Running Experiment 1 ... Accuracy:100.0% Classifications: Bias date plant-stand precip temp hail ... seed-size shriveling roots Actual Class Predicted Class Prediction Correct? 0 1 0 0 0 0 0 ... 0 0 0 D1 D1 Yes 1 1 1 0 0 0 0 ... 0 0 0 D1 D1 Yes 2 1 1 0 0 0 1 ... 0 0 0 D2 D2 Yes 3 1 1 0 0 1 1 ... 0 0 0 D2 D2 Yes 4 1 0 0 0 0 0 ... 0 0 0 D3 D3 Yes 5 1 0 0 0 0 0 ... 0 0 0 D3 D3 Yes 6 1 0 0 0 0 1 ... 0 0 1 D4 D4 Yes 7 1 0 0 0 0 1 ... 0 0 1 D4 D4 Yes 8 1 0 0 0 0 0 ... 0 0 1 D4 D4 Yes 9 1 0 0 0 0 0 ... 0 0 1 D4 D4 Yes [10 rows x 39 columns] Learned Model: Bias date plant-stand precip ... seed-discolor seed-size shriveling roots D1 weights -3.53096 1.63952 0.00358965 0.00659354 ... 0.00282502 0.00583594 -0.0011526 -4.63345 D2 weights -3.97276 0.901715 -0.00153345 -0.00294596 ... 0.00165488 -0.00719497 -0.00929029 -2.76335 D3 weights 6.99609 -1.48589 -0.00341283 0.00216707 ... 0.00112373 0.00249537 0.00251504 -7.16516 D4 weights -8.86598 -2.53682 0.00889863 -0.00102797 ... 0.00251649 0.00478783 -0.00462677 8.99514 [4 rows x 36 columns] Number of Test Instances:10 Running Experiment 2 ... Accuracy:90.0% Classifications: Bias date plant-stand precip temp hail ... seed-size shriveling roots Actual Class Predicted Class Prediction Correct? 0 1 1 0 0 0 0 ... 0 0 0 D1 D1 Yes 1 1 0 0 0 0 0 ... 0 0 0 D1 D1 Yes 2 1 0 0 0 0 0 ... 0 0 0 D2 D2 Yes 3 1 0 0 0 1 1 ... 0 0 0 D2 D2 Yes 4 1 0 0 0 0 0 ... 0 0 1 D3 D4 No 5 1 1 0 0 0 1 ... 0 0 0 D3 D3 Yes 6 1 0 0 0 0 0 ... 0 0 1 D4 D4 Yes 7 1 0 0 0 0 1 ... 0 0 1 D4 D4 Yes 8 1 0 0 0 0 0 ... 0 0 1 D4 D4 Yes 9 1 0 0 0 0 0 ... 0 0 1 D4 D4 Yes [10 rows x 39 columns] Learned Model: Bias date plant-stand precip ... seed-discolor seed-size shriveling roots D1 weights -4.22834 2.11292 0.00906066 -0.00169099 ... 0.00729628 -0.00567012 -9.01972e-05 -4.39078 D2 weights -4.44686 1.62695 0.00512652 0.00393998 ... -0.0067724 -0.00733091 0.00957309 -2.35007 D3 weights 2.60457 -3.25381 -0.00816884 -0.00637556 ... 0.00152989 -0.00540683 -0.00729111 -9.06923 D4 weights -3.59419 -2.54854 0.000947782 0.00222695 ... 0.000338296 0.00729839 0.00185035 10.66 [4 rows x 36 columns] Number of Test Instances:10 Running Experiment 3 ... Accuracy:100.0% Classifications: Bias date plant-stand precip temp hail ... seed-size shriveling roots Actual Class Predicted Class Prediction Correct? 0 1 1 0 0 0 0 ... 0 0 0 D1 D1 Yes 1 1 1 0 0 0 1 ... 0 0 0 D1 D1 Yes 2 1 1 0 0 0 1 ... 0 0 0 D2 D2 Yes 3 1 1 0 0 1 1 ... 0 0 0 D2 D2 Yes 4 1 0 0 0 0 1 ... 0 0 0 D3 D3 Yes 5 1 0 0 0 0 0 ... 0 0 0 D3 D3 Yes 6 1 0 0 0 0 0 ... 0 0 1 D4 D4 Yes 7 1 0 0 0 0 0 ... 0 0 1 D4 D4 Yes 8 1 0 0 0 0 0 ... 0 0 1 D4 D4 Yes [9 rows x 39 columns] Learned Model: Bias date plant-stand precip ... seed-discolor seed-size shriveling roots D1 weights -4.34837 1.24215 0.00258668 -0.00739534 ... -0.00510033 0.00141538 0.0033698 -4.46235 D2 weights -4.52726 1.10385 -0.00790566 -0.00372657 ... -0.00433419 -8.70609e-05 -0.00842663 -2.81522 D3 weights 7.67348 -0.972629 0.00637366 -0.00528854 ... -0.00512851 -0.00474684 0.00748989 -7.95889 D4 weights -9.15997 -2.18743 0.00627167 0.00404714 ... -0.00207703 0.00107344 0.00971784 9.35212 [4 rows x 36 columns] Number of Test Instances:9 Running Experiment 4 ... Accuracy:88.88888888888889% Classifications: Bias date plant-stand precip temp hail ... seed-size shriveling roots Actual Class Predicted Class Prediction Correct? 0 1 1 0 0 0 0 ... 0 0 0 D1 D1 Yes 1 1 1 0 0 0 0 ... 0 0 0 D1 D1 Yes 2 1 1 0 0 0 0 ... 0 0 0 D2 D2 Yes 3 1 1 0 0 1 1 ... 0 0 0 D2 D2 Yes 4 1 0 0 0 0 0 ... 0 0 0 D3 D3 Yes 5 1 0 0 0 0 0 ... 0 0 0 D3 D4 No 6 1 0 0 0 0 1 ... 0 0 1 D4 D4 Yes 7 1 0 0 0 0 1 ... 0 0 1 D4 D4 Yes 8 1 0 0 0 0 0 ... 0 0 1 D4 D4 Yes [9 rows x 39 columns] Learned Model: Bias date plant-stand precip ... seed-discolor seed-size shriveling roots D1 weights -3.7182 1.37243 0.00617649 0.00136182 ... 0.000723981 -0.0050944 0.0030483 -4.88976 D2 weights -4.34712 0.991693 0.00534631 0.00832155 ... -0.00567249 -0.00155174 -0.00704699 -2.81462 D3 weights 4.53103 -1.56429 -0.00609393 -0.00729692 ... -0.00840343 -0.00691758 -0.00925601 -4.71322 D4 weights -7.68225 -2.99617 0.00337568 -0.00636371 ... -0.00424718 -0.00631117 0.00981188 7.84077 [4 rows x 36 columns] Number of Test Instances:9 Running Experiment 5 ... Accuracy:100.0% Classifications: Bias date plant-stand precip temp hail ... seed-size shriveling roots Actual Class Predicted Class Prediction Correct? 0 1 0 0 0 0 0 ... 0 0 0 D1 D1 Yes 1 1 1 0 0 0 0 ... 0 0 0 D1 D1 Yes 2 1 1 0 0 1 0 ... 0 0 0 D2 D2 Yes 3 1 1 0 0 1 0 ... 0 0 0 D2 D2 Yes 4 1 0 0 0 0 0 ... 0 0 0 D3 D3 Yes 5 1 0 0 0 0 0 ... 0 0 0 D3 D3 Yes 6 1 0 0 0 0 1 ... 0 0 1 D4 D4 Yes 7 1 0 0 0 0 0 ... 0 0 1 D4 D4 Yes 8 1 0 0 0 0 0 ... 0 0 1 D4 D4 Yes [9 rows x 39 columns] Learned Model: Bias date plant-stand precip ... seed-discolor seed-size shriveling roots D1 weights -3.78239 2.11002 -0.000575251 0.00860882 ... 0.00281093 -0.00294589 -0.00733129 -4.45929 D2 weights -4.64986 1.06568 0.00451574 0.00337396 ... -0.0077334 0.00797036 0.00617735 -2.7188 D3 weights 6.17716 -1.11478 0.00547386 0.000228225 ... 0.00436651 0.00314206 -0.0079229 -6.28157 D4 weights -8.17977 -3.11341 -0.0064655 -0.00281831 ... 0.0043997 0.00892182 0.00237439 8.28889 [4 rows x 36 columns] Number of Test Instances:9 Experiments Completed.