Running Experiment 0 ... Experiment 0 Trained Neural Network [{'weights': [1.2323601242340938, 1.2519000488442291, -0.38601635517396005, 0.28116266407166257, -0.026266825581693482, -0.012142568379725162, 0.382896939824811, 0.6183000197845145, 0.32470484733546245, -0.4883921904573945, -0.1905012033495146, 0.06426571254045169, -0.13592638978392335, 0.006165242545850769, 1.1424124262064423, 1.460420066614804, -0.04421289970680153], 'output': 0.9359367910849689, 'delta': 1.826033375104587e-05}, {'weights': [0.07806801342096796, 0.3551250869422102, 0.7969688427992828, 0.5986955498794833, 0.5356844739132038, -0.2672004769010879, 0.5573454034769806, 0.8070772940457168, 0.4663565736456266, 0.5896861514224796, 0.2172544787654896, -0.48237623145971004, 0.6236085535365792, 0.03872772004403618, -0.16490612065539528, 0.3197621373474423, 0.1546524036943376], 'output': 0.9494404970662945, 'delta': 6.90469768183857e-06}, {'weights': [0.15142742675908646, 1.3703134487561588, 0.6772697716942327, 0.12309959210559641, -0.1280546668683781, 0.10921389267732716, 0.35505718305570805, 0.35589970775155844, 0.8662442722289463, 0.31634658638702795, -0.1342085729611643, -0.006243291352246284, 0.08666986516864822, 0.18120607505610073, 0.5526929863260045, 0.6035066611493622, 0.26844070173101475], 'output': 0.9779197299056992, 'delta': 1.329133047030467e-05}, {'weights': [0.6915216132006448, 0.27853890955618865, 0.29952193354018414, 0.6340995486800648, 0.6393248020104788, 0.9330475888428357, 0.939052251107255, 0.4531786258058478, 0.446927517507852, 0.735031171874053, 0.48104387375124913, 0.8581053836804856, 0.10718664376311983, 0.30733495385708026, 0.5700309979825758, 0.8967064280744966, -0.0307643032503062], 'output': 0.9969982053534739, 'delta': 5.630979221302589e-07}, {'weights': [-1.0397708015673217, -0.6080788980002515, 4.8270930490969395, -7.39310258658767, -2.046183125751172, 0.8049185979218727, -1.9483298827580264, -0.4537669270125634, 4.07581685249878, -3.0504341170418647, 6.156537349515787, 0.8290241174677605, -0.9995897761748664, -3.0344203317479077, 0.6572463237345043, -0.812470575858343, 5.7530816700183856], 'output': 0.0015292641485638572, 'delta': -1.9097957551078116e-05}] [{'weights': [0.8578743163725661, 0.2968985073676842, 0.6109773501753875, 0.08860981930160251, 0.0419493874316892, 0.1370314383671408], 'output': 0.8707638908952468, 'delta': 1.5214389510964036e-05}, {'weights': [-1.49183533360384, -0.6824424117427362, -1.3775740726518928, -1.0141096376707521, 9.984816558552726, -0.9582740040430837], 'output': 0.004747260623536213, 'delta': -2.1440340463863118e-05}, {'weights': [-0.9048632359770236, -1.0325037827114063, -0.43944926914613625, -0.8926134759282024, 6.553136972420206, -0.4507495600304671], 'output': 0.026919813203766074, 'delta': -3.186274481944893e-05}, {'weights': [0.43730225216751833, 1.2213214907217584, 0.7981096435543795, 0.6979509424913519, 0.591197101994995, 0.7910026631750818], 'output': 0.9788990222198876, 'delta': 6.254900167081012e-06}, {'weights': [0.32942412515672, 1.065401068922016, 0.7690516876593545, 0.8143407375578884, 0.5433582216400749, 0.8387619116921655], 'output': 0.9764181827628514, 'delta': 6.115695243122585e-06}] [{'weights': [0.829656222979082, -7.642117168416489, -4.099229118708416, 1.7965182048379176, 1.5567975541000603, 1.4964789287489633], 'output': 0.9952788914586362, 'delta': 5.740142809293409e-05}, {'weights': [-0.7486759480160747, 7.2168857487486155, 4.688559244718663, -1.5198451673224997, -1.5917044950517543, -1.8698962188527224], 'output': 0.0044815941931088685, 'delta': -5.230905370895246e-05}] Experiment 0 Classifications on Test Instances handicapped-infants water-project-cost-sharing ... Predicted Class Prediction Correct? 0 0.0 1.0 ... republican Yes 1 0.0 1.0 ... republican Yes 2 1.0 0.0 ... democrat Yes 3 0.0 1.0 ... democrat Yes 4 0.0 0.0 ... republican Yes 5 1.0 1.0 ... democrat Yes 6 0.0 1.0 ... democrat Yes 7 1.0 0.0 ... democrat Yes 8 0.0 1.0 ... democrat Yes 9 0.0 1.0 ... democrat Yes 10 1.0 0.0 ... democrat Yes 11 0.0 1.0 ... democrat Yes 12 1.0 1.0 ... democrat Yes 13 0.0 0.0 ... democrat Yes 14 1.0 1.0 ... democrat Yes 15 0.0 1.0 ... democrat Yes 16 0.0 0.0 ... republican Yes 17 0.0 1.0 ... republican No 18 1.0 1.0 ... democrat Yes 19 0.0 1.0 ... republican Yes 20 0.0 1.0 ... republican Yes 21 0.0 1.0 ... democrat Yes 22 1.0 1.0 ... republican No 23 0.0 0.0 ... democrat Yes 24 0.0 1.0 ... democrat Yes 25 1.0 1.0 ... democrat Yes 26 1.0 0.0 ... democrat Yes 27 0.0 1.0 ... democrat Yes 28 0.0 0.0 ... republican Yes 29 0.0 0.0 ... democrat Yes .. ... ... ... ... ... 58 0.0 0.0 ... democrat Yes 59 0.0 0.0 ... republican Yes 60 0.0 0.0 ... republican Yes 61 1.0 1.0 ... republican Yes 62 1.0 1.0 ... democrat Yes 63 1.0 1.0 ... republican Yes 64 1.0 1.0 ... democrat Yes 65 0.0 0.0 ... democrat Yes 66 0.0 1.0 ... democrat Yes 67 0.0 1.0 ... republican Yes 68 0.0 1.0 ... republican Yes 69 0.0 0.0 ... republican Yes 70 1.0 0.0 ... republican Yes 71 1.0 0.0 ... democrat Yes 72 0.0 1.0 ... democrat Yes 73 1.0 0.0 ... democrat Yes 74 0.0 0.0 ... republican Yes 75 0.0 0.0 ... democrat Yes 76 1.0 1.0 ... democrat Yes 77 1.0 1.0 ... republican Yes 78 1.0 1.0 ... democrat Yes 79 0.0 1.0 ... republican Yes 80 0.0 1.0 ... republican Yes 81 1.0 0.0 ... republican Yes 82 0.0 1.0 ... republican Yes 83 1.0 1.0 ... democrat Yes 84 0.0 0.0 ... democrat Yes 85 1.0 1.0 ... democrat Yes 86 0.0 1.0 ... democrat Yes 87 0.0 1.0 ... republican Yes [88 rows x 19 columns] Running Experiment 1 ... Experiment 1 Trained Neural Network [{'weights': [-0.2554508784951124, -0.4074584963934751, 2.39019569552302, -0.07757504367655917, 1.0451259427304607, 1.5713159937394707, -0.18589910429482082, -0.897759633970052, -0.8318008942883677, 2.259222521693811, -0.327368609202447, 1.201080000851118, 1.0077695846474743, 0.898664804574005, 0.050044127185843335, -0.16958732497904863, -0.08808156855628815], 'output': 0.9961594804711795, 'delta': 2.5339701765988876e-07}, {'weights': [0.607054498836471, 0.4146014079088163, 0.7876319646554418, 0.03320775467477369, 0.5982921440514632, 0.027015673551238843, 0.006228178942310974, 0.41051800097475677, 0.7573847187713969, 0.26496776404112987, 0.18424635362857755, 0.5530032542041899, 0.3868616471558145, 0.9612524596740066, 0.7960372869976398, 0.3543304745459009, 0.20480962047874646], 'output': 0.9407238474646683, 'delta': 5.633795750827153e-07}, {'weights': [0.6944029149309096, 0.19414204040039787, 0.6436432061276288, -0.34228293046389674, -0.0957309830607939, -0.05230923057319421, 0.18321260348254045, 0.23153074427795, 0.9061683201130558, 0.899874841011993, 0.5747025759549951, 0.6015218202010695, 0.7752206266155903, 0.34813290768267824, 0.674681490355164, 0.13927376958324394, -0.12118443596467184], 'output': 0.7527564354339246, 'delta': 2.0886496114624516e-07}, {'weights': [0.2503877661542856, 0.6924541866808269, 0.7224998093096966, 0.7096833853192259, 0.24264119314479837, 0.7507327042802866, 0.48945339542425825, 0.27769101731244816, 0.41980839059692515, 0.9539467880687195, 0.408703354630856, 0.754173006243691, 0.28137865697985803, 0.1679141674761135, 0.43369904021927247, 0.819458447566801, 0.04750555830212893], 'output': 0.9504535496908065, 'delta': 1.2970864544960191e-06}, {'weights': [0.49061881441589117, -1.1657513754880935, 3.110775766964708, -6.394010028082864, -1.7702735275142842, 0.9237334530236856, -2.041777073681286, -0.7932988335931901, 2.918794784281041, -2.432437143910385, 1.9744235208713623, -0.6808577705612554, 1.543065216769862, -1.0435730473058884, -1.3871908788319391, -1.482594924234956, 5.76368310064437], 'output': 0.15999939164970625, 'delta': -9.061948659301743e-05}] [{'weights': [-4.452484526597483, -0.07989532784304212, 0.5549159948012896, -0.5872123826113884, 10.431436928195055, 0.2272849563282402], 'output': 0.0598252977071679, 'delta': -8.646293939983223e-05}, {'weights': [0.8558531437850216, 0.635421505305772, 0.917095329486832, 0.6176423115752149, 0.7798588299060567, 0.4237013269286787], 'output': 0.9636029074038012, 'delta': 7.6955539948535e-06}, {'weights': [0.7983059195834864, 0.5781234953870762, 0.9248000312256847, 0.20534140432206854, 0.2584191004558211, 0.8582025266371278], 'output': 0.9581118131582506, 'delta': 8.288952834341428e-06}, {'weights': [1.0126446245681595, 0.3186286921694765, 0.4210395315618429, 0.3768100992279776, -0.040038813814072434, -0.07471881958917333], 'output': 0.8701688892021971, 'delta': 2.433637395847184e-05}, {'weights': [0.6005322396459687, -0.17590422223142999, 0.5023308509671938, 0.6401603597628438, -0.9476163842449711, -0.3253950405648422], 'output': 0.7195662258701248, 'delta': 5.2202180549304436e-05}] [{'weights': [-9.184884403739542, 1.0513997284458088, 0.7337656294856002, 0.8849026249844985, 0.9654191821660465, 1.5695769326309004], 'output': 0.9852397551960187, 'delta': 0.00013054646847514883}, {'weights': [9.151412526948663, -0.9055546631408409, -1.1281124072934485, -0.8999465130213976, -1.1788454618798967, -1.1588914508205574], 'output': 0.014829135391002151, 'delta': -0.00012974887177286975}] Experiment 1 Classifications on Test Instances handicapped-infants water-project-cost-sharing ... Predicted Class Prediction Correct? 0 1.0 0.0 ... democrat Yes 1 1.0 1.0 ... republican Yes 2 0.0 1.0 ... republican Yes 3 1.0 1.0 ... democrat Yes 4 0.0 1.0 ... republican Yes 5 1.0 1.0 ... democrat Yes 6 0.0 0.0 ... republican Yes 7 1.0 1.0 ... democrat Yes 8 0.0 0.0 ... republican Yes 9 0.0 1.0 ... democrat Yes 10 0.0 0.0 ... democrat Yes 11 0.0 0.0 ... republican Yes 12 1.0 0.0 ... democrat Yes 13 0.0 0.0 ... republican Yes 14 1.0 1.0 ... republican Yes 15 0.0 0.0 ... democrat Yes 16 0.0 0.0 ... democrat Yes 17 1.0 1.0 ... republican Yes 18 0.0 0.0 ... republican Yes 19 0.0 1.0 ... democrat Yes 20 1.0 0.0 ... democrat Yes 21 1.0 1.0 ... democrat Yes 22 0.0 0.0 ... republican Yes 23 1.0 1.0 ... democrat Yes 24 0.0 1.0 ... republican No 25 0.0 0.0 ... republican Yes 26 1.0 1.0 ... republican Yes 27 1.0 0.0 ... democrat Yes 28 1.0 1.0 ... democrat Yes 29 0.0 1.0 ... democrat Yes .. ... ... ... ... ... 58 1.0 0.0 ... democrat Yes 59 0.0 0.0 ... republican Yes 60 1.0 0.0 ... democrat Yes 61 1.0 0.0 ... democrat Yes 62 0.0 0.0 ... democrat Yes 63 0.0 1.0 ... republican Yes 64 1.0 0.0 ... republican Yes 65 0.0 1.0 ... republican Yes 66 0.0 1.0 ... republican Yes 67 1.0 0.0 ... democrat Yes 68 1.0 1.0 ... democrat Yes 69 0.0 0.0 ... republican Yes 70 0.0 1.0 ... republican Yes 71 1.0 1.0 ... democrat Yes 72 0.0 1.0 ... republican Yes 73 1.0 0.0 ... democrat No 74 0.0 0.0 ... democrat Yes 75 0.0 1.0 ... republican Yes 76 1.0 0.0 ... democrat Yes 77 0.0 0.0 ... democrat Yes 78 0.0 1.0 ... republican Yes 79 1.0 0.0 ... democrat Yes 80 1.0 1.0 ... democrat Yes 81 0.0 0.0 ... republican Yes 82 0.0 0.0 ... democrat Yes 83 1.0 1.0 ... democrat Yes 84 1.0 0.0 ... democrat Yes 85 0.0 0.0 ... democrat Yes 86 1.0 0.0 ... democrat Yes 87 0.0 0.0 ... republican Yes [88 rows x 19 columns] Running Experiment 2 ... Experiment 2 Trained Neural Network [{'weights': [0.20539399979099013, 0.7611880596440095, 0.6244801498655437, 0.7324288573418368, 0.7467911840419245, 0.34031936606465407, 0.8273092460501945, 0.4362450871124781, 0.08265000224825811, 0.13054863287473026, 0.9354972128166975, 0.7556576326817278, 0.31872372534635474, 0.08612733435780265, 0.7670688314967, 0.9017332576644533, 0.3081192972077089], 'output': 0.9849305867216015, 'delta': 2.452712513562964e-06}, {'weights': [-0.7459351236473734, -0.8085654675908458, 4.179371834576479, -6.94998441209062, -2.9875416220137367, 1.311739385047907, -2.8679636150281596, -0.041281329846159724, 1.0843187304667175, -1.8322065344963674, 3.201344193314905, 1.4580631325497864, -0.7477741531629787, -3.4803087615898094, 0.08676418509003431, -0.8798352396049266, 8.32307238051009], 'output': 0.0032902172112927214, 'delta': -0.0003676813856009843}, {'weights': [0.9688455176053001, 0.19884339557938213, 0.2447829405424624, -0.45036186412427154, -0.32995796939300276, 0.08104832658045345, 1.0829305671614275, -0.04444209375453904, 0.09691025273025267, 0.6096153996283141, -0.08574519073574029, 0.1837284527618356, 0.9188644999216087, 0.3461794781109334, 0.6869189620512249, 0.8193576838690847, 0.20915563752158814], 'output': 0.8540985705766632, 'delta': 5.572502149518788e-05}, {'weights': [1.1241597863611745, 0.7498658531705911, -0.8699833012252711, 1.213743207133766, 0.05035742506107023, -0.6968840712382195, -0.2948479858735138, 1.2727291269485825, 1.7000006219403474, -0.24499615024729213, -0.510962879887621, 0.1467621781082718, 0.7385932759666938, -0.35848457033123876, 2.477721759113741, 0.6545945492782442, -0.5601400159929801], 'output': 0.738621706359958, 'delta': 0.0002098604626748784}, {'weights': [0.507084709691934, 0.6817163986669679, 0.1445106416090046, 0.1321386468343217, 0.7707108672755791, 0.950905591170102, 0.5755112373658563, 0.771675990581114, 0.5308771217182843, 0.8171075363543501, 0.8935677448502775, 0.7684256608614418, 0.5987755481855932, 0.8767736518160348, 0.04978877012675892, 0.6985726869616851, 0.6425144199413746], 'output': 0.9980521285994289, 'delta': 3.7560337850772555e-07}] [{'weights': [-0.703653076873165, 8.784985888809311, -0.805500209769355, -2.5974489327536285, -0.43746323800058207, -0.6603533196597111], 'output': 0.012522606137465002, 'delta': -0.00015832240762689168}, {'weights': [0.20317269663212456, 2.5654917283448704, -0.30293143202551387, -0.8224333635092317, -0.4832664935847186, -0.5503674534449703], 'output': 0.15573099858411185, 'delta': -8.233388255644263e-05}, {'weights': [0.27038767993970636, -0.2902517077552976, 0.6988866091500062, 1.1158259608509216, 0.0748411314057656, 0.8458759807376649], 'output': 0.9313120596342334, 'delta': 5.2922816655270785e-05}, {'weights': [-0.47026678903659436, 7.932279017841762, -1.1193440171850197, -1.9884637593776722, -0.6853276875153931, -0.41144910812401875], 'output': 0.018756584236369358, 'delta': -0.00015199043156203737}, {'weights': [0.6589012496463085, 0.06516235645258235, 0.42702772217606616, 0.4138763855321221, 0.9227408068448, 0.8989396818652886], 'output': 0.9584926490439639, 'delta': 2.324360023077559e-05}] [{'weights': [-6.318226588667887, -1.185327696358268, 1.9311938836314808, -5.607375162774729, 1.9914906692015908, 2.2612306796517636], 'output': 0.9963147169945578, 'delta': 0.00014633436600497153}, {'weights': [6.2952967304975616, 1.7639106094374837, -2.147929292892691, 5.432977025077455, -1.5833294628712113, -2.5901024497576106], 'output': 0.003495868714799466, 'delta': -0.000144697474950572}] Experiment 2 Classifications on Test Instances handicapped-infants water-project-cost-sharing ... Predicted Class Prediction Correct? 0 0.0 0.0 ... democrat Yes 1 0.0 1.0 ... republican Yes 2 1.0 0.0 ... democrat Yes 3 0.0 0.0 ... republican Yes 4 1.0 0.0 ... democrat Yes 5 1.0 0.0 ... republican Yes 6 0.0 1.0 ... republican Yes 7 1.0 1.0 ... republican Yes 8 1.0 1.0 ... democrat Yes 9 1.0 0.0 ... democrat Yes 10 1.0 1.0 ... republican Yes 11 1.0 0.0 ... democrat Yes 12 1.0 0.0 ... democrat Yes 13 1.0 0.0 ... democrat Yes 14 1.0 0.0 ... democrat Yes 15 0.0 1.0 ... democrat Yes 16 0.0 1.0 ... democrat Yes 17 0.0 1.0 ... republican Yes 18 1.0 0.0 ... democrat Yes 19 0.0 0.0 ... democrat Yes 20 1.0 1.0 ... democrat Yes 21 0.0 0.0 ... democrat Yes 22 0.0 1.0 ... democrat No 23 1.0 1.0 ... democrat Yes 24 1.0 1.0 ... democrat Yes 25 0.0 0.0 ... republican Yes 26 0.0 0.0 ... democrat Yes 27 1.0 1.0 ... democrat Yes 28 0.0 0.0 ... republican Yes 29 0.0 1.0 ... republican Yes .. ... ... ... ... ... 57 1.0 1.0 ... democrat Yes 58 0.0 0.0 ... democrat Yes 59 1.0 0.0 ... democrat Yes 60 1.0 0.0 ... democrat Yes 61 0.0 0.0 ... republican Yes 62 0.0 0.0 ... republican Yes 63 1.0 1.0 ... republican Yes 64 1.0 0.0 ... democrat Yes 65 1.0 0.0 ... democrat Yes 66 0.0 1.0 ... republican Yes 67 1.0 1.0 ... democrat Yes 68 1.0 1.0 ... democrat Yes 69 1.0 1.0 ... democrat Yes 70 1.0 1.0 ... democrat Yes 71 1.0 1.0 ... democrat Yes 72 1.0 0.0 ... democrat Yes 73 0.0 1.0 ... republican Yes 74 1.0 0.0 ... democrat Yes 75 1.0 0.0 ... republican Yes 76 0.0 0.0 ... republican Yes 77 1.0 0.0 ... democrat Yes 78 1.0 1.0 ... democrat Yes 79 0.0 1.0 ... republican Yes 80 1.0 1.0 ... republican Yes 81 0.0 0.0 ... democrat Yes 82 0.0 0.0 ... republican Yes 83 1.0 0.0 ... democrat Yes 84 1.0 0.0 ... democrat Yes 85 0.0 0.0 ... democrat Yes 86 0.0 1.0 ... republican Yes [87 rows x 19 columns] Running Experiment 3 ... Experiment 3 Trained Neural Network [{'weights': [0.9078415500286025, 0.6074670201027694, 0.3972302530499214, 0.25452435981100996, 0.4312364256475362, -0.2736394985382205, 0.2864975401487172, 0.27625493976626275, 0.7088284873126389, 0.36362140050421293, 0.6929833467305486, 0.007885018757542316, -0.03280345212302513, 0.4085994782784776, 0.8847548391542749, 0.7545451652638552, 0.004491708997302234], 'output': 0.9898899708914461, 'delta': -0.0005156893992792451}, {'weights': [-1.8691458251904833, -0.282149907206104, 4.057466764330595, -7.124482826827562, -2.696745002075371, 3.1688036200315164, -1.3710532361155816, -0.055424610509425404, 1.5136348956370027, -1.1696340144368311, 3.5240833278372317, 1.4499793221245485, -0.17085108609924238, -1.345073625299561, -0.3515041539788989, -1.9721302078405136, 3.508372631049822], 'output': 0.9080940551716599, 'delta': -0.00965508982720542}, {'weights': [-0.44101880511872243, 0.3159028261839245, 0.7628078247177004, -0.6434256148339443, 1.1024430801693208, 0.4339887746825839, 0.6568382484816755, -0.054609508581128244, -0.7619975244460859, 1.0310087316433354, -0.5485503529561001, 1.0051558234062576, 1.432259469326798, 0.22377916495397615, 0.4785969200705222, 0.016037298072948798, 0.035605214086381794], 'output': 0.8485493479170281, 'delta': 0.0001238981969842121}, {'weights': [-1.7311075654420762, -0.03709421415975874, 1.869744047682838, -0.2818536042667665, 1.0012481915950928, 0.5928764952339689, 0.6298112868365425, -0.12961458600902537, 0.09172366945668892, 1.934320732391888, -1.8132015701932709, 1.9621315595043913, -0.2790017049554204, 1.5005859899449938, -0.026740711642846398, -1.8641312191120538, 0.3574063943137379], 'output': 0.7560993934904133, 'delta': 0.00013864717319621935}, {'weights': [-0.4489343170181288, -0.5842954536817381, 0.4317128386073307, 0.030022007912920187, 0.04209745032839772, -0.15517719661486168, 0.7203043833233163, 0.28940805986611606, -0.5025364127072427, 1.2607470492392368, -0.4233870388870955, 0.34737841344277054, 0.8985194941210729, 0.026274129392434162, 0.7104150110357583, 0.03877733556087889, -0.36856306003979444], 'output': 0.8939112877918253, 'delta': 0.0003598359005090427}] [{'weights': [-0.7043569081384657, -5.101153285450932, 0.7526181980398443, 2.3565779464622243, 0.5287622303708127, -0.3948072386188212], 'output': 0.05565799359877328, 'delta': 0.0024117922965956346}, {'weights': [0.4316374181607107, 3.5828276477544825, -0.6960030687334415, -1.6991048774073803, -0.586894353486278, 0.37802842382022456], 'output': 0.8400942969187887, 'delta': -0.0013609329798607514}, {'weights': [0.6151627679172393, -0.12348493385095578, 0.9053172660757163, 0.2678132356414533, 0.14258041499151206, 0.4628175915181644], 'output': 0.886731302186736, 'delta': 0.00027081013089993755}, {'weights': [0.4372327552319159, 5.7962394696326385, -0.7036626929848557, -2.5551605873966365, 0.09361480018766, -0.06709608376157722], 'output': 0.9602232132740129, 'delta': -0.0022084927809120085}, {'weights': [0.5517855035018688, 6.624299301827603, -1.229342614617108, -2.7507857400420885, -0.32047995970465154, 0.49603915236113544], 'output': 0.9746234815299761, 'delta': -0.0024085076490256495}] [{'weights': [4.303802436915995, -2.5575253326786327, 1.1568108430066153, -4.142840014690956, -5.200104400216828, 1.9146111637720824], 'output': 0.00033041690046577274, 'delta': 0.0013897465915567457}, {'weights': [-4.5184563563831786, 2.5351126433514355, -1.08283816564347, 4.376095221854846, 4.842398402196861, -1.8025093712725044], 'output': 0.9996768571883337, 'delta': -0.0013768949554465693}] Experiment 3 Classifications on Test Instances handicapped-infants water-project-cost-sharing ... Predicted Class Prediction Correct? 0 0.0 1.0 ... democrat Yes 1 1.0 0.0 ... democrat Yes 2 1.0 1.0 ... democrat Yes 3 0.0 0.0 ... republican Yes 4 1.0 1.0 ... democrat Yes 5 0.0 1.0 ... republican Yes 6 1.0 0.0 ... republican Yes 7 0.0 1.0 ... democrat Yes 8 1.0 1.0 ... democrat Yes 9 1.0 0.0 ... democrat Yes 10 0.0 0.0 ... democrat Yes 11 0.0 0.0 ... republican Yes 12 1.0 1.0 ... democrat Yes 13 0.0 0.0 ... republican Yes 14 1.0 0.0 ... democrat Yes 15 0.0 0.0 ... republican Yes 16 0.0 1.0 ... republican Yes 17 0.0 0.0 ... democrat Yes 18 1.0 0.0 ... democrat Yes 19 1.0 1.0 ... democrat Yes 20 1.0 0.0 ... democrat Yes 21 0.0 0.0 ... republican Yes 22 0.0 1.0 ... democrat Yes 23 0.0 0.0 ... republican Yes 24 0.0 0.0 ... republican Yes 25 0.0 1.0 ... democrat Yes 26 0.0 0.0 ... republican Yes 27 0.0 0.0 ... democrat Yes 28 1.0 0.0 ... democrat Yes 29 1.0 0.0 ... democrat Yes .. ... ... ... ... ... 56 0.0 0.0 ... democrat Yes 57 0.0 1.0 ... republican Yes 58 1.0 1.0 ... democrat Yes 59 0.0 1.0 ... republican No 60 1.0 1.0 ... democrat Yes 61 1.0 0.0 ... democrat Yes 62 0.0 1.0 ... democrat Yes 63 0.0 1.0 ... republican Yes 64 1.0 1.0 ... democrat Yes 65 1.0 0.0 ... democrat Yes 66 0.0 0.0 ... democrat Yes 67 0.0 0.0 ... democrat No 68 1.0 1.0 ... democrat Yes 69 1.0 0.0 ... democrat Yes 70 0.0 1.0 ... republican Yes 71 1.0 1.0 ... democrat Yes 72 0.0 1.0 ... republican Yes 73 0.0 1.0 ... republican Yes 74 0.0 0.0 ... republican Yes 75 0.0 0.0 ... democrat Yes 76 1.0 1.0 ... democrat Yes 77 1.0 1.0 ... democrat Yes 78 0.0 0.0 ... republican Yes 79 0.0 1.0 ... republican Yes 80 1.0 0.0 ... republican Yes 81 0.0 0.0 ... democrat Yes 82 0.0 1.0 ... republican Yes 83 0.0 1.0 ... republican Yes 84 0.0 0.0 ... republican Yes 85 1.0 0.0 ... democrat Yes [86 rows x 19 columns] Running Experiment 4 ... Experiment 4 Trained Neural Network [{'weights': [0.5489999971693496, 0.476269525221296, 0.5328824023764388, 0.7182342738735294, 1.1182061690049994, 0.37473291186512586, 0.15423963724013418, 0.43231454319842405, 0.6143352892649717, 0.5824419223669248, -0.0015920890241563187, 0.9803227468508229, 0.935331274865094, 0.1608100601242697, -0.02667183082702807, 0.47161985681090124, 0.22806686099917828], 'output': 0.9939194083969825, 'delta': -2.7044645437488965e-08}, {'weights': [0.8213272345678836, 1.5843712122243612, 4.481784804757947, -7.69478052942365, -3.022070502104143, 0.7920342894714361, -1.0142206184441624, -1.8125433296673403, 1.9608659276650817, -1.9694682142230866, 3.1402412444730983, -0.220453300746456, 0.4901648693864754, 0.5468894039695859, -0.23627150887830617, -0.5284887199443256, 3.150052714892279], 'output': 0.008265296552685472, 'delta': 4.9787560882725295e-08}, {'weights': [0.45001712270896616, 0.6090314466134583, 0.773885564779171, 0.851879907033556, 0.15132666456991903, 0.5635476229566567, 0.31352597306878505, 0.11004280192660261, 0.5033945541887259, 0.9425230470487383, 0.3921029611039235, 0.23072629162903946, 0.23502294897120407, 0.974371937215223, 0.27697578604899936, 0.10817603925477097, 0.5701309491686815], 'output': 0.9926933167612162, 'delta': -8.688707748540863e-09}, {'weights': [0.7825520295667158, 0.36874304751181924, 0.6970407931361119, 0.5867949806746112, 0.8575680867079988, 0.3728515216064645, 0.43638376029055526, 0.18518819701332573, 0.5360910942134041, 0.2564745549860019, 0.19062974799580368, -0.06997225895935369, 0.345711152547445, 0.7177287550662022, 0.7099034008632013, 0.936065912933238, 0.441035845502341], 'output': 0.975845236228283, 'delta': -1.2989765196563253e-09}, {'weights': [0.3794020790590208, 0.48759478126643296, 0.8374261877363359, 0.8669514436880593, 0.0883203189138992, 0.4618658863935595, 0.09738648464208449, 0.28096314516987664, 0.4764716161945609, 0.8065710371808684, 0.7185032788008415, 0.7390006371455516, 0.1610885877507845, 0.6201090534770882, 1.0140836058628353, 0.502561749825405, 0.20338805114779404], 'output': 0.9906760228827789, 'delta': -3.795850173354902e-09}] [{'weights': [0.41866309991120654, -4.678279085764612, 0.1767776979288339, 0.5958237862944463, 0.08691427032507254, 0.466691216481706], 'output': 0.8438506969865338, 'delta': -3.855911332362079e-07}, {'weights': [0.5119024147764447, -3.5617866840734833, 0.3563180189713759, -0.06267234005538537, 0.17630758125220122, 0.1532866582437609], 'output': 0.750233289247097, 'delta': -4.438112109858818e-07}, {'weights': [-0.6049405562972892, 0.9206311513561874, -0.42620093222199845, -0.07296642669383145, -0.012122422336058515, 0.3904516702000275], 'output': 0.3297090329285636, 'delta': 3.2844707981296136e-07}, {'weights': [-0.38793707731363336, 2.466777498373919, 0.09848635223544641, 0.22937803850044677, -0.4102359564013711, -0.27404746746456443], 'output': 0.3265031491492626, 'delta': 4.870031939204181e-07}, {'weights': [-1.0383929257441884, 7.898825800355021, -0.9794096394472435, -0.38493551331189974, -0.342949383884578, -0.9248189653222855], 'output': 0.027139398018616808, 'delta': 2.0140051010203307e-07}] [{'weights': [3.617587827871989, 2.589226881760161, -0.5104409044350392, -1.5839980689778366, -6.1402144483120304, 0.4416066678485683], 'output': 0.989896473252293, 'delta': -1.147410204862537e-06}, {'weights': [-3.335152769904121, -2.6122497478178124, 0.6575148870829567, 1.7260877318290782, 6.241347142784533, -0.748004570779305], 'output': 0.010227203899819669, 'delta': 1.1300485901134074e-06}] Experiment 4 Classifications on Test Instances handicapped-infants water-project-cost-sharing ... Predicted Class Prediction Correct? 0 1.0 1.0 ... democrat Yes 1 1.0 1.0 ... democrat Yes 2 0.0 0.0 ... democrat Yes 3 0.0 1.0 ... republican Yes 4 1.0 0.0 ... democrat Yes 5 0.0 0.0 ... democrat Yes 6 0.0 0.0 ... republican Yes 7 0.0 1.0 ... democrat Yes 8 1.0 0.0 ... democrat Yes 9 0.0 0.0 ... democrat Yes 10 0.0 1.0 ... democrat Yes 11 0.0 0.0 ... republican Yes 12 0.0 1.0 ... republican Yes 13 1.0 1.0 ... democrat Yes 14 0.0 1.0 ... republican Yes 15 1.0 0.0 ... democrat Yes 16 1.0 0.0 ... democrat Yes 17 0.0 0.0 ... republican Yes 18 0.0 0.0 ... republican Yes 19 0.0 1.0 ... democrat Yes 20 0.0 0.0 ... democrat No 21 0.0 1.0 ... republican Yes 22 0.0 0.0 ... republican No 23 0.0 1.0 ... democrat Yes 24 0.0 1.0 ... democrat Yes 25 0.0 0.0 ... republican Yes 26 1.0 0.0 ... democrat Yes 27 1.0 0.0 ... republican Yes 28 0.0 1.0 ... republican Yes 29 0.0 0.0 ... republican Yes .. ... ... ... ... ... 56 0.0 0.0 ... democrat Yes 57 0.0 0.0 ... republican Yes 58 0.0 1.0 ... democrat Yes 59 1.0 1.0 ... democrat Yes 60 0.0 0.0 ... republican Yes 61 0.0 0.0 ... democrat Yes 62 0.0 1.0 ... republican Yes 63 1.0 0.0 ... democrat Yes 64 0.0 0.0 ... democrat No 65 0.0 0.0 ... democrat Yes 66 0.0 1.0 ... democrat Yes 67 1.0 1.0 ... republican Yes 68 0.0 0.0 ... democrat Yes 69 1.0 0.0 ... democrat Yes 70 1.0 0.0 ... democrat Yes 71 0.0 1.0 ... republican Yes 72 0.0 1.0 ... democrat Yes 73 1.0 0.0 ... democrat Yes 74 0.0 0.0 ... democrat No 75 1.0 1.0 ... democrat Yes 76 1.0 1.0 ... democrat Yes 77 1.0 0.0 ... democrat Yes 78 1.0 0.0 ... democrat Yes 79 0.0 0.0 ... republican Yes 80 1.0 1.0 ... democrat Yes 81 1.0 0.0 ... republican No 82 0.0 0.0 ... democrat Yes 83 0.0 0.0 ... republican Yes 84 1.0 1.0 ... republican Yes 85 0.0 0.0 ... republican Yes [86 rows x 19 columns] Experiments Completed.