Running Experiment 0 ... Experiment 0 Trained Neural Network [{'weights': [0.35597279886706756, -1.4561883600249688, 0.03139304619793199, -0.24340187605156663, -0.864287524016871, -0.16192888555446, -1.2373633282962488, -0.3552369677591475, -0.0829275631298856, 0.1339417885700734, 0.04205889097136473, 0.07953191169080194, 1.888196667386543, -1.3078128655130168, 2.861078241662603, 0.5632736324290452, -0.448584003677247, -0.4387066452832396, -0.4548937479711655, -1.890639720113094, -0.6566947638148031, -0.8874173596652953], 'output': 0.9841130117767053, 'delta': 0.0010227963568210493}, {'weights': [0.1556405456422242, -0.6179422032745167, -1.937747937799464, 0.668862959183065, 0.4212243635708887, 0.09390855042146555, 0.7144536811986495, -0.4289117472209313, 0.007328174241812943, -0.6119689892856318, -0.22324432630423452, 0.18237000616236163, -1.2470740613297555, 0.7231430128493433, -0.03159301001609394, -1.2428550295025114, 0.1572341461898054, 1.471501245424079, 1.3823186594800683, -1.2143578435953766, -0.38361274998148825, -0.3798821977810618], 'output': 0.01622389664864038, 'delta': -0.00010980843279625604}, {'weights': [-0.4488395240211801, 0.5124073355736747, 0.6007055006069678, -1.7521588916388742, -0.6709604303729045, -1.020057941178713, 0.14206007896214795, -0.08781136311328806, -0.34179952578950756, 0.6343643928322471, -3.588112840910629, 0.520837490793299, -0.9220380366179487, -0.5916867292704199, -0.6738652165570729, 1.9033301942538128, 2.6167870650216485, 0.09275222232645894, -0.11337967440949825, 1.6479959704038534, -1.7760089863069448, -0.06324725667970915], 'output': 0.009088911920378138, 'delta': -0.00012121578342420692}, {'weights': [-1.328627163283486, 1.2405299791435485, -0.8411838861912256, 0.6124973109246923, 1.5610894574400014, 0.9411793436147182, -1.3545744571056726, 1.4323182691773133, 0.10822680685786461, -0.9475397371425361, 2.209340282857114, -0.2076517203828979, 0.11621253331320784, 0.17241769281484626, -0.6402993224223765, -2.672496356575137, -0.5453505706513911, -1.508816884162776, -1.4445378291724493, 0.6638524916301762, 3.1873607874740655, -2.9628453289934047], 'output': 0.006648375412039869, 'delta': -0.00014939593729537982}] 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 D2 Yes 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 D3 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 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 D1 Yes 7 0.000000 1.0 1.0 0.0 0.0 ... 1.0 0.0 D3 D3 Yes 8 0.666667 0.0 0.0 0.5 0.0 ... 0.0 0.0 D2 D2 Yes 9 0.833333 0.0 1.0 0.5 0.0 ... 0.0 0.0 D1 D1 Yes [10 rows x 24 columns] Running Experiment 1 ... Experiment 1 Trained Neural Network [{'weights': [0.7232440815908343, -1.1992471202894133, 0.3021348751625872, 0.33260640897194915, -0.7320061416026585, -0.07157623321630402, -1.5074640200103335, -0.7187057611533281, -0.255937105280953, -0.29694348936683757, 0.5627497804611132, -0.27615152239518004, 1.3643845497863407, -1.4156357629605574, 2.4619436751966064, 0.6958468155228267, -0.21387228801721211, -0.6490742016641071, -1.0220678337513183, -1.9097716586701587, -0.6511100203690703, -0.8907771234050857], 'output': 0.0033009831272067364, 'delta': 0.0006633070544713453}, {'weights': [0.6976289044739279, -0.6526649352042166, -1.6594922753469017, 0.35363937104697807, 0.26876638548461695, -0.27430378290574436, 0.9042617858015652, -0.28151714242133813, -0.1405010257039363, -0.11430180885852044, 0.1807838970343609, -0.08222990340172455, -1.0878970702868134, 0.16285589492435362, -0.22714781237201667, -1.2502821403230073, -0.0038808218909167974, 1.4306559425319652, 2.1312273910881987, -0.8411603319628056, -0.5608027210525619, -1.0827417783484359], 'output': 0.9861619522683331, 'delta': -0.00015491269926325038}, {'weights': [-0.48896592788986243, 0.1998230734348164, 0.7194827102240549, -1.8539987246844902, -0.5398024789831474, -0.9190736891681478, 0.5848966067262209, -0.1370930313143582, -0.4706644642626127, 0.775546696398303, -3.486324469041856, 0.44410456365870626, -1.0692939112815814, -1.1783261377098584, -0.6385788032750684, 1.7393825795878954, 2.1078957687961566, -0.017487088970443248, -0.26808434593655744, 1.9169036370881078, -1.7719066425508476, 0.11307845236699113], 'output': 0.002496986517614369, 'delta': -0.0001639643155480238}, {'weights': [-1.212475031140339, 1.4623489557082168, -0.779223763560217, 0.34171480101425855, 1.986964304470292, 0.7134121183506648, -0.640719723105898, 1.3640936265355694, 0.6908574513226126, -0.9136736906868094, 2.069622639339073, -0.3466357211262457, 0.22453386175558956, -0.18537475475161214, -0.21950832996462608, -2.7157830251977386, -0.4120441671563273, -1.9164176438638056, -1.5301379328484321, 0.39179562652128314, 3.1490401045755725, -3.0668599231310405], 'output': 0.021984380937026596, 'delta': -0.00040498838922389113}] 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': [0.3370433055993784, -1.3121606071239518, -0.18833938904895833, 0.07316785828976809, -0.711704437038777, 0.04735723003129592, -1.5875522233848003, -0.5206213330535014, -0.14501386276325975, 0.07241274705444307, 0.14043976006320127, 0.30304438103715153, 1.7418060012876289, -1.5560852155684446, 2.7359371602434464, 0.8445387770919298, -0.6891603844943699, -0.1740340294503027, -0.5839500965146349, -1.7977135742849033, -0.24180743453830147, -0.9535063110545993], 'output': 0.009408950377848304, 'delta': 0.0009368340692157077}, {'weights': [0.7392595808935775, -0.9542283740066825, -1.6204525159987953, 0.46950668313346894, 0.2755594313795144, -0.5019486591266563, 0.37728446062882925, -0.3787657106304028, 0.3550996653708273, -0.1713891949782015, -0.433097418858564, -0.01623005069036688, -1.1887786848016413, 0.21436194735694197, -0.4933116533205125, -1.1012000074467791, 0.08806725642129709, 1.5309375220906536, 2.066010313686503, -0.9734623017734123, -0.2062046931510048, -0.4135545812107191], 'output': 0.006232128214193973, 'delta': -0.00011605423714817798}, {'weights': [-0.390510863524329, 0.32638028237758177, 0.5766936912660044, -1.746602262589411, -0.3798512343015512, -0.769813661478559, 0.19992514288816507, 0.4103626538694387, -0.14854084806318885, 0.7587976236670941, -2.9252159333243513, 0.17574446751346212, -0.9824312538593087, -0.5372654994789103, -1.0734813788801738, 1.6067542087979718, 2.200705759301887, -0.2602911538194235, 0.08205367718016567, 1.4116152525739534, -2.4527939059522157, -0.17667254785607775], 'output': 0.9958471799823204, 'delta': -0.00023048505938851475}, {'weights': [-1.3150610813657584, 1.0977420776241622, -0.5997770867999459, 0.3194231146512347, 0.8256849020104063, -0.14675958901986272, -0.26725006048942057, 0.31844729086309814, -0.2850477262427049, -0.9568769012123969, 1.588971895812878, -0.5097006676156324, 0.5545885610490223, 0.2773896952183471, -0.8667305584893046, -1.5987529561120366, -0.670081278596497, -1.3711356911828019, -1.2151582764554882, 0.7087147231955981, 4.144162493076414, -2.1773842651898008], 'output': 0.020558619541167656, 'delta': -0.00038330013932769326}] 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 D1 Yes 1 0.500000 0.0 0.0 1.0 1.0 ... 0.0 0.0 D2 D2 Yes 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 D1 Yes 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 D2 Yes 8 0.000000 1.0 1.0 0.0 0.0 ... 1.0 0.0 D3 D3 Yes [9 rows x 24 columns] Running Experiment 3 ... Experiment 3 Trained Neural Network [{'weights': [0.5557383455126991, -1.3229679156592828, 0.21988624651884964, 0.4262639364471165, -0.4622811919151387, -0.23956537982555068, -1.293599591460873, -0.41157108979093643, 0.24614027283624632, 0.021134812296160654, 0.0901509461183012, 0.12148067116899414, 1.3950510917049412, -1.279941752766844, 2.5379878755329046, 0.9904681369461339, -0.616710354233582, -0.811387299914502, -0.5728213652768746, -2.1212242811276294, -0.15721040351653676, -1.4382866085279824], 'output': 0.9769755837523281, 'delta': 0.0009525651765861879}, {'weights': [0.6194822704121866, -0.8080220445940551, -1.8660895356272864, 0.5893533240289311, 0.12844487620422188, -0.27612147111838015, 0.7225439610732572, -0.8783649626428005, 0.02438772188437497, -0.45805774345328815, -0.32428501549119015, 0.34351321720336936, -0.5701655265822219, 1.0314447575499195, -0.7905666568495525, -0.9728892544210848, 0.1168670948447722, 1.739742207963951, 1.2846916734621616, -0.7358717299134973, -0.8525125691802853, -0.8182986107468574], 'output': 0.026804895697880877, 'delta': -7.856175229046086e-05}, {'weights': [-1.0281647014681627, -0.07594283267496635, 0.4771753908344777, -1.9810413773348121, -0.5093716117783375, -1.1899923465641205, 0.4005487393564654, 0.18793412629119188, -0.3351924774285081, 0.7890523824005137, -3.6014081999787457, 1.024363666870961, -0.435053555431547, -0.7535845874503981, -0.9544889720450109, 1.8970155524368493, 2.3744115266920325, 0.011075624190423967, 0.33002167557336737, 1.2690999318897551, -0.9016875837841583, -0.12094751017434806], 'output': 0.014114024594459824, 'delta': -6.85042547312561e-05}, {'weights': [-0.9855663960983481, 0.9439348703662221, -0.765789838072374, 0.47078786526351757, 1.9133074418498557, 1.2349142914365563, -0.4908752011699685, 1.1960959939849807, 0.4080463565593732, -1.2047093308010521, 2.1603482530030154, -1.1017430572556965, -0.08644742135128224, 0.007228318679187962, -0.7023348352468042, -2.5158062916366877, -0.8477613853509945, -1.9044680397681555, -1.3895276262938778, 0.9309766695883542, 2.8159690290901787, -2.8411021730317376], 'output': 0.001739137446772042, 'delta': -0.0002882786281695299}] 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 D3 Yes 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 D3 Yes 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': [0.2149774935704155, -1.6674412666735037, -0.06775756496849183, 0.2962733050585537, -0.5999924145927851, 0.14136197918130677, -1.1283368929977815, -0.11219363579946368, -0.28998200155053144, -0.41678780149479083, 0.17922968726762548, 0.20264142148428455, 1.7799001722985446, -1.1425530404961135, 2.3298305363218916, 0.9724174421569063, 0.11826052446500417, -1.1527719141772133, -0.38380980300774337, -2.0634238925809836, -0.3343332452385713, -0.8862693923082173], 'output': 0.9626118080560996, 'delta': 0.00023114838002571272}, {'weights': [0.6829308647345209, -0.8564121291889748, -1.3238272498512655, 0.47541749456002896, 0.7886270916491277, -0.2264506126442683, 0.5315510463700696, -0.40895394257698325, 0.18792769599142076, 0.11046414668813097, -0.18523631700995344, -0.2119018385032907, -1.228107521230511, 0.7072540459183395, -0.13918068116094684, -1.2521828302911036, 0.3920941738335858, 1.075098245216484, 2.0173813315320284, -1.0114129151464162, -0.5927704332150011, -1.1354948123238875], 'output': 0.028981878597811584, 'delta': -0.00020774475141368488}, {'weights': [-1.0734221294067077, 0.9823694849798641, 0.42103758577509254, -1.152701329081048, -1.168046387155425, -0.5051612535920478, 0.3705942613398824, -0.08348264360552476, -0.16226729985967256, 0.4712641865154841, -3.894589319461627, -0.6349562276114185, -0.7527747658310628, -0.4702372865838451, -0.6936742539109837, 1.9141316339631407, 1.2569203250696082, -0.49534547865958983, 0.0498124577733192, 0.7951382294490115, -1.3121633406721096, 0.03784405710890445], 'output': 0.005057032703310179, 'delta': -1.8065875428592326e-05}, {'weights': [-1.4144939081941272, 0.9679011229520837, -0.9916235302486235, -0.002028805339170267, 2.0218232515251673, 0.9157761349176986, -0.5037820819782511, 1.0617309716175876, 0.04767780175450059, -1.0183212081269872, 2.6443283330590104, -0.2984658338547897, 0.3457929481843873, -0.3186370783168796, -0.4718624296498394, -2.6080802945857298, -0.39170436548347176, -1.5399470626608065, -2.075373770030227, 0.875405419756166, 2.9894690175521395, -2.7067056683815545], 'output': 0.02848130548305247, 'delta': -1.747784819248351e-05}] 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 D3 Yes 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.