3.608765 -6.889714 9.690143 Here are the attributes of interest: t_sin pct_cos prt_cos plt_cos This is for Naoko: L1: Is t_sin > 0.177705? (yes=L2 and no=L3) L2: Is pct_cos > -0.940407? (yes=L4 and no=L5) L4: leaning_no = 623 L5: Is pct_cos1 > -0.995967? (yes=L6 and no=L7) L6: Is t_sin1 > 0.30585? (yes=L8 and no=L9) L8: Is plt_cos > -0.992742? (yes=L10 and no=L11) L10: leaning_no = 49 leaning_yes = 34 L11: leaning_yes = 21 L9: Is plt_cos4 > -0.967298? (yes=L12 and no=L13) L12: leaning_yes = 18 leaning_no = 205 L13: leaning_no = 336 leaning_yes = 119 L7: Is prt_cos1 > -0.982218? (yes=L14 and no=L15) L14: Is t_sin1 > 0.197489? (yes=L16 and no=L17) L16: leaning_yes = 71 leaning_no = 5 L17: leaning_no = 10 leaning_yes = 13 L15: Is t_sin2 > 0.194168? (yes=L18 and no=L19) L18: leaning_no = 25 leaning_yes = 15 L19: leaning_no = 29 L3: Is prt_cos1 > -0.990135? (yes=L20 and no=L21) L20: Is plt_cos > -0.975435? (yes=L22 and no=L23) L22: leaning_no = 538 L23: Is pct_cos1 > -0.998123? (yes=L24 and no=L25) L24: Is t_sin1 > 0.053238? (yes=L26 and no=L27) L26: leaning_no = 834 leaning_yes = 38 L27: leaning_no = 279 L25: Is prt_cos > -0.990135? (yes=L28 and no=L29) L28: leaning_no = 548 L29: leaning_no = 12 leaning_yes = 1 L21: Is prt_cos > -0.993381? (yes=L30 and no=L31) L30: Is t_sin2 > 0.07893? (yes=L32 and no=L33) L32: Is plt_cos > -0.99102? (yes=L34 and no=L35) L34: leaning_no = 64 leaning_yes = 1 L35: leaning_no = 52 leaning_yes = 52 L33: Is plt_cos1 > -0.992792? (yes=L36 and no=L37) L36: leaning_no = 28 leaning_yes = 4 L37: leaning_no = 120 L31: Is t_sin4 > 0.201677? (yes=L38 and no=L39) L38: Is prt_cos2 > -0.995946? (yes=L40 and no=L41) L40: leaning_no = 4 L41: leaning_yes = 3 leaning_no = 1 L39: Is plt_cos1 > -0.992593? (yes=L42 and no=L43) L42: leaning_no = 214 leaning_yes = 3 L43: leaning_no = 284 Training set error: 0.06468945 L1: Is t_sin > 0.177705? (yes=L2 and no=L3) L2: Is pct_cos > -0.940407? (yes=L4 and no=L5) L4: leaning_no = 560 L5: Is pct_cos2 > -0.994152? (yes=L6 and no=L7) L6: Is t_sin1 > 0.351691? (yes=L8 and no=L9) L8: Is plt_cos > -0.980122? (yes=L10 and no=L11) L10: leaning_no = 14 leaning_yes = 4 L11: leaning_yes = 26 L9: Is pct_cos1 > -0.960668? (yes=L12 and no=L13) L12: leaning_no = 74 leaning_yes = 2 L13: leaning_yes = 113 leaning_no = 394 L7: Is prt_cos > -0.970042? (yes=L14 and no=L15) L14: Is plt_cos > -0.946979? (yes=L16 and no=L17) L16: leaning_no = 1 L17: leaning_yes = 58 L15: Is prt_cos1 > -0.982218? (yes=L18 and no=L19) L18: leaning_no = 32 leaning_yes = 47 L19: leaning_no = 76 leaning_yes = 16 L3: Is prt_cos3 > -0.990135? (yes=L20 and no=L21) L20: Is plt_cos > -0.979268? (yes=L22 and no=L23) L22: leaning_no = 549 L23: Is t_sin1 > 0.060001? (yes=L24 and no=L25) L24: Is pct_cos4 > -0.998728? (yes=L26 and no=L27) L26: leaning_yes = 34 leaning_no = 814 L27: leaning_no = 248 L25: leaning_no = 384 L21: Is t_sin1 > 0.076512? (yes=L28 and no=L29) L28: Is prt_cos4 > -0.993367? (yes=L30 and no=L31) L30: Is plt_cos1 > -0.990178? (yes=L32 and no=L33) L32: leaning_no = 39 L33: leaning_yes = 50 leaning_no = 60 L31: Is t_sin4 > 0.019066? (yes=L34 and no=L35) L34: leaning_no = 187 leaning_yes = 3 L35: leaning_yes = 1 L29: Is plt_cos4 > -0.9405? (yes=L36 and no=L37) L36: Is t_sin2 > 0.039557? (yes=L38 and no=L39) L38: leaning_no = 14 L39: leaning_yes = 4 leaning_no = 4 L37: leaning_no = 379 Training set error: 0.0616193 Test set error: 0.06437768 L1: Is t_sin1 > 0.177705? (yes=L2 and no=L3) L2: Is plt_cos > -0.930749? (yes=L4 and no=L5) L4: Is t_sin3 > 0.18103? (yes=L6 and no=L7) L6: leaning_no = 596 L7: Is pct_cos4 > -0.965351? (yes=L8 and no=L9) L8: leaning_yes = 3 L9: leaning_no = 13 L5: Is pct_cos2 > -0.994152? (yes=L10 and no=L11) L10: Is t_sin2 > 0.296439? (yes=L12 and no=L13) L12: Is plt_cos1 > -0.992742? (yes=L14 and no=L15) L14: leaning_no = 51 leaning_yes = 31 L15: leaning_yes = 20 L13: Is plt_cos1 > -0.977055? (yes=L16 and no=L17) L16: leaning_no = 163 leaning_yes = 66 L17: leaning_no = 228 leaning_yes = 22 L11: Is prt_cos > -0.970046? (yes=L18 and no=L19) L18: leaning_yes = 57 L19: Is pct_cos1 > -0.998349? (yes=L20 and no=L21) L20: leaning_no = 100 leaning_yes = 46 L21: leaning_yes = 20 leaning_no = 1 L3: Is t_sin > 0.070331? (yes=L22 and no=L23) L22: Is prt_cos4 > -0.990135? (yes=L24 and no=L25) L24: Is prt_cos2 > -0.972059? (yes=L26 and no=L27) L26: Is pct_cos4 > -0.970913? (yes=L28 and no=L29) L28: leaning_yes = 2 leaning_no = 16 L29: leaning_no = 463 L27: Is plt_cos1 > -0.986176? (yes=L30 and no=L31) L30: leaning_no = 355 leaning_yes = 2 L31: leaning_no = 514 leaning_yes = 30 L25: Is prt_cos3 > -0.993267? (yes=L32 and no=L33) L32: Is plt_cos3 > -0.99102? (yes=L34 and no=L35) L34: leaning_no = 51 leaning_yes = 1 L35: leaning_no = 59 leaning_yes = 45 L33: Is t_sin4 > 0.198577? (yes=L36 and no=L37) L36: leaning_yes = 2 leaning_no = 2 L37: leaning_no = 215 leaning_yes = 2 L23: Is plt_cos4 > -0.935478? (yes=L38 and no=L39) L38: Is prt_cos4 > -0.997227? (yes=L40 and no=L41) L40: leaning_no = 40 L41: Is t_sin2 > 0.039557? (yes=L42 and no=L43) L42: leaning_no = 2 L43: leaning_yes = 3 L39: Is t_sin4 > 0.10152? (yes=L44 and no=L45) L44: Is t_sin3 > 0.078095? (yes=L46 and no=L47) L46: leaning_no = 47 L47: leaning_no = 3 leaning_yes = 1 L45: leaning_no = 915 Training set error: 0.05994746 Test set error: 0.07725322 L1: Is t_sin1 > 0.177705? (yes=L2 and no=L3) L2: Is plt_cos > -0.930749? (yes=L4 and no=L5) L4: Is t_sin3 > 0.18103? (yes=L6 and no=L7) L6: leaning_no = 581 L7: Is pct_cos4 > -0.963986? (yes=L8 and no=L9) L8: leaning_yes = 3 L9: leaning_no = 16 L5: Is pct_cos1 > -0.995765? (yes=L10 and no=L11) L10: Is t_sin2 > 0.296299? (yes=L12 and no=L13) L12: Is plt_cos1 > -0.992742? (yes=L14 and no=L15) L14: leaning_no = 57 leaning_yes = 30 L15: leaning_yes = 22 L13: Is pct_cos2 > -0.960926? (yes=L16 and no=L17) L16: leaning_no = 49 L17: leaning_yes = 112 leaning_no = 377 L11: Is prt_cos > -0.982516? (yes=L18 and no=L19) L18: Is prt_cos1 > -0.971705? (yes=L20 and no=L21) L20: leaning_yes = 44 L21: leaning_yes = 38 leaning_no = 13 L19: Is pct_cos > -0.998191? (yes=L22 and no=L23) L22: leaning_yes = 4 leaning_no = 43 L23: leaning_no = 6 leaning_yes = 12 L3: Is t_sin > 0.070331? (yes=L24 and no=L25) L24: Is prt_cos > -0.990135? (yes=L26 and no=L27) L26: Is pct_cos > -0.998295? (yes=L28 and no=L29) L28: Is prt_cos2 > -0.972059? (yes=L30 and no=L31) L30: leaning_no = 395 leaning_yes = 3 L31: leaning_no = 544 leaning_yes = 34 L29: leaning_no = 409 L27: Is plt_cos2 > -0.99102? (yes=L32 and no=L33) L32: Is plt_cos1 > -0.991229? (yes=L34 and no=L35) L34: leaning_no = 166 L35: leaning_yes = 1 leaning_no = 4 L33: Is prt_cos1 > -0.993367? (yes=L36 and no=L37) L36: leaning_no = 59 leaning_yes = 50 L37: leaning_no = 88 leaning_yes = 4 L25: Is plt_cos4 > -0.935478? (yes=L38 and no=L39) L38: Is prt_cos4 > -0.997227? (yes=L40 and no=L41) L40: leaning_no = 42 L41: Is t_sin2 > 0.039557? (yes=L42 and no=L43) L42: leaning_no = 4 L43: leaning_yes = 3 L39: Is t_sin4 > 0.10152? (yes=L44 and no=L45) L44: Is t_sin3 > 0.078095? (yes=L46 and no=L47) L46: leaning_no = 50 L47: leaning_no = 3 leaning_yes = 1 L45: leaning_no = 920 Training set error: 0.0616193 Test set error: 0.06223176 L1: Is t_sin > 0.178118? (yes=L2 and no=L3) L2: Is plt_cos > -0.930749? (yes=L4 and no=L5) L4: Is t_sin2 > 0.202017? (yes=L6 and no=L7) L6: leaning_no = 595 L7: Is pct_cos3 > -0.963986? (yes=L8 and no=L9) L8: Is prt_cos > -0.975497? (yes=L10 and no=L11) L10: leaning_no = 2 L11: leaning_yes = 3 L9: leaning_no = 18 L5: Is pct_cos > -0.995967? (yes=L12 and no=L13) L12: Is t_sin1 > 0.296439? (yes=L14 and no=L15) L14: Is pct_cos1 > -0.984575? (yes=L16 and no=L17) L16: leaning_no = 50 leaning_yes = 32 L17: leaning_yes = 21 L15: Is plt_cos4 > -0.967298? (yes=L18 and no=L19) L18: leaning_no = 133 leaning_yes = 10 L19: leaning_no = 296 leaning_yes = 104 L13: Is prt_cos > -0.982375? (yes=L20 and no=L21) L20: Is t_sin1 > 0.23517? (yes=L22 and no=L23) L22: leaning_yes = 42 L23: leaning_yes = 35 leaning_no = 12 L21: Is pct_cos1 > -0.998191? (yes=L24 and no=L25) L24: leaning_yes = 5 leaning_no = 45 L25: leaning_yes = 9 leaning_no = 3 L3: Is prt_cos1 > -0.990135? (yes=L26 and no=L27) L26: Is plt_cos > -0.975435? (yes=L28 and no=L29) L28: leaning_no = 484 L29: Is pct_cos1 > -0.998123? (yes=L30 and no=L31) L30: Is t_sin1 > 0.053238? (yes=L32 and no=L33) L32: leaning_no = 755 leaning_yes = 37 L33: leaning_no = 250 L31: Is prt_cos > -0.990135? (yes=L34 and no=L35) L34: leaning_no = 493 L35: leaning_no = 10 leaning_yes = 1 L27: Is prt_cos > -0.993381? (yes=L36 and no=L37) L36: Is t_sin2 > 0.07893? (yes=L38 and no=L39) L38: Is plt_cos > -0.99102? (yes=L40 and no=L41) L40: leaning_yes = 1 leaning_no = 61 L41: leaning_no = 47 leaning_yes = 47 L39: Is plt_cos1 > -0.992792? (yes=L42 and no=L43) L42: leaning_no = 26 leaning_yes = 4 L43: leaning_no = 106 L37: Is t_sin4 > 0.201677? (yes=L44 and no=L45) L44: Is prt_cos2 > -0.995946? (yes=L46 and no=L47) L46: leaning_no = 4 L47: leaning_yes = 3 leaning_no = 1 L45: Is plt_cos1 > -0.992593? (yes=L48 and no=L49) L48: leaning_no = 190 leaning_yes = 3 L49: leaning_no = 249 Training set error: 0.06209697 Test set error: 0.05364807 L1: Is t_sin1 > 0.177637? (yes=L2 and no=L3) L2: Is plt_cos > -0.930749? (yes=L4 and no=L5) L4: Is t_sin3 > 0.18103? (yes=L6 and no=L7) L6: leaning_no = 586 L7: Is pct_cos4 > -0.953058? (yes=L8 and no=L9) L8: leaning_yes = 3 L9: leaning_no = 14 L5: Is pct_cos3 > -0.994973? (yes=L10 and no=L11) L10: Is t_sin2 > 0.35333? (yes=L12 and no=L13) L12: Is prt_cos > -0.865016? (yes=L14 and no=L15) L14: leaning_no = 14 L15: leaning_yes = 30 leaning_no = 3 L13: Is pct_cos2 > -0.958674? (yes=L16 and no=L17) L16: leaning_no = 53 L17: leaning_no = 376 leaning_yes = 125 L11: Is prt_cos2 > -0.982218? (yes=L18 and no=L19) L18: Is t_sin > 0.259135? (yes=L20 and no=L21) L20: leaning_yes = 54 L21: leaning_yes = 47 leaning_no = 18 L19: Is pct_cos1 > -0.998191? (yes=L22 and no=L23) L22: leaning_no = 67 leaning_yes = 8 L23: leaning_no = 2 leaning_yes = 7 L3: Is t_sin > 0.069814? (yes=L24 and no=L25) L24: Is prt_cos > -0.990135? (yes=L26 and no=L27) L26: Is pct_cos > -0.998295? (yes=L28 and no=L29) L28: Is plt_cos > -0.986099? (yes=L30 and no=L31) L30: leaning_no = 472 leaning_yes = 4 L31: leaning_no = 474 leaning_yes = 28 L29: leaning_no = 408 L27: Is prt_cos1 > -0.993398? (yes=L32 and no=L33) L32: Is plt_cos > -0.99119? (yes=L34 and no=L35) L34: leaning_no = 64 L35: leaning_yes = 49 leaning_no = 63 L33: Is t_sin4 > 0.202898? (yes=L36 and no=L37) L36: leaning_no = 3 leaning_yes = 2 L37: leaning_no = 202 leaning_yes = 1 L25: Is plt_cos4 > -0.935478? (yes=L38 and no=L39) L38: Is prt_cos4 > -0.997227? (yes=L40 and no=L41) L40: leaning_no = 41 L41: Is t_sin2 > 0.039557? (yes=L42 and no=L43) L42: leaning_no = 4 L43: leaning_yes = 3 L39: Is t_sin4 > 0.10152? (yes=L44 and no=L45) L44: Is t_sin3 > 0.078095? (yes=L46 and no=L47) L46: leaning_no = 47 L47: leaning_yes = 1 leaning_no = 2 L45: leaning_no = 912 Training set error: 0.05755911 Test set error: 0.06008584 L1: Is t_sin1 > 0.177705? (yes=L2 and no=L3) L2: Is plt_cos > -0.930749? (yes=L4 and no=L5) L4: Is t_sin2 > 0.18103? (yes=L6 and no=L7) L6: leaning_no = 595 L7: Is pct_cos3 > -0.953058? (yes=L8 and no=L9) L8: leaning_yes = 2 L9: leaning_no = 9 L5: Is pct_cos2 > -0.994973? (yes=L10 and no=L11) L10: Is t_sin2 > 0.351691? (yes=L12 and no=L13) L12: Is plt_cos1 > -0.980122? (yes=L14 and no=L15) L14: leaning_no = 17 leaning_yes = 2 L15: leaning_yes = 26 L13: Is pct_cos1 > -0.960926? (yes=L16 and no=L17) L16: leaning_no = 65 leaning_yes = 1 L17: leaning_no = 387 leaning_yes = 126 L11: Is prt_cos1 > -0.982375? (yes=L18 and no=L19) L18: Is prt_cos > -0.972201? (yes=L20 and no=L21) L20: leaning_yes = 54 L21: leaning_yes = 41 leaning_no = 18 L19: Is pct_cos1 > -0.998191? (yes=L22 and no=L23) L22: leaning_no = 68 leaning_yes = 5 L23: leaning_yes = 11 leaning_no = 2 L3: Is t_sin > 0.070331? (yes=L24 and no=L25) L24: Is prt_cos4 > -0.990135? (yes=L26 and no=L27) L26: Is prt_cos2 > -0.972059? (yes=L28 and no=L29) L28: Is pct_cos4 > -0.970759? (yes=L30 and no=L31) L30: leaning_no = 19 leaning_yes = 2 L31: leaning_no = 457 L29: Is pct_cos4 > -0.997746? (yes=L32 and no=L33) L32: leaning_no = 525 leaning_yes = 33 L33: leaning_no = 334 leaning_yes = 2 L27: Is prt_cos3 > -0.993398? (yes=L34 and no=L35) L34: Is plt_cos > -0.995505? (yes=L36 and no=L37) L36: leaning_yes = 42 leaning_no = 69 L37: leaning_no = 48 leaning_yes = 1 L35: Is t_sin4 > 0.204195? (yes=L38 and no=L39) L38: leaning_yes = 2 leaning_no = 1 L39: leaning_no = 206 leaning_yes = 2 L25: Is pct_cos4 > -0.992? (yes=L40 and no=L41) L40: Is t_sin2 > 0.025877? (yes=L42 and no=L43) L42: Is pct_cos3 > -0.995423? (yes=L44 and no=L45) L44: leaning_no = 165 L45: leaning_no = 4 leaning_yes = 1 L43: Is plt_cos1 > -0.977884? (yes=L46 and no=L47) L46: leaning_yes = 2 leaning_no = 1 L47: leaning_no = 8 L41: leaning_no = 834 Training set error: 0.05708144 Test set error: 0.06652361 L1: Is t_sin1 > 0.177705? (yes=L2 and no=L3) L2: Is plt_cos > -0.930749? (yes=L4 and no=L5) L4: Is t_sin2 > 0.202017? (yes=L6 and no=L7) L6: leaning_no = 595 L7: Is pct_cos4 > -0.963986? (yes=L8 and no=L9) L8: Is t_sin > 0.184378? (yes=L10 and no=L11) L10: leaning_yes = 3 L11: leaning_no = 1 L9: leaning_no = 15 L5: Is pct_cos2 > -0.994152? (yes=L12 and no=L13) L12: Is t_sin2 > 0.35333? (yes=L14 and no=L15) L14: Is prt_cos > -0.865016? (yes=L16 and no=L17) L16: leaning_no = 12 L17: leaning_yes = 30 leaning_no = 2 L15: Is pct_cos3 > -0.961321? (yes=L18 and no=L19) L18: leaning_yes = 2 leaning_no = 70 L19: leaning_yes = 114 leaning_no = 352 L13: Is prt_cos2 > -0.973518? (yes=L20 and no=L21) L20: Is t_sin > 0.190197? (yes=L22 and no=L23) L22: leaning_yes = 66 L23: leaning_no = 2 leaning_yes = 1 L21: Is pct_cos1 > -0.998349? (yes=L24 and no=L25) L24: leaning_no = 98 leaning_yes = 39 L25: leaning_yes = 18 leaning_no = 2 L3: Is t_sin > 0.079062? (yes=L26 and no=L27) L26: Is prt_cos > -0.990155? (yes=L28 and no=L29) L28: Is plt_cos > -0.968487? (yes=L30 and no=L31) L30: leaning_no = 260 L31: Is pct_cos > -0.998123? (yes=L32 and no=L33) L32: leaning_no = 609 leaning_yes = 29 L33: leaning_no = 210 L29: Is plt_cos2 > -0.99102? (yes=L34 and no=L35) L34: Is plt_cos1 > -0.991229? (yes=L36 and no=L37) L36: leaning_no = 149 L37: leaning_no = 5 leaning_yes = 1 L35: Is prt_cos1 > -0.993367? (yes=L38 and no=L39) L38: leaning_no = 51 leaning_yes = 46 L39: leaning_no = 76 leaning_yes = 4 L27: Is pct_cos4 > -0.992009? (yes=L40 and no=L41) L40: Is prt_cos2 > -0.97886? (yes=L42 and no=L43) L42: leaning_no = 112 L43: Is pct_cos > -0.991727? (yes=L44 and no=L45) L44: leaning_no = 45 L45: leaning_no = 38 leaning_yes = 8 L41: Is prt_cos3 > -0.982137? (yes=L46 and no=L47) L46: Is prt_cos > -0.985757? (yes=L48 and no=L49) L48: leaning_no = 243 L49: leaning_no = 25 leaning_yes = 2 L47: leaning_no = 852 Training set error: 0.05970862 Test set error: 0.04935622 L1: Is t_sin > 0.177705? (yes=L2 and no=L3) L2: Is pct_cos1 > -0.940407? (yes=L4 and no=L5) L4: leaning_no = 567 L5: Is pct_cos > -0.995967? (yes=L6 and no=L7) L6: Is t_sin1 > 0.296439? (yes=L8 and no=L9) L8: Is plt_cos > -0.992742? (yes=L10 and no=L11) L10: leaning_yes = 34 leaning_no = 47 L11: leaning_yes = 22 L9: Is plt_cos4 > -0.967298? (yes=L12 and no=L13) L12: leaning_no = 183 leaning_yes = 13 L13: leaning_no = 300 leaning_yes = 106 L7: Is prt_cos > -0.982375? (yes=L14 and no=L15) L14: Is t_sin1 > 0.23517? (yes=L16 and no=L17) L16: leaning_yes = 41 L17: leaning_yes = 34 leaning_no = 11 L15: Is t_sin2 > 0.193144? (yes=L18 and no=L19) L18: leaning_no = 26 leaning_yes = 14 L19: leaning_no = 24 L3: Is prt_cos1 > -0.990135? (yes=L20 and no=L21) L20: Is plt_cos > -0.981279? (yes=L22 and no=L23) L22: leaning_no = 571 L23: Is t_sin1 > 0.060441? (yes=L24 and no=L25) L24: Is pct_cos1 > -0.998135? (yes=L26 and no=L27) L26: leaning_no = 651 leaning_yes = 35 L27: leaning_no = 391 leaning_yes = 1 L25: leaning_no = 368 L21: Is prt_cos > -0.993398? (yes=L28 and no=L29) L28: Is t_sin2 > 0.07893? (yes=L30 and no=L31) L30: Is plt_cos2 > -0.99119? (yes=L32 and no=L33) L32: leaning_no = 61 leaning_yes = 1 L33: leaning_no = 47 leaning_yes = 49 L31: Is prt_cos4 > -0.982748? (yes=L34 and no=L35) L34: leaning_yes = 2 L35: leaning_no = 130 leaning_yes = 2 L29: Is t_sin4 > 0.201436? (yes=L36 and no=L37) L36: Is prt_cos2 > -0.995946? (yes=L38 and no=L39) L38: leaning_no = 4 L39: leaning_yes = 2 leaning_no = 1 L37: Is plt_cos > -0.992593? (yes=L40 and no=L41) L40: leaning_no = 195 leaning_yes = 3 L41: leaning_no = 251 Training set error: 0.06400764 Test set error: 0.06223176 L1: Is t_sin > 0.177705? (yes=L2 and no=L3) L2: Is pct_cos > -0.940407? (yes=L4 and no=L5) L4: leaning_no = 562 L5: Is pct_cos1 > -0.995967? (yes=L6 and no=L7) L6: Is plt_cos > -0.967298? (yes=L8 and no=L9) L8: Is pct_cos2 > -0.984575? (yes=L10 and no=L11) L10: leaning_no = 195 leaning_yes = 5 L11: leaning_yes = 18 leaning_no = 19 L9: Is pct_cos2 > -0.973005? (yes=L12 and no=L13) L12: leaning_yes = 67 leaning_no = 36 L13: leaning_no = 288 leaning_yes = 74 L7: Is prt_cos1 > -0.982218? (yes=L14 and no=L15) L14: Is prt_cos3 > -0.984772? (yes=L16 and no=L17) L16: leaning_yes = 77 leaning_no = 9 L17: leaning_no = 3 L15: Is t_sin2 > 0.194168? (yes=L18 and no=L19) L18: leaning_no = 21 leaning_yes = 15 L19: leaning_no = 27 L3: Is t_sin1 > 0.079061? (yes=L20 and no=L21) L20: Is prt_cos3 > -0.988361? (yes=L22 and no=L23) L22: Is plt_cos > -0.979268? (yes=L24 and no=L25) L24: leaning_no = 321 L25: Is pct_cos4 > -0.976684? (yes=L26 and no=L27) L26: leaning_no = 12 leaning_yes = 5 L27: leaning_no = 662 leaning_yes = 17 L23: Is prt_cos4 > -0.993381? (yes=L28 and no=L29) L28: Is plt_cos2 > -0.996456? (yes=L30 and no=L31) L30: leaning_no = 128 leaning_yes = 54 L31: leaning_no = 57 L29: Is pct_cos3 > -0.999489? (yes=L32 and no=L33) L32: leaning_no = 138 L33: leaning_no = 40 leaning_yes = 3 L21: Is plt_cos4 > -0.949554? (yes=L34 and no=L35) L34: Is prt_cos4 > -0.994919? (yes=L36 and no=L37) L36: leaning_no = 61 L37: Is t_sin3 > 0.051033? (yes=L38 and no=L39) L38: leaning_no = 9 L39: leaning_yes = 5 L35: Is prt_cos4 > -0.985498? (yes=L40 and no=L41) L40: Is plt_cos3 > -0.993006? (yes=L42 and no=L43) L42: leaning_no = 338 L43: leaning_no = 163 leaning_yes = 8 L41: leaning_no = 750 Training set error: 0.05827561 Test set error: 0.08154506 L1: Is t_sin > 0.177705? (yes=L2 and no=L3) L2: Is pct_cos > -0.940407? (yes=L4 and no=L5) L4: leaning_no = 563 L5: Is pct_cos1 > -0.995967? (yes=L6 and no=L7) L6: Is t_sin1 > 0.35333? (yes=L8 and no=L9) L8: Is plt_cos > -0.980122? (yes=L10 and no=L11) L10: leaning_no = 13 leaning_yes = 3 L11: leaning_yes = 26 L9: Is plt_cos > -0.967298? (yes=L12 and no=L13) L12: leaning_no = 190 leaning_yes = 20 L13: leaning_yes = 115 leaning_no = 324 L7: Is prt_cos1 > -0.982218? (yes=L14 and no=L15) L14: Is prt_cos > -0.972451? (yes=L16 and no=L17) L16: leaning_yes = 46 leaning_no = 1 L17: leaning_yes = 31 leaning_no = 12 L15: Is pct_cos2 > -0.998191? (yes=L18 and no=L19) L18: leaning_no = 41 leaning_yes = 3 L19: leaning_no = 6 leaning_yes = 8 L3: Is t_sin1 > 0.069814? (yes=L20 and no=L21) L20: Is prt_cos1 > -0.990135? (yes=L22 and no=L23) L22: Is pct_cos1 > -0.998123? (yes=L24 and no=L25) L24: Is plt_cos > -0.979268? (yes=L26 and no=L27) L26: leaning_no = 320 L27: leaning_no = 623 leaning_yes = 35 L25: leaning_no = 423 L23: Is prt_cos > -0.993381? (yes=L28 and no=L29) L28: Is plt_cos > -0.99102? (yes=L30 and no=L31) L30: leaning_no = 59 leaning_yes = 1 L31: leaning_yes = 50 leaning_no = 57 L29: Is t_sin4 > 0.201677? (yes=L32 and no=L33) L32: leaning_no = 4 leaning_yes = 3 L33: leaning_no = 204 leaning_yes = 1 L21: Is plt_cos4 > -0.9405? (yes=L34 and no=L35) L34: Is prt_cos4 > -0.996582? (yes=L36 and no=L37) L36: leaning_no = 47 L37: Is t_sin2 > 0.039557? (yes=L38 and no=L39) L38: leaning_no = 5 L39: leaning_yes = 3 L35: Is t_sin2 > 0.071873? (yes=L40 and no=L41) L40: Is t_sin3 > 0.07173? (yes=L42 and no=L43) L42: leaning_no = 29 L43: leaning_no = 2 leaning_yes = 1 L41: leaning_no = 918 Training set error: 0.05994746 Test set error: 0.07725322