronics,12749,4,1,1,1,1,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,22,9,Electronics,1366,3,4,1,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+1,Male,0,1,30,12,NewCar,2002,3,4,1,2,1,1,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+-1,Male,0,0,55,24,Furniture,6872,2,1,1,1,1,0,0,0,0,1,1,0,1,0,0,0,1,0,0,1,0,1
+-1,Male,0,1,46,12,NewCar,697,4,2,2,1,1,0,0,0,0,1,1,0,1,0,0,0,1,0,0,1,0,1
+1,Female,0,0,21,18,Furniture,1049,4,4,1,1,0,0,0,0,0,1,0,1,0,0,0,0,0,1,0,1,0,1
+-1,Male,0,1,39,48,UsedCar,10297,4,4,3,2,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Male,0,1,58,30,Electronics,1867,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,43,12,NewCar,1344,4,2,2,2,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,1,1,24,24,Furniture,1747,4,1,1,1,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,1,0,0
+-1,Female,0,0,22,9,Electronics,1670,4,2,1,1,1,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,0,1,30,9,NewCar,1224,3,1,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,42,12,Electronics,522,4,4,2,2,1,0,0,1,1,1,0,1,0,0,0,0,1,0,0,0,1,1
+1,Female,0,0,23,12,Electronics,1498,4,1,1,1,0,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,30,30,Electronics,1919,4,3,2,1,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Female,0,0,28,9,Electronics,745,3,2,1,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,0,30,6,Electronics,2063,4,3,1,1,1,1,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,1
+-1,Male,0,1,42,60,Education,6288,4,4,1,1,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1
+1,Male,0,1,46,24,UsedCar,6842,2,4,2,2,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,45,12,NewCar,3527,2,3,1,2,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Male,1,1,31,10,NewCar,1546,3,2,1,2,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,31,24,Furniture,929,4,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,1,42,4,NewCar,1455,2,1,3,2,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+1,Female,0,0,46,15,Furniture,1845,4,1,1,1,0,0,0,0,0,1,0,0,0,0,0,1,0,1,0,1,0,1
+1,Female,0,0,30,48,NewCar,8358,1,1,2,1,0,1,0,1,1,1,0,0,0,0,0,0,1,0,0,1,0,1
+-1,Male,0,1,30,24,Furniture,3349,4,4,1,2,1,0,0,1,1,1,1,0,0,0,0,0,0,0,0,1,0,1
+1,Male,0,1,38,12,NewCar,2859,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1
+-1,Male,0,0,43,18,Furniture,1533,4,1,1,2,0,0,0,0,0,1,0,0,0,0,1,0,1,0,0,1,0,0
+-1,Male,0,1,31,24,Electronics,3621,2,4,2,1,0,0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,1,1
+1,Male,0,0,40,18,Business,3590,3,3,3,2,1,1,0,0,0,1,0,1,0,0,0,0,1,0,1,0,0,0
+-1,Male,0,1,24,36,Business,2145,2,1,2,1,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Female,0,0,28,24,UsedCar,4113,3,4,1,1,0,1,0,1,1,1,0,0,0,0,0,0,0,1,0,1,0,1
+-1,Female,0,0,26,36,Furniture,10974,4,2,2,1,1,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,1
+1,Female,0,0,29,12,NewCar,1893,4,4,1,1,1,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,1
+1,Female,0,0,57,24,Electronics,1231,4,4,2,1,1,0,0,1,1,1,0,1,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,49,30,Electronics,3656,4,4,2,1,0,1,1,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+1,Male,0,1,37,9,Electronics,1154,2,4,3,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+-1,Male,0,1,45,28,NewCar,4006,3,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,30,24,Furniture,3069,4,4,1,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,1
+1,Male,0,0,30,6,Electronics,1740,2,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,1,1
+1,Male,0,0,47,21,NewCar,2353,1,4,2,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,29,15,NewCar,3556,3,2,1,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,35,24,Electronics,2397,3,2,2,1,1,0,0,1,1,1,0,0,1,0,0,0,1,0,0,0,1,1
+1,Male,0,0,22,6,Repairs,454,3,1,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0
+1,Female,0,0,26,30,Electronics,1715,4,1,1,1,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,23,27,Electronics,2520,4,2,2,1,0,1,0,1,1,1,0,1,0,0,0,0,1,0,0,0,0,0
+1,Female,0,0,54,15,Electronics,3568,4,2,1,1,1,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,1,1
+1,Male,0,0,29,42,Electronics,7166,2,4,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1
+1,Male,0,1,40,11,NewCar,3939,1,2,2,2,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,0
+1,Male,0,1,22,15,Repairs,1514,4,2,1,1,0,1,0,1,0,1,0,0,0,0,0,1,1,0,0,0,0,1
+1,Male,0,1,43,24,NewCar,7393,1,4,1,2,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0
+-1,Female,0,0,29,24,NewCar,1193,1,4,2,1,0,0,0,0,0,1,1,0,0,0,1,0,0,1,1,0,0,0
+-1,Male,0,1,36,60,Business,7297,4,4,1,1,0,0,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,1
+1,Female,0,0,33,30,Electronics,2831,4,2,1,1,1,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,0,1
+1,Female,0,0,57,24,Electronics,1258,3,3,1,1,0,1,1,1,1,1,0,0,0,0,0,0,1,0,0,0,0,0
+1,Female,0,0,64,6,Electronics,753,2,3,1,1,0,1,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,1
+1,Male,0,1,42,18,Business,2427,4,2,2,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,47,24,NewCar,2538,4,4,2,2,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0
+-1,Male,0,0,25,15,NewCar,1264,2,2,1,1,0,1,0,1,0,1,1,0,0,0,0,0,0,1,0,0,0,1
+-1,Male,0,1,49,30,Furniture,8386,2,2,1,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,1
+-1,Male,0,1,33,48,Business,4844,3,2,1,1,1,0,0,0,0,1,0,0,1,0,0,0,0,1,1,0,0,1
+1,Female,0,0,28,21,NewCar,2923,1,1,1,1,1,1,1,1,0,1,0,0,1,0,0,0,1,0,0,0,0,1
+-1,Male,0,1,26,36,UsedCar,8229,2,2,1,2,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,1
+1,Male,0,1,30,24,Furniture,2028,2,2,2,1,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+1,Female,0,0,25,15,Furniture,1433,4,3,2,1,0,0,0,0,0,1,0,1,0,0,0,0,0,1,0,0,0,1
+1,Male,0,0,33,42,Business,6289,2,1,2,1,0,1,1,0,0,1,0,0,0,0,0,0,1,0,0,1,0,1
+1,Female,0,0,64,13,Electronics,1409,2,4,1,1,0,0,0,1,0,1,0,0,0,0,0,0,1,0,1,0,0,1
+1,Male,0,1,29,24,UsedCar,6579,4,2,1,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1
+1,Male,0,1,48,24,Electronics,1743,4,2,2,1,0,1,0,0,0,1,0,1,0,0,0,0,1,0,0,0,1,0
+1,Male,0,1,37,12,Education,3565,2,1,2,2,0,0,0,0,0,1,0,1,0,0,0,0,1,0,0,1,0,0
+1,Male,0,1,34,15,Electronics,1569,4,4,1,2,0,0,0,1,0,1,1,0,1,0,0,0,1,0,0,0,1,0
+1,Male,0,0,23,18,Electronics,1936,2,4,2,1,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0
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+oid sha256:2ba0ca8b9efcd04dfa7e639fb1fcf86b6b3b11d14bed11dc5e003425705e1952
+size 4800957

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+"""The code used to train the MNIST model.
+This code comes from https://github.com/pytorch/examples/blob/master/mnist/main.py
+"""
+from __future__ import print_function
+import argparse
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import torch.optim as optim
+from torchvision import datasets, transforms
+from torch.optim.lr_scheduler import StepLR
+class Net(nn.Module):
+    def __init__(self):
+        super(Net, self).__init__()
+        self.conv1 = nn.Conv2d(1, 32, 3, 1)
+        self.conv2 = nn.Conv2d(32, 64, 3, 1)
+        self.dropout1 = nn.Dropout2d(0.25)
+        self.dropout2 = nn.Dropout2d(0.5)
+        self.fc1 = nn.Linear(9216, 128)
+        self.fc2 = nn.Linear(128, 10)
+    def forward(self, x):
+        x = self.conv1(x)
+        x = F.relu(x)
+        x = self.conv2(x)
+        x = F.relu(x)
+        x = F.max_pool2d(x, 2)
+        x = self.dropout1(x)
+        x = torch.flatten(x, 1)
+        x = self.fc1(x)
+        x = F.relu(x)
+        x = self.dropout2(x)
+        x = self.fc2(x)
+        output = F.log_softmax(x, dim=1)
+        return output
+def train(args, model, device, train_loader, optimizer, epoch):
+    model.train()
+    for batch_idx, (data, target) in enumerate(train_loader):
+        data, target = data.to(device), target.to(device)
+        optimizer.zero_grad()
+        output = model(data)
+        loss = F.nll_loss(output, target)
+        loss.backward()
+        optimizer.step()
+        if batch_idx % args.log_interval == 0:
+            print('Train Epoch: {} [{}/{} ({:.0f}%)]\tLoss: {:.6f}'.format(
+                epoch, batch_idx * len(data), len(train_loader.dataset),
+                100. * batch_idx / len(train_loader), loss.item()))
+def test(model, device, test_loader):
+    model.eval()
+    test_loss = 0
+    correct = 0
+    with torch.no_grad():
+        for data, target in test_loader:
+            data, target = data.to(device), target.to(device)
+            output = model(data)
+            test_loss += F.nll_loss(output, target, reduction='sum').item()  # sum up batch loss
+            pred = output.argmax(dim=1, keepdim=True)  # get the index of the max log-probability
+            correct += pred.eq(target.view_as(pred)).sum().item()
+    test_loss /= len(test_loader.dataset)
+    print('\nTest set: Average loss: {:.4f}, Accuracy: {}/{} ({:.0f}%)\n'.format(
+        test_loss, correct, len(test_loader.dataset),
+        100. * correct / len(test_loader.dataset)))
+def main():
+    # Training settings
+    parser = argparse.ArgumentParser(description='PyTorch MNIST Example')
+    parser.add_argument('--batch-size', type=int, default=64, metavar='N',
+                        help='input batch size for training (default: 64)')
+    parser.add_argument('--test-batch-size', type=int, default=1000, metavar='N',
+                        help='input batch size for testing (default: 1000)')
+    parser.add_argument('--epochs', type=int, default=14, metavar='N',
+                        help='number of epochs to train (default: 14)')
+    parser.add_argument('--lr', type=float, default=1.0, metavar='LR',
+                        help='learning rate (default: 1.0)')
+    parser.add_argument('--gamma', type=float, default=0.7, metavar='M',
+                        help='Learning rate step gamma (default: 0.7)')
+    parser.add_argument('--no-cuda', action='store_true', default=False,
+                        help='disables CUDA training')
+    parser.add_argument('--seed', type=int, default=1, metavar='S',
+                        help='random seed (default: 1)')
+    parser.add_argument('--log-interval', type=int, default=10, metavar='N',
+                        help='how many batches to wait before logging training status')
+    parser.add_argument('--save-model', action='store_true', default=False,
+                        help='For Saving the current Model')
+    args = parser.parse_args()
+    use_cuda = False # not args.no_cuda and torch.cuda.is_available()
+    torch.manual_seed(args.seed)
+    device = torch.device("cpu") # torch.device("cuda" if use_cuda else "cpu")
+    kwargs = {'num_workers': 1, 'pin_memory': True} if use_cuda else {}
+    train_loader = torch.utils.data.DataLoader(
+        datasets.MNIST('../data', train=True, download=True,
+                       transform=transforms.Compose([
+                           transforms.ToTensor(),
+                           transforms.Normalize((0.1307,), (0.3081,))
+                       ])),
+        batch_size=args.batch_size, shuffle=True, **kwargs)
+    test_loader = torch.utils.data.DataLoader(
+        datasets.MNIST('../data', train=False, transform=transforms.Compose([
+                           transforms.ToTensor(),
+                           transforms.Normalize((0.1307,), (0.3081,))
+                       ])),
+        batch_size=args.test_batch_size, shuffle=True, **kwargs)
+    model = Net().to(device)
+    optimizer = optim.Adadelta(model.parameters(), lr=args.lr)
+    scheduler = StepLR(optimizer, step_size=1, gamma=args.gamma)
+    for epoch in range(1, args.epochs + 1):
+        train(args, model, device, train_loader, optimizer, epoch)
+        test(model, device, test_loader)
+        scheduler.step()
+    if args.save_model:
+        torch.save(model.state_dict(), "mnist_cnn.pt")
+if __name__ == '__main__':
+    main()

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