Running Experiment 1 ... Accuracy:80.0% Classifications: Instance ID date plant-stand precip temp ... shriveling roots Actual Class Predicted Class Prediction Correct? 0 4 1 0 0 0 ... 0 0 D1 D1 Yes 1 10 1 0 0 0 ... 0 0 D1 D1 Yes 2 20 1 0 0 1 ... 0 0 D2 D2 Yes 3 12 1 0 0 0 ... 0 0 D2 D2 Yes 4 26 1 0 0 0 ... 0 0 D3 D1 No 5 28 0 0 0 0 ... 0 1 D3 D4 No 6 34 0 0 0 0 ... 0 1 D4 D4 Yes 7 41 0 0 0 0 ... 0 1 D4 D4 Yes 8 31 0 0 0 0 ... 0 1 D4 D4 Yes 9 42 0 0 0 0 ... 0 1 D4 D4 Yes [10 rows x 39 columns] Learned Model (Likelihood Table): 0 date0D1 0.230769 date1D1 0.384615 date0D2 0.250000 date1D2 0.750000 date0D3 1.000000 date1D3 0.000000 date0D4 1.000000 date1D4 0.000000 plant-stand0D1 0.615385 plant-stand0D2 1.000000 plant-stand0D3 1.000000 plant-stand0D4 1.000000 precip0D1 0.615385 precip0D2 1.000000 precip0D3 1.000000 precip0D4 1.000000 temp0D1 0.615385 temp1D1 0.000000 temp0D2 0.375000 temp1D2 0.625000 temp0D3 1.000000 temp1D3 0.000000 temp0D4 1.000000 temp1D4 0.000000 hail0D1 0.538462 hail1D1 0.076923 hail0D2 0.375000 hail1D2 0.625000 hail0D3 0.875000 hail1D3 0.125000 ... ... fruit0D3 1.000000 fruit0D4 1.000000 seed0D1 0.615385 seed0D2 1.000000 seed0D3 1.000000 seed0D4 1.000000 mold-growth0D1 0.615385 mold-growth0D2 1.000000 mold-growth0D3 1.000000 mold-growth0D4 1.000000 seed-discolor0D1 0.615385 seed-discolor0D2 1.000000 seed-discolor0D3 1.000000 seed-discolor0D4 1.000000 seed-size0D1 0.615385 seed-size0D2 1.000000 seed-size0D3 1.000000 seed-size0D4 1.000000 shriveling0D1 0.615385 shriveling0D2 1.000000 shriveling0D3 1.000000 shriveling0D4 1.000000 roots0D1 0.615385 roots1D1 0.000000 roots0D2 1.000000 roots1D2 0.000000 roots0D3 1.000000 roots1D3 0.000000 roots0D4 0.000000 roots1D4 1.000000 [204 rows x 1 columns] Number of Test Instances:10 Running Experiment 2 ... Accuracy:100.0% Classifications: Instance ID date plant-stand precip temp ... shriveling roots Actual Class Predicted Class Prediction Correct? 0 8 0 0 0 0 ... 0 0 D1 D1 Yes 1 6 1 0 0 0 ... 0 0 D1 D1 Yes 2 19 1 0 0 1 ... 0 0 D2 D2 Yes 3 13 1 0 0 1 ... 0 0 D2 D2 Yes 4 30 0 0 0 0 ... 0 0 D3 D3 Yes 5 29 0 0 0 0 ... 0 0 D3 D3 Yes 6 35 0 0 0 0 ... 0 1 D4 D4 Yes 7 43 0 0 0 0 ... 0 1 D4 D4 Yes 8 37 0 0 0 0 ... 0 1 D4 D4 Yes 9 40 0 0 0 0 ... 0 1 D4 D4 Yes [10 rows x 39 columns] Learned Model (Likelihood Table): 0 date1D1 0.461538 date0D1 0.153846 date1D2 0.750000 date0D2 0.250000 date1D3 0.125000 date0D3 0.875000 date1D4 0.000000 date0D4 1.000000 plant-stand0D1 0.615385 plant-stand0D2 1.000000 plant-stand0D3 1.000000 plant-stand0D4 1.000000 precip0D1 0.615385 precip0D2 1.000000 precip0D3 1.000000 precip0D4 1.000000 temp0D1 0.615385 temp1D1 0.000000 temp0D2 0.500000 temp1D2 0.500000 temp0D3 1.000000 temp1D3 0.000000 temp0D4 1.000000 temp1D4 0.000000 hail0D1 0.538462 hail1D1 0.076923 hail0D2 0.250000 hail1D2 0.750000 hail0D3 0.875000 hail1D3 0.125000 ... ... fruit0D3 1.000000 fruit0D4 1.000000 seed0D1 0.615385 seed0D2 1.000000 seed0D3 1.000000 seed0D4 1.000000 mold-growth0D1 0.615385 mold-growth0D2 1.000000 mold-growth0D3 1.000000 mold-growth0D4 1.000000 seed-discolor0D1 0.615385 seed-discolor0D2 1.000000 seed-discolor0D3 1.000000 seed-discolor0D4 1.000000 seed-size0D1 0.615385 seed-size0D2 1.000000 seed-size0D3 1.000000 seed-size0D4 1.000000 shriveling0D1 0.615385 shriveling0D2 1.000000 shriveling0D3 1.000000 shriveling0D4 1.000000 roots0D1 0.615385 roots1D1 0.000000 roots0D2 1.000000 roots1D2 0.000000 roots0D3 0.875000 roots1D3 0.125000 roots0D4 0.000000 roots1D4 1.000000 [204 rows x 1 columns] Number of Test Instances:10 Running Experiment 3 ... Accuracy:88.88888888888889% Classifications: Instance ID date plant-stand precip temp ... shriveling roots Actual Class Predicted Class Prediction Correct? 0 5 1 0 0 0 ... 0 0 D1 D1 Yes 1 9 1 0 0 0 ... 0 0 D1 D1 Yes 2 17 0 0 0 0 ... 0 0 D2 D2 Yes 3 14 1 0 0 0 ... 0 0 D2 D2 Yes 4 25 0 0 0 0 ... 0 0 D3 D3 Yes 5 23 0 0 0 0 ... 0 0 D3 D3 Yes 6 44 0 0 0 0 ... 0 1 D4 D1 No 7 33 0 0 0 0 ... 0 1 D4 D4 Yes 8 45 0 0 0 0 ... 0 1 D4 D4 Yes [9 rows x 39 columns] Learned Model (Likelihood Table): 0 date1D1 0.357143 date0D1 0.214286 date1D2 0.875000 date0D2 0.125000 date1D3 0.125000 date0D3 0.875000 date1D4 0.000000 date0D4 1.000000 plant-stand0D1 0.571429 plant-stand0D2 1.000000 plant-stand0D3 1.000000 plant-stand0D4 1.000000 precip0D1 0.571429 precip0D2 1.000000 precip0D3 1.000000 precip0D4 1.000000 temp0D1 0.571429 temp1D1 0.000000 temp0D2 0.250000 temp1D2 0.750000 temp0D3 1.000000 temp1D3 0.000000 temp0D4 1.000000 temp1D4 0.000000 hail0D1 0.500000 hail1D1 0.071429 hail0D2 0.375000 hail1D2 0.625000 hail0D3 0.750000 hail1D3 0.250000 ... ... fruit0D3 1.000000 fruit0D4 1.000000 seed0D1 0.571429 seed0D2 1.000000 seed0D3 1.000000 seed0D4 1.000000 mold-growth0D1 0.571429 mold-growth0D2 1.000000 mold-growth0D3 1.000000 mold-growth0D4 1.000000 seed-discolor0D1 0.571429 seed-discolor0D2 1.000000 seed-discolor0D3 1.000000 seed-discolor0D4 1.000000 seed-size0D1 0.571429 seed-size0D2 1.000000 seed-size0D3 1.000000 seed-size0D4 1.000000 shriveling0D1 0.571429 shriveling0D2 1.000000 shriveling0D3 1.000000 shriveling0D4 1.000000 roots0D1 0.571429 roots1D1 0.000000 roots0D2 1.000000 roots1D2 0.000000 roots0D3 0.875000 roots1D3 0.125000 roots0D4 0.000000 roots1D4 1.000000 [204 rows x 1 columns] Number of Test Instances:9 Running Experiment 4 ... Accuracy:100.0% Classifications: Instance ID date plant-stand precip temp ... shriveling roots Actual Class Predicted Class Prediction Correct? 0 7 0 0 0 0 ... 0 0 D1 D1 Yes 1 2 1 0 0 0 ... 0 0 D1 D1 Yes 2 11 1 0 0 1 ... 0 0 D2 D2 Yes 3 15 0 0 0 1 ... 0 0 D2 D2 Yes 4 21 0 0 0 0 ... 0 0 D3 D3 Yes 5 24 0 0 0 0 ... 0 0 D3 D3 Yes 6 36 0 0 0 0 ... 0 1 D4 D4 Yes 7 39 0 0 0 0 ... 0 1 D4 D4 Yes 8 38 0 0 0 0 ... 0 1 D4 D4 Yes [9 rows x 39 columns] Learned Model (Likelihood Table): 0 date1D1 0.428571 date0D1 0.142857 date1D2 0.875000 date0D2 0.125000 date1D3 0.125000 date0D3 0.875000 date1D4 0.000000 date0D4 1.000000 plant-stand0D1 0.571429 plant-stand0D2 1.000000 plant-stand0D3 1.000000 plant-stand0D4 1.000000 precip0D1 0.571429 precip0D2 1.000000 precip0D3 1.000000 precip0D4 1.000000 temp0D1 0.571429 temp1D1 0.000000 temp0D2 0.500000 temp1D2 0.500000 temp0D3 1.000000 temp1D3 0.000000 temp0D4 1.000000 temp1D4 0.000000 hail0D1 0.500000 hail1D1 0.071429 hail0D2 0.500000 hail1D2 0.500000 hail0D3 0.750000 hail1D3 0.250000 ... ... fruit0D3 1.000000 fruit0D4 1.000000 seed0D1 0.571429 seed0D2 1.000000 seed0D3 1.000000 seed0D4 1.000000 mold-growth0D1 0.571429 mold-growth0D2 1.000000 mold-growth0D3 1.000000 mold-growth0D4 1.000000 seed-discolor0D1 0.571429 seed-discolor0D2 1.000000 seed-discolor0D3 1.000000 seed-discolor0D4 1.000000 seed-size0D1 0.571429 seed-size0D2 1.000000 seed-size0D3 1.000000 seed-size0D4 1.000000 shriveling0D1 0.571429 shriveling0D2 1.000000 shriveling0D3 1.000000 shriveling0D4 1.000000 roots0D1 0.571429 roots1D1 0.000000 roots0D2 1.000000 roots1D2 0.000000 roots0D3 0.875000 roots1D3 0.125000 roots0D4 0.000000 roots1D4 1.000000 [204 rows x 1 columns] Number of Test Instances:9 Running Experiment 5 ... Accuracy:100.0% Classifications: Instance ID date plant-stand precip temp ... shriveling roots Actual Class Predicted Class Prediction Correct? 0 1 1 0 0 0 ... 0 0 D1 D1 Yes 1 3 0 0 0 0 ... 0 0 D1 D1 Yes 2 18 1 0 0 1 ... 0 0 D2 D2 Yes 3 16 1 0 0 0 ... 0 0 D2 D2 Yes 4 22 0 0 0 0 ... 0 0 D3 D3 Yes 5 27 0 0 0 0 ... 0 0 D3 D3 Yes 6 47 0 0 0 0 ... 0 1 D4 D4 Yes 7 46 0 0 0 0 ... 0 1 D4 D4 Yes 8 32 0 0 0 0 ... 0 1 D4 D4 Yes [9 rows x 39 columns] Learned Model (Likelihood Table): 0 date1D1 0.428571 date0D1 0.142857 date1D2 0.750000 date0D2 0.250000 date1D3 0.125000 date0D3 0.875000 date1D4 0.000000 date0D4 1.000000 plant-stand0D1 0.571429 plant-stand0D2 1.000000 plant-stand0D3 1.000000 plant-stand0D4 1.000000 precip0D1 0.571429 precip0D2 1.000000 precip0D3 1.000000 precip0D4 1.000000 temp0D1 0.571429 temp1D1 0.000000 temp0D2 0.375000 temp1D2 0.625000 temp0D3 1.000000 temp1D3 0.000000 temp0D4 1.000000 temp1D4 0.000000 hail0D1 0.571429 hail1D1 0.000000 hail0D2 0.500000 hail1D2 0.500000 hail0D3 0.750000 hail1D3 0.250000 ... ... fruit0D3 1.000000 fruit0D4 1.000000 seed0D1 0.571429 seed0D2 1.000000 seed0D3 1.000000 seed0D4 1.000000 mold-growth0D1 0.571429 mold-growth0D2 1.000000 mold-growth0D3 1.000000 mold-growth0D4 1.000000 seed-discolor0D1 0.571429 seed-discolor0D2 1.000000 seed-discolor0D3 1.000000 seed-discolor0D4 1.000000 seed-size0D1 0.571429 seed-size0D2 1.000000 seed-size0D3 1.000000 seed-size0D4 1.000000 shriveling0D1 0.571429 shriveling0D2 1.000000 shriveling0D3 1.000000 shriveling0D4 1.000000 roots0D1 0.571429 roots1D1 0.000000 roots0D2 1.000000 roots1D2 0.000000 roots0D3 0.875000 roots1D3 0.125000 roots0D4 0.000000 roots1D4 1.000000 [204 rows x 1 columns] Number of Test Instances:9 Experiments Completed.