Results on Training Set: True Est 000: 0 0 001: 0 0 002: 0 0 003: 0 0 004: 0 0 005: 0 0 006: 0 0 007: 0 0 008: 0 0 009: 0 0 010: 0 0 011: 0 0 012: 0 0 013: 0 0 014: 0 0 015: 0 0 016: 0 0 017: 0 0 018: 0 0 019: 0 0 020: 0 0 021: 0 0 022: 0 0 023: 0 0 024: 0 0 025: 0 0 026: 0 0 027: 0 0 028: 0 0 029: 0 0 030: 0 0 031: 0 0 032: 0 0 033: 0 0 034: 0 0 035: 1 1 036: 1 1 037: 1 1 038: 1 1 039: 1 1 040: 1 1 041: 1 1 042: 1 1 043: 1 1 044: 1 1 045: 1 1 046: 1 1 047: 1 1 048: 1 1 049: 1 1 050: 1 1 051: 1 1 052: 1 1 053: 1 1 054: 1 1 055: 1 2 ** 056: 1 1 057: 1 1 058: 1 1 059: 1 1 060: 1 1 061: 1 1 062: 1 2 ** 063: 1 1 064: 1 1 065: 1 1 066: 1 1 067: 1 1 068: 1 1 069: 1 1 070: 2 2 071: 2 2 072: 2 2 073: 2 2 074: 2 2 075: 2 2 076: 2 1 ** 077: 2 2 078: 2 2 079: 2 2 080: 2 2 081: 2 2 082: 2 2 083: 2 2 084: 2 2 085: 2 2 086: 2 2 087: 2 2 088: 2 2 089: 2 1 ** 090: 2 2 091: 2 2 092: 2 2 093: 2 2 094: 2 2 095: 2 2 096: 2 2 097: 2 2 098: 2 2 099: 2 2 100: 2 2 101: 2 2 102: 2 2 103: 2 1 ** 104: 2 2 P matrix for Training Set: [[ 2.87012528e+000 3.89876342e-017 1.02706265e-022] [ 1.22958110e+000 2.02388058e-016 1.89078981e-022] [ 9.36456741e-001 1.20340622e-017 2.14012390e-023] [ 9.22887920e-001 1.47026385e-016 1.68810893e-022] [ 2.71731009e+000 1.29661935e-017 4.50451968e-023] [ 1.46688509e-001 8.08478622e-015 4.88525182e-020] [ 1.22492017e+000 1.03544974e-016 2.53962366e-022] [ 3.11030173e+000 1.95266070e-016 3.51606932e-022] [ 1.88520140e-001 2.22777090e-017 2.50829553e-023] [ 7.82197689e-001 4.28676770e-017 4.65721709e-023] [ 1.63402821e+000 6.13193000e-017 2.52313279e-022] [ 1.95510880e+000 3.08709632e-016 5.24019053e-022] [ 4.57052968e-001 1.04427200e-017 1.13955678e-023] [ 7.17489779e-003 1.32372577e-020 3.80406227e-026] [ 3.76072957e-002 8.53425878e-020 1.90824119e-024] [ 9.28727620e-003 1.34404132e-018 7.47634403e-023] [ 1.98852215e-001 5.26434413e-017 5.50179797e-022] [ 2.61417638e+000 4.06054654e-016 1.03508345e-021] [ 1.70004330e-001 4.49042803e-015 2.26212321e-020] [ 1.94206925e+000 1.10002318e-016 5.61301385e-022] [ 8.58388002e-001 6.88541158e-015 1.01124128e-020] [ 8.49295962e-001 2.41500954e-015 9.61360872e-021] [ 3.21446688e-002 9.04825450e-021 8.16436528e-026] [ 5.76679575e-002 3.24864350e-012 4.16365131e-018] [ 1.28279033e-001 9.63010260e-015 1.23619310e-020] [ 1.13587389e+000 3.63663082e-015 2.51363964e-021] [ 7.95639531e-001 5.88427885e-014 9.46045440e-020] [ 2.90171456e+000 1.89708191e-016 4.32646482e-022] [ 2.61628391e+000 1.02638888e-016 2.11397198e-022] [ 1.22791941e+000 5.61420088e-016 6.44815033e-022] [ 1.22579757e+000 1.26818364e-015 1.12812666e-021] [ 6.33874174e-001 5.31872234e-014 1.00678898e-019] [ 3.03863520e-001 3.45126598e-020 5.46737237e-025] [ 1.97733407e-001 6.40743825e-020 1.64718806e-024] [ 7.82197689e-001 4.28676770e-017 4.65721709e-023] [ 5.84505424e-109 2.40476220e-002 4.55677692e-003] [ 1.46507427e-101 1.05834325e-001 5.85157720e-003] [ 6.09232699e-123 2.50142837e-002 1.84178301e-002] [ 2.01724410e-071 8.26529234e-002 1.40823411e-005] [ 4.79899669e-107 2.01776009e-001 9.96480961e-003] [ 2.09659640e-090 3.70304073e-001 6.76036255e-004] [ 2.10877536e-115 3.70044835e-002 1.32636897e-002] [ 1.03023648e-037 8.19884159e-004 3.31340130e-009] [ 6.11579926e-098 1.96864682e-001 2.31648101e-003] [ 7.50721948e-071 9.88871380e-002 3.93328747e-005] [ 8.27305867e-045 2.91051988e-004 1.40968563e-009] [ 1.65525243e-087 2.72175281e-001 1.66564844e-003] [ 6.89291661e-062 2.26587815e-002 7.11237823e-007] [ 7.14387163e-105 3.03756456e-001 5.30404719e-003] [ 1.50530940e-056 1.04075584e-001 1.25855544e-005] [ 6.03198356e-094 1.16206674e-001 2.60497958e-003] [ 2.89455439e-099 1.97606812e-001 2.75547251e-003] [ 1.81807740e-063 1.12259390e-001 5.93831622e-006] [ 4.15555063e-103 6.63941199e-002 7.39619918e-004] [ 1.44999439e-059 9.19475427e-002 3.34745816e-006] [ 1.18916133e-130 1.19890148e-002 2.97583882e-002] [ 1.69375108e-071 3.73531722e-001 1.88384973e-004] [ 4.23840253e-121 1.04519022e-001 9.20581176e-003] [ 1.83084499e-096 2.73719473e-001 8.07087041e-004] [ 4.33737028e-084 3.33467265e-001 8.46052843e-004] [ 1.51830990e-093 1.91677313e-001 2.87602423e-003] [ 4.82151840e-113 9.15181822e-002 7.97949316e-003] [ 5.78357416e-138 1.43436768e-002 7.17870750e-002] [ 2.01309156e-100 3.16264771e-001 5.46768433e-003] [ 2.40738893e-043 2.29686650e-002 1.99866341e-007] [ 2.76959108e-056 4.65714271e-002 1.11314546e-006] [ 1.03047189e-049 1.93116884e-002 1.93409587e-007] [ 3.75344185e-063 2.40124199e-001 2.56410505e-005] [ 5.79057903e-135 5.85955693e-002 2.97544584e-002] [ 5.77998351e-099 1.38281615e-001 1.73732063e-003] [ 3.01581074e-254 1.06391571e-010 1.46184672e-002] [ 8.93589280e-153 3.95717135e-003 5.50597520e-002] [ 5.00808699e-219 3.57078459e-007 1.32001777e-001] [ 1.77889038e-175 1.01294733e-003 1.51804786e-001] [ 5.63348063e-217 6.65610371e-007 1.39638059e-001] [ 4.03901288e-271 7.92128551e-011 1.88851081e-002] [ 6.15758558e-111 9.29133528e-003 4.87972623e-004] [ 1.58935142e-226 3.76249270e-007 5.61487545e-002] [ 1.48143533e-190 1.12504772e-004 7.39938815e-002] [ 6.56757165e-266 6.37004691e-013 2.89542583e-003] [ 1.82304393e-161 3.13114060e-004 1.06406337e-001] [ 1.25709265e-165 1.47818322e-003 1.31687666e-001] [ 9.99954640e-193 1.14754288e-005 1.75868849e-001] [ 7.47472941e-155 9.82320842e-004 2.35313733e-002] [ 2.70910936e-191 7.03491107e-007 2.01896823e-002] [ 5.24831005e-195 9.20738311e-007 6.47503614e-002] [ 2.51941546e-170 1.11988437e-003 1.60961020e-001] [ 4.90897358e-287 1.98230009e-014 4.45010969e-004] [ 1.42989928e-311 4.85869439e-014 2.14651802e-003] [ 4.63098424e-126 2.67230939e-002 1.96439076e-003] [ 6.49749645e-221 3.58218031e-008 7.17599391e-002] [ 7.10755474e-149 1.63003334e-003 3.24190665e-002] [ 1.82093439e-272 9.22850547e-011 1.19827538e-002] [ 1.01143122e-137 2.01563450e-002 5.93554604e-002] [ 8.75007927e-204 1.53884646e-006 1.08793550e-001] [ 3.78507369e-205 2.98928814e-006 7.44130077e-002] [ 3.16039572e-132 2.83887615e-002 5.19230603e-002] [ 2.19724622e-136 1.81542871e-002 6.18612605e-002] [ 6.56726866e-197 1.95904871e-005 1.66580122e-001] [ 9.53682408e-181 1.09213154e-004 5.36994459e-002] [ 2.33473142e-220 4.63269124e-007 7.28088279e-002] [ 9.01043057e-252 2.90924688e-012 8.06103926e-004] [ 1.17296453e-204 3.47089840e-006 1.32191138e-001] [ 1.59928724e-130 8.01628265e-002 2.61486909e-002] [ 2.59783733e-153 9.95560822e-003 1.07371464e-002]] Results on Test Set: True Est 000: 0 0 001: 0 0 002: 0 0 003: 0 0 004: 0 0 005: 0 0 006: 0 0 007: 0 0 008: 0 0 009: 0 0 010: 0 0 011: 0 0 012: 0 0 013: 0 0 014: 0 0 015: 1 1 016: 1 1 017: 1 1 018: 1 1 019: 1 1 020: 1 1 021: 1 1 022: 1 1 023: 1 1 024: 1 1 025: 1 1 026: 1 1 027: 1 1 028: 1 1 029: 1 1 030: 2 2 031: 2 2 032: 2 2 033: 2 2 034: 2 2 035: 2 2 036: 2 2 037: 2 2 038: 2 2 039: 2 2 040: 2 2 041: 2 2 042: 2 2 043: 2 2 044: 2 2