=== Run information === Scheme: weka.classifiers.trees.J48 -C 0.1 -M 2 Relation: satellital_training Instances: 4435 Attributes: 37 b1 b2 b3 b4 b1 b2 b3 b4 b1 b2 b3 b4 b1 b2 b3 b4 b1 b2 b3 b4 b1 b2 b3 b4 b1 b2 b3 b4 b1 b2 b3 b4 b1 b2 b3 b4 Class Test mode: user supplied test set: size unknown (reading incrementally) === Classifier model (full training set) === J48 pruned tree ------------------ b1 <= 76 | b2 <= 60 | | b4 <= 90 | | | b4 <= 92: soil with vegetation stubble (274.0/7.0) | | | b4 > 92 | | | | b2 <= 54: cotton crop (18.0/1.0) | | | | b2 > 54: soil with vegetation stubble (2.0) | | b4 > 90 | | | b3 <= 86 | | | | b3 <= 98 | | | | | b1 <= 60: soil with vegetation stubble (4.0) | | | | | b1 > 60: damp grey soil (2.0) | | | | b3 > 98: cotton crop (5.0) | | | b3 > 86: cotton crop (408.0/5.0) | b2 > 60 | | b4 <= 73 | | | b1 <= 56 | | | | b2 <= 59: soil with vegetation stubble (2.0) | | | | b2 > 59: red soil (47.0) | | | b1 > 56 | | | | b2 <= 81 | | | | | b2 <= 58 | | | | | | b3 <= 77 | | | | | | | b3 <= 70: soil with vegetation stubble (7.0) | | | | | | | b3 > 70 | | | | | | | | b2 <= 54: soil with vegetation stubble (3.0) | | | | | | | | b2 > 54: very damp grey soil (6.0) | | | | | | b3 > 77: soil with vegetation stubble (18.0/1.0) | | | | | b2 > 58 | | | | | | b2 <= 61 | | | | | | | b3 <= 79 | | | | | | | | b4 <= 72: very damp grey soil (14.0/1.0) | | | | | | | | b4 > 72: soil with vegetation stubble (3.0) | | | | | | | b3 > 79 | | | | | | | | b4 <= 76: soil with vegetation stubble (6.0) | | | | | | | | b4 > 76 | | | | | | | | | b2 <= 75: cotton crop (4.0) | | | | | | | | | b2 > 75: damp grey soil (3.0) | | | | | | b2 > 61 | | | | | | | b4 <= 74 | | | | | | | | b4 <= 64: very damp grey soil (550.0/7.0) | | | | | | | | b4 > 64 | | | | | | | | | b2 <= 72 | | | | | | | | | | b4 <= 65: very damp grey soil (22.0/2.0) | | | | | | | | | | b4 > 65 | | | | | | | | | | | b2 <= 63: very damp grey soil (4.0) | | | | | | | | | | | b2 > 63 | | | | | | | | | | | | b1 <= 79: soil with vegetation stubble (22.0/2.0) | | | | | | | | | | | | b1 > 79: very damp grey soil (2.0) | | | | | | | | | b2 > 72 | | | | | | | | | | b4 <= 81: very damp grey soil (186.0/17.0) | | | | | | | | | | b4 > 81: damp grey soil (4.0/1.0) | | | | | | | b4 > 74 | | | | | | | | b1 <= 76 | | | | | | | | | b3 <= 89 | | | | | | | | | | b4 <= 70: very damp grey soil (4.0/1.0) | | | | | | | | | | b4 > 70: soil with vegetation stubble (5.0) | | | | | | | | | b3 > 89 | | | | | | | | | | b4 <= 61: soil with vegetation stubble (2.0) | | | | | | | | | | b4 > 61: damp grey soil (8.0) | | | | | | | | b1 > 76: very damp grey soil (7.0) | | | | b2 > 81 | | | | | b4 <= 65: very damp grey soil (36.0/1.0) | | | | | b4 > 65 | | | | | | b3 <= 68: soil with vegetation stubble (3.0/1.0) | | | | | | b3 > 68 | | | | | | | b1 <= 80 | | | | | | | | b3 <= 85 | | | | | | | | | b2 <= 77: damp grey soil (3.0) | | | | | | | | | b2 > 77 | | | | | | | | | | b2 <= 85: very damp grey soil (20.0/1.0) | | | | | | | | | | b2 > 85 | | | | | | | | | | | b1 <= 76: damp grey soil (4.0) | | | | | | | | | | | b1 > 76: very damp grey soil (5.0/1.0) | | | | | | | | b3 > 85 | | | | | | | | | b4 <= 80 | | | | | | | | | | b3 <= 85 | | | | | | | | | | | b2 <= 88: very damp grey soil (10.0/1.0) | | | | | | | | | | | b2 > 88: damp grey soil (5.0/1.0) | | | | | | | | | | b3 > 85 | | | | | | | | | | | b3 <= 87 | | | | | | | | | | | | b4 <= 70 | | | | | | | | | | | | | b2 <= 77: very damp grey soil (2.0) | | | | | | | | | | | | | b2 > 77 | | | | | | | | | | | | | | b4 <= 72: damp grey soil (20.0/1.0) | | | | | | | | | | | | | | b4 > 72: very damp grey soil (2.0) | | | | | | | | | | | | b4 > 70: very damp grey soil (12.0/1.0) | | | | | | | | | | | b3 > 87 | | | | | | | | | | | | b3 <= 98: damp grey soil (62.0/4.0) | | | | | | | | | | | | b3 > 98: very damp grey soil (6.0/2.0) | | | | | | | | | b4 > 80: very damp grey soil (4.0) | | | | | | | b1 > 80: very damp grey soil (8.0/1.0) | | b4 > 73 | | | b2 <= 64 | | | | b3 <= 96 | | | | | b1 <= 63 | | | | | | b4 <= 74: red soil (3.0/1.0) | | | | | | b4 > 74: soil with vegetation stubble (18.0) | | | | | b1 > 63: very damp grey soil (2.0) | | | | b3 > 96 | | | | | b2 <= 55: cotton crop (36.0/1.0) | | | | | b2 > 55 | | | | | | b1 <= 76 | | | | | | | b1 <= 66: soil with vegetation stubble (10.0/1.0) | | | | | | | b1 > 66: cotton crop (2.0) | | | | | | b1 > 76: grey soil (2.0/1.0) | | | b2 > 64 | | | | b1 <= 71 | | | | | b4 <= 72 | | | | | | b1 <= 63 | | | | | | | b2 <= 64: cotton crop (2.0) | | | | | | | b2 > 64: red soil (14.0) | | | | | | b1 > 63 | | | | | | | b2 <= 75: soil with vegetation stubble (14.0/1.0) | | | | | | | b2 > 75 | | | | | | | | b4 <= 79 | | | | | | | | | b2 <= 83: very damp grey soil (6.0/1.0) | | | | | | | | | b2 > 83: damp grey soil (8.0/1.0) | | | | | | | | b4 > 79: soil with vegetation stubble (2.0/1.0) | | | | | b4 > 72 | | | | | | b2 <= 69 | | | | | | | b1 <= 53 | | | | | | | | b3 <= 102 | | | | | | | | | b2 <= 63: soil with vegetation stubble (2.0) | | | | | | | | | b2 > 63: red soil (11.0/1.0) | | | | | | | | b3 > 102: cotton crop (2.0) | | | | | | | b1 > 53 | | | | | | | | b4 <= 72: cotton crop (2.0) | | | | | | | | b4 > 72: soil with vegetation stubble (20.0/2.0) | | | | | | b2 > 69 | | | | | | | b1 <= 71 | | | | | | | | b1 <= 72: red soil (869.0/20.0) | | | | | | | | b1 > 72 | | | | | | | | | b2 <= 89 | | | | | | | | | | b3 <= 100: very damp grey soil (3.0/1.0) | | | | | | | | | | b3 > 100: soil with vegetation stubble (8.0) | | | | | | | | | b2 > 89: red soil (17.0/1.0) | | | | | | | b1 > 71 | | | | | | | | b2 <= 100 | | | | | | | | | b4 <= 76: damp grey soil (5.0/1.0) | | | | | | | | | b4 > 76 | | | | | | | | | | b4 <= 81 | | | | | | | | | | | b2 <= 94: soil with vegetation stubble (8.0) | | | | | | | | | | | b2 > 94: damp grey soil (3.0) | | | | | | | | | | b4 > 81 | | | | | | | | | | | b4 <= 83: red soil (7.0) | | | | | | | | | | | b4 > 83: soil with vegetation stubble (4.0) | | | | | | | | b2 > 100: red soil (31.0) | | | | b1 > 71 | | | | | b4 <= 88 | | | | | | b3 <= 106 | | | | | | | b3 <= 100 | | | | | | | | b3 <= 83 | | | | | | | | | b4 <= 76: very damp grey soil (3.0/1.0) | | | | | | | | | b4 > 76: soil with vegetation stubble (2.0) | | | | | | | | b3 > 83 | | | | | | | | | b3 <= 84: very damp grey soil (6.0) | | | | | | | | | b3 > 84 | | | | | | | | | | b4 <= 80 | | | | | | | | | | | b2 <= 84 | | | | | | | | | | | | b1 <= 68 | | | | | | | | | | | | | b2 <= 97: damp grey soil (10.0/1.0) | | | | | | | | | | | | | b2 > 97: very damp grey soil (2.0) | | | | | | | | | | | | b1 > 68: very damp grey soil (24.0/3.0) | | | | | | | | | | | b2 > 84 | | | | | | | | | | | | b3 <= 102 | | | | | | | | | | | | | b4 <= 74: damp grey soil (14.0) | | | | | | | | | | | | | b4 > 74 | | | | | | | | | | | | | | b1 <= 79 | | | | | | | | | | | | | | | b4 <= 76: damp grey soil (14.0/2.0) | | | | | | | | | | | | | | | b4 > 76: very damp grey soil (2.0) | | | | | | | | | | | | | | b1 > 79: very damp grey soil (3.0) | | | | | | | | | | | | b3 > 102: very damp grey soil (3.0) | | | | | | | | | | b4 > 80: damp grey soil (7.0) | | | | | | | b3 > 100 | | | | | | | | b1 <= 67: soil with vegetation stubble (2.0/1.0) | | | | | | | | b1 > 67 | | | | | | | | | b2 <= 95: damp grey soil (9.0) | | | | | | | | | b2 > 95: grey soil (4.0/1.0) | | | | | | b3 > 106 | | | | | | | b3 <= 101: very damp grey soil (3.0/1.0) | | | | | | | b3 > 101: grey soil (8.0/1.0) | | | | | b4 > 88 | | | | | | b2 <= 99 | | | | | | | b4 <= 92: red soil (5.0) | | | | | | | b4 > 92: soil with vegetation stubble (10.0/1.0) | | | | | | b2 > 99: red soil (53.0/1.0) b1 > 76 | b2 <= 96 | | b3 <= 100 | | | b3 <= 86: very damp grey soil (14.0) | | | b3 > 86 | | | | b2 <= 63 | | | | | b4 <= 90: grey soil (5.0) | | | | | b4 > 90: soil with vegetation stubble (2.0/1.0) | | | | b2 > 63 | | | | | b3 <= 85 | | | | | | b1 <= 66: grey soil (3.0/1.0) | | | | | | b1 > 66: very damp grey soil (16.0) | | | | | b3 > 85 | | | | | | b3 <= 104 | | | | | | | b3 <= 89 | | | | | | | | b1 <= 78: very damp grey soil (11.0/2.0) | | | | | | | | b1 > 78: damp grey soil (3.0) | | | | | | | b3 > 89 | | | | | | | | b3 <= 96 | | | | | | | | | b2 <= 83: very damp grey soil (2.0) | | | | | | | | | b2 > 83 | | | | | | | | | | b4 <= 81 | | | | | | | | | | | b3 <= 87 | | | | | | | | | | | | b2 <= 88: very damp grey soil (3.0) | | | | | | | | | | | | b2 > 88: damp grey soil (4.0) | | | | | | | | | | | b3 > 87: damp grey soil (81.0/4.0) | | | | | | | | | | b4 > 81: very damp grey soil (4.0/1.0) | | | | | | | | b3 > 96 | | | | | | | | | b3 <= 101 | | | | | | | | | | b3 <= 91: very damp grey soil (2.0) | | | | | | | | | | b3 > 91 | | | | | | | | | | | b3 <= 106: damp grey soil (33.0/3.0) | | | | | | | | | | | b3 > 106: grey soil (2.0) | | | | | | | | | b3 > 101: grey soil (6.0/1.0) | | | | | | b3 > 104 | | | | | | | b4 <= 78: very damp grey soil (3.0) | | | | | | | b4 > 78: grey soil (3.0) | | b3 > 100 | | | b4 <= 94 | | | | b3 <= 94 | | | | | b1 <= 90: very damp grey soil (22.0/2.0) | | | | | b1 > 90: grey soil (2.0/1.0) | | | | b3 > 94 | | | | | b3 <= 93: very damp grey soil (6.0) | | | | | b3 > 93 | | | | | | b4 <= 92 | | | | | | | b4 <= 75: very damp grey soil (2.0) | | | | | | | b4 > 75 | | | | | | | | b1 <= 79 | | | | | | | | | b1 <= 80: very damp grey soil (4.0/1.0) | | | | | | | | | b1 > 80 | | | | | | | | | | b3 <= 98: grey soil (4.0/1.0) | | | | | | | | | | b3 > 98: damp grey soil (3.0) | | | | | | | | b1 > 79: grey soil (45.0/4.0) | | | | | | b4 > 92: damp grey soil (2.0/1.0) | | | b4 > 94 | | | | b1 <= 64: cotton crop (2.0) | | | | b1 > 64: damp grey soil (5.0/1.0) | b2 > 96 | | b1 <= 78 | | | b4 <= 91 | | | | b4 <= 76 | | | | | b2 <= 100: very damp grey soil (7.0/1.0) | | | | | b2 > 100: damp grey soil (3.0) | | | | b4 > 76: grey soil (52.0/4.0) | | | b4 > 91 | | | | b2 <= 102 | | | | | b2 <= 85: grey soil (2.0) | | | | | b2 > 85: soil with vegetation stubble (2.0/1.0) | | | | b2 > 102: red soil (11.0) | | b1 > 78 | | | b4 <= 99: grey soil (882.0/86.0) | | | b4 > 99 | | | | b1 <= 80: red soil (10.0) | | | | b1 > 80: grey soil (33.0/1.0) Number of Leaves : 132 Size of the tree : 263 Time taken to build model: 1.7 seconds === Evaluation on test set === === Summary === Correctly Classified Instances 1730 86.5 % Incorrectly Classified Instances 270 13.5 % Kappa statistic 0.8338 Mean absolute error 0.0559 Root mean squared error 0.2022 Relative absolute error 20.6562 % Root relative squared error 54.8498 % Total Number of Instances 2000 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area Class 0.94 0.039 0.856 0.94 0.896 0.954 grey soil 0.526 0.036 0.634 0.526 0.575 0.839 damp grey soil 0.823 0.017 0.867 0.823 0.844 0.922 soil with vegetation stubble 0.845 0.051 0.836 0.845 0.84 0.92 very damp grey soil 0.969 0.005 0.96 0.969 0.964 0.98 cotton crop 0.948 0.017 0.944 0.948 0.946 0.97 red soil === Confusion Matrix === a b c d e f <-- classified as 373 13 2 6 0 3 | a = grey soil 41 111 4 53 1 1 | b = damp grey soil 3 1 195 15 6 17 | c = soil with vegetation stubble 13 45 11 397 0 4 | d = very damp grey soil 1 3 0 2 217 1 | e = cotton crop 5 2 13 2 2 437 | f = red soil