Running Experiment 0 ... Experiment 0 Trained Neural Network [{'weights': [2.696347325354442, -2.495203784259084, 6.6067231112361995, -9.039675795504273, 3.2871220785625583, -0.12305281982155933, -0.687960010470487, -1.869610817908482, -1.5429406511114823, -3.5327929476417625], 'output': 0.31025097573550314, 'delta': -0.09404431731948915}, {'weights': [0.4644162145421383, -5.085758550069049, 1.3968163867218262, 4.108135005490708, -1.9858562744373158, -2.22434162891596, 2.0015235011212518, -3.3272935489712028, 0.7983887925222756, -0.48712388808480134], 'output': 0.2532339422277229, 'delta': 0.1415713608012281}, {'weights': [-2.973679492214645, 0.6400240833084938, 1.9226755754838736, -2.251634833702833, -1.45766289696881, -1.010912951787257, -0.14653053877759464, -0.691945887279986, 0.42437437860675803, -1.43895872548783], 'output': 0.10250906544742448, 'delta': -0.0195496452171971}, {'weights': [-0.2970047363557667, -3.706299451161692, -1.3603929596406872, 4.928310194133568, -2.825977834631109, 4.387048287425955, 0.6697233256459622, -2.836771347671504, -0.640327590830601, -1.176748096921251], 'output': 0.021713504659146735, 'delta': -0.00037148758345986147}, {'weights': [-2.0427666841979017, 4.7433216924404435, -1.859986345549422, -2.058111913332926, 1.3681070321087625, -2.649826207331063, -0.4405982453760502, -5.342564208877609, -2.7281854844000972, -2.3267214806527043], 'output': 0.019194697671262372, 'delta': -0.00292975034457149}, {'weights': [-1.9368118383802477, 1.500534867037536, -2.3967053388434016, 5.41802659906597, 1.8615850665261116, -3.1057919480124694, -4.94127218795166, 7.974841613339131, -5.091911532970835, -3.0841460929618396], 'output': 0.07866512604013984, 'delta': -7.133855669630154e-05}] Experiment 0 Classifications on Test Instances Refractive Index Sodium ... Predicted Class Prediction Correct? 0 0.280070 0.276692 ... building_windows_float_processed Yes 1 0.526778 0.407519 ... building_windows_float_processed No 2 0.317823 0.318797 ... building_windows_non_float_processed Yes 3 0.201493 0.621053 ... building_windows_non_float_processed Yes 4 0.209833 0.354887 ... building_windows_float_processed No 5 0.341089 0.410526 ... building_windows_float_processed No 6 0.417032 0.545865 ... headlamps Yes 7 0.254170 0.320301 ... building_windows_float_processed No 8 0.277875 0.320301 ... building_windows_float_processed Yes 9 0.339333 0.640602 ... tableware Yes 10 0.266023 0.321805 ... building_windows_float_processed Yes 11 0.208516 0.344361 ... building_windows_float_processed No 12 0.220808 0.342857 ... building_windows_non_float_processed Yes 13 0.374890 0.287218 ... building_windows_non_float_processed No 14 0.444249 0.539850 ... building_windows_float_processed No 15 0.356014 0.371429 ... building_windows_non_float_processed No 16 0.466198 0.371429 ... building_windows_float_processed No 17 0.245391 0.321805 ... building_windows_non_float_processed Yes 18 0.279192 0.312782 ... building_windows_float_processed Yes 19 0.210272 0.354887 ... building_windows_non_float_processed Yes 20 0.385865 0.381955 ... building_windows_non_float_processed No 21 0.306409 0.406015 ... building_windows_float_processed No 22 0.280509 0.413534 ... building_windows_float_processed Yes 23 0.314750 0.390977 ... building_windows_non_float_processed No 24 0.241879 0.320301 ... building_windows_non_float_processed No 25 0.193591 0.472180 ... headlamps Yes 26 0.260755 0.341353 ... building_windows_non_float_processed Yes 27 0.311238 0.321805 ... building_windows_float_processed Yes 28 0.287094 0.258647 ... building_windows_non_float_processed No 29 0.486392 0.372932 ... building_windows_float_processed Yes 30 0.208516 0.377444 ... building_windows_non_float_processed Yes 31 0.316945 0.362406 ... building_windows_non_float_processed No 32 0.261633 0.324812 ... building_windows_non_float_processed Yes 33 0.314311 0.550376 ... headlamps Yes 34 0.268657 0.596992 ... headlamps Yes 35 0.245391 0.309774 ... building_windows_float_processed No 36 0.318701 0.330827 ... building_windows_float_processed No 37 0.299385 0.302256 ... building_windows_float_processed Yes 38 0.215101 0.326316 ... building_windows_float_processed No 39 0.373573 0.607519 ... building_windows_float_processed Yes 40 0.360843 0.460150 ... building_windows_non_float_processed No 41 0.284460 0.282707 ... building_windows_float_processed Yes 42 0.496927 0.621053 ... building_windows_non_float_processed No 43 0.441615 0.496241 ... building_windows_float_processed No 44 0.378402 0.463158 ... building_windows_float_processed Yes [45 rows x 12 columns] Running Experiment 1 ... Experiment 1 Trained Neural Network [{'weights': [1.7569872280445684, -3.2579486504516684, 5.884799160812254, -11.117761773802002, 3.8489044490362527, 0.11138419833742028, -0.17272292832438368, 1.8309934844822444, -1.319207024332568, -2.2874561346010416], 'output': 0.0014932814737875666, 'delta': -0.09327557234477414}, {'weights': [-0.9150824723090997, -5.91517354198541, 3.4742215042974136, 7.986562855447437, -2.903532044003164, -3.9777814238992133, -0.6606081055818857, -2.33529945122172, 1.5138620720211815, -1.2562456216757776], 'output': 0.025664678412007123, 'delta': 0.14773990073355042}, {'weights': [-1.4849306528065906, 1.7912934637289972, 1.9543940529501374, -2.9219990283099033, -3.116479017334571, -1.3949461672708805, 0.36342258374726094, -0.914402573125826, 1.4204917404301698, -1.7930435656695376], 'output': 0.008466981334503661, 'delta': -0.01440883473789869}, {'weights': [-2.0636797296482476, -3.8494309666391007, -2.77847662491126, 3.932191826262773, -1.028916577872639, 2.4971386031473344, 2.9793807061808684, -5.763318054967947, -3.5197965109543783, -0.9844274967031923], 'output': 0.008283058537221177, 'delta': -4.7135297448151506e-05}, {'weights': [-1.2120558239097348, 4.711043684035368, -1.9892261362657824, -1.15633247850012, -0.2164023100907767, -2.6046293760149917, -0.19151074114512287, -5.149529794603196, -2.2630315765991136, -2.127063449002549], 'output': 0.03256324094473094, 'delta': -0.002237519562934046}, {'weights': [-2.9403631401335897, 3.1435909777105313, -3.85164527268815, 0.6760004947911037, 4.794664315264359, -1.3084769121845525, -5.75829757584588, 8.985574276252262, -3.793359634471394, -2.012547531207076], 'output': 0.991026706719777, 'delta': -0.0004695298887746676}] Experiment 1 Classifications on Test Instances Refractive Index Sodium ... Predicted Class Prediction Correct? 0 0.285777 0.372932 ... building_windows_float_processed Yes 1 0.275680 0.221053 ... building_windows_float_processed No 2 0.455224 0.359398 ... building_windows_float_processed Yes 3 0.251975 0.291729 ... building_windows_non_float_processed Yes 4 0.200176 0.299248 ... building_windows_non_float_processed No 5 0.374890 0.575940 ... tableware Yes 6 0.706760 0.461654 ... building_windows_float_processed No 7 0.286655 0.275188 ... building_windows_float_processed Yes 8 0.232660 0.407519 ... building_windows_non_float_processed Yes 9 0.175154 0.493233 ... headlamps No 10 0.208516 0.314286 ... building_windows_non_float_processed Yes 11 0.232660 0.633083 ... headlamps Yes 12 0.208077 0.323308 ... building_windows_non_float_processed No 13 0.317384 0.539850 ... headlamps Yes 14 0.528973 0.449624 ... building_windows_float_processed Yes 15 0.351185 0.300752 ... building_windows_non_float_processed No 16 0.240123 0.318797 ... building_windows_non_float_processed Yes 17 0.440737 0.336842 ... building_windows_non_float_processed No 18 0.217296 0.404511 ... building_windows_float_processed No 19 1.000000 0.236090 ... containers No 20 0.332309 0.330827 ... building_windows_non_float_processed Yes 21 0.220808 0.421053 ... building_windows_non_float_processed No 22 0.209833 0.378947 ... building_windows_float_processed No 23 0.681299 0.490226 ... building_windows_float_processed Yes 24 0.309482 0.284211 ... building_windows_float_processed No 25 0.233099 0.347368 ... building_windows_float_processed No 26 0.213784 0.619549 ... headlamps Yes 27 0.224759 0.341353 ... building_windows_non_float_processed Yes 28 0.272608 0.308271 ... building_windows_float_processed Yes 29 0.237050 0.403008 ... building_windows_float_processed No 30 0.313433 0.377444 ... building_windows_non_float_processed Yes 31 0.230465 0.547368 ... headlamps Yes 32 0.080773 0.551880 ... headlamps No 33 0.520193 0.387970 ... building_windows_float_processed Yes 34 0.272169 0.344361 ... building_windows_non_float_processed No 35 0.235733 0.425564 ... building_windows_non_float_processed Yes 36 0.231782 0.215038 ... building_windows_non_float_processed No 37 0.223003 0.521805 ... headlamps Yes 38 0.198420 0.384962 ... building_windows_float_processed Yes 39 0.291045 0.372932 ... building_windows_float_processed Yes 40 0.308604 0.449624 ... headlamps No 41 0.286655 0.288722 ... building_windows_float_processed Yes 42 0.323090 0.371429 ... building_windows_float_processed No 43 0.249342 0.575940 ... headlamps Yes [44 rows x 12 columns] Running Experiment 2 ... Experiment 2 Trained Neural Network [{'weights': [1.5588609305873276, -4.702373032078089, 5.90517121760852, -8.148054050108499, 3.7627200412078188, 0.3883697678029069, 0.92962396216875, 1.5342223077750534, -1.1093360403448231, -3.0350570046842704], 'output': 0.4443115999871219, 'delta': -0.07048085746382268}, {'weights': [1.2590404759912897, -4.520166388899414, 2.5808936441105264, 6.905121726374362, -1.8316044121313482, -3.388188608936882, 0.4802407676663265, -6.659787335001356, 1.2776098262144542, -2.267030648924084], 'output': 0.36686002944351626, 'delta': 0.14695336771863246}, {'weights': [-2.825753848691332, 1.708645392438504, 2.311183815184312, -3.6897221145233674, -2.9634783561085847, -1.5819620943502641, 0.13142727528349957, -0.5275694078252177, 0.5717425169376246, -1.040049001930377], 'output': 0.08708363361227572, 'delta': -0.02158358720272303}, {'weights': [-1.9685245426446931, -4.628800256414861, -3.0967888890372213, 4.367702747989951, -3.8454949647052987, 4.733830072385718, 3.203430725191353, -1.613428534132432, -5.742255275518533, 0.39374651154283247], 'output': 0.030338783473539212, 'delta': -5.702456547558174e-06}, {'weights': [-1.7562972902033798, 5.343746652676152, -1.8493351233329949, -1.4396737277604859, 0.5119735094771672, -3.378184492503192, 0.06327476736636517, -5.739091681901154, -3.1327957044460955, -2.449823514792748], 'output': 0.05394801833355244, 'delta': -0.0025032714143670104}, {'weights': [-1.3590650408223175, 0.7915136705448579, -4.110567620685525, 2.2280132187265105, 4.492708455311796, -1.0523129879615083, -5.122726829027774, 10.380674064895667, -0.8677994041803198, -2.608524697314258], 'output': 0.013010632414834624, 'delta': -0.00025387858782095437}] Experiment 2 Classifications on Test Instances Refractive Index Sodium ... Predicted Class Prediction Correct? 0 0.882353 0.000000 ... headlamps No 1 0.287094 0.439098 ... building_windows_float_processed No 2 0.455224 0.348872 ... building_windows_float_processed Yes 3 0.321335 0.356391 ... building_windows_float_processed No 4 0.188762 0.512782 ... headlamps Yes 5 0.223003 0.512782 ... headlamps Yes 6 0.269974 0.243609 ... building_windows_non_float_processed Yes 7 0.182616 0.548872 ... headlamps Yes 8 0.413960 0.318797 ... building_windows_non_float_processed No 9 0.300702 0.448120 ... building_windows_non_float_processed Yes 10 0.220369 0.634586 ... headlamps Yes 11 0.251097 0.375940 ... building_windows_non_float_processed Yes 12 0.320018 0.378947 ... building_windows_float_processed No 13 0.303336 0.341353 ... building_windows_float_processed No 14 0.284899 0.338346 ... building_windows_float_processed Yes 15 0.280948 0.341353 ... building_windows_float_processed Yes 16 0.000000 1.000000 ... tableware Yes 17 0.454785 0.045113 ... building_windows_non_float_processed No 18 0.290167 0.421053 ... building_windows_non_float_processed No 19 0.432836 0.437594 ... building_windows_float_processed Yes 20 0.275680 0.386466 ... building_windows_float_processed Yes 21 0.323529 0.505263 ... building_windows_non_float_processed No 22 0.482002 0.523308 ... building_windows_float_processed Yes 23 0.232660 0.401504 ... building_windows_non_float_processed Yes 24 0.397278 0.488722 ... building_windows_non_float_processed Yes 25 0.548727 0.760902 ... headlamps Yes 26 0.712906 0.043609 ... containers No 27 0.283582 0.475188 ... building_windows_float_processed Yes 28 0.294557 0.300752 ... building_windows_non_float_processed No 29 0.729587 0.287218 ... containers No 30 0.235294 0.548872 ... headlamps Yes 31 0.482002 0.523308 ... building_windows_float_processed Yes 32 0.207638 0.359398 ... building_windows_non_float_processed Yes 33 0.346795 0.431579 ... building_windows_float_processed Yes 34 0.129061 0.529323 ... building_windows_non_float_processed Yes 35 0.225637 0.297744 ... building_windows_float_processed No 36 0.431958 0.445113 ... building_windows_float_processed Yes 37 0.463565 0.124812 ... building_windows_non_float_processed No 38 0.488147 0.517293 ... building_windows_float_processed Yes 39 0.244952 0.386466 ... building_windows_non_float_processed Yes 40 0.217296 0.390977 ... building_windows_float_processed No 41 0.349429 0.476692 ... building_windows_float_processed Yes 42 0.291484 0.372932 ... building_windows_float_processed Yes [43 rows x 12 columns] Running Experiment 3 ... Experiment 3 Trained Neural Network [{'weights': [2.2569266509512826, -2.8104993798620663, 5.90784047586065, -8.807261957989398, 3.925022026198934, -1.5146080517311729, -0.3250664364401106, 1.5910113904191048, -0.0876173521510534, -3.3518706584695424], 'output': 0.44538544082423104, 'delta': -0.1099032524102441}, {'weights': [0.34786983708046115, -4.9421582710884335, 1.8842028777963717, 4.769736167245615, -2.605819956469495, -2.260018995406084, 0.7061682243063665, -3.654288527198831, 1.4886136118594542, -0.5017199524066293], 'output': 0.6117059932615414, 'delta': 0.14573996893405158}, {'weights': [-4.503660163324544, 0.1155430964471438, 2.4828238599811128, -2.866307926788476, -1.700637332893376, -0.9590647731541908, 1.6654152397200879, -1.3599422812808015, -3.5066803555870827, -0.9817678800343456], 'output': 0.026474700116953135, 'delta': -0.006526027030978241}, {'weights': [-0.8781655724241253, -6.860154772191549, -3.992187239351529, 4.036706312113769, 2.3205660354380044, 6.0354643585131305, 1.3563307907427007, -5.934061105744856, 1.3026192120934008, -1.3230864219045722], 'output': 0.014503163390455388, 'delta': -0.00013900798819379764}, {'weights': [-2.2770968047937283, 5.183886650189945, -2.0118504711845473, -2.9210545114980997, 1.3762238233043282, -1.922192001357876, -0.8670421319110576, -4.60153089350829, -2.477508606245748, -2.117863331889333], 'output': 0.009621059090839964, 'delta': -0.002978395555658028}, {'weights': [-2.07806551843153, 5.2949821774359584, -1.9042917446567111, 7.695957970418389, -2.9276120006731774, -4.889227973571848, -4.395919933968293, 5.978053753379199, -4.568152818821217, -3.3882543794742648], 'output': 0.0013213401478854683, 'delta': -8.549296383900529e-05}] Experiment 3 Classifications on Test Instances Refractive Index Sodium ... Predicted Class Prediction Correct? 0 0.277436 0.317293 ... building_windows_float_processed Yes 1 0.283582 0.312782 ... building_windows_float_processed Yes 2 0.209394 0.320301 ... building_windows_non_float_processed Yes 3 0.211150 0.344361 ... building_windows_non_float_processed Yes 4 0.293679 0.353383 ... building_windows_float_processed Yes 5 0.293679 0.293233 ... building_windows_float_processed Yes 6 0.313433 0.560902 ... building_windows_non_float_processed No 7 0.088235 0.344361 ... containers Yes 8 0.281387 0.363910 ... building_windows_float_processed Yes 9 0.218613 0.473684 ... headlamps Yes 10 0.304214 0.406015 ... building_windows_float_processed Yes 11 0.318701 0.344361 ... building_windows_float_processed No 12 0.284460 0.311278 ... building_windows_float_processed Yes 13 0.320896 0.403008 ... building_windows_float_processed No 14 0.305531 0.390977 ... building_windows_float_processed No 15 0.480685 0.451128 ... building_windows_float_processed Yes 16 0.226514 0.392481 ... building_windows_non_float_processed Yes 17 0.236172 0.183459 ... containers No 18 0.216857 0.643609 ... headlamps Yes 19 0.270852 0.634586 ... headlamps Yes 20 0.466198 0.454135 ... building_windows_non_float_processed Yes 21 0.280509 0.400000 ... building_windows_float_processed Yes 22 0.237050 0.303759 ... building_windows_non_float_processed Yes 23 0.348551 0.475188 ... building_windows_non_float_processed No 24 0.351624 0.514286 ... headlamps No 25 0.679982 0.075188 ... containers No 26 0.199298 0.377444 ... building_windows_float_processed No 27 0.343723 0.428571 ... building_windows_float_processed Yes 28 0.359526 0.437594 ... building_windows_float_processed No 29 0.265145 0.604511 ... headlamps Yes 30 0.275241 0.381955 ... building_windows_float_processed Yes 31 0.250219 0.630075 ... headlamps Yes 32 0.211150 0.309774 ... building_windows_non_float_processed No 33 0.481124 0.520301 ... building_windows_float_processed No 34 0.418349 0.424060 ... building_windows_non_float_processed Yes 35 0.241440 0.362406 ... building_windows_non_float_processed No 36 0.407375 0.398496 ... containers Yes 37 0.295874 0.369925 ... building_windows_non_float_processed Yes 38 0.259877 0.413534 ... building_windows_non_float_processed Yes 39 0.233099 0.403008 ... building_windows_float_processed No 40 0.464004 0.418045 ... building_windows_float_processed Yes 41 0.321773 0.437594 ... building_windows_non_float_processed Yes [42 rows x 12 columns] Running Experiment 4 ... Experiment 4 Trained Neural Network [{'weights': [2.528042064477603, -2.7440277904906814, 5.855038336116175, -8.226737702185407, 4.5237492937434105, -1.7237739290238037, -0.4726641657376154, 1.5817829979841849, -1.5801222999510884, -3.8536183641892268], 'output': 0.3420450047273356, 'delta': -0.039768999415680385}, {'weights': [-0.03796203340382462, -5.962369728499906, 2.3038340455463957, 4.664592834418781, -1.8194352401325946, -1.8287618421426786, 1.413615443944594, -2.9818664815433458, 1.3120486999711267, -0.8248219434359378], 'output': 0.2872869835781832, 'delta': 0.10553261781050563}, {'weights': [-3.0221928246594048, 1.2646398337589302, 2.08611566338372, -2.2147122219816446, -2.762988417265623, -1.0050473821261052, 0.7302574619210874, -0.8984730938837608, 0.33517893244064423, -1.381591798516379], 'output': 0.14494984795214433, 'delta': -0.03086452888161906}, {'weights': [-2.4933531471693384, -6.200777939150005, -2.964510866872734, 5.237108665703414, -0.07254506464388431, 2.7011904220233127, 2.5956873443469237, -6.405025276676967, 1.85787312028753, -1.1154339578135373], 'output': 0.015425615008778218, 'delta': -0.0008068862694970291}, {'weights': [-2.0194424401485565, 6.507676586013035, -2.3741003643165826, -1.7588533388895806, 0.5532787058413364, -3.303336299467825, -0.3579233468500531, -6.831643672890862, -2.8113743632146497, -2.3449419618915193], 'output': 0.05728864844897718, 'delta': -8.622661973438436e-05}, {'weights': [-1.0275131744182757, 4.774880878241203, -1.8937045152560754, 7.321147768556185, -1.8321863232666729, -4.665644051004755, -4.23928025040604, 5.743980602930615, -4.5666536033452845, -3.8444818853066134], 'output': 0.009965533565202345, 'delta': -1.8583980728004096e-06}] Experiment 4 Classifications on Test Instances Refractive Index Sodium ... Predicted Class Prediction Correct? 0 0.289728 0.318797 ... building_windows_non_float_processed No 1 0.007024 0.445113 ... headlamps Yes 2 0.043898 0.339850 ... building_windows_non_float_processed No 3 0.230465 0.273684 ... building_windows_non_float_processed Yes 4 0.280948 0.297744 ... building_windows_float_processed Yes 5 0.265584 0.398496 ... building_windows_float_processed Yes 6 0.278753 0.314286 ... building_windows_non_float_processed No 7 0.550483 0.407519 ... containers Yes 8 0.297629 0.309774 ... building_windows_float_processed Yes 9 0.239245 0.339850 ... building_windows_non_float_processed Yes 10 0.597015 0.108271 ... containers No 11 0.261633 0.526316 ... headlamps Yes 12 0.344601 0.415038 ... building_windows_non_float_processed No 13 0.346795 0.491729 ... building_windows_non_float_processed No 14 0.658033 0.446617 ... building_windows_non_float_processed Yes 15 0.568481 0.466165 ... building_windows_non_float_processed Yes 16 0.175154 0.619549 ... headlamps Yes 17 0.485953 0.556391 ... tableware No 18 0.297629 0.372932 ... building_windows_non_float_processed No 19 0.223881 0.395489 ... building_windows_non_float_processed Yes 20 0.455224 0.348872 ... building_windows_float_processed Yes 21 0.474539 0.545865 ... building_windows_float_processed Yes 22 0.464004 0.413534 ... building_windows_float_processed Yes 23 0.242318 0.332331 ... building_windows_float_processed No 24 0.352502 0.497744 ... building_windows_float_processed Yes 25 0.327041 0.395489 ... building_windows_non_float_processed Yes 26 0.240562 0.330827 ... building_windows_non_float_processed Yes 27 0.172520 0.664662 ... headlamps Yes 28 0.291484 0.437594 ... building_windows_float_processed No 29 0.252414 0.390977 ... building_windows_non_float_processed Yes 30 0.424056 0.458647 ... building_windows_non_float_processed Yes 31 0.243635 0.377444 ... building_windows_non_float_processed No 32 0.260316 0.449624 ... building_windows_non_float_processed Yes 33 0.298946 0.416541 ... building_windows_non_float_processed No 34 0.330992 0.369925 ... building_windows_non_float_processed No 35 0.293240 0.294737 ... building_windows_float_processed Yes 36 0.238367 0.612030 ... headlamps Yes 37 0.305531 0.335338 ... building_windows_non_float_processed Yes 38 0.090430 0.341353 ... containers Yes 39 0.218613 0.479699 ... building_windows_float_processed No [40 rows x 12 columns] Experiments Completed.