prototype_results.txt

Identity:
Zero order model:
(3.3306690738754696e-16, 25.0)
prototype scores:
(x**2, 24.859193943801138)
(sin(m*x + n), 20.343099355363929)
(log(k + x)*sin(m*x + n), 20.324621426730783)
(sqrt(j + x)*sin(m*x + n), 18.359623604879236)
(x**2*sqrt(j + x), 12.631469036418013)
(x**2*exp(l*x), 11.574760288546132)
(sqrt(j + x), 6.3530242648657476)
(x**2*log(k + x), 4.9098095692474288)
(sqrt(j + x)*atan(o*x + p), 4.4043093437767578)
(x*sin(m*x + n), 4.1781672614019989)
(x**3, 3.6986022823931339)
(x**2*atan(o*x + p), 1.6026374634140637)
(x**2*sin(m*x + n), 1.178939864607935)
(sqrt(j + x)*log(k + x), 0.5944580167376553)
(x, 0.59178780698503575)
(x*atan(o*x + p), 0.56266654840909225)
(x*log(k + x), 0.46256218436465552)
(x*sqrt(j + x), 0.45714127124479098)
(x*exp(l*x), 0.44535682020693923)
(log(k + x)*atan(o*x + p), 0.44446130046254251)
(exp(l*x)*sin(m*x + n), 0.44363912298501534)
(exp(l*x), 0.44363912298379371)
(atan(o*x + p), 0.44072019223819303)
(sqrt(j + x)*exp(l*x), 0.40986220406840801)
(exp(l*x)*log(k + x), 0.39973863048708713)
(exp(l*x)*atan(o*x + p), 0.37111077249813196)
(sin(m*x + n)*atan(o*x + p), 0.36022608452063914)
Modeling execution trace:
(-2.82395754548658*sin(0.239557241279629*x - 12.9718468103276)*atan(689.613533765114*x - 959.873527653361) + 1.67999766609719, 0.36022608461690775)
(-0.340500097662885*exp(-0.13934231740341*x)*atan(2.72854507031334*x + 1.43532862834373) - 4.99215986778114*sin(0.170993962200826*x + 3.42592738558077)*atan(29.452911387567*x + 41.1929807783611) - 2.01500980954083, 0.21598223539952408)
(4.14530382230378*exp(-0.106170721625481*x)*atan(7.52172643157205*x - 11.9204109581222) - 0.000211255048160624*exp(6.06867821764385*x)*log(x + 1.66410561366385) + 0.0675571694838942*sin(3.98976037050618*x + 1.7471058920778)*atan(147.491148083942*x - 410.483313441252) + 6.05969926362091, 0.18964449742418329)
(-0.876233577317149*sqrt(x + 1.66410385982921)*exp(1.51699735662197*x) + 3.64766675747131*exp(-0.0499846732468208*x)*log(x + 2.95488632631966) + 2.59648034396507*exp(1.17150499478555*x)*atan(0.491109226884032*x + 0.985891978476276) - 1.74217487485412*sin(0.559490162750724*x - 2.62401978071954)*atan(3.70529268776848*x - 5.6068722641433) - 3.78013392586479, 0.28233838713854043)
(0.47514838938786*sqrt(x + 1.66410059490785)*exp(-0.156126331917011*x) - 0.256136685083262*exp(-1.13314305345207*x)*log(x + 2.47378746385214) - 2.42587823746174*exp(-0.761634685680027*x)*atan(0.600172248474758*x - 0.281247339252185) - 2.70836966720452*sin(1.84874554340254*x + 0.990455904491483)*atan(1.73459291249056*x - 3.0184183783386) - 0.582462783222732*atan(0.0977587630330233*x - 1.14406088559377) + 0.0486402050378378, 300.39938215049864)
Bullet:
Zero order model:
(-4.4408920985006262e-16, 24.999999999999993)
prototype scores:
(sqrt(j + x)*log(k + x), 1166.2606170439058)
(x*sqrt(j + x), 253.2706029362883)
(x**2, 23.646264169884592)
(sqrt(j + x)*sin(m*x + n), 20.68320405389797)
(sin(m*x + n), 20.670790593161275)
(x**2*sqrt(j + x), 19.599371687488013)
(sin(m*x + n)*atan(o*x + p), 17.60113453202775)
(x**2*exp(l*x), 8.469147164586186)
(log(k + x)*sin(m*x + n), 7.0753016926790764)
(x**2*log(k + x), 6.9620885954888756)
(x**3, 4.9642026559215688)
(x*sin(m*x + n), 4.4383716348124613)
(x**2*atan(o*x + p), 2.7303560702386309)
(x*log(k + x), 1.4492308813892978)
(x, 1.4492298521646458)
(x**2*sin(m*x + n), 1.1708064678393244)
(sqrt(j + x), 0.30977559403467259)
(log(k + x), 0.18947162149137775)
(exp(l*x), 0.11070271574528416)
(x*exp(l*x), 0.10040933895409063)
(exp(l*x)*log(k + x), 0.080117645323858747)
(sqrt(j + x)*exp(l*x), 0.08003921062253741)
(atan(o*x + p), 0.076535856103448777)
(log(k + x)*atan(o*x + p), 0.074914406782631809)
(sqrt(j + x)*atan(o*x + p), 0.074852423345910982)
(exp(l*x)*atan(o*x + p), 0.074800933512096476)
Modeling execution trace:
(1.94572214528665*exp(0.0443216154445063*x)*atan(0.892545937415668*x + 1.05602375763961) - 1.29518735525269, 0.074800933511114928)
(0.894931887815667*sqrt(x + 1.66413394522192)*atan(2.2952288906439*x + 2.33911310553298) - 5.45984946696117e-6*exp(-7.53769829471825*x)*atan(2.22442406416941*x + 4.47570612718333) - 1.06094407291162, 0.062279312403934937)
(1.0828507187036*sqrt(x + 1.66410087400756)*atan(1.47830618509356*x + 1.28426115957282) - 0.00145078675748914*exp(2.17565917694474*x)*atan(3.8842768633187*x - 4.25300803488398) - 0.310889404727133*log(x + 1.7128374614516)*atan(6.54960351426156*x + 5.1922505800769) - 0.760372993519958, 0.057147172840838457)
(2.95485917332358*sqrt(x + 1.66410062465209)*atan(3.35338706597306*x - 5.10257570085353) + 0.00542026157858389*exp(-3.09791712372539*x)*atan(15.1026181351325*x + 25.1148429637176) - 4.47673230784161*log(x + 2.35349613296374)*atan(2.82062805211967*x - 4.37568648934525) + 0.105164506353608*atan(21.10317632161*x - 17.9181998046234) + 0.539465161654046, 0.050728567101710594)
(2.69350528994392*sqrt(x + 1.664100623549)*exp(1.63736993940445*x) + 3.53672063185267*sqrt(x + 4.41492175214287)*atan(0.8546023007428*x - 15.1580102978877) - 11.3868951142005*exp(1.35203874328412*x)*atan(0.490677273589456*x - 0.204547933491607) - 1.36806114653323*log(x + 2.44013936548933)*atan(1.64558287503083*x + 0.0730830676954793) - 7.47639614637359*atan(3.76225853771713*x - 7.28171861585537) - 4.94010130386937, 0.061533161874692911)
Oscillator
Zero order model:
(0.0, 25.0)
prototype scores:
(x*sqrt(j + x), 24.568155394725697)
(x, 24.568146147154287)
(x**3, 23.54794183012395)
(sqrt(j + x), 23.411253934335345)
(x**2*sqrt(j + x), 23.278779273385602)
(x**2, 23.278762279734927)
(x*atan(o*x + p), 22.846922396319169)
(x**2*atan(o*x + p), 21.826718586615371)
(sqrt(j + x)*sin(m*x + n), 21.24113829366981)
(sqrt(j + x)*atan(o*x + p), 19.912597287593904)
(sqrt(j + x)*exp(l*x), 18.730975201640547)
(sqrt(j + x)*log(k + x), 17.571965733475061)
(log(k + x), 17.523440048085774)
(x**2*log(k + x), 17.08360097088536)
(atan(o*x + p), 16.693401270051812)
(x*log(k + x), 16.665553691518131)
(log(k + x)*atan(o*x + p), 16.622762534335962)
(exp(l*x), 15.614331511947537)
(x*exp(l*x), 15.605154941744752)
(x**2*exp(l*x), 15.595948267509526)
(exp(l*x)*log(k + x), 13.931343726926421)
(exp(l*x)*atan(o*x + p), 11.854205418499788)
(x*sin(m*x + n), 10.504995119128724)
(x**2*sin(m*x + n), 9.7575440412148833)
(log(k + x)*sin(m*x + n), 7.7778043187203343)
(sin(m*x + n), 7.7778007416731283)
(sin(m*x + n)*atan(o*x + p), 1.1154688309803875)
(exp(l*x)*sin(m*x + n), 0.47317849749753338)
Modeling execution trace:
(0.882290533449817*exp(-0.694439449466688*x)*sin(7.23600812649337*x - 5.34884531621227) - 0.0710052382598574, 0.47317849743031504)
(0.913780468891782*exp(-0.660091214033928*x)*sin(7.23127811263272*x + 7.23082971303833) - 0.163930398209427*sin(1.0498645798707*x + 3.41273456863472)*atan(143268.132199062*x - 19867.8739445751) - 0.228536158766755, 0.23968658423279623)
(0.855789607939543*exp(-0.563133490812695*x)*sin(7.28995504269209*x + 7.19006340535899) - 0.713260466325697*sin(2.05402037446353*x + 0.49557148380995)*atan(10.71207649809*x + 12.3110148880638) + 0.935054877775085*sin(2.46250998832463*x + 0.120167089117253) + 0.130010156215508, 0.16542907679242785)
(2.65013377682665*exp(0.0606942002700439*x)*sin(6.23577433896334*x + 5.55022481622574) + 0.420582494181948*log(x + 1.66410263371024)*sin(2.95880428808674*x - 1.35928680927254) + 0.92013022357781*sin(0.142960462664242*x + 3.21235487306524) + 2.35244459731108*sin(6.56548610053246*x + 14.6198583255798)*atan(1.62980015710422*x + 2.50035449182916) - 0.0222516488407185, 0.19364505110436897)
(0.519349842634302*x**2*sin(8056.79088074199*x - 3630.73701411238) - 2.91226427479744*exp(-6.57466493347189*x)*sin(6.85907318602535e-5*x + 6.28329846305243) - 0.591230309823262*log(x + 2.72740379529869)*sin(134.370260937992*x - 289.619467696437) + 0.652808219730688*sin(5263.00718718534*x - 1494.66862314203)*atan(37.1921976510638*x + 4090.49312494961) - 0.589289293207209*sin(11056.9199274995*x + 9425.39287452246) - 0.180654001958125, 0.99001741207620997)
Half Life
Zero order model:
(-2.2204460492503131e-16, 24.999999999999996)
prototype scores:
(sqrt(j + x)*log(k + x), 225.42460710782746)
(x*sqrt(j + x), 117.12946039223149)
(x**2*sqrt(j + x), 23.806075123078195)
(sqrt(j + x)*sin(m*x + n), 21.381596341767981)
(sin(m*x + n), 19.534726374266818)
(x**2, 17.272239819995946)
(sin(m*x + n)*atan(o*x + p), 13.275700325713627)
(x, 11.925683733164396)
(x*log(k + x), 9.0434966526967635)
(x**3, 8.7227258349869565)
(x*sin(m*x + n), 7.021139361980639)
(sqrt(j + x), 6.5965663683076272)
(log(k + x)*sin(m*x + n), 5.5333872452728317)
(x**2*log(k + x), 3.9687591411751919)
(x**2*sin(m*x + n), 3.218179348060155)
(log(k + x), 1.9944213017312629)
(sqrt(j + x)*atan(o*x + p), 1.5906301351052112)
(sqrt(j + x)*exp(l*x), 0.77782826973742603)
(x**2*exp(l*x), 0.59588011329251245)
(atan(o*x + p), 0.55751752080834871)
(exp(l*x)*log(k + x), 0.54834914379705146)
(x*exp(l*x), 0.50277925652476774)
(exp(l*x)*sin(m*x + n), 0.49022598962270647)
(exp(l*x), 0.49022598962160857)
(exp(l*x)*atan(o*x + p), 0.44789241792099449)
Modeling execution trace:
(-0.0421762571105409*exp(-2.55653450049227*x)*atan(7.37613221310201e-5*x - 4.50075170345452) - 0.538012149085371, 0.49022598962627506)
(5.20158551202103*exp(-3.72354230411469*x) + 3.36968941418577*exp(-3.71980480900122*x)*atan(20.764421369569*x - 15.3019538046276) - 0.656649277297306, 0.34803521109096058)
(0.0750132136640216*exp(-2.39553671220337*x) - 0.123272265823679*exp(0.284744331517582*x)*sin(13.4171952988447*x + 7.20797012737696) - 0.0457933961966937*exp(1.81334269117378*x)*atan(1.31722341534934*x - 2.00569618252282) - 0.627809345235479, 0.22651620645977574)
(-0.193975678404885*x*exp(-1.77844851633327*x) + 6.55663533172421e-6*exp(-9.33196257036382*x)*sin(0.201130805735551*x + 0.366318713480988) - 0.0290175848524861*exp(-2.87848499331079*x) - 0.0122707062569089*exp(-1.09679305814659*x)*atan(18009.0905397681*x - 6459.14203391426) - 0.484358108653832, 0.49186552448365778)
(-0.00189756676905905*x*exp(-4.48065616224938*x) - 0.00191518698820861*exp(-3.8276697447624*x)*sin(6.78807013075952*x + 0.0434794475728245) + 4.85198138265583*exp(2.37040453473224*x)*log(x + 1.6641028353826) - 10.2575239405327*exp(3.00684655092003*x) + 4.51840656227447*exp(3.10420952304771*x)*atan(6.59285178463134*x + 34.1227927040635) + 0.351917768537187, 0.42163768261259449)
Enzyme
Zero order model:
(-2.2204460492503131e-16, 25.0)
prototype scores:
(x*sqrt(j + x), 44.892752591059086)
(x**2*sqrt(j + x), 23.160972033985086)
(sin(m*x + n), 19.968242367476371)
(x**2, 18.512410887918342)
(x*log(k + x), 9.3602962143923687)
(x, 9.3602932900983067)
(x**3, 7.5343814980592381)
(x*sin(m*x + n), 5.8282833811260364)
(sqrt(j + x), 4.4319598329091789)
(log(k + x)*sin(m*x + n), 4.3599313519584095)
(x**2*log(k + x), 3.6460978040819896)
(sqrt(j + x)*atan(o*x + p), 3.1563634593199956)
(x**2*sin(m*x + n), 2.1427520992048752)
(x**2*exp(l*x), 1.1333147930948075)
(log(k + x), 0.83447415638121758)
(sqrt(j + x)*sin(m*x + n), 0.70150485895429338)
(x*exp(l*x), 0.57340337097141814)
(exp(l*x)*sin(m*x + n), 0.47216070240202807)
(exp(l*x), 0.47216070230750296)
(atan(o*x + p), 0.36120893717758712)
(sqrt(j + x)*exp(l*x), 0.34060234049664856)
(exp(l*x)*atan(o*x + p), 0.33308594062030433)
(sin(m*x + n)*atan(o*x + p), 0.33162530123399209)
(exp(l*x)*log(k + x), 0.31331456966899995)
Modeling execution trace:
(0.919754601273865*exp(-0.267707077582181*x)*log(x + 1.75862767160234) - 0.0659995411440541, 0.31331456978574385)
(0.924627672404665*exp(-0.281962134766881*x)*log(x + 1.7649657544485) - 6.58467033291594*sin(10.3825248164429*x - 4.67445830466296)*atan(0.00256182017860827*x + 0.0114539478162775) - 0.0685310406244547, 0.2435162058629671)
(-0.0171213991747333*exp(-3.51977529476956*x)*atan(0.708362406276714*x + 1.8421650364519) + 0.0884530746461756*exp(0.797923528161822*x)*log(x + 1.66410089685494) - 8.91189154648098*sin(1.55593312760937*x - 0.384611003378975)*atan(0.0227626592011617*x - 0.0162673319744439) + 0.479247391452535, 0.33690204010743818)
(0.0393852726883478*sqrt(x + 1.66411058840924)*exp(-3.28240530851471*x) + 0.0211614168826511*exp(-4.24770837428206*x)*atan(6.74551085994815*x + 3.33800005368435) - 0.347454402174764*exp(-2.67740854941431*x)*log(x + 2.01027345717463) + 0.0414284728540569*sin(10.6278201421972*x - 7.99422239756685)*atan(427.585982040752*x + 11.1372268589374) + 0.642124663256894, 0.26716527763951342)
(-2.03519241236798*sqrt(x + 3.20271045454397)*exp(3.4858017806333*x) + 0.173435988099306*exp(1.46907256628088*x)*log(x + 1.66410325239608) + 3.75791286139578*exp(3.63263318854542*x)*atan(0.191230122908545*x + 0.906003345400053) + 24.4088563140277*sin(0.412648783072352*x + 3.12716776492582)*atan(0.480313882743008*x + 1.17535029096134) + 60.3958852194614*atan(2.04477485261056*x - 3.10826958339093) + 76.8970153020826, 0.47202875034524389)
Fibonacci
Zero order model:
(-2.2204460492503131e-16, 24.999999999999996)
prototype scores:
(sqrt(j + x), 21.261470845889139)
(x*atan(o*x + p), 19.596114520491628)
(sin(m*x + n), 19.447136699532948)
(x**2, 16.465338532362193)
(x, 14.428060239171639)
(sqrt(j + x)*log(k + x), 14.253023507673531)
(sin(m*x + n)*atan(o*x + p), 12.576687737117107)
(x**3, 10.610269587257871)
(x**2*atan(o*x + p), 9.7010850542015028)
(x*sqrt(j + x), 9.5147349810557529)
(x*log(k + x), 8.3314796076643027)
(log(k + x)*sin(m*x + n), 7.2573007318389955)
(x*sin(m*x + n), 6.7386858506557168)
(sqrt(j + x)*sin(m*x + n), 5.7677887027708064)
(x**2*sqrt(j + x), 3.1814396828557587)
(x**2*sin(m*x + n), 3.1320748668496545)
(x**2*log(k + x), 2.6920903900291977)
(atan(o*x + p), 0.10105307323020116)
(sqrt(j + x)*exp(l*x), 0.088367560651589308)
(log(k + x)*atan(o*x + p), 0.018615246544022395)
(sqrt(j + x)*atan(o*x + p), 0.017355797493396743)
(x**2*exp(l*x), 0.012304684306736114)
(x*exp(l*x), 0.0029261432306737878)
(exp(l*x), 4.0268813481782262e-10)
(exp(l*x)*sin(m*x + n), 4.0073436744290607e-10)
(exp(l*x)*atan(o*x + p), 3.998436510991405e-10)
Modeling execution trace:
(0.00863353882661459*exp(3.46976563954922*x)*atan(1.360503552558*x + 51.7219784579419) - 0.45167206141655, 4.0068583845109863e-10)
(-1.31582433822015e-10*exp(-6.69151038300286*x)*atan(3.38504104273709*x + 2.79413014047706) - 0.0198574659098003*exp(3.46575629556065*x)*sin(0.00398429742596329*x - 2.40126616054356) - 0.451672879809523, 2.793974778857254e-10)
(-0.846313520590659*exp(-8.26789856296836*x)*sin(2.28004308835061e-9*x - 6.28318530326318) - 4.07555399001823e-5*exp(-0.0485847012400724*x)*atan(8.8176469153059*x + 12.0812116355894) + 0.0133948230711007*exp(3.47007060179514*x) - 0.45161247343566, 1.7621545461295951e-11)
(1.03170226203367e-6*x*exp(2.60840256731351*x) + 9.63075619817129e-16*exp(-15.3313320785132*x)*sin(6.16112746511624*x + 19.549006825318) + 0.013394381994185*exp(3.47007171579034*x) + 2.1558298337205e-14*exp(11.2065794649664*x)*atan(27.8125519690428*x + 23.4611249816539) - 0.451672188448422, 7.9068031401840256e-11)
(2.41164370276036e-10*x**2*exp(-6.74343527215708*x) - 0.0031512698774646*x*exp(3.5962795612716*x) + 1.9839946304869e-8*exp(-4.30113491385848*x)*atan(26.9679115970127*x + 20.6770662937422) + 0.0133924353202076*exp(3.70683256072962*x) + 2.59457474215172e-6*exp(3.84781522945754*x)*sin(2.35578813527488*x - 21.2510648055516) - 0.451669262505194, 1.7924187094549505e-10)
Population
Zero order model:
(2.2204460492503131e-16, 24.999999999999996)
prototype scores:
(x*sqrt(j + x), 57.238033735129072)
(x**2*sqrt(j + x), 22.244507276738442)
(x**2, 22.244488399877394)
(x**2*log(k + x), 11.436485638797251)
(x**2*exp(l*x), 9.4435382507057408)
(x**3, 8.9603649064241591)
(x**2*atan(o*x + p), 5.7566839475716343)
(x*log(k + x), 3.6901347448029433)
(x, 3.6901327535342761)
(x**2*sin(m*x + n), 2.8736423607071027)
(sqrt(j + x), 2.2666528888174473)
(log(k + x), 1.9103086003648264)
(sqrt(j + x)*atan(o*x + p), 1.7586395637842664)
(exp(l*x), 1.4510380849901308)
(x*exp(l*x), 1.3287138618145578)
(x*atan(o*x + p), 0.71110782618478297)
(x*sin(m*x + n), 0.51398656994372238)
(sqrt(j + x)*sin(m*x + n), 0.48966924422512292)
(sqrt(j + x)*exp(l*x), 0.47225766556270404)
(sin(m*x + n), 0.46217517601634123)
(log(k + x)*sin(m*x + n), 0.44114425052442063)
(exp(l*x)*log(k + x), 0.38046223691848868)
(exp(l*x)*sin(m*x + n), 0.095172483959714407)
(atan(o*x + p), 0.054260854135375805)
(exp(l*x)*atan(o*x + p), 0.025597895712774068)
(sin(m*x + n)*atan(o*x + p), 0.017728921997684895)
Modeling execution trace:
(1.15018358718556*sin(0.277792833282902*x + 1.7016588105527)*atan(2.1529651732384*x + 1.29325647148124) - 0.468380937195476, 0.017728921997622046)
(1.08122966271469*exp(0.0474702965491409*x)*atan(2.55970020785434*x + 1.79207397788136) - 0.0884861382007869*sin(1.69157660118897*x - 1.91034003861199)*atan(31.8490043738947*x + 8.55987287889352) - 0.676276134594195, 0.0099343595903300438)
(0.0273921887289578*exp(1.22304891392*x)*atan(171.746784098752*x - 68.8443468389016) + 0.878575484672589*sin(0.364603472263061*x + 1.9680684668471)*atan(2.72011489297311*x + 1.87464680952551) + 0.182901501326142*atan(7.42716976652393*x + 1.5348657849671) - 0.402269960278345, 0.0049516208212079518)
(-0.977536805969282*exp(0.0667205758580893*x)*sin(2.82311939983614*x - 9.83777863205879) + 3.08646796838717*exp(0.281785801165172*x)*atan(1.95685757732635*x + 1.44671770917043) - 0.190138766349649*sin(4.0671226689175*x - 1.79473841513787)*atan(15.6532773643188*x - 6.32712051672191) - 1.74546479164405*atan(3.43853769705848*x - 0.660105852068479) - 2.71980340082305, 0.0043565094333924302)
(0.0304327098117413*exp(-0.696122342511973*x)*sin(9.54641514041487*x - 3.7146661187218) - 0.00205292971997759*exp(-0.542960218450804*x)*log(x + 1.66410148432585) + 0.0381259876750256*exp(1.55023329281655*x)*atan(2.3357119547385*x - 4.57782039450213) + 17.1071427712589*sin(10.9058021486967*x - 2.14919199518291)*atan(0.00139441753397393*x - 0.001272064201297) + 1.18357454099353*atan(2.08625618840932*x + 1.22955875080159) - 0.42211443340007, 0.0066385224516748468)
Hubbert
Zero order model:
(1.1102230246251565e-15, 99.999999999999986)
prototype scores:
(sqrt(j + x)*log(k + x), 2447.3264914685824)
(x*sqrt(j + x), 122.7835006485906)
(x**2*sqrt(j + x), 85.745945674276186)
(x**2, 85.745867563604818)
(x**2*log(k + x), 67.196381214326991)
(x**3, 61.978368222264564)
(x**2*exp(l*x), 51.979430834064154)
(x**2*atan(o*x + p), 47.40405499030598)
(x*log(k + x), 29.921107140367582)
(x, 29.921095117825992)
(sqrt(j + x)*atan(o*x + p), 25.206462126303485)
(sqrt(j + x), 24.942289810177119)
(log(k + x), 23.481738899856598)
(exp(l*x), 21.115706387707732)
(x*exp(l*x), 20.252119600322878)
(x**2*sin(m*x + n), 17.234471548472651)
(sqrt(j + x)*exp(l*x), 15.828250801579893)
(exp(l*x)*log(k + x), 15.124936123754713)
(log(k + x)*atan(o*x + p), 11.513372286470684)
(atan(o*x + p), 11.513365214692463)
(x*atan(o*x + p), 5.0618188022201709)
(exp(l*x)*atan(o*x + p), 2.8963299541983254)
(sin(m*x + n), 1.7381199460765162)
(x*sin(m*x + n), 1.5035786151631603)
(log(k + x)*sin(m*x + n), 1.2546935059918645)
(sqrt(j + x)*sin(m*x + n), 1.241145672345132)
(exp(l*x)*sin(m*x + n), 1.0714598167806964)
(sin(m*x + n)*atan(o*x + p), 0.84269198271894608)
Modeling execution trace:
(-2.11467249365093*sin(0.732465043650205*x - 0.513822665083651)*atan(1.76072671299208*x - 1.43203792284312) + 1.36425674611265, 0.84269198271426049)
(-0.0776085713357133*exp(1.48745452855519*x)*sin(4.82194446386344*x - 2.64493928880881) - 1.55455909214243*sin(0.825331032967792*x - 0.250393025131768)*atan(4.78098215144522*x - 5.81688582843917) + 0.862528315302194, 0.68249924410090657)
(-1.199247151392*sqrt(x + 1.71483948076454)*sin(1.872907396924*x + 3.25127270688635) - 0.099327246661671*exp(-1.9870257413267*x)*sin(1.35474209271987*x + 2.75490747269877) + 0.441536321629869*sin(1.80771861890845*x - 0.343069771978116)*atan(9.46933638330296*x - 14.6496203287765) + 0.0075507262735293, 0.72912437898908633)
(0.70281974175068*sqrt(x + 1.72523841874634)*sin(4.41899475823356*x + 1.38756268460386) + 6.18609515122219e-6*exp(7.09154059518784*x)*sin(2.90872614072449*x + 0.802242546378291) - 0.691690865263402*log(x + 3.28475781545631)*sin(4.62484422455738*x + 1.5072081201148) + 1.87365607499895*sin(0.636056745188436*x - 3.54316117724618)*atan(5.73558121695985*x - 6.7210196556131) + 1.3133869639502, 0.69300625587482811)
(0.0435108754625519*x*sin(8.30169753840492*x - 1.436918016481) + 2.53271649032569*sqrt(x + 1.71483702214517)*sin(0.991659846301402*x + 1.38941593651058) + 0.384270070241183*exp(-0.766887419794753*x)*sin(2.29112297426283*x + 10.5927015594984) + 0.847541971135748*log(x + 2.04974786135273)*sin(0.665974631323064*x - 0.227548362768243) - 1.43689073615468*sin(0.127504088109781*x + 5.94838595797929)*atan(21.0845132486629*x - 31.1851759606014) - 1.6741311217864, 0.66701840421183956)
US GDP
Zero order model:
(3.3306690738754696e-16, 99.999999999999972)
prototype scores:
(sqrt(j + x)*exp(l*x), 514.90327980390089)
(sqrt(j + x), 83.550129753905722)
(sin(m*x + n), 76.740690525675916)
(x**2, 68.946753366863689)
(x, 39.096306828362273)
(x*atan(o*x + p), 38.438661066330098)
(sqrt(j + x)*log(k + x), 38.255741402264398)
(x**3, 32.173311578485361)
(x**2*atan(o*x + p), 28.318299548614945)
(x*sin(m*x + n), 20.210784740747016)
(x*sqrt(j + x), 18.460373443838471)
(x*log(k + x), 14.759296465922183)
(sin(m*x + n)*atan(o*x + p), 11.067137275687207)
(x**2*sqrt(j + x), 8.1294833548427405)
(log(k + x)*sin(m*x + n), 7.9459452819803875)
(sqrt(j + x)*sin(m*x + n), 7.7572609944666047)
(x**2*sin(m*x + n), 6.8244997872361068)
(x**2*log(k + x), 3.0530293150615435)
(x**2*exp(l*x), 2.6599389674608074)
(exp(l*x), 0.60365732758523205)
(exp(l*x)*log(k + x), 0.52383992820856751)
(atan(o*x + p), 0.47629305590748905)
(x*exp(l*x), 0.39236066807630104)
(log(k + x)*atan(o*x + p), 0.21699234762802161)
(sqrt(j + x)*atan(o*x + p), 0.21047654128679677)
(exp(l*x)*atan(o*x + p), 0.14573853028599582)
(exp(l*x)*sin(m*x + n), 0.14051106556764797)
Modeling execution trace:
(0.0646109379217459*exp(2.80066863471344*x)*sin(0.968622854417317*x + 7.25235741960401) - 0.592619237811599, 0.14051106556569998)
(-0.0132632557862972*exp(2.24921592491371*x)*sin(5.57623539703362*x - 1.91141100720401) - 0.0620531309472134*exp(2.26135639852782*x)*atan(332.146887940181*x - 594.170205840922) - 0.611379073572029, 0.013233752613206121)
(4.31146174982339*sqrt(x + 1.7148160424672)*atan(1.42394857040448*x + 2.81154076521755) + 0.142853579119893*exp(-0.972642129778053*x)*sin(1.45338299333249*x - 3.83009289980729) - 1.28882159365844*exp(-0.850832358537838*x)*atan(2.45076392445816*x - 0.500508371307071) - 8.14733371884222, 4.059948750172409)
(-0.112883516027244*sqrt(x + 3.4409872707379)*atan(6.00742428662583*x - 1.00581778597451) - 9.78491697386923e-9*exp(-9.90268736900723*x)*sin(1.97644636128081*x - 3.28137244125141) - 0.945482664799003*exp(1.48483007600464*x)*atan(0.143194555271201*x - 0.675249622996511) - 0.026805837839199*log(x + 44.1048145115356)*atan(12.7447003881049*x + 3.02670328666306) - 1.09258958100921, 0.71996768131487576)
(0.0319192882799487*x*exp(2.16098133136853*x) + 0.199071899937388*sqrt(x + 31.9776968729535)*atan(2.08315438305591*x - 1.75639300982171) - 4.91777663059965e-11*exp(-11.7722928095075*x)*atan(2.92309015563812*x + 1.22779527036766) + 7.10610917922209e-8*exp(5.85578382301143*x)*sin(20.7465819359203*x + 28.3724601570283) - 0.016277146229329*log(x + 308.778356835787)*atan(16.987192160242*x - 15.9144067598476) + 0.376178632757947, 12.220764821785101)
US population
Zero order model:
(2.2204460492503131e-16, 100.0)
prototype scores:
(sqrt(j + x)*exp(l*x), 6197.8242220663424)
(sqrt(j + x)*log(k + x), 1210.105520611666)
(sqrt(j + x)*atan(o*x + p), 277.04659498097112)
(sqrt(j + x), 181.1388462976669)
(log(k + x)*atan(o*x + p), 100.19325458359285)
(x**2, 98.513887621192708)
(sin(m*x + n)*atan(o*x + p), 71.944889967619503)
(x**2*sqrt(j + x), 51.874444742550324)
(x**2*exp(l*x), 43.507913442001126)
(x**2*log(k + x), 21.533788855826643)
(x**3, 17.636922972444747)
(x**2*atan(o*x + p), 8.1305575159708781)
(x**2*sin(m*x + n), 5.6201439254905363)
(x, 1.6795518918187142)
(exp(l*x), 0.21182731121569809)
(exp(l*x)*log(k + x), 0.21129173854497008)
(x*log(k + x), 0.20629309493705011)
(x*exp(l*x), 0.20499522451790861)
(x*sqrt(j + x), 0.19899819652815248)
(x*atan(o*x + p), 0.19216469548007056)
(x*sin(m*x + n), 0.19162019530910454)
(sin(m*x + n), 0.19116116326594759)
(log(k + x)*sin(m*x + n), 0.1906019119160948)
(sqrt(j + x)*sin(m*x + n), 0.19018139780976215)
(atan(o*x + p), 0.16855675531177536)
(exp(l*x)*atan(o*x + p), 0.15985541545345264)
Modeling execution trace:
(2.28668400349598*exp(-0.0761178584273621*x)*atan(0.611964923088823*x - 0.764222619968469) + 1.33952289721813, 0.1598554156299434)
(0.343731001160954*exp(0.768341056271493*x)*atan(2.72840134775958*x - 0.309263219720839) + 0.935570341681574*atan(0.964896263187424*x + 1.15458122070427) - 0.918885505410876, 0.013642977608483074)
(-0.00373526587059119*sqrt(x + 16.5559542885291)*sin(7.6467952380137*x + 3.6772877587173) + 0.262541813869617*exp(0.842245960030148*x)*atan(3.24392524865371*x - 0.476766376151735) + 1.34385547304772*atan(0.651510757200114*x + 0.842760501126297) - 1.05075860908422, 0.0045011568100556398)
(-0.0438001103579515*sqrt(x + 1.71486487233071)*sin(4.21066542859256*x - 4.09032497349479) + 0.0255545911849696*exp(-1.42610145678881*x)*atan(0.819760149568917*x + 1.04641131526874) + 0.00276986423162152*log(x + 362.966368839916)*sin(7.36852197839515*x - 0.254780115840976) + 2.87790484792119*atan(0.475227461886607*x - 0.595966200753341) + 1.36236014475152, 0.0037033836016592435)
(-0.00128950416075672*sqrt(x + 1.71485398929232)*sin(875.576786003501*x - 711.777784703041) - 6.82405508712232e-6*exp(5.18168725145691*x)*atan(5.27886891756971*x - 3.52478059034954) - 7.12905059385443*log(x + 23.2613255445496)*sin(0.11198826095092*x + 33.5148752165725) + 0.0169591998493434*sin(8.22565803350881*x - 6.46532765601409) - 236.539446747076*atan(229.057968038264*x + 6711.44203063824) + 390.75687108347, 0.17611064199718637)
IQ curve
Zero order model:
(-4.4408920985006262e-16, 99.999999999999929)
prototype scores:
(x**2*sqrt(j + x), 137.53422547338317)
(x**3, 99.999997121830148)
(x, 99.985660571394831)
(sqrt(j + x), 97.60117327589019)
(x*sqrt(j + x), 92.794399379324886)
(sqrt(j + x)*log(k + x), 92.759258629026732)
(log(k + x), 92.479062786451891)
(exp(l*x), 81.518144003963471)
(x*exp(l*x), 79.682621041966058)
(sqrt(j + x)*exp(l*x), 78.069235331534074)
(exp(l*x)*log(k + x), 77.239175426933201)
(atan(o*x + p), 74.379155772309204)
(exp(l*x)*atan(o*x + p), 59.735511780205741)
(sqrt(j + x)*atan(o*x + p), 55.838887899944822)
(x*log(k + x), 49.362900546246479)
(x**2*log(k + x), 25.022828133666518)
(x**2, 25.022813831267829)
(x**2*exp(l*x), 25.022811174279308)
(x**2*atan(o*x + p), 22.637872685700273)
(log(k + x)*atan(o*x + p), 20.444047481397323)
(x*atan(o*x + p), 7.2472018962809432)
(x**2*sin(m*x + n), 3.8083778542382429)
(x*sin(m*x + n), 3.036180281656514)
(sin(m*x + n), 2.19841946406043)
(exp(l*x)*sin(m*x + n), 2.1984005406252587)
(sqrt(j + x)*sin(m*x + n), 2.1984000411159568)
(log(k + x)*sin(m*x + n), 2.1983981079131523)
(sin(m*x + n)*atan(o*x + p), 0.82471187828958037)
Modeling execution trace:
(-2.11357887865601*sin(1.11936273221851*x - 0.0213104145188617)*atan(3.16554769440696*x - 0.0348685502249943) + 1.81546324700563, 0.82471187829320813)
(0.390331181578924*log(x + 34.829599827342)*sin(2.14485627663296*x - 4.74878435230896) + 0.135734629041527*sin(4.53084727954403*x - 4.73813176710285)*atan(65.1550104844095*x + 108.22548978972) + 0.177305391709253, 0.68528677478025568)
(0.634901303312936*sqrt(x + 5.71468624611906)*sin(4.84187527142994*x + 1.71040762791979) + 0.193568551983436*log(x + 1.85241831732825)*sin(7.18306808026654*x - 3.63864258517179) + 2.09492432718905*sin(3.54590226063062*x + 6.34539735343184)*atan(2.19740933684063*x + 0.241429499102705) + 0.177521478303117, 0.67255123861468624)
(3.41600383725537*sqrt(x + 1.71482450806503)*sin(1.81959829916543*x + 0.554460812241037) + 2.34796125465175*exp(0.180312178068978*x)*sin(4.00440890506971*x + 2.44191278590311) + 2.89622371825652*log(x + 7.25329525284588)*sin(3.51902743916079*x + 5.71794574248802) + 5.83221391933879*sin(2.69382392003223*x - 3.42911405470443)*atan(1.38040043317907*x + 2.38078535785475) - 0.955266339233642, 0.67882376744236173)
(-0.27259278975793*sqrt(x + 1.71481660755425)*sin(2.44800453091566*x + 0.324078975594389) - 0.901774287428264*exp(0.422452511366067*x)*sin(3.25316884337825*x + 4.79013612580337) + 0.0554042457764885*log(x + 1.88292998136212)*sin(10.4870012073087*x - 7.29178144386602) - 2.68181532095109*sin(0.37841467258148*x + 6.80749207050404)*atan(3.21573693844075*x - 4.33849877603371) - 0.0265071611804271*sin(7.97904578088979*x + 5.35269047530606) - 0.82561813845355, 0.66019766948688008)