%Dataset from: http://www.agnostic.inf.ethz.ch/datasets.php % %Modified by TunedIT (converted to ARFF format) % % %SYLVA is the ecology database % % %The task of SYLVA is to classify forest cover types. The forest cover type for 30 x 30 meter cells is obtained from US Forest Service (USFS) Region 2 Resource Information System (RIS) data. We brought it back to a two-class classification problem (classifying Ponderosa pine vs. everything else). The "agnostic learning track" data consists in 216 input variables. Each pattern is composed of 4 records: 2 true records matching the target and 2 records picked at random. Thus 1/2 of the features are distracters. The "prior knowledge track" data is identical to the "agnostic learning track" data, except that the distracters are removed and the identity of the features is revealed. For that track, the forest cover original ids are revealed for training data. % %Data type: non-sparse %Number of features: 108 %Number of examples and check-sums: % Pos_ex Neg_ex Tot_ex Check_sum %Train 805 12281 13086 118996108.00 %Valid 81 1228 1309 11904801.00 % % @relation SYLVA @attribute Elevation integer @attribute Aspect integer @attribute Slope integer @attribute Horizontal_Distance_To_Hydrology integer @attribute Vertical_Distance_To_Hydrology integer @attribute Horizontal_Distance_To_Roadways integer @attribute Hillshade_9am integer @attribute Hillshade_Noon integer @attribute Hillshade_3pm integer @attribute Horizontal_Distance_To_Fire_Points integer @attribute Rawah_Wilderness_Area integer @attribute Neota_Wilderness_Area integer @attribute Comanche_Peak_Wilderness_Area integer @attribute Cache_la_Poudre_Wilderness_Area integer @attribute Soil_Type_1 integer @attribute Soil_Type_2 integer @attribute Soil_Type_3 integer @attribute Soil_Type_4 integer @attribute Soil_Type_5 integer @attribute Soil_Type_6 integer @attribute Soil_Type_7 integer @attribute Soil_Type_8 integer @attribute Soil_Type_9 integer @attribute Soil_Type_10 integer @attribute Soil_Type_11 integer @attribute Soil_Type_12 integer @attribute Soil_Type_13 integer @attribute Soil_Type_14 integer @attribute Soil_Type_15 integer @attribute Soil_Type_16 integer @attribute Soil_Type_17 integer @attribute Soil_Type_18 integer @attribute Soil_Type_19 integer @attribute Soil_Type_20 integer @attribute Soil_Type_21 integer @attribute Soil_Type_22 integer @attribute Soil_Type_23 integer @attribute Soil_Type_24 integer @attribute Soil_Type_25 integer @attribute Soil_Type_26 integer @attribute Soil_Type_27 integer @attribute Soil_Type_28 integer @attribute Soil_Type_29 integer @attribute Soil_Type_30 integer @attribute Soil_Type_31 integer @attribute Soil_Type_32 integer @attribute Soil_Type_33 integer @attribute Soil_Type_34 integer @attribute Soil_Type_35 integer @attribute Soil_Type_36 integer @attribute Soil_Type_37 integer @attribute Soil_Type_38 integer @attribute Soil_Type_39 integer @attribute Soil_Type_40 integer @attribute dup_Elevation integer @attribute dup_Aspect integer @attribute dup_Slope integer @attribute dup_Horizontal_Distance_To_Hydrology integer @attribute dup_Vertical_Distance_To_Hydrology integer @attribute dup_Horizontal_Distance_To_Roadways integer @attribute dup_Hillshade_9am integer @attribute dup_Hillshade_Noon integer @attribute dup_Hillshade_3pm integer @attribute dup_Horizontal_Distance_To_Fire_Points integer @attribute dup_Rawah_Wilderness_Area integer @attribute dup_Neota_Wilderness_Area integer @attribute dup_Comanche_Peak_Wilderness_Area integer @attribute dup_Cache_la_Poudre_Wilderness_Area integer @attribute dup_Soil_Type_1 integer @attribute dup_Soil_Type_2 integer @attribute dup_Soil_Type_3 integer @attribute dup_Soil_Type_4 integer @attribute dup_Soil_Type_5 integer @attribute dup_Soil_Type_6 integer @attribute dup_Soil_Type_7 integer @attribute dup_Soil_Type_8 integer @attribute dup_Soil_Type_9 integer @attribute dup_Soil_Type_10 integer @attribute dup_Soil_Type_11 integer @attribute dup_Soil_Type_12 integer @attribute dup_Soil_Type_13 integer @attribute dup_Soil_Type_14 integer @attribute dup_Soil_Type_15 integer @attribute dup_Soil_Type_16 integer @attribute dup_Soil_Type_17 integer @attribute dup_Soil_Type_18 integer @attribute dup_Soil_Type_19 integer @attribute dup_Soil_Type_20 integer @attribute dup_Soil_Type_21 integer @attribute dup_Soil_Type_22 integer @attribute dup_Soil_Type_23 integer @attribute dup_Soil_Type_24 integer @attribute dup_Soil_Type_25 integer @attribute dup_Soil_Type_26 integer @attribute dup_Soil_Type_27 integer @attribute dup_Soil_Type_28 integer @attribute dup_Soil_Type_29 integer @attribute dup_Soil_Type_30 integer @attribute dup_Soil_Type_31 integer @attribute dup_Soil_Type_32 integer @attribute dup_Soil_Type_33 integer @attribute dup_Soil_Type_34 integer @attribute dup_Soil_Type_35 integer @attribute dup_Soil_Type_36 integer @attribute dup_Soil_Type_37 integer @attribute dup_Soil_Type_38 integer @attribute dup_Soil_Type_39 integer @attribute dup_Soil_Type_40 integer @attribute label {-1,1} @data 495,42,136,251,290,294,834,869,574,247,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,652,913,151,577,337,220,771,897,676,360,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,-1 529,916,151,21,228,679,771,897,673,260,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,525,150,91,77,227,686,881,893,543,552,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-1 672,624,76,21,223,704,838,964,665,42,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,403,258,242,43,214,142,960,838,370,295,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,-1 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