Running Experiment 0 ... Experiment 0 Trained Neural Network [{'weights': [0.6539236283403379, 0.10839158241818528, 0.1786532417560301, 0.017721625914145427, 0.19834625778066012, 0.9014832121703825, 0.5342882748917329, 0.3911915966641143, 0.332936369192936, 0.828489227828253, 0.3519407775526469, 0.9109326174626041, 0.6494261518757323, 0.5914260804228005, 0.741708101874748, 0.3496400632547012, 0.8468459156484964, 0.9618633220279784, 0.9456762193400521, 0.45090837988995036, 0.09054293415040422, 0.7353305678611157], 'output': 0.996324910360931, 'delta': 1.9439234414491996e-05}, {'weights': [0.21738849332781865, 0.9270268459903384, 0.47250360583698586, 0.376882313564032, 0.5570701482435922, 0.9397596128153484, 0.409538941658806, 0.812535821683656, 0.41167689917574984, -0.0006798141386361435, 0.5616181159636302, 0.7883330363617619, 0.3396629876462151, 0.6001975914651597, 0.821151563663987, 0.6251679169268366, 0.5383445985677177, 0.18487824048241683, 0.09569565453840558, 0.5260530765792779, 0.8466776936736318, 0.9266502911320211], 'output': 0.9978559982660398, 'delta': 1.5329940063263088e-05}, {'weights': [0.043539431506830525, 0.9151499059984123, 0.06058850713585877, 0.8748983999263404, 0.4554150210327214, 0.7468450944262852, 0.2803345563855597, 0.2550960194734835, 0.7953560903598337, 0.1856913631129133, 0.2833408875043688, 0.17385002063397703, 0.25778381468022005, 0.9443953149530326, 0.6710713657580194, 0.6618514742122258, 0.29705370302111217, 0.7113280213818532, 0.5051961246458943, 0.08693390180728724, 0.281409839643257, 0.33920305609422424], 'output': 0.9893287391295877, 'delta': 2.2232599256741634e-05}, {'weights': [0.7723992054687019, 0.3102668448951176, 0.2828492471121124, 0.70504016873212, 0.970474276376422, 0.9636214804161612, 0.4381314174050074, 0.9699886829321526, 0.23746303785772097, 0.40863061870531653, -0.01517615840425878, 0.9540550554004278, 0.43746472651859347, 0.5017966332584317, 0.40235621395541105, 0.8742568671670923, 0.9952006353426064, 0.6187414709813366, 0.6830205259716629, 0.5036368615846039, 0.5345657357721276, 0.047152932482925125], 'output': 0.9934796652393999, 'delta': -3.7442059110632504e-05}, {'weights': [0.6550465924682423, 0.8201858356581921, 0.6543841127725518, 0.4069872435017514, 0.7338615378198788, 0.11759029723962136, 0.20950338272185917, 0.04233390591144545, 0.0631723495188484, 0.06750280617835308, 0.8827879061438634, 0.2927342901659741, 0.13995907373527647, 0.55761692264247, 0.10617007938947674, 0.556759052268588, 0.8581827160135981, 0.5818324406745119, 0.20883880858730353, 0.9193465666702726, 0.46257519026729277, 0.8134741484668365], 'output': 0.9892609618479874, 'delta': -3.9019923315976884e-05}] [{'weights': [0.38604628190038437, 0.1938291317940929, 0.1627102110137476, -0.4764002472145974, -0.42189963959689314, -0.4747403772133071], 'output': 0.34832995251887156, 'delta': 0.013182182521009823}, {'weights': [0.4032094492560306, 0.7345962144970318, 0.4332038161651181, 0.32573677782792976, 0.7671855404193533, 0.2148427319450594], 'output': 0.9458707970263677, 'delta': 0.0015340287486521936}, {'weights': [-0.022922114361169258, -0.5256393569326047, 0.01671232452197491, -0.13300527059716033, -0.22432458931261515, -0.3420295846971049], 'output': 0.2267245549582778, 'delta': -0.003881004952493774}, {'weights': [0.43689557190360906, 0.3676329678200336, 0.1309278911246082, -0.2887643262026617, 0.020112431421958545, -0.14681581341466687], 'output': 0.6266482965819573, 'delta': -0.007635691473591298}, {'weights': [-0.1917450771351186, 0.09850375852167943, 0.23989958637336675, 0.6292000641119971, 0.5581117934647707, 0.2551296557684508], 'output': 0.8287702933741977, 'delta': -0.002192274269166373}] [{'weights': [0.16944348401053813, -0.08717740873901217, -0.3879300411639428, -0.511624782413372, -0.4899392381794899, -0.4521273754706007], 'output': 0.21582355555202107, 'delta': 0.13071231267627684}, {'weights': [-0.11127256834298711, -0.430251738273411, -0.09024738788822559, -0.17172511396576534, -0.4178761905628252, -0.36234249459123347], 'output': 0.21713167637773068, 'delta': -0.037516794265771584}, {'weights': [-0.6282068703611193, -0.6028943993753808, 0.03779950584580151, -0.10771771180488053, -0.13977489424096748, -0.3407441673081795], 'output': 0.21339186792201528, 'delta': -0.03647061578460414}, {'weights': [-0.127643693425957, -0.07052434619833187, -0.3494602093654041, -0.32738713431414057, -0.385007311854934, 0.04725624372213236], 'output': 0.33908302884147656, 'delta': -0.07782695632340349}] Experiment 0 Classifications on Test Instances date plant-stand precip temp hail ... fruit-pods roots Actual Class Predicted Class Prediction Correct? 0 0.500000 1.0 1.0 0.0 0.0 ... 1.0 1.0 D4 D4 Yes 1 1.000000 0.0 0.0 1.0 1.0 ... 0.0 0.0 D2 D4 No 2 0.166667 1.0 1.0 0.0 0.0 ... 1.0 1.0 D4 D4 Yes 3 0.000000 1.0 1.0 0.0 0.0 ... 1.0 0.0 D3 D4 No 4 0.166667 1.0 1.0 0.5 1.0 ... 1.0 1.0 D4 D4 Yes 5 0.000000 1.0 0.5 0.5 0.0 ... 1.0 1.0 D4 D4 Yes 6 0.833333 0.0 1.0 0.5 0.0 ... 0.0 0.0 D1 D4 No 7 0.000000 1.0 1.0 0.0 0.0 ... 1.0 0.0 D3 D4 No 8 0.666667 0.0 0.0 0.5 0.0 ... 0.0 0.0 D2 D4 No 9 0.833333 0.0 1.0 0.5 0.0 ... 0.0 0.0 D1 D4 No [10 rows x 24 columns] Running Experiment 1 ... Experiment 1 Trained Neural Network [{'weights': [-0.6443635162982071, 0.7013311871964488, -1.3096358767780405, 0.48151127107167413, 1.406173734360358, 0.31601702083822736, 0.4573593618993149, 0.8832261017863808, 0.915181527954347, -0.6865475757660722, 1.0261410259390993, -0.167752207354926, -0.7966751772368159, 1.1792747582746246, -1.301161496073427, -2.35858541316957, -0.14632922707759594, 0.3909404310532781, -0.2081883411066001, 0.529344296166223, 1.7433771355666217, -0.7259406007532632], 'output': 0.9790907945729537, 'delta': -0.00013721339156504164}, {'weights': [0.17107503497936735, 0.806667779268805, 0.6049425183547161, 0.14413580507937646, 0.44782500469974534, 0.6753999466746669, 0.15203063155320404, 0.8498828406752699, 0.44191528138286157, 0.9703813919434819, 0.7791239319108665, 0.5401202669923674, 0.8197494958350988, 0.5356644062422592, 0.7052680835658068, 0.3339410938743534, 0.21437625015258355, 0.2974091478656354, 0.007255353658107595, 0.8109666264770556, 0.9325963747914877, 0.7242403485401828], 'output': 0.9920138344142098, 'delta': -6.1477226134514815e-06}, {'weights': [0.6318870176003336, -0.6381811291416261, -0.453805088083911, 0.7638215624823563, -0.10955796215231543, 0.5393753134722888, -0.049369121268082024, -0.35898578119878405, 0.4010185008945358, 0.12151556253107104, 1.6792220544119234, 0.31556467908649916, 0.9107888345770628, 0.1637457417166759, 1.2359986444326894, -0.723846176671563, -0.8751207378100038, 0.4306177681921307, 0.890131232757838, -1.8050481593079761, 0.8930976638869752, -0.6810444479973696], 'output': 0.9834396793405906, 'delta': 0.0012897881509324987}, {'weights': [0.5945872868643475, 0.26036873408849454, 0.18154298422058093, 0.9908613545014476, 0.07841003543704095, 0.1534073032786597, 0.8607571497484159, 0.46597173362393446, 0.8794985321129424, 0.3045658547231537, -0.045379243176696844, 0.632470050804319, 0.7234705906255693, 0.10537173316161173, 0.19268219068843612, 0.9383320302604224, 0.43042432430985805, 0.3939355429220696, 0.9934277763154931, 0.6695077983000115, -0.11610152513205596, 0.04865398719857487], 'output': 0.9935831248291545, 'delta': -1.0373653090091385e-05}, {'weights': [-0.14706718404918145, 0.8613590619820294, 0.9282355885575657, -0.055896417206382776, -0.4843380187455711, 0.22857869765252778, -0.5658246942098922, 0.8348243647655084, 0.39263964222908193, -0.25325987218998697, -0.6272102773372031, -0.04370636643258289, 1.165074602393946, -0.7181110974808025, 0.7377270926342397, 0.9958381495393887, 0.6466302331873394, -1.2714485444001868, -1.1910078126965342, 1.096947512085738, 1.250828731452304, -0.038147262007133954], 'output': 0.008805061773573685, 'delta': -0.0009127450085733493}] [{'weights': [0.8831665587699999, 0.9373503276840616, 0.8870724059793642, 0.8687671129937726, 1.013031083730159, 1.30955902741488], 'output': 0.9922217721585377, 'delta': 2.9921098417714774e-05}, {'weights': [-1.6879035644346743, -0.117992934428323, -0.026541769667721947, -0.6191614997974637, 5.634895610608438, -0.5002750895994907], 'output': 0.0540841933018374, 'delta': 0.0004903837971653756}, {'weights': [4.9063476970494415, -1.1319455567506567, -0.5238902381753415, -1.4840245534979144, 1.4622913628767646, -1.5245712519147754], 'output': 0.5447405936088293, 'delta': -0.000744939446819458}, {'weights': [3.0904096617765404, -0.7027942298212706, 3.219886186072351, -0.5016410183456617, -1.2374229825033127, 0.09148298587705388], 'output': 0.993802171900355, 'delta': 0.0029945120989201763}, {'weights': [3.7822927048306174, 0.25824989428194095, -4.292753349633752, -0.07831457692738138, 1.736858416218725, -0.17790376064925645], 'output': 0.37690843621354553, 'delta': -0.00440623136126531}] [{'weights': [0.011666857484355208, 3.0335226533306288, -3.2494388400797756, -0.29788416320285205, -5.601965736032472, 0.01193159012414508], 'output': 0.018163798199094208, 'delta': 0.008651799061722755}, {'weights': [0.2151232965688023, -6.213091742852879, -0.03895689892362406, 1.8357435836053109, 0.2286267564666157, 0.7924607620934564], 'output': 0.9281889284863932, 'delta': -0.0005200070524485671}, {'weights': [-0.5475652536237049, 1.4350503327315305, -2.388909894770058, -4.526776922403439, 3.0050797301173446, -0.4163398133663321], 'output': 0.0038745276408752184, 'delta': -0.004162871181625519}, {'weights': [-3.606301369781328, 2.416766134904774, 4.661965621521871, 1.6066807268774126, 2.588398139502614, -4.128694655180596], 'output': 0.07839455437195003, 'delta': -0.0004470115912811232}] Experiment 1 Classifications on Test Instances date plant-stand precip temp hail ... fruit-pods roots Actual Class Predicted Class Prediction Correct? 0 0.333333 1.0 1.0 0.0 0.0 ... 1.0 0.0 D3 D3 Yes 1 0.333333 1.0 1.0 0.0 0.0 ... 1.0 0.0 D3 D3 Yes 2 0.000000 1.0 1.0 0.5 0.0 ... 1.0 1.0 D4 D4 Yes 3 0.500000 0.0 1.0 0.5 0.0 ... 0.0 0.0 D1 D1 Yes 4 0.000000 1.0 1.0 0.5 0.0 ... 1.0 1.0 D4 D4 Yes 5 1.000000 0.0 0.0 1.0 0.0 ... 0.0 0.0 D2 D2 Yes 6 0.333333 1.0 0.5 0.0 0.0 ... 1.0 1.0 D4 D4 Yes 7 0.000000 1.0 1.0 0.5 1.0 ... 1.0 1.0 D4 D4 Yes 8 0.500000 0.0 1.0 0.5 0.0 ... 0.0 0.0 D1 D1 Yes 9 0.666667 0.0 0.0 0.5 1.0 ... 0.0 0.0 D2 D2 Yes [10 rows x 24 columns] Running Experiment 2 ... Experiment 2 Trained Neural Network [{'weights': [0.9316176876229847, 0.7617338213542973, 0.6319808084462881, 0.38145553809116073, 0.517401256970323, 0.7954990415999513, 0.22253142830513048, 0.2946193420424667, 0.3043942985775824, 0.5476336129475714, 0.18321748594362006, 0.7009631509566638, 0.4542522603900658, 0.10818994151748328, 0.11291508253487342, 0.5903884265140594, 0.512697237700653, 0.40197208937795054, 0.1805536048862423, 0.42477373407952107, 0.945560878507537, 0.7320640933510965], 'output': 0.9914959593407667, 'delta': -2.3733908964245423e-05}, {'weights': [0.7705637710761613, 0.5127185640825828, 0.404029341424943, 0.632839285495374, 0.3787529863697255, 0.8482597346099915, 0.5369695847955069, 0.9984745160345548, 0.5204487943896706, 0.0890973072892572, 0.2581463861873292, 0.09453471400380137, 0.7426370646612929, 0.07996060303705416, 0.9727610740348911, 0.9650348333330092, 0.6160099111881692, 0.950565286735946, 0.6703933338974238, 0.09921571593101339, 0.8725161118213882, 0.23990204965046757], 'output': 0.9842935109325056, 'delta': -3.7339313738563017e-06}, {'weights': [0.8597337826096364, 0.9307544718010323, 0.8876581435194927, 0.4071535270731592, 0.9132677150560636, 0.43829254497859466, 0.6356681195144993, 0.4822933761981014, 0.21181328633718288, 0.4241551644022929, 0.5477414593795141, 0.9087869556516751, 0.6510024633217852, 0.2936534471456057, 0.37261971557129914, 0.5442535935138746, 0.9585794784670336, 0.5490367476491204, 0.5997562143224171, 0.02129819963896042, 0.972433647907767, 0.24717279877847523], 'output': 0.9908651324841187, 'delta': -1.1150642972330832e-05}, {'weights': [0.24325976290529744, 0.22432235888475618, 0.1807625189268917, 0.20092850684029465, 0.3079826284292435, 0.7712580653914217, 0.8317509700328723, 0.46088179527773565, 0.8670303101197244, 0.8588677885579525, 0.19160633211109693, 0.3465731208186036, 0.43481307475012065, 0.13279264648076577, 0.20152313215018935, 0.8761076993924485, 0.20411393343873732, 0.7885719486246034, 0.8820281401897735, 0.07491109673232843, 0.622711289358335, 0.034564690288174], 'output': 0.9737831103742639, 'delta': -2.2970784625558607e-06}, {'weights': [0.29582754236327846, 0.6743718789402633, 0.7168988268433472, 0.652193266509851, 0.07724443034487205, 0.37179805912010333, 0.8091669283591827, 0.43484312033934525, 0.6764236419711175, 0.7547583789576858, 0.3270257560838998, 0.12210833534347901, 0.7121873539886077, 0.35582460008407596, 0.5333603569664107, 0.3299440981069598, 0.7295274241348495, 0.577318646236574, 0.11899897594211468, 0.9172685890172654, 0.38615120183676266, 0.5563134108892681], 'output': 0.9967562818510554, 'delta': -1.221163943837295e-05}] [{'weights': [0.8910818792188208, 0.5059676386365418, 0.6047668363676979, 0.5884050263290752, 0.6224036033014665, 0.0753675934590694], 'output': 0.962655080198861, 'delta': -0.002242352058462722}, {'weights': [0.8637681045266948, 0.5319743168494009, 0.4487817970245088, 0.8639435149785941, 0.6495460807363629, 0.917113792982601], 'output': 0.9856644034376263, 'delta': 0.0005497222746993585}, {'weights': [0.35342671171564405, 0.1410931775848774, 0.3549532897089745, -0.0656327802641918, 0.19084593307870498, 0.377642986973786], 'output': 0.793305554972773, 'delta': -0.00513909120745633}, {'weights': [0.4734412318522812, 0.8387411170690792, 0.21066873138218195, 0.45913213973598604, 0.8598176676440696, 0.5616008647646705], 'output': 0.9667360559303841, 'delta': 0.0010201753929551557}, {'weights': [0.7695580784983815, -0.08937129766626375, 0.819660229721593, 0.12237488326119311, 0.7773359400207402, 0.1305464216312031], 'output': 0.9249611929820984, 'delta': -0.00041713024632047155}] [{'weights': [-0.6030269130314011, 0.07456172049968503, -0.42977221319700504, 0.14658745217128033, -0.2198570183492994, -0.3970093438389336], 'output': 0.21305433972293467, 'delta': 0.12854736034664221}, {'weights': [-0.49260976946491336, -0.5738705698928559, 0.04067298421355935, -0.6482721222847913, 0.17456320257394786, 0.16090692566065312], 'output': 0.2121644144015191, 'delta': -0.03639615486186259}, {'weights': [-0.21535282382920878, 0.05273425480224008, -0.31445877406855033, -0.16783110445256474, -0.3480475303449242, -0.4701434038200044], 'output': 0.20438395657485808, 'delta': -0.03405946033834637}, {'weights': [0.10105158928673762, -0.1611217869894322, -0.20626160302078606, 0.17156258943007618, -0.2374828120091708, -0.37186166013774363], 'output': 0.3428023059463402, 'delta': -0.08044673902683054}] Experiment 2 Classifications on Test Instances date plant-stand precip temp hail ... fruit-pods roots Actual Class Predicted Class Prediction Correct? 0 0.500000 0.0 1.0 0.5 0.0 ... 0.0 0.0 D1 D4 No 1 0.500000 0.0 0.0 1.0 1.0 ... 0.0 0.0 D2 D4 No 2 0.333333 1.0 1.0 0.0 0.0 ... 1.0 1.0 D4 D4 Yes 3 0.500000 1.0 1.0 0.0 0.0 ... 1.0 1.0 D4 D4 Yes 4 0.333333 1.0 1.0 0.5 1.0 ... 1.0 1.0 D4 D4 Yes 5 1.000000 0.0 1.0 0.5 0.0 ... 0.0 0.0 D1 D4 No 6 0.000000 1.0 1.0 0.0 0.0 ... 1.0 1.0 D3 D4 No 7 0.833333 0.0 0.0 1.0 0.0 ... 0.0 0.0 D2 D4 No 8 0.000000 1.0 1.0 0.0 0.0 ... 1.0 0.0 D3 D4 No [9 rows x 24 columns] Running Experiment 3 ... Experiment 3 Trained Neural Network [{'weights': [-0.38886178096639956, 0.3758004146314167, 0.4578033698327597, -0.5848967116932465, 0.01899597609887646, 0.14059367028997088, -0.4425643152554358, 0.007721178392568362, -0.19782550190572035, -0.22342000172736223, 0.14154710981740937, 0.020527292505536997, 0.6729209475319611, -0.00837327842001016, 0.4026668627316653, -0.4323455616730257, -0.009967966264795028, -1.2456495319081444, -0.9985156548951679, 0.9040241513330756, 2.17105479587067, -0.8263300130637564], 'output': 0.41387523723357084, 'delta': -0.046357878454147274}, {'weights': [0.3562630123469833, 0.7442732198970096, 0.3860083234970913, 0.4088328328695335, 0.48375847504464264, 0.2668883874883405, 0.6135161513051836, 0.7211968157183567, 0.2517590748961802, 0.5941215613879315, 0.2700239225372691, 0.6573761850803825, 0.8509881481537158, 0.8807615298930774, 0.39859975489709826, 0.9009632002993433, 0.9239305142328423, 0.25166919870638044, 0.27233416931658777, 0.07482016225875658, 0.7539520686861487, 0.8725779799653575], 'output': 0.9958656090823017, 'delta': 8.976984311135075e-05}, {'weights': [0.6252782661654327, 0.53036849706242, 0.8801936361421661, 0.2033159025386754, 0.9624483646754647, 0.4734279959498962, 0.2038957002437177, 0.7671239442944946, 0.8972985667909238, 0.4298915634512826, 0.3747187170600178, 0.40925391557808244, 0.09600432917066314, 0.2637928582899721, 0.6804099425259476, 0.024646938432975423, 0.21099076826222235, 0.4018686722548172, 1.0091048237087679, 0.9012210850055757, 0.015151685282153065, 0.834887823513893], 'output': 0.9871408490327642, 'delta': 0.00014776879033650316}, {'weights': [-0.05836541891339163, 0.7696521410755901, 0.7075643981710455, 0.3983981175926261, 0.4785746251177646, 0.686393415775732, 0.8018631991435751, 0.44881409473320594, 0.6439393329634079, 0.25188877617610567, 0.4952205516831665, 0.14220208961205835, 0.23324942168406035, 0.11691676708890748, 0.45435409381282305, 0.7748772563856704, 0.9807187012411062, 0.11173024504540019, 0.15963500202672767, 0.5668653666859412, 0.3956157730327181, 0.35207643623177054], 'output': 0.9788644285455839, 'delta': 0.00010437496165195192}, {'weights': [0.265942561567448, 0.4640130071792358, 0.0812571535417368, 0.24156394621351018, 0.06217657882203865, 0.01126957988455231, -0.0036113284502339595, 0.45625231320412696, 0.8908829836779395, 0.8160222896242157, 0.33052734209333995, 0.18653366665882942, 0.172576907372095, 0.823730875587015, 0.6768712530256982, 0.7551926530725572, -0.02077316906392985, 0.39675628056291246, 0.8857919355222477, 0.4847087671787149, 0.5667978983482598, 0.23661329242828527], 'output': 0.9570338642470638, 'delta': 0.0003880758565337756}] [{'weights': [-1.952583900656011, 0.33638012026091, 0.010009724944910179, -0.33453521113699136, 0.2882954170335717, 0.20912092533141666], 'output': 0.42416687865162717, 'delta': 0.009869208511824977}, {'weights': [-0.7444341815538661, 0.397277099284668, 0.2691079441562121, -0.11548673269831033, -0.27550919783635996, -0.028128430882728758], 'output': 0.4870861860325532, 'delta': 0.0027842026644509053}, {'weights': [-5.343478467270126, 0.3053697889396103, 0.9216236192532551, -0.059341025139711574, 0.5134989372872935, 0.523067695434736], 'output': 0.4896921915511653, 'delta': 0.01895535921196324}, {'weights': [2.67041012896137, -0.5493508789008348, -0.1812499711738167, -0.45638865713649723, -0.16094642986663374, -0.07861582072647096], 'output': 0.42551546160776843, 'delta': -0.024786623889182617}, {'weights': [0.36537566719004533, 0.24944790645675338, 0.5115189683365419, 0.47587981641587, 0.7857137302416335, 0.7130000951414346], 'output': 0.9445566752864633, 'delta': 0.0011476343729249622}] [{'weights': [0.05684999020213293, -0.08343260928990984, 0.3465720921471707, -0.8754404077720528, -0.04014905360745889, -0.9190112009565496], 'output': 0.23572549952676514, 'delta': 0.1351138067295251}, {'weights': [0.9725267405596097, 0.0001441172951947889, 5.1949113915551255, -2.8586334391003283, -1.6749271856639831, -1.67508304756905], 'output': 0.17989661968163126, 'delta': -0.019487922124190496}, {'weights': [-0.910611731249322, -0.6218893258751315, -1.6981034565615991, -0.38118603978547094, -0.15539790542652407, 0.08196159849449436], 'output': 0.1483332193434696, 'delta': -0.020621527812950968}, {'weights': [-1.4495523867358422, -0.4495189567977305, -4.116431398445309, 1.9146019138715789, 0.2590469364076832, 0.013752518717211636], 'output': 0.14474066070916686, 'delta': -0.023464537750553092}] Experiment 3 Classifications on Test Instances date plant-stand precip temp hail ... fruit-pods roots Actual Class Predicted Class Prediction Correct? 0 0.166667 1.0 1.0 0.0 0.0 ... 1.0 1.0 D4 D4 Yes 1 0.000000 1.0 1.0 0.0 0.0 ... 1.0 0.0 D3 D4 No 2 0.833333 0.0 0.0 1.0 1.0 ... 0.0 0.0 D2 D2 Yes 3 0.666667 0.0 1.0 0.5 0.0 ... 0.0 0.0 D1 D1 Yes 4 0.166667 1.0 1.0 0.5 1.0 ... 1.0 1.0 D4 D4 Yes 5 0.000000 1.0 0.5 0.5 1.0 ... 1.0 1.0 D4 D4 Yes 6 0.333333 1.0 1.0 0.0 0.0 ... 1.0 0.0 D3 D4 No 7 1.000000 0.0 0.0 0.5 1.0 ... 0.0 0.0 D2 D2 Yes 8 1.000000 0.0 1.0 0.5 0.0 ... 0.0 0.0 D1 D1 Yes [9 rows x 24 columns] Running Experiment 4 ... Experiment 4 Trained Neural Network [{'weights': [0.5909119569831636, 0.9896380676973151, 0.8476424167037202, 0.8134805395405416, 0.38080207880446815, 0.7236732989924568, 0.20659252539671882, 0.2668939640544587, 0.3080596283082868, 0.31782072067663975, 0.7572978056596142, 0.023413001118564456, 0.28836645924272375, 0.6656374631526468, 0.2557585231071464, 0.45903957276144136, 0.14201883623745007, 0.5683705437170621, -0.015362820320467162, 0.9356108668360528, 0.5296403253814305, 0.18567300403975973], 'output': 0.9914749580142633, 'delta': -0.0001968262664004769}, {'weights': [0.9182458799722167, 0.5301985730670816, 0.40088788468242686, 0.9077234439406228, 0.47593439125713133, 0.14288152509117819, 0.8055278168580025, 0.538175767135431, 0.5404324486757214, 0.8177864788440058, 0.644965525666461, 0.5212757239682412, 0.049239865890723725, 0.9946868741589958, 0.9973471761724287, 0.6981739104152681, 0.1829188088173868, 0.3688940359518003, 0.30387588556485906, 0.43038134595501054, 0.1893991979717759, 0.07160603035044655], 'output': 0.996320002319782, 'delta': -5.0389873788335796e-05}, {'weights': [-0.3360342582773819, 1.130531494657835, 1.059553792074991, -0.3165555929744869, -0.32342771862731023, -0.00827002618397205, -0.12854328392931214, 0.6257083457984948, -0.47442149736701705, -0.09580086248085407, -0.2970986114813375, 0.5227686348112138, 1.1819533481678932, -0.29056361316766754, 0.7015458055542122, 0.6137456606399009, 0.4570123833777015, -0.8167612051946694, -0.439289333206678, 0.7120949686313478, 1.2088413763976902, -0.5214569655119815], 'output': 0.8626056765300107, 'delta': -0.0015063807340149474}, {'weights': [0.3212605943128141, -1.6907827364315584, 0.0012203047083142742, 0.4109708250730325, 0.9927179946395874, 0.01033286828146399, -0.09617573226838257, -0.011332057890663352, -0.01028997692220928, 0.029513912194482374, 2.285953806142785, 0.03243114165424564, 0.24964556225785492, 0.34180731678883713, 0.9372968913312542, -1.0956592508529375, -0.6275612673357361, 0.7489607016089648, 0.7199672803787471, -1.6134757820758319, 0.17170906139877548, 0.11512193515059406], 'output': 0.9829238745431592, 'delta': 0.0028997389235837223}, {'weights': [0.9285142290334182, 0.6330287100046494, 0.7980701445308511, 0.9770410010332223, 0.6817118142579464, 0.7117676638166109, 0.20417471551547145, 0.06504705851943964, 0.5574388067050171, 0.6207331629091122, 0.8665449051730629, 0.7878345305764969, 0.20593021295655736, 0.8482151710059448, 0.4930995650170932, 0.3958108413968842, 0.5856599543371972, 0.896476299556597, 0.4831360503657319, 0.8207766149136595, 0.24801228066797926, 0.19179634363070222], 'output': 0.9972163958670612, 'delta': -4.0534899789646934e-05}] [{'weights': [0.36821232087270067, 0.7611066855441173, 0.21753201413160914, -0.5192473970657994, 0.23317239793184832, 0.7821102504148063], 'output': 0.8599983648382706, 'delta': -0.006071733237923753}, {'weights': [-1.102347475807211, -0.657161612346647, -3.858578249208007, 6.122884880027222, -0.23777767043665643, -0.8702820795445358], 'output': 0.4587954541029131, 'delta': 0.004425220128638632}, {'weights': [-1.0412750059162996, -0.34328688592240586, -0.3728686075415907, 7.591353255744922, -0.9144748832104163, -0.49873330202254523], 'output': 0.9873203904948472, 'delta': 0.006514078302970724}, {'weights': [0.14722960737270133, 0.14915700431220227, 0.4046723357500185, 1.0776642091495485, 0.5713875326869718, -0.488693917564563], 'output': 0.8561925706285145, 'delta': -0.006392454405767878}, {'weights': [1.0659754401700272, 0.8007599357553687, 0.7168698727025492, 0.24261843279250156, 0.9286589614011593, 0.6265038736957276], 'output': 0.9861309632287539, 'delta': -0.000701930508199938}] [{'weights': [-1.095247197359039, -2.901878013912792, 6.191284206409685, -0.2901730254445824, -1.2607908432192632, -2.1765531634603357], 'output': 0.5426957336576074, 'delta': 0.09673470896120677}, {'weights': [-1.9923178319584929, 5.7492678255266165, 3.006523951023378, -1.2126628371514574, -1.9719622928154967, -2.086057657589319], 'output': 0.23573732711490492, 'delta': -0.018301203420831517}, {'weights': [0.5081204561975061, -3.946442527878607, -7.712635287622368, -0.8986152980740171, 0.9500562318000101, 1.3572624428007165], 'output': 0.000573193040383667, 'delta': -7.612854718462734e-07}, {'weights': [-0.2672961004661955, -5.628418317040676, 1.6468370426310597, 0.6233484393631958, -0.4721864153730162, -0.19459734846708177], 'output': 0.21202873001553516, 'delta': -0.07208192745913464}] Experiment 4 Classifications on Test Instances date plant-stand precip temp hail ... fruit-pods roots Actual Class Predicted Class Prediction Correct? 0 0.333333 1.0 1.0 0.5 1.0 ... 1.0 1.0 D4 D4 Yes 1 0.500000 1.0 0.5 0.0 0.0 ... 1.0 1.0 D4 D4 Yes 2 0.500000 0.0 1.0 0.0 1.0 ... 1.0 0.0 D3 D3 Yes 3 1.000000 0.0 1.0 0.5 0.0 ... 0.0 0.0 D1 D1 Yes 4 0.166667 1.0 1.0 0.5 0.0 ... 1.0 1.0 D4 D4 Yes 5 0.666667 0.0 1.0 0.0 1.0 ... 1.0 0.0 D3 D4 No 6 0.500000 0.0 0.0 0.5 0.0 ... 0.0 0.0 D2 D2 Yes 7 0.833333 0.0 0.0 1.0 1.0 ... 0.0 0.0 D2 D2 Yes 8 0.666667 0.0 1.0 0.5 1.0 ... 0.0 0.0 D1 D1 Yes [9 rows x 24 columns] Experiments Completed.