Running depth=1 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.6249802762830571 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.6249802762830571 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d1_b0.json Running depth=1 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.6249802762830571 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.6249802762830571 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d1_b1.json Running depth=1 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.6249802762830571 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.6249802762830571 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d1_b3.json Running depth=2 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.6329657127591488 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.6329657127591488 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d2_b0.json Running depth=2 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.6329657127591488 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.632965582569598 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d2_b1.json Running depth=2 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.6329657127591488 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.632991490290203 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d2_b3.json Running depth=3 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.6770542739406867 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.6770542739406867 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d3_b0.json Running depth=3 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.6770542739406867 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.6770412549856089 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d3_b1.json Running depth=3 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.6770542739406867 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.6785083610333301 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d3_b3.json Running depth=4 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.7785798611346175 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.7785798611346175 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d4_b0.json Running depth=4 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.7785798611346175 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.7762147075656273 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d4_b1.json Running depth=4 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.7785798611346175 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.7764365505601536 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d4_b3.json Running depth=5 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.8410252791654538 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.8410252791654538 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d5_b0.json Running depth=5 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.8410252791654538 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.834092425207405 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d5_b1.json Running depth=5 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.8410252791654538 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.772544924508287 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d5_b3.json Running depth=6 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.8646269522574087 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.8646269522574087 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d6_b0.json Running depth=6 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.8646269522574087 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.8576925360247506 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d6_b1.json Running depth=6 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.8646269522574087 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.794651761178205 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d6_b3.json Running depth=7 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.8806056365826389 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.8806056365826389 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d7_b0.json Running depth=7 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.8806056365826389 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.8736095105029118 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d7_b1.json Running depth=7 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.8806056365826389 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.7695685309983924 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d7_b3.json Running depth=8 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.8930218140403702 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.8930218140403702 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d8_b0.json Running depth=8 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.8930218140403702 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.8853817704424934 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d8_b1.json Running depth=8 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.8930218140403702 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.7773965683075931 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d8_b3.json Running depth=9 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.9065990219119429 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.9065990219119429 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d9_b0.json Running depth=9 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.9065990219119429 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.8971600191014109 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d9_b1.json Running depth=9 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.9065990219119429 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.7901483744272311 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d9_b3.json Running depth=10 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.9131070673658019 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.9131070673658019 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d10_b0.json Running depth=10 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.9131070673658019 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.9012124292484887 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d10_b1.json Running depth=10 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.9131070673658019 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.7823837394292594 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d10_b3.json Running depth=11 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.9167131877328115 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.9167131877328115 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d11_b0.json Running depth=11 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.9167131877328115 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.9033505322409215 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d11_b1.json Running depth=11 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.9167131877328115 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.7834850128392935 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d11_b3.json Running depth=12 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.9190772997853955 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.9190772997853955 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d12_b0.json Running depth=12 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.9190772997853955 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.9050692946902973 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d12_b1.json Running depth=12 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.9190772997853955 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.7733082258445005 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d12_b3.json Running depth=13 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.9210431620021486 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.9210431620021486 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d13_b0.json Running depth=13 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.9210431620021486 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.9069113466442602 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d13_b1.json Running depth=13 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.9210431620021486 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.7656775558942799 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d13_b3.json Running depth=14 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.9232170671210456 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.9232170671210456 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d14_b0.json Running depth=14 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.9232169369314948 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.9071005120615411 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d14_b1.json Running depth=14 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.9232170671210456 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.7649352150757417 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d14_b3.json Running depth=15 bits=0 dataset size: 7681108 train accuracy (before nudging): 0.9249752770043072 nudging enabled, removed bottom 0 bit(s) per threshold train accuracy (after nudging): 0.9249752770043072 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d15_b0.json Running depth=15 bits=1 dataset size: 7681108 train accuracy (before nudging): 0.9249752770043072 nudging enabled, removed bottom 1 bit(s) per threshold train accuracy (after nudging): 0.908089692268355 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d15_b1.json Running depth=15 bits=3 dataset size: 7681108 train accuracy (before nudging): 0.9249752770043072 nudging enabled, removed bottom 3 bit(s) per threshold train accuracy (after nudging): 0.762985496363285 Wrote tree to C:\Users\jaipa\CS\cs216\IdealRMT-DecisionTrees\run\results\tree\tree_d15_b3.json All runs complete Press any key to continue . . .