Reputation: 459
Below is an example of code which will generate Correlation Matrix but I need to add column header and row header in front and top of matrix.
For example in the above matrix amber coloured objects are the labels which i need to add to the blue coloured data generated by Correlation matrix whose code i have attached below.
In Scala breeze is there a way to add labels to matrix ? The problem is DenseMatrix is Double and labels are character so i am not able to add any char label to matrix object.
def getCorMatrix(c :String,d :String,n :Int) :breeze.linalg.DenseMatrix[Double] = {
CorMatrixlogger.info("Inside generating Correlation Matrix")
val query = MongoDBObject("RunDate" -> d) ++ ("Country" -> c)
CorMatrixlogger.info("Query Object created for {}", c)
val dbObject = for (d <- price.find(query)) yield(d)
val objectReader = (dbObject map {x => objectRead(x)}).toList
val fetchAssetData = objectReader map {x => x.Symbol} map { x=> assetStats(x,n) } filterNot {x => x.length < n-1}
CorMatrixlogger.info("Asset Data fetched")
val excessReturnMatrix = DenseMatrix((for(i <- fetchAssetData) yield i.excessReturn).map(_.toArray):_*)
CorMatrixlogger.info("Excess Return matrix generated")
val transposeExcessreturnMatrix = excessReturnMatrix.t
val vcvMatrix = breeze.numerics.rint(((excessReturnMatrix * transposeExcessreturnMatrix):/ (n-1).toDouble ) :* 1000000.0) :/ 1000000.0
CorMatrixlogger.info("VcV Matrix Generated")
val transposeStDevVector = DenseMatrix(for (i <- fetchAssetData ) yield i.sigma)
val stDevVector = transposeStDevVector.t
val stDevMatrix = breeze.numerics.rint(( stDevVector * transposeStDevVector) :* 1000000.0) :/ 1000000.0
CorMatrixlogger.info("Correlation Matrix Generated")
lowerTriangular(breeze.numerics.rint((vcvMatrix :/ stDevMatrix) :* 10000.0) :/ 10000.0)
}
Edit
Thanks David. Your solution really worked well for me.
val ma = DenseMatrix((1.0,2.0,3.0), (3.0,4.0,5.0),(6.0,7.0,8.0))
val im = DenseMatrix.tabulate(ma.rows,ma.cols)(ma(_,_).toString)
val head = DenseVector("a","b","c")
val thead = head.t
val withHeader:DenseMatrix[String] = DenseMatrix.tabulate(im.rows+1, im.cols+1) { (i, j) =>
if (i == 0 && j == 0) " "
else if (i == 0) head(j -1)
else if (j == 0 ) thead (i -1)
else im(i-1,j-1)
} //> withHeader : breeze.linalg.DenseMatrix[String] = a b c
//| a 1.0 2.0 3.0
//| b 3.0 4.0 5.0
//| c 6.0 7.0 8.0
Upvotes: 1
Views: 505
Reputation: 2293
There's nothing built in, sadly. You could do something like
val withHeader:DenseMatrix[Any] = DenseMatrix.tabulate(n+1, m+1){ (i, j) =>
if (i == 0 && j == 0) ""
else if (i == 0) colHeaders(j - 1)
else if (j == 0) rowHeaders(i - 1)
else orig(i - 1, j - 1)
}
You lose all typing information that way, of course, but if you just need to toString something, it's probably the quickest way in current Breeze.
Upvotes: 1