#Decision trees generated during five-cross validation on the training dataset S2' #Index of features used for decisions: x1 = Number of alternative splicing results x2 = Number of open reading frames x3 = Counts of exons used for coding x4 = Number of human paralogues x5 = Average dN within human paralogues x6 = Average dS within human paralogues x7 = Average dN/dS within human paralogues x8 = Nucleotide composition: A(TCG) x9 = Nucleotide composition: T(ACG) x10 = Nucleotide composition: C(ATG) x11 = Nucleotide composition: G(ATC) x12 = Nucleotide composition: AT(CG) x13 = Nucleotide composition: AC(TG) x14 = Nucleotide composition: AG(TC) x15 = Dinucleotide composition: ApA% x16 = Dinucleotide composition: ApT% x17 = Dinucleotide composition: ApC% x18 = Dinucleotide composition: ApG% x19 = Dinucleotide composition: TpA% x20 = Dinucleotide composition: TpT% x21 = Dinucleotide composition: TpC% x22 = Dinucleotide composition: TpG% x23 = Dinucleotide composition: CpA% x24 = Dinucleotide composition: CpT% x25 = Dinucleotide composition: CpC% x26 = Dinucleotide composition: CpG% x27 = Dinucleotide composition: GpA% x28 = Dinucleotide composition: GpT% x30 = Dinucleotide composition: GpG% x31 = Codon usage: TTT_(F) x33 = Codon usage: TTA_(L) x34 = Codon usage: TTG_(L) x35 = Codon usage: CTT_(L) x36 = Codon usage: CTC_(L) x37 = Codon usage: CTA_(L) x38 = Codon usage: CTG_(L) x39 = Codon usage: ATT_(I) x40 = Codon usage: ATC_(I) x41 = Codon usage: ATA_(I) x43 = Codon usage: GTT_(V) x45 = Codon usage: GTA_(V) x46 = Codon usage: GTG_(V) x47 = Codon usage: TCT_(S) x49 = Codon usage: TCA_(S) x50 = Codon usage: TCG_(S) x51 = Codon usage: AGT_(S) x52 = Codon usage: AGC_(S) x53 = Codon usage: CCT_(P) x54 = Codon usage: CCC_(P) x55 = Codon usage: CCA_(P) x56 = Codon usage: CCG_(P) x58 = Codon usage: ACC_(T) x60 = Codon usage: ACG_(T) x61 = Codon usage: TAT_(Y) x63 = Codon usage: GCT_(A) x64 = Codon usage: GCC_(A) x65 = Codon usage: GCA_(A) x66 = Codon usage: GCG_(A) x67 = Codon usage: CAT_(H) x68 = Codon usage: CAC_(H) x69 = Codon usage: CAA_(Q) x70 = Codon usage: CAG_(Q) x71 = Codon usage: AAT_(N) x73 = Codon usage: AAA_(K) x74 = Codon usage: AAG_(K) x75 = Codon usage: GAT_(D) x76 = Codon usage: GAC_(D) x77 = Codon usage: GAA_(E) x78 = Codon usage: GAG_(E) x79 = Codon usage: TGT_(C) x82 = Codon usage: CGT_(R) x83 = Codon usage: CGC_(R) x84 = Codon usage: CGA_(R) x85 = Codon usage: CGG_(R) x86 = Codon usage: AGA_(R) x87 = Codon usage: AGG_(R) x88 = Codon usage: GGT_(G) x90 = Codon usage: GGA_(G) x91 = Codon usage: GGG_(G) x92 = Codon usage: TAA_(N/A3) x95 = 4-mer: AAAA x96 = 4-mer: AAAT x103 = 4-mer: AACA x106 = 4-mer: AACG x112 = 4-mer: ATAT x117 = 4-mer: ATTC x119 = 4-mer: ATCA x120 = 4-mer: ATCT x122 = 4-mer: ATCG x129 = 4-mer: ACAC x133 = 4-mer: ACTC x139 = 4-mer: ACGA x140 = 4-mer: ACGT x147 = 4-mer: AGTA x151 = 4-mer: AGCA x169 = 4-mer: TACC x171 = 4-mer: TAGA x172 = 4-mer: TAGT x174 = 4-mer: TAGG x178 = 4-mer: TTAG x182 = 4-mer: TTTG x192 = 4-mer: TCAT x195 = 4-mer: TCTA x202 = 4-mer: TCCG x204 = 4-mer: TCGT x207 = 4-mer: TGAA x209 = 4-mer: TGAC x211 = 4-mer: TGTA x214 = 4-mer: TGTG x218 = 4-mer: TGCG x224 = 4-mer: CAAT x225 = 4-mer: CAAC x233 = 4-mer: CACC x234 = 4-mer: CACG x249 = 4-mer: CTCC x266 = 4-mer: CCCG x270 = 4-mer: CCGG x271 = 4-mer: CGAA x272 = 4-mer: CGAT x274 = 4-mer: CGAG x277 = 4-mer: CGTC x279 = 4-mer: CGCA x282 = 4-mer: CGCG x283 = 4-mer: CGGA x292 = 4-mer: GATT x298 = 4-mer: GACG x306 = 4-mer: GTAG x308 = 4-mer: GTTT x310 = 4-mer: GTTG x314 = 4-mer: GTCG x333 = 4-mer: GCGC x344 = 4-mer: GGCT x348 = 4-mer: GGGT x349 = 4-mer: GGGC x351 = Amino acid composition: Alanine (A) x352 = Amino acid composition: Arginine (R) x354 = Amino acid composition: Aspartic acid (D) x355 = Amino acid composition: Cysteine (C) x356 = Amino acid composition: Glutamic acid (E) x357 = Amino acid composition: Glutamine (Q) x359 = Amino acid composition: Histidine (H) x360 = Amino acid composition: Isoleucine (I) x361 = Amino acid composition: Leucine (L) x362 = Amino acid composition: Lysine (K) x363 = Amino acid composition: Methionine (M) x365 = Amino acid composition: Proline (P) x366 = Amino acid composition: Serine (S) x367 = Amino acid composition: Threonine (T) x368 = Amino acid composition: Tryptophan (W) x369 = Amino acid composition: Tyrosine (Y) x370 = Amino acid composition: Valine (V) x371 = Amino acid composition: Aliphatic (AGILPV) x372 = Amino acid composition: Positive_charged/Basic(RHK) x373 = Amino acid composition: Sulfur (CM) x374 = Amino acid composition: Hydroxyl (ST) x378 = Amino acid composition: Neutral (GHPSTY) x379 = Amino acid composition: Hydrophilic (RNDQEK) x380 = Amino acid composition: Tiny (AGS) x381 = Amino acid composition: Small (NDCPT) x383 = Amino acid composition: Large (RILKM) x385 = Amino acid composition: Uncharged (ANCQGILMFPSTWYV) x386 = Amino acid composition: Polar (RNDQEHKSTY) x387 = Amino acid composition: Nonpolar (ACGILMFPWV) x388 = Average shortest path length x391 = Clustering coefficient x392 = Degree x393 = Neighborhood connectivity x395 = Topological coefficient x402 = SLNP: ATA[AG][TG] x417 = SLNP: ATTTA x432 = SLNP: TA[TG][TC]A x443 = SLNP: TAT[AT][AT] x455 = SLNP: ATA[ATCG][TG] x467 = SLNP: T[AT]A[AT][AT] x473 = SLNP: T[AT]A[AT][TC] x496 = SLNP occurrence (parametric) x501 = SLAAP: SVI x502 = SLAAP: LxNL x506 = SLAAP: LKxK x508 = SLAAP: EKxI x512 = SLAAP: LxNxL x517 = SLAAP occurrence (parametric) #Decision tree in five-fold cross-validation (sample size = 794, the first division) 1 if x11<0.3595 then node 2 elseif x11>=0.3595 then node 3 else 0 2 if x370<0.0385 then node 4 elseif x370>=0.0385 then node 5 else 1 3 if x85<0.578 then node 6 elseif x85>=0.578 then node 7 else 0 4 if x10<0.4715 then node 8 elseif x10>=0.4715 then node 9 else 0 5 if x388<0.7 then node 10 elseif x388>=0.7 then node 11 else 1 6 if x367<0.8425 then node 12 elseif x367>=0.8425 then node 13 else 1 7 if x211<0.426 then node 14 elseif x211>=0.426 then node 15 else 0 8 class = 0 9 class = 1 10 if x368<0.5055 then node 16 elseif x368>=0.5055 then node 17 else 0 11 if x63<0.282 then node 18 elseif x63>=0.282 then node 19 else 1 12 if x506<0.5 then node 20 elseif x506>=0.5 then node 21 else 0 13 if x365<0.9615 then node 22 elseif x365>=0.9615 then node 23 else 1 14 if x467<0.5 then node 24 elseif x467>=0.5 then node 25 else 0 15 if x383<0.371 then node 26 elseif x383>=0.371 then node 27 else 1 16 class = 0 17 class = 1 18 if x122<0.466 then node 28 elseif x122>=0.466 then node 29 else 0 19 if x39<0.5765 then node 30 elseif x39>=0.5765 then node 31 else 1 20 if x33<0.364 then node 32 elseif x33>=0.364 then node 33 else 0 21 if x39<0.6075 then node 34 elseif x39>=0.6075 then node 35 else 1 22 class = 1 23 class = 0 24 if x233<0.013 then node 36 elseif x233>=0.013 then node 37 else 0 25 if x361<0.6615 then node 38 elseif x361>=0.6615 then node 39 else 0 26 if x14<0.6735 then node 40 elseif x14>=0.6735 then node 41 else 1 27 if x63<0.545 then node 42 elseif x63>=0.545 then node 43 else 0 28 if x22<0.5955 then node 44 elseif x22>=0.5955 then node 45 else 0 29 if x11<0.3075 then node 46 elseif x11>=0.3075 then node 47 else 1 30 if x361<0.9915 then node 48 elseif x361>=0.9915 then node 49 else 1 31 if x90<0.216 then node 50 elseif x90>=0.216 then node 51 else 1 32 if x112<0.2885 then node 52 elseif x112>=0.2885 then node 53 else 0 33 if x22<0.8875 then node 54 elseif x22>=0.8875 then node 55 else 0 34 if x58<0.757 then node 56 elseif x58>=0.757 then node 57 else 1 35 if x39<0.7555 then node 58 elseif x39>=0.7555 then node 59 else 0 36 class = 1 37 if x66<0.2285 then node 60 elseif x66>=0.2285 then node 61 else 0 38 if x92<0.5 then node 62 elseif x92>=0.5 then node 63 else 0 39 if x15<0.0355 then node 64 elseif x15>=0.0355 then node 65 else 1 40 if x52<0.1555 then node 66 elseif x52>=0.1555 then node 67 else 1 41 class = 0 42 if x103<0.338 then node 68 elseif x103>=0.338 then node 69 else 0 43 class = 1 44 class = 0 45 class = 1 46 class = 1 47 class = 0 48 class = 1 49 class = 0 50 class = 0 51 if x43<0.5185 then node 70 elseif x43>=0.5185 then node 71 else 1 52 if x359<0.4715 then node 72 elseif x359>=0.4715 then node 73 else 0 53 if x15<0.615 then node 74 elseif x15>=0.615 then node 75 else 1 54 if x359<0.0125 then node 76 elseif x359>=0.0125 then node 77 else 0 55 class = 1 56 if x28<0.0035 then node 78 elseif x28>=0.0035 then node 79 else 1 57 class = 0 58 class = 0 59 class = 1 60 if x380<0.6285 then node 80 elseif x380>=0.6285 then node 81 else 0 61 class = 0 62 if x272<0.045 then node 82 elseif x272>=0.045 then node 83 else 0 63 if x61<0.426 then node 84 elseif x61>=0.426 then node 85 else 1 64 class = 0 65 if x3<0.066 then node 86 elseif x3>=0.066 then node 87 else 1 66 class = 0 67 class = 1 68 class = 1 69 if x96<0.6055 then node 88 elseif x96>=0.6055 then node 89 else 0 70 if x37<0.1075 then node 90 elseif x37>=0.1075 then node 91 else 1 71 if x349<0.309 then node 92 elseif x349>=0.309 then node 93 else 1 72 if x182<0.2085 then node 94 elseif x182>=0.2085 then node 95 else 0 73 if x5<0.768 then node 96 elseif x5>=0.768 then node 97 else 0 74 if x279<0.3085 then node 98 elseif x279>=0.3085 then node 99 else 1 75 class = 0 76 class = 1 77 if x388<0.967 then node 100 elseif x388>=0.967 then node 101 else 0 78 class = 0 79 class = 1 80 class = 0 81 class = 1 82 class = 1 83 if x14<0.9045 then node 102 elseif x14>=0.9045 then node 103 else 0 84 class = 1 85 class = 0 86 class = 0 87 class = 1 88 if x83<0.9245 then node 104 elseif x83>=0.9245 then node 105 else 0 89 class = 1 90 class = 0 91 class = 1 92 if x68<0.29 then node 106 elseif x68>=0.29 then node 107 else 1 93 if x91<0.6515 then node 108 elseif x91>=0.6515 then node 109 else 1 94 if x270<0.1845 then node 110 elseif x270>=0.1845 then node 111 else 1 95 if x369<0.882 then node 112 elseif x369>=0.882 then node 113 else 0 96 class = 0 97 class = 1 98 if x171<0.331 then node 114 elseif x171>=0.331 then node 115 else 0 99 class = 1 100 class = 0 101 class = 1 102 if x26<0.9445 then node 116 elseif x26>=0.9445 then node 117 else 0 103 class = 1 104 if x58<0.251 then node 118 elseif x58>=0.251 then node 119 else 0 105 class = 1 106 if x45<0.882 then node 120 elseif x45>=0.882 then node 121 else 0 107 if x28<0.695 then node 122 elseif x28>=0.695 then node 123 else 1 108 if x17<0.769 then node 124 elseif x17>=0.769 then node 125 else 1 109 class = 0 110 class = 0 111 class = 1 112 if x3<0.0315 then node 126 elseif x3>=0.0315 then node 127 else 0 113 class = 1 114 class = 1 115 class = 0 116 if x46<0.276 then node 128 elseif x46>=0.276 then node 129 else 0 117 class = 1 118 class = 1 119 if x372<0.1445 then node 130 elseif x372>=0.1445 then node 131 else 0 120 if x352<0.5005 then node 132 elseif x352>=0.5005 then node 133 else 0 121 class = 1 122 if x172<0.1025 then node 134 elseif x172>=0.1025 then node 135 else 1 123 if x36<0.2175 then node 136 elseif x36>=0.2175 then node 137 else 0 124 class = 1 125 class = 0 126 class = 1 127 class = 0 128 class = 1 129 class = 0 130 class = 1 131 class = 0 132 if x13<0.292 then node 138 elseif x13>=0.292 then node 139 else 0 133 class = 1 134 class = 0 135 if x51<0.3625 then node 140 elseif x51>=0.3625 then node 141 else 1 136 class = 0 137 class = 1 138 class = 1 139 if x37<0.826 then node 142 elseif x37>=0.826 then node 143 else 0 140 class = 0 141 class = 1 142 if x58<0.0185 then node 144 elseif x58>=0.0185 then node 145 else 0 143 class = 1 144 class = 1 145 class = 0 #Decision tree for classification (sample size = 794, the second division) 1 if x86<0.3465 then node 2 elseif x86>=0.3465 then node 3 else 0 2 if x4<0.034 then node 4 elseif x4>=0.034 then node 5 else 0 3 if x17<0.337 then node 6 elseif x17>=0.337 then node 7 else 1 4 if x2<0.35 then node 8 elseif x2>=0.35 then node 9 else 0 5 if x119<0.401 then node 10 elseif x119>=0.401 then node 11 else 0 6 if x204<0.3605 then node 12 elseif x204>=0.3605 then node 13 else 0 7 if x385<0.2235 then node 14 elseif x385>=0.2235 then node 15 else 1 8 if x372<0.437 then node 16 elseif x372>=0.437 then node 17 else 0 9 if x82<0.1975 then node 18 elseif x82>=0.1975 then node 19 else 0 10 if x174<0.2595 then node 20 elseif x174>=0.2595 then node 21 else 0 11 if x3<0.1285 then node 22 elseif x3>=0.1285 then node 23 else 1 12 if x298<0.238 then node 24 elseif x298>=0.238 then node 25 else 0 13 if x30<0.765 then node 26 elseif x30>=0.765 then node 27 else 1 14 if x178<0.2265 then node 28 elseif x178>=0.2265 then node 29 else 0 15 if x20<0.7655 then node 30 elseif x20>=0.7655 then node 31 else 1 16 if x71<0.5165 then node 32 elseif x71>=0.5165 then node 33 else 0 17 class = 0 18 if x37<0.119 then node 34 elseif x37>=0.119 then node 35 else 1 19 if x359<0.505 then node 36 elseif x359>=0.505 then node 37 else 0 20 if x361<0.624 then node 38 elseif x361>=0.624 then node 39 else 0 21 if x517<0.147059 then node 40 elseif x517>=0.147059 then node 41 else 1 22 if x182<0.7725 then node 42 elseif x182>=0.7725 then node 43 else 1 23 if x18<0.43 then node 44 elseif x18>=0.43 then node 45 else 0 24 if x214<0.1015 then node 46 elseif x214>=0.1015 then node 47 else 0 25 class = 0 26 if x56<0.0885 then node 48 elseif x56>=0.0885 then node 49 else 1 27 class = 0 28 if x169<0.039 then node 50 elseif x169>=0.039 then node 51 else 1 29 if x3<0.3945 then node 52 elseif x3>=0.3945 then node 53 else 0 30 if x147<0.0345 then node 54 elseif x147>=0.0345 then node 55 else 1 31 if x90<0.5615 then node 56 elseif x90>=0.5615 then node 57 else 1 32 if x354<0.046 then node 58 elseif x354>=0.046 then node 59 else 0 33 if x41<0.191 then node 60 elseif x41>=0.191 then node 61 else 1 34 class = 0 35 class = 1 36 if x395<0.2845 then node 62 elseif x395>=0.2845 then node 63 else 0 37 class = 1 38 if x209<0.0065 then node 64 elseif x209>=0.0065 then node 65 else 0 39 if x69<0.259 then node 66 elseif x69>=0.259 then node 67 else 0 40 if x362<0.3 then node 68 elseif x362>=0.3 then node 69 else 0 41 if x361<0.2135 then node 70 elseif x361>=0.2135 then node 71 else 1 42 if x192<0.202 then node 72 elseif x192>=0.202 then node 73 else 1 43 class = 0 44 if x43<0.556 then node 74 elseif x43>=0.556 then node 75 else 0 45 if x359<0.4235 then node 76 elseif x359>=0.4235 then node 77 else 1 46 class = 0 47 if x371<0.2405 then node 78 elseif x371>=0.2405 then node 79 else 1 48 class = 1 49 if x82<0.2175 then node 80 elseif x82>=0.2175 then node 81 else 1 50 class = 0 51 if x356<0.929 then node 82 elseif x356>=0.929 then node 83 else 1 52 if x23<0.1655 then node 84 elseif x23>=0.1655 then node 85 else 0 53 class = 1 54 if x443<0.5 then node 86 elseif x443>=0.5 then node 87 else 0 55 if x355<0.2495 then node 88 elseif x355>=0.2495 then node 89 else 1 56 if x266<0.0995 then node 90 elseif x266>=0.0995 then node 91 else 0 57 if x283<0.0955 then node 92 elseif x283>=0.0955 then node 93 else 1 58 class = 1 59 class = 0 60 class = 1 61 class = 0 62 if x11<0.9185 then node 94 elseif x11>=0.9185 then node 95 else 0 63 class = 1 64 class = 1 65 if x4<0.602 then node 96 elseif x4>=0.602 then node 97 else 0 66 if x402<0.5 then node 98 elseif x402>=0.5 then node 99 else 0 67 class = 1 68 if x455<0.5 then node 100 elseif x455>=0.5 then node 101 else 0 69 class = 0 70 class = 0 71 if x27<0.316 then node 102 elseif x27>=0.316 then node 103 else 1 72 class = 0 73 if x512<0.5 then node 104 elseif x512>=0.5 then node 105 else 1 74 class = 0 75 class = 1 76 class = 1 77 if x363<0.3585 then node 106 elseif x363>=0.3585 then node 107 else 0 78 class = 0 79 if x204<0.2915 then node 108 elseif x204>=0.2915 then node 109 else 1 80 if x13<0.0575 then node 110 elseif x13>=0.0575 then node 111 else 1 81 if x380<0.423 then node 112 elseif x380>=0.423 then node 113 else 0 82 class = 1 83 class = 0 84 class = 1 85 class = 0 86 class = 1 87 class = 0 88 if x204<0.2675 then node 114 elseif x204>=0.2675 then node 115 else 1 89 if x386<0.9095 then node 116 elseif x386>=0.9095 then node 117 else 1 90 class = 1 91 class = 0 92 class = 1 93 if x46<0.064 then node 118 elseif x46>=0.064 then node 119 else 1 94 class = 0 95 class = 1 96 if x86<0.2575 then node 120 elseif x86>=0.2575 then node 121 else 0 97 if x33<0.0455 then node 122 elseif x33>=0.0455 then node 123 else 0 98 if x7<0.3155 then node 124 elseif x7>=0.3155 then node 125 else 0 99 class = 1 100 class = 0 101 if x54<0.443 then node 126 elseif x54>=0.443 then node 127 else 1 102 class = 0 103 class = 1 104 if x13<0.0005 then node 128 elseif x13>=0.0005 then node 129 else 1 105 class = 0 106 class = 1 107 class = 0 108 class = 1 109 class = 0 110 class = 0 111 class = 1 112 class = 0 113 class = 1 114 if x79<0.771 then node 130 elseif x79>=0.771 then node 131 else 1 115 if x73<0.97 then node 132 elseif x73>=0.97 then node 133 else 1 116 if x50<0.794 then node 134 elseif x50>=0.794 then node 135 else 1 117 class = 0 118 if x3<0.1515 then node 136 elseif x3>=0.1515 then node 137 else 0 119 if x363<0.763 then node 138 elseif x363>=0.763 then node 139 else 1 120 if x75<0.795 then node 140 elseif x75>=0.795 then node 141 else 0 121 if x67<0.27 then node 142 elseif x67>=0.27 then node 143 else 0 122 class = 1 123 class = 0 124 class = 0 125 class = 1 126 class = 0 127 if x368<0.877 then node 144 elseif x368>=0.877 then node 145 else 1 128 class = 0 129 class = 1 130 if x4<0.5905 then node 146 elseif x4>=0.5905 then node 147 else 1 131 class = 0 132 class = 1 133 class = 0 134 class = 1 135 class = 0 136 class = 1 137 class = 0 138 if x41<0.8425 then node 148 elseif x41>=0.8425 then node 149 else 1 139 class = 0 140 class = 0 141 class = 1 142 class = 1 143 class = 0 144 if x369<0.0355 then node 150 elseif x369>=0.0355 then node 151 else 1 145 class = 0 146 if x36<0.686 then node 152 elseif x36>=0.686 then node 153 else 1 147 class = 0 148 class = 1 149 class = 0 150 class = 0 151 class = 1 152 if x33<0.031 then node 154 elseif x33>=0.031 then node 155 else 1 153 class = 0 154 class = 0 155 class = 1 #Decision tree for classification (sample size = 794, the third division) 1 if x26<0.2525 then node 2 elseif x26>=0.2525 then node 3 else 0 2 if x386<0.873 then node 4 elseif x386>=0.873 then node 5 else 1 3 if x211<0.2125 then node 6 elseif x211>=0.2125 then node 7 else 0 4 if x84<0.464 then node 8 elseif x84>=0.464 then node 9 else 1 5 if x47<0.5545 then node 10 elseif x47>=0.5545 then node 11 else 0 6 if x4<0.432 then node 12 elseif x4>=0.432 then node 13 else 0 7 if x225<0.145 then node 14 elseif x225>=0.145 then node 15 else 0 8 if x129<0.0305 then node 16 elseif x129>=0.0305 then node 17 else 1 9 if x386<0.662 then node 18 elseif x386>=0.662 then node 19 else 1 10 class = 0 11 if x387<0.1055 then node 20 elseif x387>=0.1055 then node 21 else 0 12 if x91<0.995 then node 22 elseif x91>=0.995 then node 23 else 0 13 if x47<0.3045 then node 24 elseif x47>=0.3045 then node 25 else 1 14 if x369<0.0295 then node 26 elseif x369>=0.0295 then node 27 else 1 15 if x496<0.572222 then node 28 elseif x496>=0.572222 then node 29 else 0 16 class = 0 17 if x45<0.7435 then node 30 elseif x45>=0.7435 then node 31 else 1 18 if x65<0.831 then node 32 elseif x65>=0.831 then node 33 else 0 19 if x122<0.1255 then node 34 elseif x122>=0.1255 then node 35 else 1 20 if x395<0.1155 then node 36 elseif x395>=0.1155 then node 37 else 1 21 class = 0 22 if x82<0.205 then node 38 elseif x82>=0.205 then node 39 else 0 23 if x58<0.2125 then node 40 elseif x58>=0.2125 then node 41 else 1 24 class = 1 25 if x95<0.549 then node 42 elseif x95>=0.549 then node 43 else 0 26 class = 0 27 if x20<0.006 then node 44 elseif x20>=0.006 then node 45 else 1 28 if x3<0.1 then node 46 elseif x3>=0.1 then node 47 else 0 29 if x379<0.2025 then node 48 elseif x379>=0.2025 then node 49 else 1 30 if x35<0.6295 then node 50 elseif x35>=0.6295 then node 51 else 1 31 if x381<0.6695 then node 52 elseif x381>=0.6695 then node 53 else 1 32 if x178<0.647 then node 54 elseif x178>=0.647 then node 55 else 0 33 if x63<0.1715 then node 56 elseif x63>=0.1715 then node 57 else 1 34 class = 0 35 if x14<0.305 then node 58 elseif x14>=0.305 then node 59 else 1 36 if x7<0.75 then node 60 elseif x7>=0.75 then node 61 else 1 37 if x38<0.124 then node 62 elseif x38>=0.124 then node 63 else 0 38 if x473<0.5 then node 64 elseif x473>=0.5 then node 65 else 0 39 if x502<0.5 then node 66 elseif x502>=0.5 then node 67 else 0 40 class = 0 41 class = 1 42 class = 0 43 class = 1 44 class = 0 45 class = 1 46 if x17<0.675 then node 68 elseif x17>=0.675 then node 69 else 1 47 if x383<0.114 then node 70 elseif x383>=0.114 then node 71 else 0 48 if x9<0.3285 then node 72 elseif x9>=0.3285 then node 73 else 0 49 if x393<0.4145 then node 74 elseif x393>=0.4145 then node 75 else 1 50 if x202<0.761 then node 76 elseif x202>=0.761 then node 77 else 1 51 if x10<0.2515 then node 78 elseif x10>=0.2515 then node 79 else 1 52 if x87<0.5455 then node 80 elseif x87>=0.5455 then node 81 else 0 53 if x10<0.0745 then node 82 elseif x10>=0.0745 then node 83 else 1 54 if x24<0.361 then node 84 elseif x24>=0.361 then node 85 else 0 55 class = 1 56 class = 0 57 if x25<0.004 then node 86 elseif x25>=0.004 then node 87 else 1 58 class = 0 59 class = 1 60 class = 1 61 class = 0 62 class = 1 63 if x1<0.6 then node 88 elseif x1>=0.6 then node 89 else 0 64 if x78<0.998 then node 90 elseif x78>=0.998 then node 91 else 0 65 if x7<0.1525 then node 92 elseif x7>=0.1525 then node 93 else 1 66 if x40<0.13 then node 94 elseif x40>=0.13 then node 95 else 0 67 if x66<0.2295 then node 96 elseif x66>=0.2295 then node 97 else 0 68 if x85<0.4855 then node 98 elseif x85>=0.4855 then node 99 else 0 69 if x85<0.5055 then node 100 elseif x85>=0.5055 then node 101 else 1 70 class = 1 71 if x2<0.75 then node 102 elseif x2>=0.75 then node 103 else 0 72 class = 1 73 class = 0 74 if x369<0.791 then node 104 elseif x369>=0.791 then node 105 else 1 75 if x373<0.4325 then node 106 elseif x373>=0.4325 then node 107 else 0 76 if x11<0.7515 then node 108 elseif x11>=0.7515 then node 109 else 1 77 class = 0 78 if x249<0.0385 then node 110 elseif x249>=0.0385 then node 111 else 1 79 if x21<0.804 then node 112 elseif x21>=0.804 then node 113 else 0 80 class = 1 81 class = 0 82 class = 0 83 class = 1 84 if x9<0.435 then node 114 elseif x9>=0.435 then node 115 else 0 85 if x367<0.7595 then node 116 elseif x367>=0.7595 then node 117 else 0 86 class = 0 87 class = 1 88 class = 0 89 class = 1 90 if x69<0.4065 then node 118 elseif x69>=0.4065 then node 119 else 0 91 class = 1 92 if x359<0.59 then node 120 elseif x359>=0.59 then node 121 else 1 93 class = 0 94 class = 1 95 class = 0 96 class = 0 97 class = 1 98 class = 1 99 if x277<0.2795 then node 122 elseif x277>=0.2795 then node 123 else 0 100 class = 0 101 if x10<0.5325 then node 124 elseif x10>=0.5325 then node 125 else 1 102 class = 0 103 if x12<0.2115 then node 126 elseif x12>=0.2115 then node 127 else 0 104 if x55<0.8145 then node 128 elseif x55>=0.8145 then node 129 else 1 105 if x50<0.2125 then node 130 elseif x50>=0.2125 then node 131 else 0 106 if x40<0.741 then node 132 elseif x40>=0.741 then node 133 else 0 107 if x77<0.705 then node 134 elseif x77>=0.705 then node 135 else 1 108 class = 1 109 class = 0 110 class = 0 111 if x4<0.534 then node 136 elseif x4>=0.534 then node 137 else 1 112 class = 0 113 class = 1 114 class = 1 115 if x371<0.303 then node 138 elseif x371>=0.303 then node 139 else 0 116 if x64<0.4175 then node 140 elseif x64>=0.4175 then node 141 else 0 117 class = 1 118 if x367<0.753 then node 142 elseif x367>=0.753 then node 143 else 0 119 class = 1 120 class = 1 121 class = 0 122 class = 1 123 if x88<0.0305 then node 144 elseif x88>=0.0305 then node 145 else 0 124 class = 0 125 class = 1 126 class = 1 127 class = 0 128 if x73<0.8515 then node 146 elseif x73>=0.8515 then node 147 else 1 129 class = 0 130 class = 1 131 class = 0 132 if x7<0.936 then node 148 elseif x7>=0.936 then node 149 else 0 133 class = 1 134 class = 1 135 class = 0 136 class = 1 137 class = 0 138 class = 1 139 class = 0 140 if x96<0.387 then node 150 elseif x96>=0.387 then node 151 else 1 141 class = 0 142 class = 0 143 class = 1 144 class = 1 145 class = 0 146 if x234<0.2885 then node 152 elseif x234>=0.2885 then node 153 else 1 147 class = 0 148 if x11<0.3315 then node 154 elseif x11>=0.3315 then node 155 else 0 149 class = 1 150 if x31<0.791 then node 156 elseif x31>=0.791 then node 157 else 1 151 class = 0 152 if x18<0.574 then node 158 elseif x18>=0.574 then node 159 else 1 153 if x31<0.064 then node 160 elseif x31>=0.064 then node 161 else 1 154 class = 1 155 class = 0 156 if x4<0.0115 then node 162 elseif x4>=0.0115 then node 163 else 1 157 if x1<0.125 then node 164 elseif x1>=0.125 then node 165 else 0 158 if x5<0.922 then node 166 elseif x5>=0.922 then node 167 else 1 159 class = 0 160 class = 0 161 class = 1 162 class = 0 163 class = 1 164 class = 1 165 if x31<0.897 then node 168 elseif x31>=0.897 then node 169 else 0 166 class = 1 167 class = 0 168 class = 0 169 class = 1 #Decision tree for classification (sample size = 794, the fourth division) 1 if x86<0.3465 then node 2 elseif x86>=0.3465 then node 3 else 0 2 if x195<0.411 then node 4 elseif x195>=0.411 then node 5 else 0 3 if x385<0.225 then node 6 elseif x385>=0.225 then node 7 else 1 4 if x517<0.205882 then node 8 elseif x517>=0.205882 then node 9 else 0 5 if x4<0.0565 then node 10 elseif x4>=0.0565 then node 11 else 1 6 if x37<0.8725 then node 12 elseif x37>=0.8725 then node 13 else 0 7 if x17<0.3445 then node 14 elseif x17>=0.3445 then node 15 else 1 8 if x218<0.206 then node 16 elseif x218>=0.206 then node 17 else 0 9 if x373<0.2525 then node 18 elseif x373>=0.2525 then node 19 else 1 10 if x82<0.1805 then node 20 elseif x82>=0.1805 then node 21 else 0 11 if x74<0.419 then node 22 elseif x74>=0.419 then node 23 else 1 12 if x234<0.3305 then node 24 elseif x234>=0.3305 then node 25 else 0 13 class = 1 14 if x106<0.263 then node 26 elseif x106>=0.263 then node 27 else 0 15 if x39<0.7405 then node 28 elseif x39>=0.7405 then node 29 else 1 16 if x370<0.084 then node 30 elseif x370>=0.084 then node 31 else 0 17 if x306<0.239 then node 32 elseif x306>=0.239 then node 33 else 0 18 if x41<0.543 then node 34 elseif x41>=0.543 then node 35 else 0 19 if x36<0.469 then node 36 elseif x36>=0.469 then node 37 else 1 20 if x169<0.7025 then node 38 elseif x169>=0.7025 then node 39 else 1 21 if x366<0.5005 then node 40 elseif x366>=0.5005 then node 41 else 0 22 if x1<0.7 then node 42 elseif x1>=0.7 then node 43 else 1 23 if x88<0.3065 then node 44 elseif x88>=0.3065 then node 45 else 1 24 if x1<0.6 then node 46 elseif x1>=0.6 then node 47 else 0 25 if x24<0.111 then node 48 elseif x24>=0.111 then node 49 else 1 26 if x348<0.196 then node 50 elseif x348>=0.196 then node 51 else 1 27 if x140<0.363 then node 52 elseif x140>=0.363 then node 53 else 0 28 if x63<0.242 then node 54 elseif x63>=0.242 then node 55 else 1 29 if x56<0.2055 then node 56 elseif x56>=0.2055 then node 57 else 1 30 class = 1 31 class = 0 32 if x151<0.2195 then node 58 elseif x151>=0.2195 then node 59 else 0 33 if x71<0.475 then node 60 elseif x71>=0.475 then node 61 else 0 34 class = 0 35 class = 1 36 class = 0 37 if x308<0.038 then node 62 elseif x308>=0.038 then node 63 else 1 38 if x359<0.5145 then node 64 elseif x359>=0.5145 then node 65 else 1 39 if x292<0.7405 then node 66 elseif x292>=0.7405 then node 67 else 0 40 if x11<0.278 then node 68 elseif x11>=0.278 then node 69 else 0 41 if x432<0.5 then node 70 elseif x432>=0.5 then node 71 else 1 42 class = 1 43 class = 0 44 if x36<0.576 then node 72 elseif x36>=0.576 then node 73 else 1 45 if x90<0.1475 then node 74 elseif x90>=0.1475 then node 75 else 0 46 if x310<0.027 then node 76 elseif x310>=0.027 then node 77 else 0 47 class = 1 48 class = 0 49 if x13<0.8185 then node 78 elseif x13>=0.8185 then node 79 else 1 50 if x386<0.5905 then node 80 elseif x386>=0.5905 then node 81 else 0 51 if x174<0.6525 then node 82 elseif x174>=0.6525 then node 83 else 1 52 class = 0 53 if x282<0.431 then node 84 elseif x282>=0.431 then node 85 else 1 54 if x60<0.4695 then node 86 elseif x60>=0.4695 then node 87 else 0 55 if x65<0.196 then node 88 elseif x65>=0.196 then node 89 else 1 56 if x351<0.3715 then node 90 elseif x351>=0.3715 then node 91 else 1 57 if x53<0.4175 then node 92 elseif x53>=0.4175 then node 93 else 0 58 if x69<0.471 then node 94 elseif x69>=0.471 then node 95 else 1 59 if x69<0.305 then node 96 elseif x69>=0.305 then node 97 else 0 60 if x5<0.816 then node 98 elseif x5>=0.816 then node 99 else 0 61 if x88<0.3225 then node 100 elseif x88>=0.3225 then node 101 else 0 62 class = 0 63 class = 1 64 class = 1 65 class = 0 66 class = 0 67 class = 1 68 class = 1 69 if x87<0.8675 then node 102 elseif x87>=0.8675 then node 103 else 0 70 class = 0 71 class = 1 72 if x354<0.533 then node 104 elseif x354>=0.533 then node 105 else 0 73 if x5<0.7815 then node 106 elseif x5>=0.7815 then node 107 else 1 74 class = 1 75 if x35<0.7865 then node 108 elseif x35>=0.7865 then node 109 else 0 76 class = 1 77 class = 0 78 if x13<0.4465 then node 110 elseif x13>=0.4465 then node 111 else 1 79 class = 0 80 if x14<0.2365 then node 112 elseif x14>=0.2365 then node 113 else 0 81 class = 1 82 if x5<0.944 then node 114 elseif x5>=0.944 then node 115 else 1 83 if x28<0.774 then node 116 elseif x28>=0.774 then node 117 else 1 84 if x47<0.928 then node 118 elseif x47>=0.928 then node 119 else 1 85 class = 0 86 class = 0 87 class = 1 88 if x75<0.4405 then node 120 elseif x75>=0.4405 then node 121 else 1 89 if x50<0.1645 then node 122 elseif x50>=0.1645 then node 123 else 1 90 if x367<0.817 then node 124 elseif x367>=0.817 then node 125 else 1 91 class = 1 92 class = 1 93 if x274<0.027 then node 126 elseif x274>=0.027 then node 127 else 0 94 class = 1 95 class = 0 96 if x195<0.4005 then node 128 elseif x195>=0.4005 then node 129 else 0 97 class = 1 98 class = 0 99 class = 1 100 class = 1 101 if x19<0.103 then node 130 elseif x19>=0.103 then node 131 else 0 102 class = 0 103 class = 1 104 class = 1 105 class = 0 106 class = 1 107 class = 0 108 class = 0 109 class = 1 110 class = 0 111 class = 1 112 class = 1 113 class = 0 114 class = 1 115 class = 0 116 class = 1 117 class = 0 118 class = 1 119 class = 0 120 class = 1 121 class = 0 122 if x34<0.376 then node 132 elseif x34>=0.376 then node 133 else 1 123 class = 1 124 if x391<0.4165 then node 134 elseif x391>=0.4165 then node 135 else 1 125 class = 0 126 class = 1 127 class = 0 128 class = 0 129 class = 1 130 class = 1 131 if x391<0.9095 then node 136 elseif x391>=0.9095 then node 137 else 0 132 class = 0 133 if x24<0.392 then node 138 elseif x24>=0.392 then node 139 else 1 134 if x314<0.2665 then node 140 elseif x314>=0.2665 then node 141 else 1 135 class = 0 136 if x37<0.099 then node 142 elseif x37>=0.099 then node 143 else 0 137 class = 1 138 if x356<0.488 then node 144 elseif x356>=0.488 then node 145 else 1 139 if x6<0.826 then node 146 elseif x6>=0.826 then node 147 else 1 140 class = 1 141 if x204<0.3275 then node 148 elseif x204>=0.3275 then node 149 else 0 142 class = 1 143 class = 0 144 if x38<0.435 then node 150 elseif x38>=0.435 then node 151 else 1 145 class = 0 146 if x357<0.949 then node 152 elseif x357>=0.949 then node 153 else 1 147 class = 0 148 class = 0 149 class = 1 150 class = 1 151 class = 0 152 class = 1 153 class = 0 #Decision tree for classification (sample size = 792, the fifth division) 1 if x85<0.6165 then node 2 elseif x85>=0.6165 then node 3 else 0 2 if x4<0.034 then node 4 elseif x4>=0.034 then node 5 else 1 3 if x86<0.4655 then node 6 elseif x86>=0.4655 then node 7 else 0 4 if x74<0.1645 then node 8 elseif x74>=0.1645 then node 9 else 0 5 if x359<0.989 then node 10 elseif x359>=0.989 then node 11 else 1 6 if x24<0.6475 then node 12 elseif x24>=0.6475 then node 13 else 0 7 if x25<0.157 then node 14 elseif x25>=0.157 then node 15 else 1 8 if x363<0.7275 then node 16 elseif x363>=0.7275 then node 17 else 1 9 if x129<0.1445 then node 18 elseif x129>=0.1445 then node 19 else 0 10 if x371<0.4945 then node 20 elseif x371>=0.4945 then node 21 else 1 11 if x19<0.1305 then node 22 elseif x19>=0.1305 then node 23 else 0 12 if x70<0.4565 then node 24 elseif x70>=0.4565 then node 25 else 0 13 if x13<0.2925 then node 26 elseif x13>=0.2925 then node 27 else 0 14 class = 0 15 if x8<0.2025 then node 28 elseif x8>=0.2025 then node 29 else 1 16 if x82<0.584 then node 30 elseif x82>=0.584 then node 31 else 1 17 class = 0 18 class = 0 19 if x333<0.158 then node 32 elseif x333>=0.158 then node 33 else 0 20 if x76<0.1985 then node 34 elseif x76>=0.1985 then node 35 else 1 21 if x3<0.197 then node 36 elseif x3>=0.197 then node 37 else 1 22 class = 1 23 class = 0 24 if x117<0.585 then node 38 elseif x117>=0.585 then node 39 else 1 25 if x378<0.066 then node 40 elseif x378>=0.066 then node 41 else 0 26 if x271<0.042 then node 42 elseif x271>=0.042 then node 43 else 0 27 if x373<0.046 then node 44 elseif x373>=0.046 then node 45 else 1 28 class = 0 29 class = 1 30 if x140<0.7735 then node 46 elseif x140>=0.7735 then node 47 else 1 31 if x43<0.968 then node 48 elseif x43>=0.968 then node 49 else 1 32 if x41<0.953 then node 50 elseif x41>=0.953 then node 51 else 1 33 if x70<0.396 then node 52 elseif x70>=0.396 then node 53 else 0 34 if x360<0.6205 then node 54 elseif x360>=0.6205 then node 55 else 1 35 if x374<0.189 then node 56 elseif x374>=0.189 then node 57 else 1 36 if x224<0.4875 then node 58 elseif x224>=0.4875 then node 59 else 1 37 if x18<0.5635 then node 60 elseif x18>=0.5635 then node 61 else 0 38 class = 1 39 class = 0 40 if x56<0.3165 then node 62 elseif x56>=0.3165 then node 63 else 1 41 if x133<0.284 then node 64 elseif x133>=0.284 then node 65 else 0 42 class = 1 43 if x417<0.5 then node 66 elseif x417>=0.5 then node 67 else 0 44 class = 0 45 if x381<0.838 then node 68 elseif x381>=0.838 then node 69 else 1 46 class = 1 47 class = 0 48 class = 0 49 class = 1 50 if x49<0.5345 then node 70 elseif x49>=0.5345 then node 71 else 1 51 class = 0 52 class = 0 53 if x501<0.5 then node 72 elseif x501>=0.5 then node 73 else 0 54 if x83<0.1805 then node 74 elseif x83>=0.1805 then node 75 else 1 55 if x139<0.09 then node 76 elseif x139>=0.09 then node 77 else 0 56 if x508<0.5 then node 78 elseif x508>=0.5 then node 79 else 0 57 if x68<0.026 then node 80 elseif x68>=0.026 then node 81 else 1 58 if x355<0.244 then node 82 elseif x355>=0.244 then node 83 else 1 59 if x15<0.6945 then node 84 elseif x15>=0.6945 then node 85 else 1 60 if x357<0.8165 then node 86 elseif x357>=0.8165 then node 87 else 0 61 if x40<0.3635 then node 88 elseif x40>=0.3635 then node 89 else 1 62 class = 1 63 class = 0 64 if x211<0.427 then node 90 elseif x211>=0.427 then node 91 else 0 65 if x17<0.002 then node 92 elseif x17>=0.002 then node 93 else 0 66 class = 0 67 class = 1 68 if x392<0.4145 then node 94 elseif x392>=0.4145 then node 95 else 1 69 class = 0 70 class = 1 71 if x37<0.471 then node 96 elseif x37>=0.471 then node 97 else 0 72 if x85<0.42 then node 98 elseif x85>=0.42 then node 99 else 0 73 class = 1 74 class = 1 75 class = 0 76 class = 1 77 if x41<0.9005 then node 100 elseif x41>=0.9005 then node 101 else 0 78 class = 0 79 class = 1 80 class = 0 81 if x310<0.34 then node 102 elseif x310>=0.34 then node 103 else 1 82 if x13<0.6605 then node 104 elseif x13>=0.6605 then node 105 else 0 83 if x354<0.439 then node 106 elseif x354>=0.439 then node 107 else 1 84 if x207<0.1855 then node 108 elseif x207>=0.1855 then node 109 else 1 85 class = 0 86 if x391<0.017 then node 110 elseif x391>=0.017 then node 111 else 0 87 class = 1 88 class = 0 89 class = 1 90 if x58<0.953 then node 112 elseif x58>=0.953 then node 113 else 0 91 class = 1 92 class = 1 93 if x344<0.095 then node 114 elseif x344>=0.095 then node 115 else 0 94 if x20<0.007 then node 116 elseif x20>=0.007 then node 117 else 1 95 class = 0 96 class = 0 97 class = 1 98 if x3<0.7 then node 118 elseif x3>=0.7 then node 119 else 0 99 if x360<0.5265 then node 120 elseif x360>=0.5265 then node 121 else 1 100 if x6<0.831 then node 122 elseif x6>=0.831 then node 123 else 0 101 class = 1 102 if x41<0.298 then node 124 elseif x41>=0.298 then node 125 else 1 103 class = 1 104 class = 0 105 class = 1 106 if x120<0.1765 then node 126 elseif x120>=0.1765 then node 127 else 1 107 if x379<0.3955 then node 128 elseif x379>=0.3955 then node 129 else 0 108 class = 0 109 class = 1 110 class = 1 111 if x2<0.05 then node 130 elseif x2>=0.05 then node 131 else 0 112 if x370<0.5055 then node 132 elseif x370>=0.5055 then node 133 else 0 113 class = 1 114 class = 1 115 class = 0 116 class = 0 117 if x20<0.4715 then node 134 elseif x20>=0.4715 then node 135 else 1 118 if x388<0.9085 then node 136 elseif x388>=0.9085 then node 137 else 0 119 class = 1 120 if x372<0.416 then node 138 elseif x372>=0.416 then node 139 else 0 121 class = 1 122 class = 0 123 class = 1 124 if x27<0.402 then node 140 elseif x27>=0.402 then node 141 else 0 125 if x361<0.677 then node 142 elseif x361>=0.677 then node 143 else 1 126 class = 0 127 if x4<0.932 then node 144 elseif x4>=0.932 then node 145 else 1 128 class = 0 129 class = 1 130 class = 1 131 if x79<0.067 then node 146 elseif x79>=0.067 then node 147 else 0 132 if x17<0.921 then node 148 elseif x17>=0.921 then node 149 else 0 133 if x30<0.838 then node 150 elseif x30>=0.838 then node 151 else 0 134 class = 1 135 class = 0 136 class = 0 137 class = 1 138 class = 1 139 if x9<0.733 then node 152 elseif x9>=0.733 then node 153 else 0 140 class = 1 141 if x55<0.668 then node 154 elseif x55>=0.668 then node 155 else 0 142 if x351<0.467 then node 156 elseif x351>=0.467 then node 157 else 1 143 class = 0 144 if x54<0.1245 then node 158 elseif x54>=0.1245 then node 159 else 1 145 class = 0 146 class = 1 147 class = 0 148 class = 0 149 class = 1 150 if x362<0.5125 then node 160 elseif x362>=0.5125 then node 161 else 0 151 class = 1 152 class = 0 153 class = 1 154 class = 0 155 class = 1 156 if x16<0.994 then node 162 elseif x16>=0.994 then node 163 else 1 157 class = 0 158 class = 0 159 class = 1 160 class = 0 161 class = 1 162 class = 1 163 class = 0