Running Experiment 1 ... Accuracy:60.0% Classifications: Bias Refractive Index ... Predicted Class Prediction Correct? 0 1 0 ... building_windows_float_processed Yes 1 1 1 ... building_windows_float_processed Yes 2 1 0 ... building_windows_float_processed Yes 3 1 1 ... building_windows_non_float_processed No 4 1 0 ... building_windows_float_processed Yes 5 1 0 ... building_windows_float_processed Yes 6 1 1 ... building_windows_float_processed Yes 7 1 0 ... building_windows_float_processed Yes 8 1 1 ... building_windows_float_processed Yes 9 1 0 ... building_windows_float_processed Yes 10 1 1 ... building_windows_float_processed Yes 11 1 0 ... building_windows_non_float_processed No 12 1 1 ... building_windows_float_processed Yes 13 1 0 ... building_windows_float_processed Yes 14 1 0 ... building_windows_non_float_processed Yes 15 1 0 ... building_windows_non_float_processed Yes 16 1 0 ... building_windows_float_processed No 17 1 1 ... building_windows_float_processed No 18 1 0 ... building_windows_float_processed No 19 1 1 ... building_windows_float_processed No 20 1 1 ... building_windows_float_processed No 21 1 1 ... building_windows_non_float_processed Yes 22 1 1 ... building_windows_float_processed No 23 1 0 ... building_windows_non_float_processed Yes 24 1 0 ... building_windows_non_float_processed Yes 25 1 1 ... building_windows_float_processed No 26 1 0 ... building_windows_non_float_processed Yes 27 1 0 ... building_windows_non_float_processed Yes 28 1 0 ... building_windows_non_float_processed Yes 29 1 1 ... building_windows_float_processed No 30 1 0 ... building_windows_non_float_processed No 31 1 1 ... tableware No 32 1 1 ... building_windows_non_float_processed No 33 1 0 ... headlamps Yes 34 1 0 ... headlamps Yes 35 1 0 ... building_windows_float_processed No 36 1 1 ... headlamps Yes 37 1 0 ... headlamps Yes 38 1 0 ... headlamps Yes 39 1 1 ... tableware Yes 40 1 0 ... building_windows_float_processed No 41 1 0 ... building_windows_float_processed No 42 1 1 ... building_windows_float_processed No 43 1 0 ... vehicle_windows_float_processed Yes 44 1 1 ... building_windows_float_processed No [45 rows x 13 columns] Learned Model: Bias Refractive Index Sodium ... Calcium Barium Iron building_windows_float_processed weights -0.907206 -0.0607314 -0.323681 ... 0.368162 -0.668877 0.416697 building_windows_non_float_processed weights -0.360621 0.638493 -0.683866 ... -1.32729 -1.15442 0.39172 containers weights -6.17799 -0.257802 -4.8465 ... 2.21424 0.0588114 -2.12414 headlamps weights -18.1975 -0.531084 10.9508 ... 2.53816 5.22115 -1.25091 tableware weights -10.8821 -0.742874 7.29715 ... 2.36711 -9.7189 -5.73382 vehicle_windows_float_processed weights -3.55445 -1.90674 1.63473 ... 1.7529 -1.13251 0.613718 [6 rows x 10 columns] Number of Test Instances:45 Running Experiment 2 ... Accuracy:68.18181818181817% Classifications: Bias Refractive Index ... Predicted Class Prediction Correct? 0 1 1 ... building_windows_float_processed Yes 1 1 0 ... building_windows_float_processed Yes 2 1 1 ... building_windows_float_processed Yes 3 1 0 ... building_windows_non_float_processed No 4 1 1 ... vehicle_windows_float_processed No 5 1 0 ... building_windows_float_processed Yes 6 1 1 ... containers No 7 1 1 ... building_windows_float_processed Yes 8 1 1 ... building_windows_non_float_processed No 9 1 1 ... building_windows_float_processed Yes 10 1 1 ... vehicle_windows_float_processed No 11 1 0 ... building_windows_float_processed Yes 12 1 1 ... building_windows_float_processed Yes 13 1 0 ... building_windows_float_processed Yes 14 1 1 ... building_windows_non_float_processed Yes 15 1 0 ... building_windows_non_float_processed Yes 16 1 0 ... building_windows_non_float_processed Yes 17 1 0 ... building_windows_float_processed No 18 1 1 ... headlamps No 19 1 0 ... building_windows_non_float_processed Yes 20 1 0 ... building_windows_non_float_processed Yes 21 1 0 ... building_windows_non_float_processed Yes 22 1 0 ... building_windows_non_float_processed Yes 23 1 0 ... building_windows_non_float_processed Yes 24 1 0 ... building_windows_non_float_processed Yes 25 1 0 ... building_windows_non_float_processed Yes 26 1 0 ... building_windows_non_float_processed Yes 27 1 1 ... containers No 28 1 1 ... building_windows_non_float_processed Yes 29 1 0 ... building_windows_non_float_processed No 30 1 0 ... building_windows_non_float_processed No 31 1 1 ... containers Yes 32 1 0 ... headlamps Yes 33 1 0 ... headlamps Yes 34 1 1 ... headlamps Yes 35 1 0 ... headlamps Yes 36 1 1 ... headlamps Yes 37 1 0 ... headlamps Yes 38 1 1 ... tableware Yes 39 1 1 ... tableware Yes 40 1 1 ... building_windows_non_float_processed No 41 1 0 ... building_windows_float_processed No 42 1 1 ... building_windows_float_processed No 43 1 0 ... building_windows_float_processed No [44 rows x 13 columns] Learned Model: Bias Refractive Index Sodium ... Calcium Barium Iron building_windows_float_processed weights -0.158251 -0.818604 -0.737566 ... 0.597682 -1.87966 0.305854 building_windows_non_float_processed weights -1.1891 1.14613 -0.474995 ... -1.26356 -1.23586 0.587208 containers weights -6.77972 2.07828 -4.30848 ... 0.276133 1.00446 -1.95247 headlamps weights -11.464 -1.99263 6.74258 ... 3.08794 4.48644 -1.40858 tableware weights -7.94744 -1.42156 6.88593 ... 0.544144 -9.54243 -4.98149 vehicle_windows_float_processed weights -3.11162 -1.22814 1.43639 ... 0.954914 -0.32703 0.0440051 [6 rows x 10 columns] Number of Test Instances:44 Running Experiment 3 ... Accuracy:55.81395348837209% Classifications: Bias Refractive Index ... Predicted Class Prediction Correct? 0 1 0 ... building_windows_float_processed Yes 1 1 0 ... building_windows_non_float_processed No 2 1 1 ... building_windows_float_processed Yes 3 1 1 ... building_windows_float_processed Yes 4 1 1 ... building_windows_float_processed Yes 5 1 1 ... building_windows_float_processed Yes 6 1 0 ... building_windows_float_processed Yes 7 1 1 ... building_windows_float_processed Yes 8 1 0 ... building_windows_non_float_processed No 9 1 0 ... building_windows_float_processed Yes 10 1 0 ... building_windows_float_processed Yes 11 1 1 ... building_windows_float_processed Yes 12 1 1 ... building_windows_float_processed Yes 13 1 1 ... building_windows_non_float_processed No 14 1 1 ... building_windows_float_processed No 15 1 1 ... containers No 16 1 1 ... building_windows_float_processed No 17 1 1 ... building_windows_float_processed No 18 1 0 ... building_windows_non_float_processed Yes 19 1 1 ... building_windows_float_processed No 20 1 0 ... building_windows_non_float_processed Yes 21 1 1 ... building_windows_float_processed No 22 1 1 ... building_windows_non_float_processed Yes 23 1 0 ... building_windows_non_float_processed Yes 24 1 1 ... tableware No 25 1 0 ... building_windows_non_float_processed Yes 26 1 1 ... building_windows_float_processed No 27 1 0 ... building_windows_non_float_processed Yes 28 1 1 ... building_windows_float_processed No 29 1 1 ... containers Yes 30 1 0 ... headlamps No 31 1 1 ... building_windows_non_float_processed No 32 1 0 ... headlamps Yes 33 1 1 ... headlamps Yes 34 1 0 ... headlamps Yes 35 1 0 ... headlamps Yes 36 1 0 ... headlamps Yes 37 1 0 ... headlamps Yes 38 1 1 ... building_windows_float_processed No 39 1 1 ... building_windows_float_processed No 40 1 1 ... building_windows_non_float_processed No 41 1 1 ... building_windows_float_processed No 42 1 1 ... building_windows_float_processed No [43 rows x 13 columns] Learned Model: Bias Refractive Index Sodium ... Calcium Barium Iron building_windows_float_processed weights -0.882856 0.374676 -0.413421 ... 0.265016 -0.630864 -0.260787 building_windows_non_float_processed weights -1.2229 0.493009 -0.542185 ... -0.911563 -0.942912 1.0928 containers weights -9.03778 -0.181046 -10.6887 ... 6.41409 -7.40935 -2.60732 headlamps weights -15.1453 -3.25701 9.71086 ... 3.832 6.75913 -2.87285 tableware weights -7.27826 0.563116 9.13049 ... -5.79396 -10.3799 -6.07098 vehicle_windows_float_processed weights -1.00835 -1.59441 0.591912 ... 0.464686 -5.18959 -0.186308 [6 rows x 10 columns] Number of Test Instances:43 Running Experiment 4 ... Accuracy:61.904761904761905% Classifications: Bias Refractive Index ... Predicted Class Prediction Correct? 0 1 1 ... building_windows_float_processed Yes 1 1 1 ... building_windows_float_processed Yes 2 1 0 ... building_windows_float_processed Yes 3 1 0 ... building_windows_non_float_processed No 4 1 1 ... building_windows_float_processed Yes 5 1 1 ... building_windows_float_processed Yes 6 1 1 ... building_windows_float_processed Yes 7 1 0 ... building_windows_float_processed Yes 8 1 1 ... headlamps No 9 1 1 ... building_windows_non_float_processed No 10 1 1 ... tableware No 11 1 0 ... building_windows_float_processed Yes 12 1 1 ... building_windows_float_processed Yes 13 1 1 ... building_windows_float_processed Yes 14 1 1 ... building_windows_non_float_processed Yes 15 1 0 ... building_windows_float_processed No 16 1 0 ... building_windows_non_float_processed Yes 17 1 1 ... building_windows_float_processed No 18 1 0 ... building_windows_non_float_processed Yes 19 1 0 ... building_windows_non_float_processed Yes 20 1 0 ... containers No 21 1 1 ... building_windows_float_processed No 22 1 1 ... building_windows_non_float_processed Yes 23 1 1 ... tableware No 24 1 0 ... building_windows_non_float_processed Yes 25 1 1 ... building_windows_float_processed No 26 1 0 ... building_windows_non_float_processed Yes 27 1 1 ... building_windows_float_processed No 28 1 1 ... tableware No 29 1 1 ... containers Yes 30 1 1 ... tableware No 31 1 0 ... headlamps Yes 32 1 0 ... headlamps Yes 33 1 0 ... headlamps Yes 34 1 0 ... headlamps Yes 35 1 0 ... headlamps Yes 36 1 0 ... headlamps Yes 37 1 0 ... tableware Yes 38 1 1 ... tableware Yes 39 1 1 ... building_windows_float_processed No 40 1 0 ... tableware No 41 1 0 ... building_windows_non_float_processed No [42 rows x 13 columns] Learned Model: Bias Refractive Index Sodium ... Calcium Barium Iron building_windows_float_processed weights -0.315695 -0.384844 -0.690239 ... 0.457315 -1.25677 0.334036 building_windows_non_float_processed weights -1.48218 0.842755 -0.321422 ... -1.33158 -1.10279 0.916838 containers weights -5.7364 -0.961783 -4.60976 ... 3.04221 -0.322633 -2.37954 headlamps weights -11.7886 -1.66243 7.05705 ... 2.68161 5.05675 -2.0374 tableware weights -4.56347 -6.39284 7.38889 ... 3.71629 -12.0469 -6.65988 vehicle_windows_float_processed weights -3.20581 -0.658491 1.45632 ... 0.842193 -0.685715 -0.161201 [6 rows x 10 columns] Number of Test Instances:42 Running Experiment 5 ... Accuracy:60.0% Classifications: Bias Refractive Index ... Predicted Class Prediction Correct? 0 1 0 ... building_windows_non_float_processed No 1 1 0 ... building_windows_float_processed Yes 2 1 0 ... building_windows_non_float_processed No 3 1 1 ... building_windows_float_processed Yes 4 1 1 ... building_windows_float_processed Yes 5 1 1 ... building_windows_float_processed Yes 6 1 0 ... building_windows_float_processed Yes 7 1 1 ... building_windows_float_processed Yes 8 1 1 ... building_windows_float_processed Yes 9 1 1 ... building_windows_float_processed Yes 10 1 0 ... building_windows_float_processed Yes 11 1 0 ... building_windows_float_processed Yes 12 1 1 ... tableware No 13 1 0 ... building_windows_non_float_processed No 14 1 1 ... headlamps No 15 1 0 ... building_windows_non_float_processed Yes 16 1 0 ... building_windows_non_float_processed Yes 17 1 0 ... building_windows_non_float_processed Yes 18 1 0 ... headlamps No 19 1 0 ... building_windows_non_float_processed Yes 20 1 1 ... building_windows_float_processed No 21 1 1 ... building_windows_float_processed No 22 1 0 ... building_windows_non_float_processed Yes 23 1 0 ... building_windows_float_processed No 24 1 1 ... building_windows_float_processed No 25 1 0 ... building_windows_non_float_processed Yes 26 1 0 ... building_windows_non_float_processed Yes 27 1 1 ... building_windows_non_float_processed Yes 28 1 1 ... building_windows_non_float_processed Yes 29 1 1 ... containers Yes 30 1 1 ... building_windows_non_float_processed No 31 1 0 ... headlamps Yes 32 1 0 ... headlamps Yes 33 1 0 ... headlamps Yes 34 1 1 ... building_windows_float_processed No 35 1 1 ... building_windows_non_float_processed No 36 1 1 ... tableware Yes 37 1 0 ... building_windows_non_float_processed No 38 1 1 ... building_windows_non_float_processed No 39 1 0 ... building_windows_float_processed No [40 rows x 13 columns] Learned Model: Bias Refractive Index Sodium ... Calcium Barium Iron building_windows_float_processed weights -0.327299 -0.128303 -0.769353 ... 0.309805 -0.637092 0.141254 building_windows_non_float_processed weights -1.14324 0.784654 -0.230626 ... -1.32758 -1.81534 0.889057 containers weights -7.87005 0.958299 -4.87092 ... 2.87135 1.97894 -6.23198 headlamps weights -12.2457 -1.62523 1.86166 ... 3.8102 11.3992 -5.63586 tableware weights -9.56214 -1.16326 7.84712 ... 1.03341 -10.3299 -5.69466 vehicle_windows_float_processed weights -1.74716 -1.37281 1.0789 ... 0.718569 -0.893786 0.0144213 [6 rows x 10 columns] Number of Test Instances:40 Experiments Completed.