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["TEST DATA"]
["crim","zn","indus","chas","nox","rm","age","dis","rad","tax","ptratio","black","lstat","medv"]
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{"sheet":"Neural networks","index":2,"n_rows":789,"n_cols":9,"rows_kept":789,"cut":false,"hidden":false,"merged":[]}
[null,"XLSTAT 2017.6.12345 - Neural networks - Start time: 13/12/2017 at 15:43:55"]
[null,"Dependent variables: Workbook = demoNeuralnet.xlsm / Sheet = Sheet1 / Range = Sheet1!$N$1:$N$381 / 380 rows and 1 column"]
[null,"Quantitative variables: Workbook = demoNeuralnet.xlsm / Sheet = Sheet1 / Range = Sheet1!$A$1:$M$381 / 380 rows and 13 columns"]
[null,"Quantitative variables: Workbook = demoNeuralnet.xlsm / Sheet = Sheet1 / Range = Sheet1!$A$383:$M$509 / 126 rows and 13 columns"]
[null,"R function author: Stefan Fritsch,Frauke Guenther"]
[null,"Neurons per layer: 5,3 / Threshold: 0.01"]
[null,"Maximum steps: 100000 / Repetitions: 1"]
[null,"Algorithm: RProp+ / Error function: Squared errors / Activation function: Logistic / Linear output: Yes"]
[null,"Likelihood: No"]
[null,"Seed (random numbers): 4421608"]
[]
[]
[]
[null,"Summary statistics:"]
[]
[null,"Variable","Observations","Obs. with missing data","Obs. without missing data","Minimum","Maximum","Mean","Std. deviation"]
[null,"medv",380,0,380,0,1,0.39414619883044738,0.20936671197266912]
[]
[]
[null,"Fit summary for each repetition:"]
[]
[null,null,"1"]
[null,"error",0.42595282864017497]
[null,"reached.threshold",9.9887020213391201E-3]
[null,"steps",4142]
[null,"Intercept.to.1layhid1",0.97838787050328102]
[null,"crim.to.1layhid1",15.035803263788599]
[null,"zn.to.1layhid1",0.63494917233460202]
[null,"indus.to.1layhid1",3.1639428455819201]
[null,"chas.to.1layhid1",-3.1647653775578299]
[null,"nox.to.1layhid1",-5.43340652215036]
[null,"rm.to.1layhid1",-6.3745088050830603]
[null,"age.to.1layhid1",3.6305414488266602E-2]
[null,"dis.to.1layhid1",3.7426872298777698]
[null,"rad.to.1layhid1",2.7009030971718602]
[null,"tax.to.1layhid1",-0.71431990276474799]
[null,"ptratio.to.1layhid1",-0.11243356527777899]
[null,"black.to.1layhid1",-0.36973210750053398]
[null,"lstat.to.1layhid1",3.4468825891277501]
[null,"Intercept.to.1layhid2",1.07428087082753]
[null,"crim.to.1layhid2",4.9128552539355299]
[null,"zn.to.1layhid2",0.230247875365308]
[null,"indus.to.1layhid2",-2.78581870714389]
[null,"chas.to.1layhid2",0.25759016544565499]
[null,"nox.to.1layhid2",-1.47893386300214]
[null,"rm.to.1layhid2",-6.9150353369079101]
[null,"age.to.1layhid2",2.2928220856162]
[null,"dis.to.1layhid2",-0.158256647223431]
[null,"rad.to.1layhid2",2.93460495103088]
[null,"tax.to.1layhid2",2.7321871501786998]
[null,"ptratio.to.1layhid2",1.9859658877690101]
[null,"black.to.1layhid2",1.8848032702417701]
[null,"lstat.to.1layhid2",-3.7968457760261498]
[null,"Intercept.to.1layhid3",-2.70139649713111]
[null,"crim.to.1layhid3",-11.510067652277201]
[null,"zn.to.1layhid3",77.079793573690296]
[null,"indus.to.1layhid3",-1.44373815793746]
[null,"chas.to.1layhid3",-0.222625437776799]
[null,"nox.to.1layhid3",15.7054202166668]
[null,"rm.to.1layhid3",0.19320730894824001]
[null,"age.to.1layhid3",-6.1571267095179802]
[null,"dis.to.1layhid3",32.248225483754901]
[null,"rad.to.1layhid3",-1.14441475196737]
[null,"tax.to.1layhid3",0.169438972357287]
[null,"ptratio.to.1layhid3",0.85890183428575295]
[null,"black.to.1layhid3",0.83011123654115304]
[null,"lstat.to.1layhid3",4.7003121671785797]
[null,"Intercept.to.1layhid4",-1.0664322493947]
[null,"crim.to.1layhid4",6.0367154189211201]
[null,"zn.to.1layhid4",-0.69687167404431105]
[null,"indus.to.1layhid4",-0.84823685417568895]
[null,"chas.to.1layhid4",0.76510670521424196]
[null,"nox.to.1layhid4",2.62982372148941]
[null,"rm.to.1layhid4",0.35391652703818899]
[null,"age.to.1layhid4",0.32385837058586497]
[null,"dis.to.1layhid4",-0.673469394946973]
[null,"rad.to.1layhid4",-2.5974749073021202]
[null,"tax.to.1layhid4",0.64766710392460403]
[null,"ptratio.to.1layhid4",0.779711380619447]
[null,"black.to.1layhid4",-0.71586708919350595]
[null,"lstat.to.1layhid4",0.52661023246956196]
[null,"Intercept.to.1layhid5",-1.2487005899317201]
[null,"crim.to.1layhid5",-24.8185175083701]
[null,"zn.to.1layhid5",-0.30580832675751601]
[null,"indus.to.1layhid5",-5.6407625570983004]
[null,"chas.to.1layhid5",0.77795467013962605]
[null,"nox.to.1layhid5",1.8184967810038399]
[null,"rm.to.1layhid5",3.0141786438004701]
[null,"age.to.1layhid5",3.35220957807535]
[null,"dis.to.1layhid5",-0.29804406224744801]
[null,"rad.to.1layhid5",5.9756320074301197]
[null,"tax.to.1layhid5",1.4039885538241901]
[null,"ptratio.to.1layhid5",1.9820158530015]
[null,"black.to.1layhid5",-0.41772419942299499]
[null,"lstat.to.1layhid5",-17.444394517296999]
[null,"Intercept.to.2layhid1",-0.16443266892445901]
[null,"1layhid.1.to.2layhid1",-2.91519663725088]
[null,"1layhid.2.to.2layhid1",-2.9926365491407401]
[null,"1layhid.3.to.2layhid1",-1.48806087369513]
[null,"1layhid.4.to.2layhid1",0.10286240968789701]
[null,"1layhid.5.to.2layhid1",2.5787032576425899]
[null,"Intercept.to.2layhid2",4.3541928829639101E-2]
[null,"1layhid.1.to.2layhid2",0.23924758583762201]
[null,"1layhid.2.to.2layhid2",-1.0580647393346101]
[null,"1layhid.3.to.2layhid2",-1.5761671949364899]
[null,"1layhid.4.to.2layhid2",-1.1317224867395399]
[null,"1layhid.5.to.2layhid2",1.32337073334828]
[null,"Intercept.to.2layhid3",0.90427946366848599]
[null,"1layhid.1.to.2layhid3",1.7825845070117301]
[null,"1layhid.2.to.2layhid3",-0.53719289730712405]
[null,"1layhid.3.to.2layhid3",-0.913765607387382]
[null,"1layhid.4.to.2layhid3",2.0338003963510101]
[null,"1layhid.5.to.2layhid3",1.9731467356419501]
[null,"Intercept.to.medv",1.0653104527129]
[null,"2layhid.1.to.medv",0.54825091897147704]
[null,"2layhid.2.to.medv",2.2557437928144601]
[null,"2layhid.3.to.medv",-1.18548616170598]
[]
[]
[null,"Weights:"]
[]
[null,"Intercept.to.1layhid1",0.97838787050328102]
[null,"crim.to.1layhid1",15.035803263788599]
[null,"zn.to.1layhid1",0.63494917233460202]
[null,"indus.to.1layhid1",3.1639428455819201]
[null,"chas.to.1layhid1",-3.1647653775578299]
[null,"nox.to.1layhid1",-5.43340652215036]
[null,"rm.to.1layhid1",-6.3745088050830603]
[null,"age.to.1layhid1",3.6305414488266602E-2]
[null,"dis.to.1layhid1",3.7426872298777698]
[null,"rad.to.1layhid1",2.7009030971718602]
[null,"tax.to.1layhid1",-0.71431990276474799]
[null,"ptratio.to.1layhid1",-0.11243356527777899]
[null,"black.to.1layhid1",-0.36973210750053398]
[null,"lstat.to.1layhid1",3.4468825891277501]
[null,"Intercept.to.1layhid2",1.07428087082753]
[null,"crim.to.1layhid2",4.9128552539355299]
[null,"zn.to.1layhid2",0.230247875365308]
[null,"indus.to.1layhid2",-2.78581870714389]
[null,"chas.to.1layhid2",0.25759016544565499]
[null,"nox.to.1layhid2",-1.47893386300214]
[null,"rm.to.1layhid2",-6.9150353369079101]
[null,"age.to.1layhid2",2.2928220856162]
[null,"dis.to.1layhid2",-0.158256647223431]
[null,"rad.to.1layhid2",2.93460495103088]
[null,"tax.to.1layhid2",2.7321871501786998]
[null,"ptratio.to.1layhid2",1.9859658877690101]
[null,"black.to.1layhid2",1.8848032702417701]
[null,"lstat.to.1layhid2",-3.7968457760261498]
[null,"Intercept.to.1layhid3",-2.70139649713111]
[null,"crim.to.1layhid3",-11.510067652277201]
[null,"zn.to.1layhid3",77.079793573690296]
[null,"indus.to.1layhid3",-1.44373815793746]
[null,"chas.to.1layhid3",-0.222625437776799]
[null,"nox.to.1layhid3",15.7054202166668]
[null,"rm.to.1layhid3",0.19320730894824001]
[null,"age.to.1layhid3",-6.1571267095179802]
[null,"dis.to.1layhid3",32.248225483754901]
[null,"rad.to.1layhid3",-1.14441475196737]
[null,"tax.to.1layhid3",0.169438972357287]
[null,"ptratio.to.1layhid3",0.85890183428575295]
[null,"black.to.1layhid3",0.83011123654115304]
[null,"lstat.to.1layhid3",4.7003121671785797]
[null,"Intercept.to.1layhid4",-1.0664322493947]
[null,"crim.to.1layhid4",6.0367154189211201]
[null,"zn.to.1layhid4",-0.69687167404431105]
[null,"indus.to.1layhid4",-0.84823685417568895]
[null,"chas.to.1layhid4",0.76510670521424196]
[null,"nox.to.1layhid4",2.62982372148941]
[null,"rm.to.1layhid4",0.35391652703818899]
[null,"age.to.1layhid4",0.32385837058586497]
[null,"dis.to.1layhid4",-0.673469394946973]
[null,"rad.to.1layhid4",-2.5974749073021202]
[null,"tax.to.1layhid4",0.64766710392460403]
[null,"ptratio.to.1layhid4",0.779711380619447]
[null,"black.to.1layhid4",-0.71586708919350595]
[null,"lstat.to.1layhid4",0.52661023246956196]
[null,"Intercept.to.1layhid5",-1.2487005899317201]
[null,"crim.to.1layhid5",-24.8185175083701]
[null,"zn.to.1layhid5",-0.30580832675751601]
[null,"indus.to.1layhid5",-5.6407625570983004]
[null,"chas.to.1layhid5",0.77795467013962605]
[null,"nox.to.1layhid5",1.8184967810038399]
[null,"rm.to.1layhid5",3.0141786438004701]
[null,"age.to.1layhid5",3.35220957807535]
[null,"dis.to.1layhid5",-0.29804406224744801]
[null,"rad.to.1layhid5",5.9756320074301197]
[null,"tax.to.1layhid5",1.4039885538241901]
[null,"ptratio.to.1layhid5",1.9820158530015]
[null,"black.to.1layhid5",-0.41772419942299499]
[null,"lstat.to.1layhid5",-17.444394517296999]
[null,"Intercept.to.2layhid1",-0.16443266892445901]
[null,"1layhid.1.to.2layhid1",-2.91519663725088]
[null,"1layhid.2.to.2layhid1",-2.9926365491407401]
[null,"1layhid.3.to.2layhid1",-1.48806087369513]
[null,"1layhid.4.to.2layhid1",0.10286240968789701]
[null,"1layhid.5.to.2layhid1",2.5787032576425899]
[null,"Intercept.to.2layhid2",4.3541928829639101E-2]
[null,"1layhid.1.to.2layhid2",0.23924758583762201]
[null,"1layhid.2.to.2layhid2",-1.0580647393346101]
[null,"1layhid.3.to.2layhid2",-1.5761671949364899]
[null,"1layhid.4.to.2layhid2",-1.1317224867395399]
[null,"1layhid.5.to.2layhid2",1.32337073334828]
[null,"Intercept.to.2layhid3",0.90427946366848599]
[null,"1layhid.1.to.2layhid3",1.7825845070117301]
[null,"1layhid.2.to.2layhid3",-0.53719289730712405]
[null,"1layhid.3.to.2layhid3",-0.913765607387382]
[null,"1layhid.4.to.2layhid3",2.0338003963510101]
[null,"1layhid.5.to.2layhid3",1.9731467356419501]
[null,"Intercept.to.medv",1.0653104527129]
[null,"2layhid.1.to.medv",0.54825091897147704]
[null,"2layhid.2.to.medv",2.2557437928144601]
[null,"2layhid.3.to.medv",-1.18548616170598]
[]
[]
[null,"Residuals analysis:"]
[]
[null,"Observations","medv","Pred(medv)","residuals"]
[null,"Obs1",0.20444444444000001,0.25419225499721698,-4.9747810557217297E-2]
[null,"Obs2",0.37555555555999998,0.32622007511873502,4.9335480441264797E-2]
[null,"Obs3",0.19111111111000001,0.225264240322464,-3.41531292124643E-2]
[null,"Obs4",0.42222222222,0.376487258053814,4.5734964166186401E-2]
[null,"Obs5",0.50888888888999995,0.54048471733112302,-3.15958284411232E-2]
[null,"Obs6",0.31777777777999999,0.29831711484135198,1.94606629386481E-2]
[null,"Obs7",0.86666666667000003,0.79255122826677904,7.4115438403221004E-2]
[null,"Obs8",0.28222222221999999,0.366467923560022,-8.4245701340021906E-2]
[null,"Obs9",0.28666666667000001,0.182162443024144,0.104504223645856]
[null,"Obs10",0.55777777778000004,0.54585482188863699,1.1922955891362601E-2]
[null,"Obs11",0.28444444444,0.27137716665524603,1.30672777847535E-2]
[null,"Obs12",0.26888888889000001,0.18951990587741199,7.9368983012587602E-2]
[null,"Obs13",0.18444444443999999,0.22966165675724901,-4.5217212317248699E-2]
[null,"Obs14",0.42,0.43156903725065199,-1.1569037250652401E-2]
[null,"Obs15",0.44444444443999997,0.40133484535504799,4.3109599084952398E-2]
[null,"Obs16",0.30666666666999998,0.33655322032816598,-2.9886553658165602E-2]
[null,"Obs17",0.47111111110999998,0.44529129699387199,2.5819814116128399E-2]
[null,"Obs18",0.47555555556000001,0.461750222793608,1.3805332766392101E-2]
[null,"Obs19",0.49111111111,0.44173267141309802,4.9378439696901998E-2]
[null,"Obs20",0.27333333332999998,0.30003968387929902,-2.6706350549298902E-2]
[null,"Obs21",0.35555555556000001,0.36010145208879402,-4.54589652879439E-3]
[null,"Obs22",0.10444444444000001,0.15745114144889999,-5.30066970088999E-2]
[null,"Obs23",0.33777777778000001,0.27120391469148403,6.6573863088515803E-2]
[null,"Obs24",0.64,0.63759419256102901,2.4058074389708998E-3]
[null,"Obs25",0.20666666667,0.214756714033013,-8.0900473630132197E-3]
[null,"Obs26",0.40444444443999999,0.23984457578105101,0.16459986865894899]
[null,"Obs27",0.38222222222000002,0.44651863342398102,-6.4296411203980594E-2]
[null,"Obs28",0.13333333333,0.17174656031347901,-3.8413226983478703E-2]
[null,"Obs29",0.29333333333,0.27686511140096998,1.6468221929030202E-2]
[null,"Obs30",0.38222222222000002,0.44970267226536098,-6.7480450045360699E-2]
[null,"Obs31",0.18222222222000001,0.17814568860482699,4.0765336151728504E-3]
[null,"Obs32",0.37333333333000002,0.41094351408224999,-3.76101807522497E-2]
[null,"Obs33",0.50888888888999995,0.49937146125061199,9.5174276393877894E-3]
[null,"Obs34",0.33333333332999998,0.35010382242038701,-1.6770489090387201E-2]
[null,"Obs35",0.43555555555999997,0.46357778254419901,-2.80222269841989E-2]
[null,"Obs36",0.16666666666999999,0.25089798533153501,-8.4231318661535007E-2]
[null,"Obs37",5.3333333330000003E-2,8.5081726321967394E-2,-3.1748392991967397E-2]
[null,"Obs38",0.15555555556,0.17866675756595499,-2.3111202005955098E-2]
[null,"Obs39",0.14888888888999999,0.12083228105987701,2.80566078301226E-2]
[null,"Obs40",0.32444444443999998,0.27171723292511801,5.2727211514882501E-2]
[null,"Obs41",0.39111111111000002,0.39140234550251501,-2.9123439251493898E-4]
[null,"Obs42",0.62888888889000005,0.712255029710395,-8.3366140820395104E-2]
[null,"Obs43",0.12222222222,8.6027565811565704E-2,3.6194656408434299E-2]
[null,"Obs44",0.88444444444000003,0.87538280479073804,9.0616396492621005E-3]
[null,"Obs45",0.17111111110999999,0.16736024083666101,3.75087027333942E-3]
[null,"Obs46",0.44888888889,0.47391990211144602,-2.5031013221446199E-2]
[null,"Obs47",0.7,0.68816081773571303,1.18391822642867E-2]
[null,"Obs48",0.41555555556000001,0.31785026081884998,9.7705294741149806E-2]
[null,"Obs49",0.32,0.31475153600911698,5.2484639908825801E-3]
[null,"Obs50",0.32888888889000001,0.32777199715866401,1.1168917313363301E-3]
[null,"Obs51",0.32222222222000002,0.30009196024420098,2.2130261975799301E-2]
[null,"Obs52",0.17777777778000001,0.20091226042250099,-2.3134482642500599E-2]
[null,"Obs53",0.38666666666999999,0.41633769047034702,-2.96710238003468E-2]
[null,"Obs54",0.21111111111,0.24466724001249901,-3.3556128902498997E-2]
[null,"Obs55",0.38222222222000002,0.37963345994078801,2.5887622792116799E-3]
[null,"Obs56",0.42,0.43333792345453997,-1.3337923454539999E-2]
[null,"Obs57",0.30888888888999999,0.34068376351854102,-3.1794874628541199E-2]
[null,"Obs58",0.37555555555999998,0.43176474305210399,-5.6209187492104101E-2]
[null,"Obs59",0.20222222222,0.244799744535213,-4.25775223152128E-2]
[null,"Obs60",0.34222222221999998,0.34954479922919302,-7.3225770091929201E-3]
[null,"Obs61",0.37111111111,0.39413479951136898,-2.30236884013688E-2]
[null,"Obs62",0.25555555555999998,0.36719046942038502,-0.111634913860385]
[null,"Obs63",0.19555555556000001,0.12068982889924799,7.4865726660752502E-2]
[null,"Obs64",0.31333333333000002,0.33113107125632502,-1.7797737926324698E-2]
[null,"Obs65",0.22222222221999999,0.224694802181198,-2.4725799611981002E-3]
[null,"Obs66",0.29333333333,0.273455829915218,1.9877503414781901E-2]
[null,"Obs67",0.29777777777999997,0.28421425461394001,1.3563523166059599E-2]
[null,"Obs68",0.30222222222,0.34380863758868901,-4.1586415368688803E-2]
[null,"Obs69",0.36444444444000001,0.36503553685753598,-5.9109241753607699E-4]
[null,"Obs70",0.38888888889000001,0.38496110203529499,3.9277868547053498E-3]
[null,"Obs71",0.21333333333000001,0.20201413921771699,1.1319194112283401E-2]
[null,"Obs72",0.33333333332999998,0.34231705245875599,-8.98371912875634E-3]
[null,"Obs73",0.23555555555999999,0.26069701084832603,-2.5141455288325999E-2]
[null,"Obs74",0.69333333333000002,0.61546148338301598,7.7871849946984401E-2]
[null,"Obs75",0.22222222221999999,0.29168003173820001,-6.9457809518200506E-2]
[null,"Obs76",0.44,0.40450009690135003,3.5499903098649997E-2]
[null,"Obs77",0.18444444443999999,0.22818589193744901,-4.3741447497448703E-2]
[null,"Obs78",0.15111111111,0.110718892946065,4.0392218163934797E-2]
[null,"Obs79",0.32444444443999998,0.33557601831134398,-1.11315738713441E-2]
[null,"Obs80",0.5,0.36615711448667398,0.13384288551332599]
[null,"Obs81",0.23555555555999999,0.27053256334560699,-3.49770077856075E-2]
[null,"Obs82",0.5,0.36792542137491901,0.13207457862508101]
[null,"Obs83",0.14888888888999999,0.203763481304712,-5.4874592414711799E-2]
[null,"Obs84",7.5555555560000001E-2,7.70511293632377E-2,-1.49557380323766E-3]
[null,"Obs85",0.96666666667000001,0.97886450090224297,-1.21978342322427E-2]
[null,"Obs86",1,1.00728683167629,-7.2868316762901798E-3]
[null,"Obs87",0.34888888889000003,0.42035423299155,-7.1465344101549894E-2]
[null,"Obs88",0.40444444443999999,0.377971033494586,2.6473410945413701E-2]
[null,"Obs89",0.37777777777999999,0.448249781643418,-7.0472003863417801E-2]
[null,"Obs90",0.62666666667000004,0.64142599548745105,-1.4759328817451201E-2]
[null,"Obs91",0.54666666666999997,0.576881354117731,-3.02146874477307E-2]
[null,"Obs92",0.32,0.398416379761448,-7.8416379761448093E-2]
[null,"Obs93",0.40222222221999998,0.35194319857586998,5.0279023644130102E-2]
[null,"Obs94",0.56222222221999996,0.58112744466670796,-1.8905222446707701E-2]
[null,"Obs95",0.28444444444,0.23012188956810301,5.4322554871897501E-2]
[null,"Obs96",4.8888888890000003E-2,0.15973758863242499,-0.11084869974242501]
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[null,"Predictions on new set:"]
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[null,"Model chart:"]

{"sheet":"SCA","index":3,"n_rows":25,"n_cols":7,"rows_kept":25,"cut":false,"hidden":false,"merged":[]}
[null,"XLSTAT 2017.6.12345 - Scatter plots - Start time: 13/12/2017 at 11:38:25"]
[null,"X: Workbook = demoNeuralnet2.xlsm / Sheet = Sheet1 / Range = Sheet1!$N$383:$N$509 / 126 rows and 1 column"]
[null,"Y: Workbook = demoNeuralnet2.xlsm / Sheet = Neural networks1 / Range = 'Neural networks1'!$B$628:$B$754 / 126 rows and 1 column"]
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[null,"Scatter plots:"]
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