Update ANN training weights

axelrod/data/ann_weights.csv

@@ -1,5 +1,4 @@
 # name, features, hidden_layer_size, weights...
-Evolved ANN, 17, 10, -0.003576751877069098, -0.009116435789084176, -1.6226750298069816, -0.16936583840464212, -0.24767811424335412, 2.917597689195209, -0.4660835078234858, 2.6077233900451704, 0.007654525451496821, 0.24926329904868214, 0.21300509813065255, -0.0008610492369117186, 11.910547784868735, 2.450594158758787, 0.438355335722304, 0.006477151246808702, 0.5741536766363411, 0.02462418508554424, -0.0012988442322510215, 0.0007818404074661314, -0.002036906591412471, 0.016377924735041065, 0.04992731920552376, 0.0012509393723994738, 0.6973411226261182, 0.0006254912910491841, 0.00047099174257766177, -0.002120731786945985, 1.1254335327814609, -10.370786178893706, -0.00012469149030800645, 0.14436761320287467, 0.05611140973019576, -0.0016366743010876627, 0.00017168216291285577, -0.03946773816864551, -0.027087785966378175, -0.0007127387952544514, -0.004271912479467591, 0.5150421588241055, -0.22941179431864933, -0.0095554420516546, 0.11309512942058234, 0.02928026671350157, -0.004271549294336798, -0.0003315179614494489, 2.211285732697422, -0.11740200028568301, 0.0009962379719110528, -0.01111880489200713, 0.38552547023537326, 0.6318823670906345, -0.0004549864001234058, -2.556634055201679e-05, 0.052307029094913166, 0.8482608143343549, -0.7883518269801311, 0.032301738665859676, -0.0014778900364928135, -0.34455529892325604, 0.008125911048136848, 0.014152066117414049, -0.0019236013490204697, -0.003920029943239384, 0.029085767655998903, -0.0008784550881728423, 0.3435901596510554, 0.24771915413070683, 0.002312235900247917, -0.0003165849275334269, 0.0005596038341596242, -0.0024919150553704052, 0.05815458270598197, -0.1937018502492227, -1.8250738932528443, 4.157186180134131e-05, 2.943061662102853, 0.010778535125806234, -0.032512597224797754, -0.0003246595897432385, -0.0002458206802779675, 0.1541076435270061, 0.0037925444350366067, -0.6188869890845022, -0.22716430588908995, -0.01181908469964059, 1.5038480327390307, -0.14416872049137233, 0.0005042076266357683, -0.017810077795893765, 0.03526366076440114, 0.011060422025572895, -0.021332183741068406, 0.002780275496938823, -0.026230933918782513, -0.0008086310525332234, 0.17064687599674258, 0.2726954877308398, 0.06579094358724917, -0.1520859776087798, -0.003111942863901281, -0.0006907666533775145, 0.3541898175141693, 0.0009279324771965426, -1.02678577891704, 0.14334521747927695, -0.004071610961189254, -0.001207893735478954, -0.011071821668055959, 0.000339516787811465, -0.012354976869052762, -0.017792122689835564, 0.04000839684019883, 0.0007450282331100439, 1.7663136890716324, -2.8277851231760667, -0.013925796175438333, -0.7759116432724652, 0.9526400227212101, 1.3224921501299892e-05, -0.0472823771149402, -0.32139561926038845, -0.16281957543641462, -0.4544552413988827, 8.104457695593522e-07, 0.0012604615893040117, -0.2708836008719851, -0.015954274981653523, -0.18085568354803125, 9.719261607120993e-05, 0.008911006689136518, 0.6283406438091257, -0.020845703085579134, -8.2991081457223e-06, 0.1680487638909446, 0.12338311971516569, 0.6374359553174332, 0.0068708780599514305, 7.161994834226168, 0.037717458897906064, -0.08166498393224347, -0.0003866864661065885, -0.035928030476597095, -0.5306343046712498, -0.03731815115135128, 0.1601186601162489, 0.061793412985435066, -0.008245437643649127, -0.1329836372733803, -1.0593300674284343e-05, 0.006000911165890601, -0.024349113092127842, -0.038064952345485834, -0.6717215031589087, -0.25600136304175464, -0.00013788514988313308, 0.10903737627345898, -0.04109950353425148, 0.0011818144689657514, 0.4612177668674218, 0.017157983078021726, -0.0002922370212791781, -0.07461385101326228, -0.03691138985965549, 0.0002672500155187832, -0.4629422134737055, -0.03204962494694291, -0.0398035296303568, -0.0019614192106946335, 0.07062072632793034, -0.3807648841924845, -0.4077410732754568, 0.6351755873193442, -0.0012896440044397849, 5.964694012083687, 0.02153817770055385, 1.4528610065395318, 0.015807271234472182, 0.061063626330635286, 0.0022982937511943397, 0.00036535725718584393, -1.2067515566616847, 0.7988787224726943, 0.0003472294024470962, 1.7209686798616755, -0.11950387113947813, 4.59513750232414, 0.020556451924523336, 0.004404012690064921, 0.4359433744065976
-Evolved ANN 5, 17, 5, 8.375423053834833, 0.1261030984458249, 0.6229687391287315, 1.0555619366240612, -1.9827656871308919, -0.30176066062316664, 6.1600656056537675, -0.32706569135615116, 0.17754613107044848, -5.1210074171192765, 0.8979654555091046, -5.775137721839209, 0.7370167100617766, -0.40766774847049836, -0.6871675824007146, -0.8851561068477862, -0.9380236569734701, -0.1061808689087742, -28.80056165348774, 0.34099380260727474, -0.9296496325235885, -0.29951155013186037, 0.29452753742059645, -2.647358318342513, 2.8665522715028073, -15.53334649858335, 0.7458724656392226, -0.46189164035783054, -45.86292727785617, -0.497764265530173, -2.7548363861243095, -0.05026908852575242, -2.347984197105825, -0.7036132052075461, -0.2849544137414548, 0.44648317127627624, -1.8113293861070814, 0.6606796392423389, 0.4306779425473901, 29.255936983349343, 0.6292845850187647, 5.06082751852397, -217.23797221991887, 7.01016283354761, 8.272946939494153, -0.002750158149020354, -4.936706563050966, -0.00040809727294092074, 3.293211441510604, -0.6859683357257031, -5.651191144070032, 3.6461265120866924, 7.356445034460227, -0.22995023247988478, 2.3442255604221587, 0.39246521035761583, -0.2968903517444873, -0.9616537001818733, -1.6956961159311899, 2.3905634050127715, -4.77893872195609, 0.9288780448229095, 3.5762554351730933, 0.5350328980460679, -1.5702444440191612, 0.4752602404076749, -3.9372948763422646, -0.528493807036809, 1.1247837165608066, -0.9593501671395235, -0.5303714820063201, 5.906832815840155, 0.572385895065991, 0.3226387472904857, 0.9290757921455962, 24.31294609099736, -1.0011403399292698, 6.745168904740927, -3.90212207698002, -0.8800864567120545, -0.7341660866134236, -192.0075807720621, -0.49958332808652584, -0.8512291478997993, -1.706530475715973, 1.9988262858968837, -4.665904353363123, 0.5053151191945213, 0.7049630921679941, -9.96377368732609, 0.8824473820630665, 0.23343212093733712, 0.2142209846364116, -0.9862047147870845, -0.17219465582984883
-Evolved ANN 5 Noise 05, 17, 10, 29.021994753071542, 219.61101763155014, 1063.1637806214826, 1.5402562950828715, -77.95303186313585, 267.89223675325087, -49.5387828788577, -2.6011267194406376, 7.9674134543620765, 0.36744774780513845, 5.705857800529822, 74.5118260372338, 3.7815106388865365, 21.61749723216825, 2.615374769007371, -4.956048693418373, 16.265812089010854, -0.5971830913092495, 2.713007610795036, -15.988422780527246, 41.18700942536512, -211.6875277650788, -31.37916591033693, -3.18731153755138, 18.832459315193752, 2.182876315654387, 41.05501370495859, 21.037499124712344, -57.26580763667314, -20.73478679472237, 740.6044026693244, -646.6449426951316, 0.44262545614783516, 494.2330468894694, 30.556660213698716, 343.9523623015607, 6.258536671356227, 1.0331025110993781, 62.81670440214398, 2.050717650327349, -55.29911348831866, 0.12013585846685129, -3.525491825550343, 0.8521619825666777, 3.4021706792885125, 65.68959431318048, 59.034749752903124, 1.3960644749995557, 2.123080169102119, 2.0050790443493076, 18.01173172947066, -1.9594306080033703, 3.7143617968441305, 22.876875520928664, 127.1242771884875, 0.0814516747526633, 0.4188117166094544, -22.619347347805416, -1.350231296139859, 4.609695056493578, 14.813685333260361, 1.8151813422230947, -0.6152760521682589, 56.3968593809663, 0.5291526645626778, 45.623429663362224, 1.4083765751129795, -1.7979107689200213, -133.3907099906686, 332.9190743029093, -16.69584638750235, 0.7547746912890307, -0.16129548581544273, 32.07685387989524, -4.777007155188058, -584.0074143353936, -14.203844806356123, -0.7125043485338549, -0.2532414942567335, 0.2424235301321644, -2.7332162070444226, -11.048512432203255, -0.5750784745602715, -6.583495964988355, 0.8021313004801964, -4.136750110674422, 3.422252093595686, 0.5684967669851626, 4.9238081210747495, 14.503412467481546, 54.52845388844175, 0.7444572732509133, -191.72509441846645, 0.5480848987938383, 42.27959932760183, 48.881469586945215, 148.71234309798186, 6.259832845972374, -12.448568209113635, 0.4971964655854716, -3.9250934452151536, -5.509873014504808, -5.003451989805698, -14.764803995567945, 1.144289717030508, 11.1813993197904, -799.551976894276, -2.305546912955449, 1.623001769439963, 0.5380907491532528, 18.55850746229286, 7.3791435483587025, -1.3058220461101604, 8.538692132116461, -23.492426814231088, -0.1708304730775915, -40.11536974172577, -0.6325828249226341, 4.789534096125168, 1659.0961224963328, -7.709921822391348, 63.8942026144617, -74.3383220727353, 181.95602166741998, 1.9335192305687423, -2.2129663303887166, 37.381636630086135, -7.92393426028687, -5.3688053802259885, -7.58836742659798, 37.30667400514841, -289.09892489977165, -1.5147645904541234, 4.638068109618868, -404.80728791680815, 0.11727199345822248, -5.17258526833061, -0.88453949499092, 96.84857624186293, -0.6791965529867956, 3.1287918300191686, -16.961433290851506, 1.5339548611779197, -14.60241354508969, -102.09154806457092, 5.308359098845199, -1.3772386624093653, -232.4068932110028, -3.8957064753975845, -10.860809364864776, -72.69782329332983, -7.643980828800534, 29.900464193825652, 22.47046574607309, -38.204496819495844, -68.60271311500388, 0.2709521700788272, 99.82801908436845, -1.7001896396141027, -10.954337249511207, 48.09909863189684, -636.7156136663931, -45.30678925814974, 39.42329107604124, -33.87400944809508, -0.888696202396916, -8.30775287285587, 7.665066358799107, 8.77078230492006, -3.063228922635141, 5.418347424137075, -2.971743552900797, -0.6578858172171116, 0.05427922276379916, 1.9754929185067431, 186.95414732845305, 2.1375699883739276, 0.6836442570880665, -0.49780743275065514, 77.77706670862442, -3.2403854872213094, -3.3470142285219864, -53.72381101228183, -9.92185859389291, -2.275977293585001, 91.88617110386592, -18.507806840374368, 1.5759533799870984, -0.6476960553307466, 3.897754577067307
-
+Evolved ANN, 17, 10, 14.920994181509778, -8.539421246554134, 1.6150777681580917, 2.1133839745099454, 3.139277603197329, 5.6073089903855875, 1.2893101871455475, 2.4515162433471858, 2.1799060574006854, -849.7818194473224, -0.5462821695841157, 14.075346888367086, -0.1077206029112968, 7.624028351513943, -14.723642904872566, -0.47056467181920375, -0.15272858722884597, -0.1667870345057203, -9.330207656247605, -7.201903893065708, 0.7222008172556904, 3.369875284705219, -0.25178793728167986, 2.1824742184012806, -284.292337958774, -2.0371764515038127, -0.4060750963524431, 0.2157312539968217, -0.4873289084475911, 0.7099388173802433, -3.1376006307014195, 0.31628563243348884, -26.069882396181146, 0.57658725316419, 0.6255304773897739, 0.11574707769043852, -6.724658017753541, -0.06168718094941729, -1.704573813012053, -21.053084484673565, -0.27906811892030864, -0.6592946544049232, -1.6522880946637706, -10.070715103357005, 1.9120237918736203, -8.381248251868456, -0.42375002332046985, -4.075091157956381, 5.852205040950515, -0.16887278728842112, -503.9800319502985, -0.8101004804354428, 32.96795077739276, -0.3505022538093938, -23.635260283225836, -0.6788655791960011, -3.7324573271823405, 5.210501178280269, 7.899371341588726, -0.37219584002539274, -8.590100977369616, 1.1951877751525553, -0.9725999589188156, -0.33034089637893205, -1.6874230655478766, 11.445205808265705, 25.508800948197486, -0.3232633677420764, -3.2801359754639527, 0.7995376207063848, 60.40795197689716, -0.6973191118154607, -0.0606902634645794, 18.761627341404377, 1.6106147916036295, 0.8952559555504325, 7.737989750542529, -0.08155796137522858, -0.2707603418821436, 0.8377391071724807, 0.7599744569869842, -6.5471193331012385, 0.04984626844358209, -0.9546393825548196, 0.3320730603700408, 8.12061599840428, -0.5586487381935316, 4.040878306422091, 2.24447343472202, -11.692072099260537, 0.3554078938672782, 0.9426944571138662, 3.0217729542605944, -0.2898778350971405, -9.528042013696693, -0.7908737822509964, 33.096610930739146, -0.11350519233454959, 0.4578615307378835, -301.61586589419073, -0.9433905899289174, -7.9850815282881085, 16.82495134955476, -7.426550428361391, 0.7823387911370989, -0.5930616323373504, -8.780861210306748, -27.96554907649343, -2.5356464175646574, 6.350179221288333, -3.058694370342431, 6.0971728186462535, -34.381871731785004, -0.8520828425260147, 7.745937635677921, -18.427922226016875, 0.18742462407203792, 0.7624744141906804, -11.376965305377842, 0.5137943475400424, -3.002550433196402, 0.7902109588465649, -4218.048877034596, -0.7585298993589994, 3.0855504457055196, 7.884180809124661, 1.8811641150347547, -0.965138462833793, 2.202796310895349, -1.5145312506057167, 1.9850892266233329, -5.446953946631405, -0.2624599713295459, -4.528521948056366, -87.84063254115298, 1.5864033886918087, 0.18654828525466285, 0.5189590159529605, -4.591979598068858, 0.04895538998569959, 0.005060619101347402, 1.0578108979883498, 3.291121378596104, -1.8986213534870875, 5.158289861855974, -0.10919419963736998, -0.5779851376477234, -2.92310972518996, 0.004062011737791114, -0.4811680813446637, -0.0809173068233835, 0.7176388332501142, -0.28740833712052716, -8.596418198927504, -12.392010102035053, -0.19025220226005865, -6.408742332162129, 0.21671177114693058, -2.010055169209548, 3.5211106460017993, -6.623636682631282, -6.298207738699384, 0.09629628969288118, -1.5906496462082083, 40.69630333710249, 5.578076407652192, 0.9873037395054352, 4.1246368805708755, 5.586014682561839, -5.169634595361068, 5.0267710234418175, 8.189532925869203, 2.52090646851362, -0.8760008415096329, 4.254991686226757, 0.00476046038928349, 0.40241499110653334, -0.04145512316612909, -0.22365267837870784, -0.40577464527176105, 5.808860159876369, -0.5090740661209461, 11.083481877045486, -0.994319001629201, 1.0065042165704814, 513.6857303903015, 1.576458223820881, 1.3857709244359848, -0.7827681760160742, 0.4011009259304046
+Evolved ANN 5, 17, 5, 1042.4997550294277, -7937.858369783021, 25.818606328924748, -4.26070377439986, -168.96277998356356, -2.341257600473047, -0.07771589191183033, -0.5423944875015767, -1.5810736326692496, -5.16213101721316, 7.17816349844851, 0.8074964122636121, 0.21416319743457732, 5.538961473252522, -9.512898809828501, -0.12006356662369953, -280.082516613952, 1.8529621354893893, 26.817611147417185, 0.9820010728041374, -2.27725077434398, -0.8906807363846334, 55.03539131541135, -211.54099059075676, 20.792899954576107, -5.503012443532969, -280.9683636797514, 74.43564536095175, 124.14334411081369, -12.706254307082409, -6.933920984890429, -0.38476268064463015, 8.975175048181198, -1.6449542486545161, 8.26071827262421, -2.3810851684394456, -18.27825778507713, -67.57530677803513, -11.059397770595735, -0.4455897450240485, 3.2266501549486204, -7.6443085976596965, 63.44603031947662, -3.528482065643596, -5.076406291100973, 19.374734266507975, 1.5226203343728766, -0.44268278128779104, -0.8161698911312674, 9.61235271443554, 17.676650252285967, -0.7420227915598891, 0.07413481608374295, -0.8342895316168797, -0.6694872934600434, 10.430156762300522, 3.635766426950689, 0.1755334463387752, -0.9890251977872899, 0.42011087742859177, -2.820643154845354, 0.7207632754474798, 2.4153542760406044, -0.20532907625980434, -0.09578540868421094, -0.3248853993761196, -15.114073526949754, 0.7138749178582036, 0.012748683574398522, -5.151929171038222, -0.18168096204611683, 0.12321196817972058, -2.4823793808208254, -0.23381326045153722, -0.9949249013656158, -1.2493559896831516, -3.5801094837630747, 0.5272817536659411, -0.39953838013411125, 0.7048674167074584, -0.21423948660211947, 1.8969371420522172, 0.8784167200209325, 4.883426513866366, 0.07334277572312708, 0.9412829148198492, 2.2735749414879223, 0.3010358881711277, 0.7235472200870527, -5.497399729937924, 4.5921610714388805, 20.894513790044904, -1.1248646521466905, 0.5159194676598134, -0.5495447042819452
+Evolved ANN 5 Noise 05, 17, 5, 36.09658586297668, 0.6952539724936835, 0.25408153362565666, -2.716917527921508, 1.4814972333284617, 0.6028513839595413, 0.6844245625855201, 3.1692219435987266, 0.38252236362186864, 1.9391294083527966, -3.862861782732417, -1.1698165279159176, 6.030593622578442, -0.01572148430725266, -2.8555260071081223, 1.0963444420994224, 0.6521617821418728, 0.6822580643203193, -0.8037548090720363, -1.2857522891844446, 1.812749840703618, 10.38366533568883, -0.92753084797665, 0.7956284912623364, 1.2824107161589482, 0.007162461983402757, -4.804756035200856, -0.10614690858208416, 0.9642612520922451, -0.7461782948308407, -0.08752907284016989, 1.6516347772173845, 0.12574121805820204, 0.25169759021622107, 1.9418514469044912, -0.7936284062348744, -2.7970725779402184, 2.8989776390747766, 1.7621738442237704, 1.1830828950636911, -4.090498199690915, -0.12874132803561067, 0.4235478626298035, -0.048641270392635313, -0.5501716762530418, -4.704898276070267, 0.6503799361905369, 2.577952198406099, -0.6795188895754238, 1.296597838175882, -0.3737944847620966, -85.15976687237185, 6.102036276642611, -2.8088932676390646, -0.48828493262736883, -26.963608575080933, -0.2598350087342174, 6.295368949518579, 0.5553586643839697, -0.4886330547154492, -0.950193360384372, 1.02123593321849, 0.2337953815949918, -0.2543229365214641, -0.7453530276997804, -11.789731922222716, 1.7996751330617449, 0.33041910493690574, 0.34899319879004986, -5.278900059749108, -0.8625743757531087, 25.60501573957309, -1.0089393778784306, -0.05911002350335779, -0.9705348135122142, 0.10162679358236236, 0.12989359918585044, -3.984478547851949, 2.5609134716737953, -5.389221793406115, 0.39689573124049193, 26.683723990557972, -8.840110627163781, -12.030562053354247, -0.7408392496259206, 0.8081369706063168, -0.5332328628031116, -14.746921413893938, 2.7450770166928335, 0.10401164939107144, 0.7569160301876849, 0.6760525036631198, -7.663612737767711, 0.8904272712588372, 0.25074448552630524