data:image/png;base64,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data:image/png;base64,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Sets the default values of the properties of a NeuralNet.Sets the value of an existing property or inserts it anew.layerstypeOfData
imageWidth
imageHeight
backColorRed
backColorGreen
backColorBlue
layerWidth
layersReads the value of an existing property.layerstypeOfData
imageWidth
imageHeight
backColorRed
backColorGreen
backColorBlue
layerWidth
layersReturns a by softmax normalized list of values.Applies a convolution to a table with FITS, RBG, or table valuesimageimage
tablemyDatamatrixkerneldatawidthheighttypeOfDatamIndexkWidthfunction getValue(x,y){
if(typeOfData=='FITS') return (data.at(x+(y-1)*width));
if(typeOfData=='RGB') return (data.at(x+(y-1)*width));
if(typeOfData=='table') return (data.at(y).at(x));
}
function getKernelValue(x,y){
return (kernel.at(y).at(x));
}
var result=[],x,y,value,r,g,b,s,row;
width=Number(width); height=Number(height); mIndex=Number(mIndex);kWidth=Number(kWidth);
for(var y=1; y<=height;y++){
row=new List();
for(var x=1;x<=width;x++){
if(typeOfData=='FITS') value = 0;
if(typeOfData=='RGB'){r=0;g=0;b=0;s=255};
if(typeOfData=='table') value=0;
for(var ky=1;ky<=kWidth;ky++)
for(var kx=1;kx<=kWidth;kx++)
if((y-mIndex+ky>0) && (y-mIndex+ky<=height) && (x-mIndex+kx>0) && (x-mIndex+kx<=width)){
if(typeOfData=='FITS') value = value+getValue(x-mIndex+kx,y-mIndex+ky)*getKernelValue(kx,ky);
if(typeOfData=='table') value = value+getValue(x-mIndex+kx,y-mIndex+ky)*getKernelValue(kx,ky);
if(typeOfData=='RGB'){
r = r + getValue(x-mIndex+kx,y-mIndex+ky).at(1)*getKernelValue(kx,ky);
g = g + getValue(x-mIndex+kx,y-mIndex+ky).at(2)*getKernelValue(kx,ky);
b = b + getValue(x-mIndex+kx,y-mIndex+ky).at(3)*getKernelValue(kx,ky);
}
}
if(typeOfData=='FITS') result.push(value);
if(typeOfData=='table') row.add(value);
if(typeOfData=='RGB') result.push(new List([r,g,b,s]));
}
if(typeOfData=='table') result.push(row);
}
return new List(result);vectorvector
matrix
tablematrixtablefrom "is <data> a": general errorfalseLoads the contents of a file, JS-code copied from Snap!-codeImports table-data to myData.myDatavectormatrixReports the output of the nth layer of a neural network with given input.lasttypeOfDataNNwidthlayerWidthweightslayerNr1layerNr1*+
-
*
X-*from "linear operation": not allowed operatorERROR: illegal operationvectormatrixfrom "linear operation": illegal operationERROR: illegal operationvectorvector+-*Xmatrixfrom "linear operation": illegal operationERROR: illegal operationmatrixvectormatrixfrom "linear operation": illegal operationERROR: illegal operation0.01previousDeltah1n1previousDeltalayerNr-1myDataCreates a fully connected neural network of perceptrons. Inputs should be connected to layer 1, outputs to last layer.321typeOfDataNNlayerslayerWidthDraws the nodes and current status of connections of an NN.costumenetWidthdepthweightsoutputsrgbvar newCostume,ctx,imageWidth,imageHeight,dx,dy,x,y,x1,y1,colorcode;
//new costume
imageWidth = costume.width();
imageHeight = costume.height();
newCostume=new Costume();
newCostume.contents.width = imageWidth ;
newCostume.contents.height = imageHeight;
ctx = newCostume.contents.getContext('2d');
ctx.beginPath();
ctx.fillStyle = new Color(r,g,b).toString();
ctx.strokeStyle = new Color(0,0,0).toString();
ctx.fillRect(0,0,imageWidth,imageHeight);
ctx.strokeRect(0,0,imageWidth,imageHeight);
ctx.closePath();
ctx.fill();
ctx.stroke();
newCostume.rotationCenter=new Point(imageWidth/2,imageHeight/2);
//draw frame
ctx.beginPath();
ctx.lineWidth = 2;
ctx.moveTo(imageWidth-15,imageHeight-20);
ctx.lineTo(imageWidth-15,40);
ctx.lineTo(imageWidth-20,40);
ctx.lineTo(imageWidth-15,20);
ctx.lineTo(imageWidth-10,40);
ctx.lineTo(imageWidth-15,40);
ctx.closePath();
ctx.stroke();
ctx.beginPath();
ctx.lineWidth = 1;
ctx.moveTo(imageWidth-30,1);
ctx.lineTo(imageWidth-30,imageHeight-1);
ctx.closePath();
ctx.stroke();
netWidth=Number(netWidth); depth=Number(depth);
//draw connections
if(netWidth>1) dx = 1.0*(imageWidth-50)/(netWidth-1); else dx = 1.0*(imageWidth-15)/2;
if(depth>1) dy = 1.0*imageHeight/depth; else dy = 1.0*imageHeight/2;
ctx.lineWidth = 1;
for(var layer=1;layer<=depth;layer++){
for(var i=1;i<=netWidth;i++){
x=10+(i-1)*dx;
if(layer==depth) y = 3; else y = imageHeight-layer*dy;
for(var n=1;n<=netWidth;n++){
ctx.beginPath();
x1=10+(n-1)*dx;
if(layer==1) y1=imageHeight-3; else y1 = imageHeight-(layer-1)*dy;
colorcode=Math.round(255*weights.at(layer).at(i).at(n));
if(colorcode<0)
ctx.strokeStyle = new Color(-colorcode,0,0).toString();
else ctx.strokeStyle = new Color(0,colorcode,0).toString();
ctx.moveTo(x,y);
ctx.lineTo(x1,y1);
ctx.closePath();
ctx.stroke();
}
}
}
//draw connectors
if(netWidth>1) dx = 1.0*(imageWidth-50)/(netWidth-1); else dx = 1.0*(imageWidth-15)/2;
if(depth>1) dy = 1.0*(imageHeight-30)/(depth-1); else dy = 1.0*(imageHeight-15)/2;
ctx.lineWidth = 1;
for(var i=0;i<netWidth;i++){
ctx.beginPath();
x=5+i*dx;
y=1;
colorcode=Math.round(255*outputs.at(depth+1).at(i+1));
if(colorcode<0)
ctx.fillStyle = new Color(-colorcode,0,0).toString();
else ctx.fillStyle = new Color(0,colorcode,0).toString();
ctx.strokeRect(x,y,10,5);
ctx.fillRect(x,y,10,5);
ctx.closePath();
ctx.stroke();
ctx.fill();
y=imageHeight-6;
colorcode=Math.round(255*outputs.at(1).at(i+1));
if(colorcode<0)
ctx.fillStyle = new Color(-colorcode,0,0).toString();
else ctx.fillStyle = new Color(0,colorcode,0).toString();
ctx.strokeRect(x,y,10,5);
ctx.fillRect(x,y,10,5);
ctx.closePath();
ctx.stroke();
ctx.fill();
}
//draw inner layers
if(netWidth>1) dx = 1.0*(imageWidth-50)/(netWidth-1); else dx = 1.0*(imageWidth-15)/2;
if(depth>1) dy = 1.0*imageHeight/depth; else dy = 1.0*imageHeight/2;
for(var layer=2;layer<=depth;layer++){
for(var i=0;i<netWidth;i++){
ctx.beginPath();
x=10+i*dx;
y=imageHeight-(layer-1)*dy;
colorcode=Math.round(255*outputs.at(layer).at(i+1));
if(colorcode<0)
ctx.fillStyle = new Color(-colorcode,0,0).toString();
else ctx.fillStyle = new Color(0,colorcode,0).toString();
ctx.arc(x,y,5,0,6.283185307179586476925286766559);
ctx.closePath();
ctx.stroke();
ctx.fill();
}
}
return newCostume; backColorRedbackColorGreenbackColorBlueminmin
max
minpos
maxposmyDatavectormaxminposmaxpos200150255225205-1.4193653391355887,0.08702548083392023,0.004478915454635682,-1.0068922246834617,0.20965918162566677,-0.8252588235230798,0.12638084567005758,0.827017048614694,-0.5117409731998178,0.6573543250331508,0.865747884973646,0.5109871727821623,1-1.2229022997164731,0.3495738884430045,-0.2488913075475985,-0.38577519047621833,0.33332686585575194,-0.6005772498837433,0.1711436297926798,0.22707040718213792,-0.5335132323204095,0.014617935921879306,0.1166166472408019,0.6475952815410077,1-0.7872176114057634,-0.04774525847525072,-0.2978015838980978,-0.6272489621841736,-0.14038924239631592,-0.6802071345016447,-0.16927384895662317,-0.09026669236607204,-0.8364406092318275,-0.4155135680276698,0.5136715946866116,-0.046742693308920315,1-1.6268315564165927,-0.06081264032680682,-0.03539512635944414,-1.2598577845836512,0.21878708733220942,-0.4501985605647841,0.05577388525912645,0.6237378534892754,0.437044640119974,-0.2879570371210472,0.2781035864791484,0.5257929762713724,1-1.4484723422251622,0.03889924703663193,0.13497539759434446,-1.4042894164637374,0.06323878430661596,0.4043025870630723,-0.007338717493348917,0.751891554819183,-0.5692475399584405,-0.43349377387023225,0.11121059775335777,0.18675094720199106,1-1.3232190041050302,0.7402694777660396,-0.16532084912505948,-1.2473296720610585,0.12819221064747788,0.3340142907296584,-0.4292631391133707,-0.010602846501169935,-0.2730216836435723,0.08809425224183483,0.09505667024625332,0.30192381716410066,1-0.6277786021285836,0.3221489377116682,-0.07420499064664893,-1.72912058674982,0.4961971397193875,-0.43993426787591505,-0.5388549607878104,0.83773897053081,-0.7429861765824619,0.4823690308928058,0.13162498200444572,0.5317204440548439,1-1.4116357041341256,0.5597125988544348,-0.04036254415390519,-1.481201936982879,0.32434832955576626,-0.5666165421912862,-0.13270939614683658,0.38430613385756474,0.4082710794176101,-0.3455422424617896,0.31607730073976614,0.5845636799299455,1-1.2973338360522528,0.7423212311985088,0.25859803754931543,-1.0787756614699924,-0.35849873862921977,-0.5883364458086057,0.08032951779077518,0.6243552954459284,-0.44781645162556527,0.0837669493574011,0.636465143807764,0.4531233127974748,1-0.8357000706186496,0.3637021510279294,0.20225306612402208,-0.7286750294768819,0.35430417460037616,-0.3577951855634469,-0.037849777411724135,0.22650811823411976,-0.37553307770411964,0.5742953082321134,-0.050449914694665816,0.32618961478848596,1-0.704010620051162,0.7658212518279143,0.03342379979954581,-0.7146090215278839,0.02900602584151858,-0.6944573943513942,-0.0478242756784778,0.20472730274552664,-0.4327502472573532,0.345710444463755,0.6968543011790784,-0.10958935796008118,1-1.3351362691003799,1.0607837269213922,0.17134612196245563,-1.2311308811021728,0.5530947150743101,-0.5524924600485926,0.09831556218171747,0.22810706801643024,-0.19499866420689718,0.6604330110474907,0.8235304102890949,0.4145662765699397,1typeOfData,NNimageWidth,600imageHeight,200backColorRed,255backColorGreen,225backColorBlue,205layers,1layerWidth,12"from ""teach NN"": no NN found","from ""teach NN"": no NN found","from ""output of layer"": wrong data format, numerical input required"typeOfData,RGBwidth,100height,100backColorRed,255backColorGreen,225backColorBlue,205leftOffset,60upperOffset,0lowerOffset,20title,titleHeight,20xLabel,xLabelHeight,15yLabel,yLabelHeight,15xLeft,-10xRight,10yLower,-10yUpper,10lineStyle,continuouslineWidth,1lineColorRed,0lineColorGreen,0lineColorBlue,0datapointStyle,squaredatapointWidth,5datapointConnectedfalsedatapointColorRed,255datapointColorGreen,0datapointColorBlue,0scalesPrecision,3scalesTextheight,12scalesNumberXintervals,10minValue,0maxValue,255columns,4rows,10000layerwidth,0layers,00,0,0,00,0,0,0129,136,146,25523,35,50,2554,14,24,2551,10,16,2550,9,14,2551,9,16,2551,9,16,2551,9,16,2551,9,16,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,15,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,16,2551,10,15,2550,9,14,2550,9,14,2550,9,14,2550,9,14,2550,7,13,2550,7,13,2550,9,14,2551,10,15,2550,9,14,2550,9,14,2551,10,15,2551,10,15,2551,10,16,2550,10,18,2551,10,16,2551,9,16,2559,19,26,25557,69,79,2550,0,0,00,0,0,00,0,0,066,81,95,25510,4,4,2558,1,3,25513,12,12,25537,34,34,25538,36,36,25541,36,36,25541,36,36,25541,36,36,25541,36,36,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25540,36,35,25541,36,36,25541,36,36,25541,36,36,25541,36,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25542,38,36,25541,36,36,25538,34,33,25534,31,30,25532,28,27,25530,26,24,25529,24,23,25527,22,21,25525,21,20,25522,18,18,25519,14,15,25519,14,15,25512,7,8,2554,2,2,2559,8,8,25510,18,29,2550,0,0,0117,124,129,2559,8,8,25510,10,9,25556,56,56,255177,177,177,255242,242,242,255240,240,240,255240,240,240,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255242,242,242,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255240,240,240,255238,238,238,255238,238,238,255230,230,230,255230,230,230,255228,228,228,255228,228,228,255224,224,224,255222,222,222,255221,221,221,255200,200,200,25582,82,82,25510,12,12,2559,5,7,25533,39,50,25541,57,72,2554,2,2,25546,46,46,255224,224,224,255250,250,250,255252,252,252,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,255254,254,254,25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of tests1recognized costumeNeuralNetnumber of tests1in %10000100NeuralNetTrafficSign191TrafficSignnumber of tests0actual Costume0recognized costume0success0in %0Sets the value of an existing property or inserts it anew.minValuetypeOfData
width
height
minValue
maxValue
columns
rows
backColorRed
backColorGreen
backColorBlueReads the value of an existing property.minValuetypeOfData
width
height
minValue
maxValue
columns
rows
backColorRed
backColorGreen
backColorBlueSets the default values of the properties of a DataSprite.Creates an empty costume of the specified size and color.Stores a string in a file. JS-code-snippets copied from Snap!-code. Creates new random data in the specified ranges .swaying by a straight line10-55102Calculates the parameters of a regression line.myDatamatrixCalculates the ranges, the covariance or the correlation between two columns of a table
rangesranges
covariance
correlation12myDatatableReports a copy of a table.myDatatableCreates a new empty table.23resultDetermines a property of a list.minmin
max
minpos
maxpos
number
sum
mean
median
variance
standard-deviationmyDatavectormaxnumbersummeanminposmaxposvariancestandard-deviationstandard-deviationfrom "<feature> of": unknown optionERROR: unknown optionSorts a list, JS-code-snippets copied from Snap!-code.myData1truetableDetermines the rows of a table with certain properties.myData1less-thanless-than
greater-than
equal-to
different-from123tablegreater-thanequal-todifferent-fromDetermines group properties.meanmin
max
number
sum
mean2myData1tableStores a list in a CSV file, JS-code copied from Snap!-codemyDataLoads the contents of a file, JS-code copied from Snap!-codeNormalizes a table by dividing it by the specified value.myDatameanmean
max
number
sum
median
softmaxchoice1vector0Deletes a row or column of a table.rowrow
column1myDatatablecolumnAdds a row, a column, or column headers to a table.rowrow
column
column-headersmyDatatableReports a row or column of a table.rowrow
column1myDatatablecolumnGenerates a list of points "near" a given graph.20-55Reports the element a position x|y of a table.11myDatatableReplaces the value at x|y of a table.11myData33tableDetermines the next k neighbours of a point in data. The class of the point must be in column 3.5myDatatablePooling operation with matrices, images and vectors.maxmax
meanmyData2typeOfPooling1matrixvectorFITSRGBmatrixvectordatawidthheighttypeOfPoolingstridetypeOfDatafunction getValue(x,y){return data.at((y-1)*width+x);}
var result=[],y,x,max,sum,mean,n,value,row;
width=Number(width);
height=Number(height);
stride=Number(stride);
result.push(Math.ceil(1.0*width/stride));
result.push(Math.ceil(1.0*height/stride));
if(typeOfData=="FITS"){
y=1;
while(y<=height){
x=1;
while(x<=width){
max=0; mean=0;n=0;sum=0;
for(var i=0;i<stride;i++){
for(var j=0;j<stride;j++){
if(((x+i)<=width)&&((y+j)<=height)){
n++;
value=Number(getValue(x+i,y+j));
sum=sum+value;
if(value>max) max=value;
}
}
}
if(n>0) mean=1.0*sum/n;
if(typeOfPooling=="max") result.push(max); else result.push(mean);
x=x+stride;
}
y=y+stride;
}
}
if(typeOfData=="RGB"){
y=1;
while(y<=height){
x=1;
while(x<=width){
max=[0,0,0,0]; mean=[0,0,0,0];n=0;sum=[0,0,0,0];
for(var i=0;i<stride;i++){
for(var j=0;j<stride;j++){
if(((x+i)<=width)&&((y+j)<=height)){
n++;
value=getValue(x+i,y+j);
for(k=0;k<4;k++){
sum[k]=sum[k]+Number(value.at(k+1));
if(value.at(k+1)>max[k]) max[k]=value.at(k+1);
}
}
}
}
if(n>0) for(k=0;k<4;k++) mean[k]=1.0*sum[k]/n;
if(typeOfPooling=="max") result.push(new List(max)); else result.push(new List(mean));
x=x+stride;
}
y=y+stride;
}
}
if(typeOfData=="matrix"){
y=1;
while(y<=height){
x=1;
row = new List();
while(x<=width){
max=data.at(y).at(x); mean=0;n=0;sum=0;
for(var i=0;i<stride;i++){
for(var j=0;j<stride;j++){
if(((x+i)<=width)&&((y+j)<=height)){
n++;
value=Number(data.at(y+j).at(x+i));
sum=sum+value;
if(value>max) max=value;
}
}
}
if(n>0) mean=1.0*sum/n;
if(typeOfPooling=="max") row.add(max); else row.add(mean);
x=x+stride;
}
result.push(row);
y=y+stride;
}
}
if(typeOfData=="vector"){
x=1;
while(x<=width){
max=data.at(x); mean=0;n=0;sum=0;
for(var i=0;i<stride;i++){
if((x+i)<=width){
n++;
value=Number(data.at(x+i));
sum=sum+value;
if(value>max) max=value;
}
}
if(n>0) mean=1.0*sum/n;
if(typeOfPooling=="max") result.push(max); else result.push(mean);
x=x+stride;
}
}
return new List(result);Test whether data is a table.myDatatablevector
matrix
tablematrixtablefalseReturns a random number between 0 and 1.Imports FITS-data, table-CSV-data or costume-data to myData.costume-(RGB)-datatable-(CSV)-data
costume-(RGB)-data
FITS-datacurrent-costumetable-(CSV)-dataminValuenot setmaxValuenot setcostume-(RGB)-datahmaxcolumnminValuemaxValueApplies a convolution to a table with FITS, RGB, or table valuestableimage
tablemyDatamatrixkerneldatawidthheighttypeOfDatamIndexkWidthfunction getValue(x,y){
if(typeOfData=='FITS') return (data.at(x+(y-1)*width));
if(typeOfData=='RGB') return (data.at(x+(y-1)*width));
if(typeOfData=='table') return (data.at(y).at(x));
}
function getKernelValue(x,y){
return (kernel.at(y).at(x));
}
var result=[],x,y,value,r,g,b,s,row;
width=Number(width); height=Number(height); mIndex=Number(mIndex);kWidth=Number(kWidth);
for(var y=1; y<=height;y++){
row=new List();
for(var x=1;x<=width;x++){
if(typeOfData=='FITS') value = 0;
if(typeOfData=='RGB'){r=0;g=0;b=0;s=255};
if(typeOfData=='table') value=0;
for(var ky=1;ky<=kWidth;ky++)
for(var kx=1;kx<=kWidth;kx++)
if((y-mIndex+ky>0) && (y-mIndex+ky<=height) && (x-mIndex+kx>0) && (x-mIndex+kx<=width)){
if(typeOfData=='FITS') value = value+getValue(x-mIndex+kx,y-mIndex+ky)*getKernelValue(kx,ky);
if(typeOfData=='table') value = value+getValue(x-mIndex+kx,y-mIndex+ky)*getKernelValue(kx,ky);
if(typeOfData=='RGB'){
r = r + getValue(x-mIndex+kx,y-mIndex+ky).at(1)*getKernelValue(kx,ky);
g = g + getValue(x-mIndex+kx,y-mIndex+ky).at(2)*getKernelValue(kx,ky);
b = b + getValue(x-mIndex+kx,y-mIndex+ky).at(3)*getKernelValue(kx,ky);
}
}
if(typeOfData=='FITS') result.push(value);
if(typeOfData=='table') row.add(value);
if(typeOfData=='RGB') result.push(new List([r,g,b,s]));
}
if(typeOfData=='table') result.push(row);
}
return new 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