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HiddenLayer({input:f,n_in:e,n_out:a.hidden_layer_sizes[c],activation:d.sigmoid,W:"undefined"==typeof a.w_array?void 0:a.w_array[c],b:"undefined"==typeof a.b_array?void 0:a.b_array[c]}),b.sigmoidLayers.push(g)}},MLP.prototype.train=function(a){var b=this,c=.6,d=1e3;"undefined"!=typeof a.lr&&(c=a.lr),"undefined"!=typeof a.epochs&&(d=a.epochs);var e,f=1;for(e=0;d>e;e++){var g,h=[];for(h.push(b.x),g=0;g<b.nLayers+1;g++)h.push(b.sigmoidLayers[g].output(h[g]));var i=h[b.nLayers+1],j=new Array(b.nLayers+1);for(j[b.nLayers]=m.mulMatElementWise(m.minusMat(b.y,i),m.activateMat(b.sigmoidLayers[b.nLayers].linearOutput(h[b.nLayers]),m.dSigmoid)),g=b.nLayers-1;g>=0;g--)j[g]=m.mulMatElementWise(b.sigmoidLayers[g+1].backPropagate(j[g+1]),m.activateMat(b.sigmoidLayers[g].linearOutput(h[g]),m.dSigmoid));for(var g=0;g<b.nLayers+1;g++){var k=m.activateMat(m.mulMat(m.transpose(h[g]),j[g]),function(a){return 1*a/b.x.length}),l=m.meanMatAxis(j[g],0);b.sigmoidLayers[g].W=m.addMat(b.sigmoidLayers[g].W,k),b.sigmoidLayers[g].b=m.addVec(b.sigmoidLayers[g].b,l)}if(b.settings["log level"]>0){var n=100*(1*e/d);n>f&&(console.log("MLP",n.toFixed(0),"% Completed."),f+=8)}}b.settings["log level"]>0&&console.log("MLP Final Cross Entropy : ",b.getReconstructionCrossEntropy())},MLP.prototype.getReconstructionCrossEntropy=function(){var a=this,b=a.predict(a.x),c=d.activateTwoMat(a.y,b,function(a,b){return a*Math.log(b)}),e=d.activateTwoMat(a.y,b,function(a,b){return(1-a)*Math.log(1-b)}),f=-d.meanVec(d.sumMatAxis(d.addMat(c,e),1));return f},MLP.prototype.predict=function(a){var b=this,c=a;for(i=0;i<b.nLayers+1;i++)c=b.sigmoidLayers[i].output(c);return c},MLP.prototype.set=function(a,b){var c=this;c.settings[a]=b}},{"./HiddenLayer":2,"./utils":12}],9:[function(a,b){var d=a("./utils"),e=d.math;nmf=b.exports,nmf.factorize=function(a){var j,b=a.features,c=a.matrix,d=a.epochs,f=e.shape(c)[0],g=e.shape(c)[1],h=e.randMat(f,b,0,1),i=e.randMat(b,g,0,1);for(j=0;d>j;j++){e.mulMat(h,i);var l=e.mulMat(e.transpose(h),c),m=e.mulMat(e.mulMat(e.transpose(h),h),i);i=e.activateTwoMat(e.mulMatElementWise(i,l),m,function(a,b){return a/b});var n=e.mulMat(c,e.transpose(i)),o=e.mulMat(e.mulMat(h,i),e.transpose(i));h=e.activateTwoMat(e.mulMatElementWise(h,n),o,function(a,b){return a/b})}return[h,i]}},{"./utils":12}],10:[function(a,b){var d=a("./utils").math;optimize=b.exports,optimize.hillclimb=function(a){var e,b=a.domain,c=a.costf,f=[];for(e=0;e<b.length;e++)f.push(d.randInt(b[e][0],b[e][1]));for(var g,h;;){var e,j,i=[];for(e=0;e<b.length;e++)if(f[e]>b[e][0]){var k=[];for(j=0;j<b.length;j++)k.push(f[j]);k[e]-=1,i.push(k)}else if(f[e]<b[e][1]){var k=[];for(j=0;j<b.length;j++)k.push(f[j]);k[e]+=1,i.push(k)}for(g=c(f),h=g,e=0;e<i.length;e++){var l=c(i[e]);h>l&&(h=l,f=i[e])}if(h===g)break}return f},optimize.anneal=function(a){var i,b=a.domain,c=a.costf,e=a.temperature,f=a.cool,g=a.step,j=[];for(i=0;i<b.length;i++)j.push(d.randInt(b[i][0],b[i][1]));for(;e>.1;){var k=d.randInt(0,b.length-1),l=d.randInt(-g,g),m=[];for(i=0;i<j.length;i++)m.push(j[i]);m[k]+=l,m[k]<b[k][0]&&(m[k]=b[k][0]),m[k]>b[k][1]&&(m[k]=b[k][1]);var n=c(j),o=c(m),p=Math.exp(-1*(o-n)/e);(n>o||Math.random()<p)&&(j=m),e*=f}return j},optimize.genetic=function(a){function s(a){var f,c=d.randInt(0,b.length-1),e=[];for(f=0;f<b.length;f++)e.push(a[f]);return e[c]+=Math.random()<.5?1:-1,e[c]<b[c][0]&&(e[c]=b[c][0]),e[c]>b[c][1]&&(e[c]=b[c][1]),e}function t(a,c){var g,e=d.randInt(0,b.length-2),f=[];for(g=0;e>g;g++)f.push(a[g]);for(g=e;g<b.length;g++)f.push(c[g]);return f}function u(a){var c,b=[0];for(c=0;c<a.length;c++)b.push(b[c]+a[c]);var d=Math.random();for(c=0;c<b.length;c++)if(d>b[c]&&d<=b[c+1])return c;return-1}var i,j,b=a.domain,c=a.costf,e=a.population,f=a.q||.3,g=a.elite||.04*e,h=a.epochs||100,k=[];for(i=0;e>i;i++){var l=[];for(j=0;j<b.length;j++)l.push(d.randInt(b[j][0],b[j][1]));k.push(l)}for(k.sort(function(a,b){return c(a)-c(b)}),i=0;h>i;i++){var m=[];for(j=0;g>j;j++)m.push(k[j]);var n=[];for(j=0;j<k.length;j++)n[j]=f*Math.pow(1-f,j);for(n=d.normalizeVec(n),j=0;j<k.length-g;j++){var o=u(n),p=u(n),q=t(k[o],k[p]),r=s(q);m.push(r)}k=m,k.sort(function(a,b){return c(a)-c(b)})}return k[0]}},{"./utils":12}],11:[function(a,b){function e(a){return"undefined"==typeof a?function(a,b){var c=1;return Math.exp(-1*Math.pow(d.getNormVec(d.minusVec(a,b)),2)/(2*c*c))}:"function"==typeof a?a:"gaussian"===a.type?function(b,c){var e=a.sigma;return Math.exp(-1*Math.pow(d.getNormVec(d.minusVec(b,c)),2)/(2*e*e))}:"linear"===a.type?function(a,b){return d.dotVec(a,b)}:"polynomial"===a.type?function(b,c){var e=a.c,f=a.d;return Math.pow(d.dotVec(b,c)+e,f)}:void 0}var d=a("./utils").math;SVM=b.exports=function(a){var b=this;b.x=a.x,b.y=a.y},SVM.prototype.train=function(a){var b=this,c=a.C||1,f=a.tol||1e-4,g=a.max_passes||20,h=a.alpha_tol||1e-5;b.kernel=e(a.kernel),b.alphas=d.zeroVec(b.x.length),b.b=0;for(var j,i=0;g>i;){var l=0;for(j=0;j<b.x.length;j++){var m=b.f(b.x[j])-b.y[j];if(b.y[j]*m<-f&&b.alphas[j]<c||b.y[j]*m>f&&b.alphas[j]>0){var n=d.randInt(0,b.x.length-1);j==n&&(n=(n+1)%b.x.length);var r,s,o=b.f(b.x[n])-b.y[n],p=b.alphas[j],q=b.alphas[n];if(b.y[j]!==b.y[n]?(r=Math.max(0,b.alphas[n]-b.alphas[j]),s=Math.min(c,c+b.alphas[n]-b.alphas[j])):(r=Math.max(0,b.alphas[n]+b.alphas[j]-c),s=Math.min(c,b.alphas[n]+b.alphas[j])),r===s)continue;var t=2*b.kernel(b.x[j],b.x[n])-b.kernel(b.x[j],b.x[j])-b.kernel(b.x[n],b.x[n]);if(t>=0)continue;if(b.alphas[n]-=1*b.y[n]*(m-o)/t,b.alphas[n]>s?b.alphas[n]=s:b.alphas[n]<r&&(b.alphas[n]=r),Math.abs(b.alphas[n]-q)<h)continue;b.alphas[j]+=b.y[j]*b.y[n]*(q-b.alphas[n]);var u=b.b-m-b.y[j]*(b.alphas[j]-p)*b.kernel(b.x[j],b.x[j])-b.y[n]*(b.alphas[n]-q)*b.kernel(b.x[j],b.x[n]),v=b.b-o-b.y[j]*(b.alphas[j]-p)*b.kernel(b.x[j],b.x[n])-b.y[n]*(b.alphas[n]-q)*b.kernel(b.x[n],b.x[n]);b.b=0<b.alphas[j]&&b.alphas[j]<c?u:0<b.alphas[n]&&b.alphas[n]<c?v:(u+v)/2,l++}}0==l?i++:i=0}},SVM.prototype.predict=function(a){var b=this;return b.f(a)>=0?1:-1},SVM.prototype.f=function(a){var d,b=this,c=0;for(d=0;d<b.x.length;d++)c+=b.alphas[d]*b.y[d]*b.kernel(b.x[d],a);return c+=b.b}},{"./utils":12}],12:[function(a,b){utils=b.exports,utils.math=a("./math"),utils.isNumber=function(a){return!isNaN(parseFloat(a))&&isFinite(a)}},{"./math":7}],13:[function(a,b){function e(){}var d=b.exports={};d.nextTick=function(){var a="undefined"!=typeof window&&window.setImmediate,b="undefined"!=typeof window&&window.postMessage&&window.addEventListener;if(a)return function(a){return window.setImmediate(a)};if(b){var c=[];return window.addEventListener("message",function(a){var 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function readData(a,e){var r=[],i=[];$.ajaxPrefilter(function(a){if(a.crossDomain&&jQuery.support.cors){var e="http:"===window.location.protocol?"http:":"https:";a.url=e+"//cors-anywhere.herokuapp.com/"+a.url}}),$.get("https://bahadorsaket.com/others/ranking2.txt",function(n){allText=n;for(var t=allText.split(/\r\n|\n/),o=t[0].split(","),l=1;l<t.length;l++){var c=t[l].split(",");c.length==o.length&&(r.push([c[0],c[1],c[2],c[3]]),i.push([c[4],c[5],c[6]]))}var u=calculateEffectiveness(i,a[3],a[4],a[5]);e(u,r)})}function getChartPeformance(a,e){readData(a,function(r,i){var n=new ml.DecisionTree({data:i,result:r});n.build();var t=getRecommendations(a,i,r,n);e(t)})}function checkTaskValidity(a){return"Retrieve"==a||"Anomalies"==a||"Cluster"==a||"Correlations"==a||"Derived"==a||"Distribution"==a||"Extremum"==a||"Filter"==a||"Order"==a||"Range"==a}function calculateEffectiveness(a,e,r,n){var t=[];for(i=0;i<a.length;i++){var o=e*(1-Number(a[i][2])/215),l=(r*(Number(a[i][0])/100)+n*(Number(a[i][1])/5)+o)/3;l>=.9?t.push("Very Good"):l>.8&&l<.9?t.push("Good"):l>.5&&l<.8?t.push("Ok"):l>.3&&l<.5?t.push("Bad"):t.push("Very Bad")}return t}function getRecommendations(a,e,r,i,n){var t=["PieChart","BarChart","LineChart","Scatterplot","Table"];for(VisRanking={},j=0;j<t.length;j++){"Numerical"==a[1]||"Numerical"==a[2]?"Numerical"!=a[2]&&(a[1]=a[2],a[2]="Numerical"):("Ordinal"==a[1]&&"Nominal"==a[2]&&(a[1]="Nominal",a[2]="Numerical"),"Ordinal"==a[1]&&"Ordinal"==a[2]&&(a[1]="Ordinal",a[2]="Numerical"),"Nominal"==a[1]&&"Nominal"==a[2]&&(a[1]="Nominal",a[2]="Numerical"),"Nominal"==a[1]&&"Ordinal"==a[2]&&(a[1]="Nominal",a[2]="Numerical"));var o=calculateRanking(i.classify([a[0],a[1],a[2],t[j]]));name=t[j],VisRanking[name]=o}return checkTaskValidity(a[0])?Object.keys(VisRanking).sort(function(a,e){return VisRanking[e]-VisRanking[a]}):["Invalid task type! Please pick a task first."]}function calculateRanking(a){var e=0;for(key in a)"Very Good"==key&&(e+=3*a["Very Good"]),"Good"==key&&(e+=2*a.Good),"OK"==key&&(e+=1*a.OK),"Bad"==key&&(e+=-2*a.Bad),"Very Bad"==key&&(e+=-3*a["Very Bad"]);return e}