HashMap Created
479 563 488 493 535 434 501 550 462 495 = 5000 P( 0 ) P( 1 ) P( 2 ) P( 3 ) P( 4 ) P( 5 ) P( 6 ) P( 7 ) P( 8 ) P( 9 ) 0.0958 0.1126 0.0976 0.0986 0.107 0.0868 0.1002 0.11 0.0924 0.099 = 0.9999999999999999 Prior Probabilities Calculated
Feature Set for 0 Length Count {16=14, 17=5, 18=28, 19=14, 20=411, 12=1, 13=1, 14=3, 15=2} Hash Count {28=1, 33=1, 38=1, 39=1, 42=2, 43=1, 47=1, 53=2, 54=1, 56=1, 57=1, 58=2, 59=1, 60=1, 61=1, 63=1, 64=3, 65=1, 66=2, 67=2, 68=1, 69=4, 70=4, 71=4, 72=1, 73=1, 74=3, 75=1, 77=2, 78=8, 79=2, 80=4, 81=4, 82=4, 83=4, 84=6, 85=8, 86=6, 87=6, 88=4, 89=6, 90=3, 91=4, 92=2, 93=8, 94=2, 95=4, 96=2, 97=4, 98=5, 99=4, 100=5, 101=7, 102=5, 103=2, 104=6, 105=4, 106=9, 107=4, 108=9, 109=1, 110=5, 111=3, 112=12, 113=8, 114=7, 115=12, 116=4, 117=5, 118=7, 119=4, 120=7, 121=9, 122=7, 123=11, 124=4, 125=3, 126=6, 127=6, 128=5, 129=8, 130=3, 131=4, 132=2, 133=5, 134=8, 135=6, 136=3, 137=5, 138=4, 139=4, 140=3, 141=2, 142=2, 143=2, 144=3, 145=7, 146=5, 147=8, 148=6, 149=3, 150=4, 151=4, 152=2, 153=5, 154=1, 155=4, 157=4, 158=3, 159=1, 160=2, 161=3, 163=3, 164=2, 165=1, 167=1, 171=3, 174=1, 176=1, 177=1, 178=1, 183=1, 186=1, 187=1, 188=1, 190=1, 192=1, 193=1, 197=1, 205=1, 207=1, 216=1, 218=1, 221=1, 224=1} Plus Count {64=19, 65=22, 66=27, 67=19, 68=21, 69=20, 70=16, 71=14, 72=23, 73=20, 74=11, 75=17, 76=23, 77=13, 78=12, 79=10, 80=7, 81=11, 82=6, 83=6, 84=2, 85=2, 87=3, 88=2, 89=1, 90=1, 91=2, 35=1, 43=2, 44=1, 46=1, 47=2, 49=2, 51=3, 52=3, 53=5, 54=3, 55=9, 56=10, 57=10, 58=10, 59=13, 60=24, 61=15, 62=20, 63=15}
Feature Set for 1 Length Count {16=1, 19=2, 20=560} Hash Count {129=1, 12=1, 16=1, 17=2, 18=1, 19=1, 20=2, 21=2, 22=3, 23=2, 24=5, 25=3, 26=7, 27=9, 28=10, 29=9, 30=3, 31=6, 32=9, 33=10, 34=5, 35=13, 36=14, 37=15, 38=16, 39=14, 40=14, 41=19, 42=10, 43=13, 44=15, 45=17, 46=13, 47=13, 48=12, 49=14, 50=23, 51=14, 52=19, 53=9, 54=9, 55=12, 56=15, 57=11, 58=10, 59=12, 60=6, 61=10, 62=8, 63=5, 64=7, 65=5, 66=9, 67=5, 68=6, 69=4, 70=3, 71=7, 72=5, 73=2, 74=4, 75=4, 76=2, 77=2, 78=4, 79=5, 80=1, 81=2, 82=1, 84=1, 85=3, 86=2, 89=2, 90=1, 93=1, 95=1, 96=1, 99=1, 101=1, 106=1, 108=1, 109=1, 111=1} Plus Count {0=1, 65=1, 66=1, 67=2, 7=1, 13=1, 14=1, 18=1, 19=5, 20=4, 21=8, 22=8, 23=8, 24=13, 25=9, 26=20, 27=22, 28=20, 29=34, 30=34, 31=43, 32=41, 33=35, 34=50, 35=61, 36=26, 37=24, 38=24, 39=20, 40=8, 41=9, 42=8, 43=6, 44=3, 45=1, 46=4, 47=1, 49=2, 50=1, 51=1, 63=1}
Feature Set for 2 Length Count {16=36, 17=13, 18=50, 19=14, 20=352, 10=2, 12=6, 13=1, 14=11, 15=3} Hash Count {24=1, 31=1, 32=1, 36=1, 38=2, 39=2, 40=3, 41=2, 42=2, 43=1, 44=2, 45=2, 47=3, 48=4, 50=2, 51=4, 52=5, 53=2, 54=3, 55=1, 56=2, 57=2, 58=3, 59=3, 60=2, 61=3, 62=4, 63=2, 64=3, 65=5, 66=2, 67=3, 68=5, 69=10, 70=6, 71=6, 72=3, 73=6, 74=7, 75=2, 76=10, 77=8, 78=3, 79=9, 80=6, 81=3, 82=8, 83=6, 84=6, 85=6, 86=4, 87=8, 88=4, 89=9, 90=5, 91=10, 92=12, 93=13, 94=4, 95=10, 96=7, 97=8, 98=4, 99=6, 100=3, 101=4, 102=7, 103=2, 104=5, 105=9, 106=8, 107=1, 108=5, 109=4, 110=7, 111=7, 112=6, 113=4, 114=8, 115=6, 116=10, 117=3, 118=4, 119=4, 120=5, 121=6, 122=5, 123=5, 124=7, 125=1, 126=3, 127=3, 128=4, 129=2, 130=1, 132=2, 133=3, 134=3, 135=1, 136=3, 137=1, 138=3, 139=3, 140=2, 141=1, 143=2, 144=3, 145=2, 147=1, 149=2, 150=1, 152=2, 155=1, 158=1, 159=1, 163=1, 165=1, 166=2, 172=1, 177=2, 178=1, 182=1} Plus Count {39=2, 40=1, 41=7, 42=3, 43=2, 44=3, 45=6, 46=5, 47=5, 48=5, 49=10, 50=7, 51=10, 52=14, 53=13, 54=14, 55=16, 56=18, 57=14, 58=19, 59=18, 60=20, 61=26, 62=14, 63=23, 64=14, 65=19, 66=18, 67=25, 68=14, 69=16, 70=9, 71=16, 72=5, 73=12, 74=13, 75=13, 76=8, 77=6, 78=4, 79=5, 80=6, 81=1, 82=2, 83=2, 85=2, 86=1, 88=1, 93=1}
Feature Set for 3 Length Count {16=5, 17=1, 18=14, 19=5, 20=467, 14=1} Hash Count {28=1, 29=1, 31=1, 33=1, 34=4, 35=2, 36=1, 40=1, 42=1, 43=5, 44=2, 45=3, 46=2, 48=4, 49=2, 50=3, 51=5, 52=2, 53=3, 54=4, 55=3, 56=5, 57=4, 58=4, 59=3, 60=1, 61=3, 62=3, 63=4, 64=4, 65=5, 66=10, 67=6, 68=3, 69=2, 70=6, 71=3, 72=4, 73=5, 74=5, 75=8, 76=9, 77=2, 78=9, 79=13, 80=12, 81=8, 82=7, 83=4, 84=2, 85=10, 86=7, 87=7, 88=6, 89=10, 90=8, 91=10, 92=9, 93=8, 94=7, 95=6, 96=1, 97=12, 98=14, 99=4, 100=6, 101=10, 102=10, 103=6, 104=4, 105=4, 106=6, 107=3, 108=6, 109=5, 110=8, 111=5, 112=3, 113=6, 114=5, 115=3, 116=2, 117=4, 118=4, 119=4, 120=3, 121=4, 122=4, 123=4, 124=3, 125=3, 126=4, 127=1, 129=4, 130=1, 133=1, 134=4, 135=2, 137=1, 139=2, 140=2, 141=2, 144=2, 148=1, 149=1, 151=3, 152=1, 153=2, 155=1, 156=1, 157=1, 159=1, 160=1, 163=1, 164=1, 173=1, 182=1, 187=1} Plus Count {34=1, 35=2, 36=1, 38=1, 41=1, 43=3, 44=2, 45=4, 46=7, 47=5, 48=6, 49=7, 50=7, 51=8, 52=17, 53=12, 54=19, 55=11, 56=14, 57=15, 58=20, 59=22, 60=20, 61=17, 62=27, 63=19, 64=17, 65=14, 66=13, 67=24, 68=19, 69=19, 70=16, 71=15, 72=10, 73=12, 74=14, 75=5, 76=4, 77=7, 78=7, 79=6, 80=3, 81=3, 82=4, 83=3, 84=1, 85=2, 86=2, 87=1, 88=1, 91=1, 96=1, 97=1}
Feature Set for 4 Length Count {16=5, 17=1, 18=17, 19=12, 20=500} Hash Count {21=1, 24=1, 25=1, 29=1, 31=1, 33=2, 34=3, 35=1, 36=1, 37=7, 38=2, 39=2, 40=4, 41=2, 42=4, 43=3, 44=5, 45=8, 46=5, 47=4, 48=5, 49=3, 50=12, 51=8, 52=13, 53=3, 54=7, 55=8, 56=8, 57=8, 58=9, 59=8, 60=11, 61=5, 62=9, 63=8, 64=11, 65=8, 66=9, 67=4, 68=9, 69=11, 70=4, 71=8, 72=9, 73=6, 74=14, 75=9, 76=8, 77=7, 78=4, 79=9, 80=10, 81=9, 82=13, 83=15, 84=14, 85=9, 86=7, 87=7, 88=5, 89=7, 90=6, 91=10, 92=3, 93=3, 94=2, 95=3, 96=2, 97=6, 98=7, 99=3, 100=4, 101=3, 102=1, 103=6, 104=3, 105=2, 106=2, 107=1, 108=3, 109=2, 110=3, 111=1, 112=2, 113=3, 114=2, 115=3, 116=1, 117=4, 118=1, 119=2, 120=1, 121=2, 122=1, 123=1, 124=2, 125=2, 127=2, 128=2, 129=2, 130=2, 131=1, 133=1, 134=2, 135=2, 140=1, 142=1, 147=1, 152=1, 156=1, 157=1, 159=1, 161=1, 188=1} Plus Count {64=13, 65=18, 66=11, 67=7, 68=9, 69=3, 70=1, 72=2, 73=2, 75=1, 76=1, 77=2, 79=1, 80=1, 84=1, 30=1, 35=1, 36=4, 38=2, 39=4, 40=5, 41=4, 42=10, 43=8, 44=11, 45=4, 46=10, 47=16, 48=16, 49=20, 50=23, 51=24, 52=25, 53=25, 54=29, 55=32, 56=21, 57=37, 58=23, 59=30, 60=20, 61=19, 62=17, 63=21}
Feature Set for 5 Length Count {16=45, 17=22, 18=36, 19=12, 20=292, 12=4, 13=2, 14=19, 15=2} Hash Count {20=1, 28=1, 31=1, 32=1, 34=1, 36=1, 37=3, 38=2, 39=1, 41=5, 42=3, 43=4, 44=3, 45=2, 46=6, 47=7, 48=8, 49=7, 50=5, 51=2, 52=2, 53=4, 54=8, 55=11, 56=3, 57=7, 58=6, 59=5, 60=8, 61=11, 62=7, 63=7, 64=4, 65=7, 66=7, 67=9, 68=4, 69=11, 70=7, 71=5, 72=6, 73=6, 75=5, 76=10, 77=6, 78=4, 79=8, 80=6, 81=3, 82=6, 83=7, 84=4, 85=8, 86=1, 87=2, 88=4, 89=5, 90=6, 91=6, 92=9, 93=10, 94=5, 95=3, 96=3, 97=6, 98=2, 99=3, 100=4, 101=4, 102=2, 103=4, 104=2, 105=2, 106=4, 107=3, 108=3, 110=5, 111=2, 112=2, 114=5, 115=2, 116=1, 117=1, 118=5, 119=3, 120=1, 121=2, 123=2, 124=3, 126=2, 127=1, 128=2, 129=2, 130=2, 131=1, 132=1, 134=3, 135=1, 138=1, 139=1, 142=2, 143=3, 144=1, 145=1, 146=1, 149=1, 151=1, 155=1, 162=1, 165=1, 185=1} Plus Count {31=1, 36=1, 38=1, 39=1, 40=1, 41=1, 42=3, 43=1, 44=5, 46=7, 47=7, 48=9, 49=13, 50=17, 51=8, 52=12, 53=12, 54=24, 55=10, 56=15, 57=14, 58=17, 59=18, 60=18, 61=20, 62=12, 63=15, 64=19, 65=21, 66=15, 67=17, 68=9, 69=7, 70=11, 71=8, 72=8, 73=2, 74=11, 75=7, 76=3, 77=5, 78=4, 79=7, 80=5, 81=2, 82=1, 83=4, 86=2, 92=1, 96=2}
Feature Set for 6 Length Count {16=2, 18=8, 19=4, 20=483, 14=2, 15=2} Hash Count {31=1, 34=3, 35=3, 36=2, 37=3, 38=1, 39=1, 40=2, 41=1, 42=2, 43=2, 44=2, 45=2, 47=8, 48=4, 49=6, 50=3, 51=2, 52=4, 53=4, 54=3, 55=3, 56=8, 57=5, 58=3, 59=13, 60=3, 61=6, 62=6, 63=4, 64=9, 65=6, 66=7, 67=3, 68=7, 69=7, 70=8, 71=8, 72=5, 73=8, 74=2, 75=4, 76=7, 77=9, 78=7, 79=9, 80=8, 81=7, 82=5, 83=6, 84=8, 85=6, 86=6, 87=11, 88=2, 89=6, 90=3, 91=4, 92=11, 93=5, 94=8, 95=9, 96=4, 97=6, 98=10, 99=6, 100=6, 101=8, 102=10, 103=5, 104=6, 105=3, 106=7, 107=7, 108=2, 109=3, 110=6, 111=3, 112=4, 113=4, 114=4, 115=3, 116=3, 117=2, 118=5, 119=5, 120=1, 122=4, 123=6, 124=2, 125=4, 126=2, 127=4, 128=3, 129=3, 130=1, 131=2, 132=2, 133=1, 134=2, 135=2, 138=3, 139=1, 140=1, 142=1, 143=1, 144=1, 149=1, 153=1, 154=1, 156=1, 158=1, 160=1, 165=1, 166=1, 180=1, 186=1, 214=1} Plus Count {33=1, 34=4, 35=2, 36=2, 37=6, 38=3, 39=1, 40=3, 41=7, 42=5, 43=7, 44=9, 45=9, 46=16, 47=13, 48=18, 49=15, 50=9, 51=21, 52=11, 53=21, 54=17, 55=19, 56=28, 57=28, 58=13, 59=16, 60=18, 61=17, 62=20, 63=14, 64=12, 65=13, 66=13, 67=14, 68=7, 69=5, 70=12, 71=9, 72=7, 73=4, 74=5, 75=8, 76=3, 78=3, 79=1, 80=3, 81=1, 83=2, 84=1, 86=2, 89=1, 92=1, 103=1}
Feature Set for 7 Length Count {16=7, 17=6, 18=15, 19=11, 20=509, 12=1, 15=1} Hash Count {23=1, 27=1, 28=1, 29=1, 31=2, 33=1, 34=3, 35=1, 36=2, 37=4, 38=3, 39=3, 40=4, 41=7, 42=6, 43=3, 44=6, 45=5, 46=5, 47=7, 48=8, 49=4, 50=5, 51=9, 52=7, 53=7, 54=7, 55=5, 56=4, 57=15, 58=6, 59=6, 60=8, 61=5, 62=13, 63=6, 64=13, 65=10, 66=11, 67=14, 68=11, 69=12, 70=8, 71=10, 72=18, 73=9, 74=7, 75=8, 76=6, 77=5, 78=9, 79=12, 80=15, 81=8, 82=7, 83=11, 84=9, 85=7, 86=8, 87=7, 88=7, 89=7, 90=5, 91=7, 92=13, 93=8, 94=2, 95=8, 96=5, 97=4, 98=2, 99=2, 100=6, 101=2, 102=4, 103=1, 104=1, 105=2, 106=2, 107=3, 108=2, 109=4, 111=4, 112=1, 113=3, 114=2, 115=3, 118=1, 119=2, 120=1, 121=2, 122=1, 123=1, 124=3, 125=2, 129=1, 132=3, 135=2, 141=1, 143=1, 146=1, 157=1, 187=1} Plus Count {64=7, 65=5, 66=4, 67=2, 68=2, 69=2, 70=2, 26=1, 30=1, 31=1, 32=4, 33=3, 34=5, 35=3, 36=6, 37=7, 38=12, 39=7, 40=16, 41=11, 42=17, 43=19, 44=22, 45=25, 46=29, 47=35, 48=31, 49=22, 50=20, 51=31, 52=27, 53=23, 54=19, 55=27, 56=22, 57=11, 58=12, 59=17, 60=9, 61=14, 62=10, 63=7}
Feature Set for 8 Length Count {16=5, 17=2, 18=9, 19=3, 20=440, 14=3} Hash Count {18=1, 34=2, 35=2, 41=1, 43=4, 45=3, 46=4, 47=1, 49=3, 50=1, 51=1, 52=1, 53=3, 54=1, 55=1, 56=3, 57=5, 58=4, 59=3, 60=3, 61=6, 62=7, 63=4, 64=6, 65=6, 66=7, 67=2, 68=4, 69=3, 70=6, 72=9, 73=6, 74=6, 75=7, 76=9, 77=4, 78=9, 79=3, 80=1, 81=10, 82=9, 83=6, 84=4, 85=6, 86=9, 87=9, 88=6, 89=5, 90=11, 91=10, 92=6, 93=6, 94=6, 95=12, 96=7, 97=6, 98=3, 99=6, 100=11, 101=5, 102=6, 103=6, 104=3, 105=3, 106=3, 107=6, 108=5, 109=5, 110=7, 111=7, 112=3, 113=4, 114=6, 115=3, 116=6, 117=2, 118=2, 119=4, 120=3, 122=4, 124=3, 125=1, 126=5, 127=6, 128=3, 130=3, 131=1, 132=5, 133=1, 134=1, 136=4, 138=3, 139=1, 140=3, 141=3, 142=2, 143=1, 144=3, 145=1, 150=1, 154=2, 155=1, 160=1, 162=2, 163=1, 166=1, 169=1, 170=1, 180=1, 184=2, 189=1, 193=1, 196=1, 209=1, 213=1} Plus Count {41=1, 42=2, 43=2, 44=1, 45=3, 46=5, 47=3, 48=1, 49=2, 50=10, 51=3, 52=5, 53=9, 54=16, 55=7, 56=9, 57=12, 58=17, 59=16, 60=16, 61=22, 62=19, 63=19, 64=23, 65=26, 66=13, 67=21, 68=10, 69=19, 70=14, 71=11, 72=10, 73=12, 74=10, 75=6, 76=11, 77=11, 78=8, 79=15, 80=3, 81=2, 82=2, 83=6, 84=7, 85=3, 86=2, 87=1, 88=4, 90=2, 91=1, 92=1, 93=2, 95=1, 96=1, 98=1, 99=1, 102=1, 112=1}
Feature Set for 9 Length Count {18=3, 19=4, 20=487, 14=1} Hash Count {24=1, 28=2, 31=2, 35=2, 36=2, 37=1, 38=6, 39=4, 40=1, 41=1, 42=1, 43=4, 44=2, 45=5, 46=1, 47=2, 48=8, 49=3, 50=2, 51=5, 52=8, 53=6, 54=5, 55=11, 56=9, 57=7, 58=9, 59=10, 60=6, 61=9, 62=11, 63=12, 64=9, 65=14, 66=15, 67=6, 68=7, 69=5, 70=6, 71=7, 72=10, 73=11, 74=8, 75=6, 76=13, 77=12, 78=6, 79=5, 80=15, 81=8, 82=11, 83=3, 84=7, 85=8, 86=3, 87=4, 88=5, 89=5, 90=6, 91=3, 92=5, 93=6, 94=4, 95=7, 96=5, 97=4, 98=5, 99=7, 100=4, 101=5, 102=4, 103=5, 104=4, 105=2, 106=4, 107=4, 108=2, 110=1, 111=2, 112=3, 113=1, 114=6, 115=2, 116=2, 117=2, 118=1, 119=1, 121=1, 124=1, 125=1, 127=1, 128=3, 132=1, 133=1, 136=1, 137=1, 138=1, 142=1, 145=1, 147=2, 148=2, 154=1, 156=1, 159=1} Plus Count {64=10, 65=6, 66=7, 67=7, 68=7, 69=7, 70=5, 72=3, 73=4, 75=2, 76=1, 78=2, 83=1, 85=1, 87=1, 30=2, 34=1, 37=3, 38=2, 39=3, 40=2, 41=2, 42=6, 43=10, 44=11, 45=11, 46=10, 47=15, 48=17, 49=15, 50=23, 51=16, 52=27, 53=33, 54=25, 55=20, 56=24, 57=23, 58=24, 59=32, 60=27, 61=22, 62=13, 63=12}
+
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+######+++
+#+++++
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+########+
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+#++ ##
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Features of the Image Length Count 15 Hash Count 60 Plus Count 62
Maximum LikelyHood Estimate with Smoothening P( f1 = 15 | 0 ) = 0.006237006237006237 P( f2 = 60 | 0 ) = 0.002079002079002079 P( f3 = 62 | 0 ) = 0.04365904365904366 Applying Naive Bayes Independence Assumption -14.38446708392575
Maximum LikelyHood Estimate with Smoothening P( f1 = 15 | 1 ) = 0.0 P( f2 = 60 | 1 ) = 0.010619469026548672 P( f3 = 62 | 1 ) = 0.0 Applying Naive Bayes Independence Assumption -Infinity
Maximum LikelyHood Estimate with Smoothening P( f1 = 15 | 2 ) = 0.00816326530612245 P( f2 = 60 | 2 ) = 0.004081632653061225 P( f3 = 62 | 2 ) = 0.030612244897959183 Applying Naive Bayes Independence Assumption -13.79572443053197
Maximum LikelyHood Estimate with Smoothening P( f1 = 15 | 3 ) = 0.0 P( f2 = 60 | 3 ) = 0.00202020202020202 P( f3 = 62 | 3 ) = 0.05656565656565657 Applying Naive Bayes Independence Assumption -Infinity
Maximum LikelyHood Estimate with Smoothening P( f1 = 15 | 4 ) = 0.0 P( f2 = 60 | 4 ) = 0.020484171322160148 P( f3 = 62 | 4 ) = 0.0335195530726257 Applying Naive Bayes Independence Assumption -Infinity
Maximum LikelyHood Estimate with Smoothening P( f1 = 15 | 5 ) = 0.006880733944954129 P( f2 = 60 | 5 ) = 0.01834862385321101 P( f3 = 62 | 5 ) = 0.02981651376146789 Applying Naive Bayes Independence Assumption -12.489923542237621
Maximum LikelyHood Estimate with Smoothening P( f1 = 15 | 6 ) = 0.005964214711729622 P( f2 = 60 | 6 ) = 0.005964214711729622 P( f3 = 62 | 6 ) = 0.041749502982107355 Applying Naive Bayes Independence Assumption -13.420023495239576
Maximum LikelyHood Estimate with Smoothening P( f1 = 15 | 7 ) = 0.0036231884057971015 P( f2 = 60 | 7 ) = 0.014492753623188406 P( f3 = 62 | 7 ) = 0.019927536231884056 Applying Naive Bayes Independence Assumption -13.770160143793134
Maximum LikelyHood Estimate with Smoothening P( f1 = 15 | 8 ) = 0.0 P( f2 = 60 | 8 ) = 0.00646551724137931 P( f3 = 62 | 8 ) = 0.04310344827586207 Applying Naive Bayes Independence Assumption -Infinity
Maximum LikelyHood Estimate with Smoothening P( f1 = 15 | 9 ) = 0.0 P( f2 = 60 | 9 ) = 0.012072434607645875 P( f3 = 62 | 9 ) = 0.028169014084507043 Applying Naive Bayes Independence Assumption -Infinity
Confidence Levels 0 : -16.729959677931074 1 : -Infinity 2 : -16.12260221609506 3 : -Infinity 4 : -Infinity 5 : -14.934072199553453 6 : -15.720610585570949 7 : -15.977435056982856 8 : -Infinity 9 : -Infinity
ARG MAX = ( 5 | {f1 = 15, f2 = 60, f3 = 62}) = -14.934072199553453