Verbose output Conditional mutual information graph: (row,column) = w : The mutual information between rowth attribute and columnth attribute is w. -1.0 1.4747013239100102E-4 0.026575218320636036 0.012282749777040016 0.01512236723656344 0.052594477546921814 0.03876185342185803 0.035703980304076274 0.008145880833672976 0.006822588664763601 0.014639561198309989 0.02559126950730345 0.026380679207427243 0.02290106331992158 0.003510161114845046 0.004289204328403951 1.4747013239100102E-4 -1.0 0.002139770720072409 0.021273271090808087 0.021976027323855896 0.021116313560456526 0.030675916740148766 0.021290908550134144 0.029529622692568546 0.011498531163003062 0.03619356580068453 2.967376750871917E-4 0.04851409545873685 0.013599413302729069 0.01359003326489049 0.0032697605682447967 0.026575218320636036 0.002139770720072409 -1.0 0.020411039264639906 0.037687196136592216 0.03038288873123955 0.07013104516329709 0.07826966119349173 0.034702142495595764 0.006110743820397686 0.00513959395892034 0.03760643134896152 0.029751677581005248 0.04373510263373338 0.03445154198030691 0.017257024018822384 0.012282749777040016 0.021273271090808087 0.020411039264639906 -1.0 0.06741665721524595 0.033411130555745586 0.03441750712356402 0.03135149207076859 0.00959970768898566 0.004573339671247224 0.009010409015360613 0.03397862139118003 0.03374292145736907 0.032547427859848786 0.00907664775965275 0.009737511324048587 0.01512236723656344 0.021976027323855896 0.037687196136592216 0.06741665721524595 -1.0 0.15287007149499013 0.14491603544080114 0.24687092740184866 0.1813299658761383 5.225128889794301E-4 0.01597697811237931 0.06645823931453981 0.10272914780246692 0.12294589439863574 0.041961730169467186 0.006484773141799858 0.052594477546921814 0.021116313560456526 0.03038288873123955 0.033411130555745586 0.15287007149499013 -1.0 0.11951585250030425 0.1151625863815963 0.11473227875602245 0.01640672670385283 0.020513591611053626 0.08419091166100817 0.10973491483475153 0.1288318161001947 0.04658566098321325 0.005728207217636757 0.03876185342185803 0.030675916740148766 0.07013104516329709 0.03441750712356402 0.14491603544080114 0.11951585250030425 -1.0 0.19441186269369704 0.15121595318869727 0.0011654447655803308 0.02052094564414679 0.046186500015559906 0.08176273542707285 0.07662101812198018 0.05466555094288991 0.044499498587834904 0.035703980304076274 0.021290908550134144 0.07826966119349173 0.03135149207076859 0.24687092740184866 0.1151625863815963 0.19441186269369704 -1.0 0.17433774612444247 0.006631704874591202 0.022719846249198643 0.03544781795201417 0.07586961286828689 0.07518838766305475 0.04643440577900758 0.022155220958096154 0.008145880833672976 0.029529622692568546 0.034702142495595764 0.00959970768898566 0.1813299658761383 0.11473227875602245 0.15121595318869727 0.17433774612444247 -1.0 0.009087450550516636 0.03293635439171667 0.05195346629292284 0.03776946846826153 0.051418018535505615 0.02641611224281449 0.035954274126792245 0.006822588664763601 0.011498531163003062 0.006110743820397686 0.004573339671247224 5.225128889794301E-4 0.01640672670385283 0.0011654447655803308 0.006631704874591202 0.009087450550516636 -1.0 0.0026241163394237184 0.001567988422880063 0.014487662712984156 0.012846155350679216 0.003233051659919316 0.018718894987560495 0.014639561198309989 0.03619356580068453 0.00513959395892034 0.009010409015360613 0.01597697811237931 0.020513591611053626 0.02052094564414679 0.022719846249198643 0.03293635439171667 0.0026241163394237184 -1.0 0.013965522655004971 0.008460789592806679 0.014889251049309422 0.0014122816016656908 6.524718088561838E-4 0.02559126950730345 2.967376750871917E-4 0.03760643134896152 0.03397862139118003 0.06645823931453981 0.08419091166100817 0.046186500015559906 0.03544781795201417 0.05195346629292284 0.001567988422880063 0.013965522655004971 -1.0 0.05793781630044034 0.0619282198585008 0.034252179582426774 0.002441167323535779 0.026380679207427243 0.04851409545873685 0.029751677581005248 0.03374292145736907 0.10272914780246692 0.10973491483475153 0.08176273542707285 0.07586961286828689 0.03776946846826153 0.014487662712984156 0.008460789592806679 0.05793781630044034 -1.0 0.07604716106477521 0.059188730832299044 0.00624367535509383 0.02290106331992158 0.013599413302729069 0.04373510263373338 0.032547427859848786 0.12294589439863574 0.1288318161001947 0.07662101812198018 0.07518838766305475 0.051418018535505615 0.012846155350679216 0.014889251049309422 0.0619282198585008 0.07604716106477521 -1.0 0.05666984160911743 0.00780958199147601 0.003510161114845046 0.01359003326489049 0.03445154198030691 0.00907664775965275 0.041961730169467186 0.04658566098321325 0.05466555094288991 0.04643440577900758 0.02641611224281449 0.003233051659919316 0.0014122816016656908 0.034252179582426774 0.059188730832299044 0.05666984160911743 -1.0 0.007695468140345033 0.004289204328403951 0.0032697605682447967 0.017257024018822384 0.009737511324048587 0.006484773141799858 0.005728207217636757 0.044499498587834904 0.022155220958096154 0.035954274126792245 0.018718894987560495 6.524718088561838E-4 0.002441167323535779 0.00624367535509383 0.00780958199147601 0.007695468140345033 -1.0 Maximum Spanning Tree: {(4,3) , (5,11) , (7,6) , (1,10) , (12,1) , (5,4) , (4,7) , (0,5) , (6,15) , (15,9) , (5,13) , (4,8) , (12,14) , (7,2) , (5,12)} Conditional Probability Tables CPT of Attribute 0 Pr(0=0 | 16=1) = 0.8187919463087249 Pr(0=0 | 16=0) = 0.4230769230769231 Pr(0=1 | 16=1) = 0.18120805369127516 Pr(0=1 | 16=0) = 0.5769230769230769 CPT of Attribute 1 Pr(1=1 | 12=0,16=0) = 0.35428571428571426 Pr(1=1 | 12=1,16=1) = 0.512396694214876 Pr(1=0 | 12=1,16=0) = 0.3770491803278688 Pr(1=0 | 12=0,16=1) = 0.8333333333333334 Pr(1=1 | 12=1,16=0) = 0.6229508196721312 Pr(1=1 | 12=0,16=1) = 0.16666666666666666 Pr(1=0 | 12=1,16=1) = 0.48760330578512395 Pr(1=0 | 12=0,16=0) = 0.6457142857142857 CPT of Attribute 2 Pr(2=0 | 7=1,16=1) = 0.5238095238095238 Pr(2=0 | 7=0,16=0) = 0.38095238095238093 Pr(2=0 | 7=1,16=0) = 0.07216494845360824 Pr(2=0 | 7=0,16=1) = 0.9230769230769231 Pr(2=1 | 7=1,16=0) = 0.9278350515463918 Pr(2=1 | 7=0,16=1) = 0.07692307692307693 Pr(2=1 | 7=0,16=0) = 0.6190476190476191 Pr(2=1 | 7=1,16=1) = 0.47619047619047616 CPT of Attribute 3 Pr(3=0 | 4=0,16=0) = 0.9844559585492227 Pr(3=1 | 4=0,16=0) = 0.015544041450777202 Pr(3=1 | 4=1,16=1) = 0.9858156028368794 Pr(3=0 | 4=1,16=0) = 0.7906976744186046 Pr(3=0 | 4=0,16=1) = 0.4 Pr(3=0 | 4=1,16=1) = 0.014184397163120567 Pr(3=1 | 4=1,16=0) = 0.20930232558139536 Pr(3=1 | 4=0,16=1) = 0.6 CPT of Attribute 4 Pr(4=1 | 5=1,16=0) = 0.38461538461538464 Pr(4=1 | 5=0,16=1) = 0.6190476190476191 Pr(4=0 | 5=0,16=0) = 0.9772727272727273 Pr(4=0 | 5=1,16=1) = 0.015384615384615385 Pr(4=1 | 5=0,16=0) = 0.022727272727272728 Pr(4=1 | 5=1,16=1) = 0.9846153846153847 Pr(4=0 | 5=1,16=0) = 0.6153846153846154 Pr(4=0 | 5=0,16=1) = 0.38095238095238093 CPT of Attribute 5 Pr(5=0 | 0=0,16=0) = 0.38 Pr(5=1 | 0=1,16=0) = 0.3088235294117647 Pr(5=1 | 0=0,16=1) = 0.8943089430894309 Pr(5=1 | 0=1,16=1) = 0.7142857142857143 Pr(5=0 | 0=1,16=0) = 0.6911764705882353 Pr(5=0 | 0=0,16=1) = 0.10569105691056911 Pr(5=0 | 0=1,16=1) = 0.2857142857142857 Pr(5=1 | 0=0,16=0) = 0.62 CPT of Attribute 6 Pr(6=0 | 7=1,16=0) = 0.1134020618556701 Pr(6=0 | 7=0,16=1) = 0.8538461538461538 Pr(6=1 | 7=1,16=0) = 0.8865979381443299 Pr(6=1 | 7=0,16=1) = 0.14615384615384616 Pr(6=0 | 7=0,16=0) = 0.7142857142857143 Pr(6=0 | 7=1,16=1) = 0.14285714285714285 Pr(6=1 | 7=1,16=1) = 0.8571428571428571 Pr(6=1 | 7=0,16=0) = 0.2857142857142857 CPT of Attribute 7 Pr(7=0 | 4=1,16=1) = 0.8936170212765957 Pr(7=1 | 4=0,16=0) = 0.9637305699481865 Pr(7=0 | 4=1,16=0) = 0.813953488372093 Pr(7=0 | 4=0,16=1) = 0.4 Pr(7=0 | 4=0,16=0) = 0.03626943005181347 Pr(7=1 | 4=1,16=1) = 0.10638297872340426 Pr(7=1 | 4=1,16=0) = 0.18604651162790697 Pr(7=1 | 4=0,16=1) = 0.6 CPT of Attribute 8 Pr(8=1 | 4=1,16=0) = 0.16279069767441862 Pr(8=1 | 4=0,16=1) = 0.7 Pr(8=0 | 4=1,16=1) = 0.9219858156028369 Pr(8=1 | 4=0,16=0) = 0.8497409326424871 Pr(8=0 | 4=1,16=0) = 0.8372093023255814 Pr(8=0 | 4=0,16=1) = 0.3 Pr(8=0 | 4=0,16=0) = 0.15025906735751296 Pr(8=1 | 4=1,16=1) = 0.07801418439716312 CPT of Attribute 9 Pr(9=1 | 15=1,16=1) = 0.6190476190476191 Pr(9=0 | 15=1,16=0) = 0.46357615894039733 Pr(9=0 | 15=0,16=1) = 0.5522388059701493 Pr(9=1 | 15=1,16=0) = 0.5364238410596026 Pr(9=1 | 15=0,16=1) = 0.44776119402985076 Pr(9=1 | 15=0,16=0) = 0.3764705882352941 Pr(9=0 | 15=0,16=0) = 0.6235294117647059 Pr(9=0 | 15=1,16=1) = 0.38095238095238093 CPT of Attribute 10 Pr(10=1 | 1=1,16=0) = 0.6 Pr(10=1 | 1=0,16=1) = 0.07142857142857142 Pr(10=1 | 1=1,16=1) = 0.19402985074626866 Pr(10=0 | 1=1,16=0) = 0.4 Pr(10=0 | 1=0,16=1) = 0.9285714285714286 Pr(10=0 | 1=1,16=1) = 0.8059701492537313 Pr(10=0 | 1=0,16=0) = 0.6470588235294118 Pr(10=1 | 1=0,16=0) = 0.35294117647058826 CPT of Attribute 11 Pr(11=1 | 5=1,16=1) = 0.8538461538461538 Pr(11=0 | 5=0,16=0) = 0.9696969696969697 Pr(11=1 | 5=0,16=0) = 0.030303030303030304 Pr(11=1 | 5=1,16=0) = 0.25961538461538464 Pr(11=1 | 5=0,16=1) = 0.42857142857142855 Pr(11=0 | 5=1,16=0) = 0.7403846153846154 Pr(11=0 | 5=0,16=1) = 0.5714285714285714 Pr(11=0 | 5=1,16=1) = 0.14615384615384616 CPT of Attribute 12 Pr(12=0 | 5=1,16=0) = 0.5288461538461539 Pr(12=0 | 5=0,16=1) = 0.5238095238095238 Pr(12=0 | 5=1,16=1) = 0.14615384615384616 Pr(12=1 | 5=1,16=1) = 0.8538461538461538 Pr(12=1 | 5=1,16=0) = 0.47115384615384615 Pr(12=1 | 5=0,16=1) = 0.47619047619047616 Pr(12=1 | 5=0,16=0) = 0.09090909090909091 Pr(12=0 | 5=0,16=0) = 0.9090909090909091 CPT of Attribute 13 Pr(13=1 | 5=0,16=0) = 0.11363636363636363 Pr(13=1 | 5=1,16=0) = 0.6153846153846154 Pr(13=1 | 5=0,16=1) = 0.9047619047619048 Pr(13=1 | 5=1,16=1) = 0.9307692307692308 Pr(13=0 | 5=0,16=0) = 0.8863636363636364 Pr(13=0 | 5=1,16=0) = 0.38461538461538464 Pr(13=0 | 5=0,16=1) = 0.09523809523809523 Pr(13=0 | 5=1,16=1) = 0.06923076923076923 CPT of Attribute 14 Pr(14=0 | 12=1,16=0) = 0.5901639344262295 Pr(14=0 | 12=0,16=1) = 0.6666666666666666 Pr(14=1 | 12=1,16=0) = 0.4098360655737705 Pr(14=1 | 12=0,16=1) = 0.3333333333333333 Pr(14=0 | 12=0,16=0) = 0.3028571428571429 Pr(14=0 | 12=1,16=1) = 0.9504132231404959 Pr(14=1 | 12=0,16=0) = 0.6971428571428572 Pr(14=1 | 12=1,16=1) = 0.049586776859504134 CPT of Attribute 15 Pr(15=1 | 6=1,16=0) = 0.6684782608695652 Pr(15=1 | 6=0,16=1) = 0.45614035087719296 Pr(15=0 | 6=1,16=1) = 0.13513513513513514 Pr(15=0 | 6=0,16=0) = 0.46153846153846156 Pr(15=1 | 6=1,16=1) = 0.8648648648648649 Pr(15=1 | 6=0,16=0) = 0.5384615384615384 Pr(15=0 | 6=1,16=0) = 0.33152173913043476 Pr(15=0 | 6=0,16=1) = 0.543859649122807 CPT of Attribute 16 Pr(16=1) = 0.3884514435695538 Pr(16=0) = 0.6115485564304461 handicapped-infants Class water-project-cost-sharing superfund-right-to-sue Class adoption-of-the-budget-resolution aid-to-nicaraguan-contras Class physician-fee-freeze el-salvador-aid Class el-salvador-aid religious-groups-in-schools Class religious-groups-in-schools handicapped-infants Class anti-satellite-test-ban aid-to-nicaraguan-contras Class aid-to-nicaraguan-contras el-salvador-aid Class mx-missile el-salvador-aid Class immigration export-administration-act-south-africa Class synfuels-corporation-cutback water-project-cost-sharing Class education-spending religious-groups-in-schools Class superfund-right-to-sue religious-groups-in-schools Class crime religious-groups-in-schools Class duty-free-exports superfund-right-to-sue Class export-administration-act-south-africa anti-satellite-test-ban Class republican republican 0.9992884235286391 democrat democrat 0.9999977577244991 democrat democrat 0.9996763286614163 republican democrat 0.8249711669088478 democrat democrat 0.999987930284493 republican democrat 0.7287165744031243 democrat democrat 0.9780229573678003 democrat democrat 0.9998046932250824 democrat democrat 0.9998917401897861 republican democrat 0.9897350358917987 democrat democrat 0.9999945324831584 democrat democrat 0.5134509788845701 democrat democrat 0.9998303719830801 republican republican 0.9812665825491118 democrat republican 0.7796306330433174 democrat democrat 0.9942922527493078 democrat democrat 0.9999806072573495 democrat democrat 0.9999875532802183 republican democrat 0.5084161860810108 democrat democrat 0.9995273415975205 republican republican 0.9997283454639222 republican republican 0.9308129289398333 republican republican 0.9975383306588379 republican republican 0.7846573616107155 republican republican 0.9966888384312954 republican republican 0.9978229148166836 republican republican 0.9992884235286391 democrat democrat 0.9973886038843797 republican democrat 0.9966432664890278 democrat democrat 0.9984584871618122 republican republican 0.9995252456227715 republican republican 0.9949760504691438 democrat democrat 0.9999899452338383 republican republican 0.9994931911655481 democrat republican 0.6911393876365484 democrat democrat 0.9997310447420419 democrat democrat 0.9996602708117691 republican republican 0.9649238959722972 democrat democrat 0.9992953894980372 democrat democrat 0.999085181729984 democrat democrat 0.9997310447420419 republican republican 0.789407827914078 democrat democrat 0.9999439432958516 democrat democrat 0.9999940238382244 democrat democrat 0.9999707517739863 democrat democrat 0.9959702465996287 democrat democrat 0.9999262297549967 democrat democrat 0.9998396845059057 republican republican 0.9997369517394035 democrat democrat 0.9787883865916538 democrat democrat 0.9961665630066853 republican republican 0.9777828888688029 democrat democrat 0.9969490273635508 republican republican 0.9949760504691438 republican republican 0.9992884235286391 republican republican 0.9996040991027411 49