3.608765 -6.889714 9.690143 Here are the attributes of interest: t_cos pct_cos This is for Naoko: L1: Is pct_cos > -0.983919? (yes=L2 and no=L3) L2: Is t_cos > 0.290866? (yes=L4 and no=L5) L4: Is t_cos1 > 0.965049? (yes=L6 and no=L7) L6: Is t_cos2 > 0.983537? (yes=L8 and no=L9) L8: Is pct_cos2 > -0.966227? (yes=L10 and no=L11) L10: bending_no = 37 L11: bending_no = 217 bending_yes = 50 L9: Is pct_cos2 > -0.958472? (yes=L12 and no=L13) L12: bending_no = 31 bending_yes = 6 L13: bending_yes = 106 bending_no = 106 L7: Is pct_cos1 > -0.624695? (yes=L14 and no=L15) L14: Is t_cos2 > 0.491757? (yes=L16 and no=L17) L16: bending_yes = 22 bending_no = 33 L17: bending_yes = 39 bending_no = 8 L15: Is t_cos2 > 0.945078? (yes=L18 and no=L19) L18: bending_yes = 95 bending_no = 31 L19: bending_yes = 308 bending_no = 13 L5: bending_no = 227 L3: Is pct_cos3 > -0.991113? (yes=L20 and no=L21) L20: Is pct_cos4 > -0.981838? (yes=L22 and no=L23) L22: Is t_cos > 0.997633? (yes=L24 and no=L25) L24: bending_no = 22 L25: Is t_cos1 > 0.996675? (yes=L26 and no=L27) L26: bending_yes = 3 L27: bending_yes = 25 bending_no = 86 L23: Is t_cos > 0.993144? (yes=L28 and no=L29) L28: Is t_cos2 > 0.994803? (yes=L30 and no=L31) L30: bending_no = 192 bending_yes = 15 L31: bending_no = 27 bending_yes = 20 L29: Is t_cos3 > 0.99116? (yes=L32 and no=L33) L32: bending_no = 62 L33: bending_no = 218 bending_yes = 10 L21: Is t_cos > 0.998169? (yes=L34 and no=L35) L34: bending_no = 816 L35: Is t_cos4 > 0.993126? (yes=L36 and no=L37) L36: Is t_cos1 > 0.995948? (yes=L38 and no=L39) L38: bending_no = 703 bending_yes = 10 L39: bending_no = 395 bending_yes = 28 L37: bending_no = 692 Training set error: 0.0739308 L1: Is pct_cos > -0.983826? (yes=L2 and no=L3) L2: Is t_cos > 0.290866? (yes=L4 and no=L5) L4: Is t_cos1 > 0.96527? (yes=L6 and no=L7) L6: Is t_cos4 > 0.983537? (yes=L8 and no=L9) L8: Is pct_cos3 > -0.965875? (yes=L10 and no=L11) L10: bending_no = 31 L11: bending_no = 207 bending_yes = 52 L9: Is pct_cos4 > -0.989115? (yes=L12 and no=L13) L12: bending_yes = 96 bending_no = 103 L13: bending_no = 12 L7: Is pct_cos4 > -0.624695? (yes=L14 and no=L15) L14: Is t_cos2 > 0.45796? (yes=L16 and no=L17) L16: bending_no = 36 bending_yes = 24 L17: bending_yes = 29 bending_no = 1 L15: Is t_cos2 > 0.945078? (yes=L18 and no=L19) L18: bending_yes = 83 bending_no = 25 L19: bending_yes = 279 bending_no = 11 L5: bending_no = 205 L3: Is pct_cos3 > -0.991113? (yes=L20 and no=L21) L20: Is pct_cos4 > -0.981838? (yes=L22 and no=L23) L22: Is t_cos > 0.997633? (yes=L24 and no=L25) L24: bending_no = 21 L25: Is t_cos1 > 0.996675? (yes=L26 and no=L27) L26: bending_yes = 3 L27: bending_no = 79 bending_yes = 24 L23: Is t_cos > 0.991837? (yes=L28 and no=L29) L28: Is t_cos4 > 0.994503? (yes=L30 and no=L31) L30: bending_no = 169 bending_yes = 13 L31: bending_no = 61 bending_yes = 21 L29: Is t_cos4 > 0.989765? (yes=L32 and no=L33) L32: bending_no = 72 L33: bending_no = 143 bending_yes = 6 L21: Is t_cos > 0.998169? (yes=L34 and no=L35) L34: bending_no = 739 L35: Is t_cos4 > 0.993126? (yes=L36 and no=L37) L36: Is pct_cos1 > -0.992158? (yes=L38 and no=L39) L38: bending_no = 50 bending_yes = 9 L39: bending_yes = 24 bending_no = 940 L37: bending_no = 619 Training set error: 0.07308335 Test set error: 0.08154506 L1: Is pct_cos > -0.983826? (yes=L2 and no=L3) L2: Is t_cos2 > 0.290866? (yes=L4 and no=L5) L4: Is t_cos > 0.964935? (yes=L6 and no=L7) L6: Is t_cos3 > 0.983537? (yes=L8 and no=L9) L8: Is t_cos4 > 0.995688? (yes=L10 and no=L11) L10: bending_no = 76 bending_yes = 4 L11: bending_yes = 45 bending_no = 156 L9: Is t_cos1 > 0.97893? (yes=L12 and no=L13) L12: bending_no = 24 bending_yes = 45 L13: bending_no = 92 bending_yes = 50 L7: Is pct_cos4 > -0.624695? (yes=L14 and no=L15) L14: Is t_cos1 > 0.45796? (yes=L16 and no=L17) L16: bending_no = 34 bending_yes = 25 L17: bending_yes = 28 bending_no = 1 L15: Is t_cos1 > 0.946537? (yes=L18 and no=L19) L18: bending_no = 27 bending_yes = 81 L19: bending_yes = 284 bending_no = 9 L5: bending_no = 211 L3: Is pct_cos3 > -0.991113? (yes=L20 and no=L21) L20: Is pct_cos4 > -0.981952? (yes=L22 and no=L23) L22: Is t_cos > 0.997633? (yes=L24 and no=L25) L24: bending_no = 20 L25: Is t_cos1 > 0.996675? (yes=L26 and no=L27) L26: bending_yes = 3 L27: bending_yes = 23 bending_no = 75 L23: Is t_cos > 0.991837? (yes=L28 and no=L29) L28: Is t_cos3 > 0.994776? (yes=L30 and no=L31) L30: bending_no = 163 bending_yes = 13 L31: bending_no = 65 bending_yes = 22 L29: Is pct_cos2 > -0.988618? (yes=L32 and no=L33) L32: bending_no = 138 bending_yes = 6 L33: bending_no = 84 L21: Is t_cos > 0.996747? (yes=L34 and no=L35) L34: Is pct_cos4 > -0.995632? (yes=L36 and no=L37) L36: Is pct_cos1 > -0.998725? (yes=L38 and no=L39) L38: bending_no = 332 bending_yes = 1 L39: bending_no = 21 bending_yes = 2 L37: bending_no = 855 L35: Is t_cos4 > 0.993126? (yes=L40 and no=L41) L40: Is pct_cos1 > -0.992216? (yes=L42 and no=L43) L42: bending_no = 34 bending_yes = 9 L43: bending_no = 491 bending_yes = 21 L41: bending_no = 617 Training set error: 0.06735133 Test set error: 0.07939914 L1: Is pct_cos > -0.983919? (yes=L2 and no=L3) L2: Is t_cos1 > 0.290866? (yes=L4 and no=L5) L4: Is t_cos > 0.964739? (yes=L6 and no=L7) L6: Is t_cos3 > 0.983537? (yes=L8 and no=L9) L8: Is pct_cos3 > -0.965875? (yes=L10 and no=L11) L10: bending_no = 32 L11: bending_no = 205 bending_yes = 47 L9: Is t_cos2 > 0.980331? (yes=L12 and no=L13) L12: bending_no = 18 bending_yes = 41 L13: bending_yes = 60 bending_no = 100 L7: Is pct_cos1 > -0.624695? (yes=L14 and no=L15) L14: Is t_cos2 > 0.491757? (yes=L16 and no=L17) L16: bending_no = 30 bending_yes = 21 L17: bending_yes = 34 bending_no = 7 L15: Is t_cos2 > 0.945053? (yes=L18 and no=L19) L18: bending_no = 27 bending_yes = 89 L19: bending_yes = 265 bending_no = 11 L5: bending_no = 204 L3: Is pct_cos3 > -0.992218? (yes=L20 and no=L21) L20: Is pct_cos4 > -0.981838? (yes=L22 and no=L23) L22: Is t_cos > 0.997633? (yes=L24 and no=L25) L24: bending_no = 21 L25: Is pct_cos1 > -0.988913? (yes=L26 and no=L27) L26: bending_yes = 22 bending_no = 46 L27: bending_yes = 3 bending_no = 29 L23: Is t_cos > 0.991826? (yes=L28 and no=L29) L28: Is t_cos4 > 0.997633? (yes=L30 and no=L31) L30: bending_no = 119 bending_yes = 3 L31: bending_no = 182 bending_yes = 35 L29: Is t_cos3 > 0.993554? (yes=L32 and no=L33) L32: bending_no = 1 bending_yes = 1 L33: bending_no = 255 bending_yes = 6 L21: Is t_cos > 0.997518? (yes=L34 and no=L35) L34: bending_no = 828 L35: Is t_cos4 > 0.993126? (yes=L36 and no=L37) L36: Is pct_cos1 > -0.992216? (yes=L38 and no=L39) L38: bending_no = 35 bending_yes = 9 L39: bending_no = 813 bending_yes = 17 L37: bending_no = 571 Training set error: 0.0685455 Test set error: 0.08154506 L1: Is pct_cos > -0.983919? (yes=L2 and no=L3) L2: Is t_cos3 > 0.290866? (yes=L4 and no=L5) L4: Is t_cos > 0.964935? (yes=L6 and no=L7) L6: Is t_cos2 > 0.983537? (yes=L8 and no=L9) L8: Is pct_cos2 > -0.966227? (yes=L10 and no=L11) L10: bending_no = 32 L11: bending_no = 195 bending_yes = 43 L9: Is t_cos1 > 0.981956? (yes=L12 and no=L13) L12: bending_yes = 32 bending_no = 13 L13: bending_no = 114 bending_yes = 75 L7: Is pct_cos4 > -0.624695? (yes=L14 and no=L15) L14: Is t_cos1 > 0.45796? (yes=L16 and no=L17) L16: bending_yes = 23 bending_no = 35 L17: bending_yes = 31 bending_no = 2 L15: Is t_cos1 > 0.946537? (yes=L18 and no=L19) L18: bending_yes = 77 bending_no = 32 L19: bending_yes = 289 bending_no = 7 L5: bending_no = 207 L3: Is pct_cos2 > -0.992216? (yes=L20 and no=L21) L20: Is t_cos4 > 0.997087? (yes=L22 and no=L23) L22: Is t_cos > 0.999534? (yes=L24 and no=L25) L24: Is t_cos2 > 0.999076? (yes=L26 and no=L27) L26: bending_no = 12 L27: bending_no = 1 bending_yes = 2 L25: bending_no = 124 L23: Is t_cos > 0.993144? (yes=L28 and no=L29) L28: Is pct_cos3 > -0.988823? (yes=L30 and no=L31) L30: bending_no = 113 bending_yes = 20 L31: bending_no = 23 bending_yes = 20 L29: Is pct_cos4 > -0.98473? (yes=L32 and no=L33) L32: bending_no = 93 bending_yes = 23 L33: bending_no = 267 bending_yes = 8 L21: Is t_cos > 0.998169? (yes=L34 and no=L35) L34: bending_no = 710 L35: Is t_cos2 > 0.992769? (yes=L36 and no=L37) L36: Is pct_cos4 > -0.992589? (yes=L38 and no=L39) L38: bending_yes = 8 bending_no = 48 L39: bending_no = 926 bending_yes = 21 L37: bending_no = 561 Training set error: 0.07069501 Test set error: 0.06008584 L1: Is pct_cos > -0.983919? (yes=L2 and no=L3) L2: Is t_cos2 > 0.290866? (yes=L4 and no=L5) L4: Is t_cos > 0.964739? (yes=L6 and no=L7) L6: Is t_cos3 > 0.983537? (yes=L8 and no=L9) L8: Is pct_cos3 > -0.966227? (yes=L10 and no=L11) L10: bending_no = 32 L11: bending_no = 196 bending_yes = 45 L9: Is pct_cos1 > -0.958472? (yes=L12 and no=L13) L12: bending_no = 25 bending_yes = 5 L13: bending_yes = 92 bending_no = 87 L7: Is pct_cos4 > -0.618499? (yes=L14 and no=L15) L14: Is t_cos3 > 0.45796? (yes=L16 and no=L17) L16: bending_no = 36 bending_yes = 22 L17: bending_yes = 28 bending_no = 1 L15: Is t_cos1 > 0.946537? (yes=L18 and no=L19) L18: bending_no = 32 bending_yes = 77 L19: bending_yes = 283 bending_no = 9 L5: bending_no = 204 L3: Is pct_cos1 > -0.992218? (yes=L20 and no=L21) L20: Is t_cos4 > 0.997537? (yes=L22 and no=L23) L22: Is t_cos > 0.999531? (yes=L24 and no=L25) L24: Is t_cos1 > 0.999076? (yes=L26 and no=L27) L26: bending_no = 10 L27: bending_yes = 1 L25: bending_no = 123 L23: Is t_cos > 0.991796? (yes=L28 and no=L29) L28: Is pct_cos2 > -0.988823? (yes=L30 and no=L31) L30: bending_no = 124 bending_yes = 20 L31: bending_yes = 24 bending_no = 44 L29: Is pct_cos4 > -0.985265? (yes=L32 and no=L33) L32: bending_no = 92 bending_yes = 21 L33: bending_no = 231 bending_yes = 2 L21: Is pct_cos4 > -0.991637? (yes=L34 and no=L35) L34: Is pct_cos3 > -0.956911? (yes=L36 and no=L37) L36: bending_yes = 2 L37: Is t_cos4 > 0.993811? (yes=L38 and no=L39) L38: bending_no = 65 bending_yes = 9 L39: bending_no = 120 bending_yes = 1 L35: Is t_cos > 0.997557? (yes=L40 and no=L41) L40: bending_no = 778 L41: Is t_cos4 > 0.99312? (yes=L42 and no=L43) L42: bending_no = 827 bending_yes = 21 L43: bending_no = 498 Training set error: 0.07141151 Test set error: 0.08583691 L1: Is pct_cos > -0.983919? (yes=L2 and no=L3) L2: Is t_cos > 0.290866? (yes=L4 and no=L5) L4: Is t_cos1 > 0.965049? (yes=L6 and no=L7) L6: Is t_cos2 > 0.983537? (yes=L8 and no=L9) L8: Is pct_cos2 > -0.966227? (yes=L10 and no=L11) L10: bending_no = 36 L11: bending_no = 188 bending_yes = 49 L9: Is pct_cos2 > -0.958472? (yes=L12 and no=L13) L12: bending_no = 30 bending_yes = 5 L13: bending_yes = 101 bending_no = 91 L7: Is pct_cos1 > -0.624695? (yes=L14 and no=L15) L14: Is pct_cos4 > -0.079456? (yes=L16 and no=L17) L16: bending_no = 10 L17: bending_no = 27 bending_yes = 54 L15: Is t_cos2 > 0.923634? (yes=L18 and no=L19) L18: bending_yes = 155 bending_no = 35 L19: bending_yes = 202 bending_no = 4 L5: bending_no = 210 L3: Is pct_cos3 > -0.992218? (yes=L20 and no=L21) L20: Is pct_cos4 > -0.981838? (yes=L22 and no=L23) L22: Is t_cos > 0.997633? (yes=L24 and no=L25) L24: bending_no = 20 L25: Is t_cos1 > 0.996489? (yes=L26 and no=L27) L26: bending_yes = 3 L27: bending_yes = 24 bending_no = 80 L23: Is t_cos1 > 0.991826? (yes=L28 and no=L29) L28: Is t_cos3 > 0.994803? (yes=L30 and no=L31) L30: bending_no = 218 bending_yes = 15 L31: bending_no = 70 bending_yes = 21 L29: Is pct_cos2 > -0.990685? (yes=L32 and no=L33) L32: bending_no = 190 bending_yes = 8 L33: bending_no = 73 L21: Is t_cos > 0.998169? (yes=L34 and no=L35) L34: bending_no = 706 L35: Is t_cos4 > 0.993126? (yes=L36 and no=L37) L36: Is pct_cos1 > -0.992158? (yes=L38 and no=L39) L38: bending_no = 37 bending_yes = 9 L39: bending_no = 918 bending_yes = 21 L37: bending_no = 577 Training set error: 0.07379986 Test set error: 0.07939914 L1: Is pct_cos > -0.983919? (yes=L2 and no=L3) L2: Is t_cos1 > 0.290866? (yes=L4 and no=L5) L4: Is t_cos > 0.964935? (yes=L6 and no=L7) L6: Is t_cos2 > 0.983537? (yes=L8 and no=L9) L8: Is pct_cos2 > -0.966227? (yes=L10 and no=L11) L10: bending_no = 35 L11: bending_no = 194 bending_yes = 43 L9: Is pct_cos1 > -0.958472? (yes=L12 and no=L13) L12: bending_yes = 6 bending_no = 25 L13: bending_no = 92 bending_yes = 98 L7: Is pct_cos1 > -0.624695? (yes=L14 and no=L15) L14: Is t_cos2 > 0.45796? (yes=L16 and no=L17) L16: bending_yes = 27 bending_no = 36 L17: bending_yes = 28 bending_no = 4 L15: Is t_cos2 > 0.945078? (yes=L18 and no=L19) L18: bending_yes = 84 bending_no = 28 L19: bending_yes = 284 bending_no = 11 L5: bending_no = 204 L3: Is pct_cos4 > -0.991113? (yes=L20 and no=L21) L20: Is pct_cos3 > -0.955797? (yes=L22 and no=L23) L22: Is t_cos > 0.987324? (yes=L24 and no=L25) L24: bending_yes = 3 L25: bending_no = 1 L23: Is pct_cos1 > -0.992625? (yes=L26 and no=L27) L26: Is t_cos4 > 0.997039? (yes=L28 and no=L29) L28: bending_no = 63 bending_yes = 1 L29: bending_no = 351 bending_yes = 58 L27: Is t_cos3 > 0.993811? (yes=L30 and no=L31) L30: bending_no = 55 bending_yes = 7 L31: bending_no = 91 L21: Is t_cos1 > 0.997557? (yes=L32 and no=L33) L32: bending_no = 859 L33: Is t_cos4 > 0.992362? (yes=L34 and no=L35) L34: Is pct_cos1 > -0.992194? (yes=L36 and no=L37) L36: bending_yes = 12 bending_no = 53 L37: bending_no = 841 bending_yes = 20 L35: bending_no = 573 Training set error: 0.07379986 Test set error: 0.08583691 L1: Is pct_cos1 > -0.983919? (yes=L2 and no=L3) L2: Is t_cos2 > 0.290866? (yes=L4 and no=L5) L4: Is t_cos1 > 0.965049? (yes=L6 and no=L7) L6: Is t_cos4 > 0.983537? (yes=L8 and no=L9) L8: Is t_cos > 0.981837? (yes=L10 and no=L11) L10: bending_no = 194 bending_yes = 23 L11: bending_no = 30 bending_yes = 21 L9: Is t_cos3 > 0.981856? (yes=L12 and no=L13) L12: bending_yes = 29 bending_no = 8 L13: bending_yes = 70 bending_no = 106 L7: Is pct_cos4 > -0.618499? (yes=L14 and no=L15) L14: Is t_cos3 > 0.45796? (yes=L16 and no=L17) L16: bending_no = 35 bending_yes = 22 L17: bending_yes = 27 bending_no = 1 L15: Is t_cos > 0.921972? (yes=L18 and no=L19) L18: bending_yes = 155 bending_no = 40 L19: bending_yes = 218 bending_no = 1 L5: bending_no = 211 L3: Is pct_cos2 > -0.992216? (yes=L20 and no=L21) L20: Is t_cos4 > 0.997087? (yes=L22 and no=L23) L22: Is t_cos > 0.999534? (yes=L24 and no=L25) L24: Is t_cos2 > 0.999076? (yes=L26 and no=L27) L26: bending_no = 12 L27: bending_yes = 2 bending_no = 1 L25: bending_no = 121 L23: Is t_cos3 > 0.996238? (yes=L28 and no=L29) L28: Is t_cos > 0.997468? (yes=L30 and no=L31) L30: bending_yes = 2 bending_no = 6 L31: bending_yes = 8 bending_no = 2 L29: Is pct_cos > -0.984817? (yes=L32 and no=L33) L32: bending_no = 36 bending_yes = 13 L33: bending_no = 437 bending_yes = 45 L21: Is pct_cos > -0.992118? (yes=L34 and no=L35) L34: Is t_cos3 > 0.99732? (yes=L36 and no=L37) L36: bending_no = 50 L37: Is t_cos4 > 0.995614? (yes=L38 and no=L39) L38: bending_yes = 9 bending_no = 7 L39: bending_no = 89 bending_yes = 2 L35: Is t_cos4 > 0.99312? (yes=L40 and no=L41) L40: Is t_cos > 0.995948? (yes=L42 and no=L43) L42: bending_no = 1273 bending_yes = 6 L43: bending_no = 325 bending_yes = 16 L41: bending_no = 534 Training set error: 0.06687366 Test set error: 0.0944206 L1: Is pct_cos > -0.983919? (yes=L2 and no=L3) L2: Is t_cos > 0.290866? (yes=L4 and no=L5) L4: Is t_cos1 > 0.965049? (yes=L6 and no=L7) L6: Is t_cos3 > 0.983537? (yes=L8 and no=L9) L8: Is pct_cos3 > -0.968515? (yes=L10 and no=L11) L10: bending_no = 35 L11: bending_no = 209 bending_yes = 45 L9: Is t_cos2 > 0.98046? (yes=L12 and no=L13) L12: bending_yes = 40 bending_no = 17 L13: bending_no = 98 bending_yes = 62 L7: Is pct_cos1 > -0.624695? (yes=L14 and no=L15) L14: Is t_cos2 > 0.488754? (yes=L16 and no=L17) L16: bending_no = 30 bending_yes = 16 L17: bending_yes = 35 bending_no = 8 L15: Is t_cos2 > 0.923634? (yes=L18 and no=L19) L18: bending_yes = 155 bending_no = 35 L19: bending_yes = 212 bending_no = 3 L5: bending_no = 205 L3: Is pct_cos3 > -0.991113? (yes=L20 and no=L21) L20: Is pct_cos4 > -0.981838? (yes=L22 and no=L23) L22: Is t_cos > 0.997633? (yes=L24 and no=L25) L24: bending_no = 15 L25: Is t_cos1 > 0.996675? (yes=L26 and no=L27) L26: bending_yes = 3 L27: bending_no = 76 bending_yes = 24 L23: Is t_cos > 0.991837? (yes=L28 and no=L29) L28: Is t_cos4 > 0.994776? (yes=L30 and no=L31) L30: bending_yes = 12 bending_no = 172 L31: bending_no = 65 bending_yes = 23 L29: Is pct_cos2 > -0.988618? (yes=L32 and no=L33) L32: bending_no = 136 bending_yes = 6 L33: bending_no = 76 L21: Is t_cos > 0.998169? (yes=L34 and no=L35) L34: bending_no = 732 L35: Is t_cos3 > 0.993126? (yes=L36 and no=L37) L36: Is t_cos1 > 0.995948? (yes=L38 and no=L39) L38: bending_no = 643 bending_yes = 9 L39: bending_no = 352 bending_yes = 24 L37: bending_no = 614 Training set error: 0.06782899 Test set error: 0.08583691 L1: Is pct_cos > -0.983966? (yes=L2 and no=L3) L2: Is t_cos > 0.285293? (yes=L4 and no=L5) L4: Is t_cos1 > 0.965049? (yes=L6 and no=L7) L6: Is t_cos2 > 0.983537? (yes=L8 and no=L9) L8: Is pct_cos2 > -0.966227? (yes=L10 and no=L11) L10: bending_no = 34 L11: bending_no = 202 bending_yes = 45 L9: Is pct_cos2 > -0.960074? (yes=L12 and no=L13) L12: bending_no = 31 bending_yes = 5 L13: bending_no = 93 bending_yes = 91 L7: Is pct_cos4 > -0.624695? (yes=L14 and no=L15) L14: Is t_cos2 > 0.45796? (yes=L16 and no=L17) L16: bending_yes = 26 bending_no = 32 L17: bending_yes = 28 bending_no = 1 L15: Is t_cos2 > 0.945078? (yes=L18 and no=L19) L18: bending_yes = 90 bending_no = 25 L19: bending_yes = 275 bending_no = 12 L5: bending_no = 208 L3: Is pct_cos3 > -0.991113? (yes=L20 and no=L21) L20: Is pct_cos4 > -0.981838? (yes=L22 and no=L23) L22: Is t_cos > 0.997633? (yes=L24 and no=L25) L24: bending_no = 18 L25: Is t_cos1 > 0.996675? (yes=L26 and no=L27) L26: bending_yes = 3 L27: bending_no = 80 bending_yes = 23 L23: Is t_cos > 0.991837? (yes=L28 and no=L29) L28: Is t_cos3 > 0.994776? (yes=L30 and no=L31) L30: bending_no = 171 bending_yes = 11 L31: bending_no = 67 bending_yes = 24 L29: Is t_cos4 > 0.989765? (yes=L32 and no=L33) L32: bending_no = 71 L33: bending_no = 143 bending_yes = 7 L21: Is t_cos > 0.998169? (yes=L34 and no=L35) L34: bending_no = 727 L35: Is t_cos4 > 0.993126? (yes=L36 and no=L37) L36: Is t_cos1 > 0.995948? (yes=L38 and no=L39) L38: bending_no = 643 bending_yes = 8 L39: bending_no = 352 bending_yes = 26 L37: bending_no = 615 Training set error: 0.07260568 Test set error: 0.08583691